diff --git a/Module2/Module2 - Lab1.xls b/Module2/Module2 - Lab1.xls deleted file mode 100755 index 1d0e635..0000000 Binary files a/Module2/Module2 - Lab1.xls and /dev/null differ diff --git a/Module2/Module2 - Lab4.ipynb b/Module2/Module2 - Lab4.ipynb deleted file mode 100755 index e3bc9c9..0000000 --- a/Module2/Module2 - Lab4.ipynb +++ /dev/null @@ -1,224 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module2 - Lab4" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Import and alias Pandas:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load up the table from the link, and extract the dataset out of it. If you're having issues with this, look carefully at the sample code provided in the reading:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next up, rename the columns so that they are _similar_ to the column definitions provided to you on the website. Be careful and don't accidentally use any column names twice. If a column uses special characters, you can replace them with regular characters to make it easier to work with:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Get rid of any row that has at least 4 NANs in it. That is, any rows that do not contain player points statistics:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "At this point, look through your dataset by printing it. There probably still are some erroneous rows in there. What indexing command(s) will you use to select all rows EXCEPT those rows?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Get rid of the 'RK' column:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Make sure there are no holes in your index by resetting it. There is an example of this in the reading material. By the way, drop the original index." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Check the data type of all columns, and ensure those that should be numeric are numeric." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Your dataframe is now ready! Use the appropriate commands to answer the questions on the course lab page." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "251px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module2/Module2 - Lab5.ipynb b/Module2/Module2 - Lab5.ipynb deleted file mode 100755 index 1701995..0000000 --- a/Module2/Module2 - Lab5.ipynb +++ /dev/null @@ -1,178 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module2 - Lab5" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Import and alias Pandas:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As per usual, load up the specified dataset, setting appropriate header labels." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Excellent.\n", - "\n", - "Now, use basic pandas commands to look through the dataset. Get a feel for it before proceeding!\n", - "\n", - "Do the data-types of each column reflect the values you see when you look through the data using a text editor / spread sheet program? If you see `object` where you expect to see `int32` or `float64`, that is a good indicator that there might be a string or missing value or erroneous value in the column." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Try use `your_data_frame['your_column'].unique()` or equally, `your_data_frame.your_column.unique()` to see the unique values of each column and identify the rogue values.\n", - "\n", - "If you find any value that should be properly encoded to NaNs, you can convert them either using the `na_values` parameter when loading the dataframe. Or alternatively, use one of the other methods discussed in the reading." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Look through your data and identify any potential categorical features. Ensure you properly encode any ordinal and nominal types using the methods discussed in the chapter.\n", - "\n", - "Be careful! Some features can be represented as either categorical or continuous (numerical). If you ever get confused, think to yourself what makes more sense generally---to represent such features with a continuous numeric type... or a series of categories?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Lastly, print out your dataframe!" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": 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matplotlib.style.use('ggplot')\n", - "plt.style.use('ggplot')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a slice from your dataframe and name the variable `s1`. It should only include the `area` and `perimeter` features." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create another slice of from dataframe called it `s2` this time. Slice out only the `groove` and `asymmetry` features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a histogram plot using the first slice, and another histogram plot using the second slice. Be sure to set `alpha=0.75`." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Display the graphs:\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module3/Module3 - Lab2.ipynb b/Module3/Module3 - Lab2.ipynb deleted file mode 100755 index a191aad..0000000 --- a/Module3/Module3 - Lab2.ipynb +++ /dev/null @@ -1,200 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module3 - Lab2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Look pretty...\n", - "\n", - "# matplotlib.style.use('ggplot')\n", - "plt.style.use('ggplot')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a 2d scatter plot that graphs the `area` and `perimeter` features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a 2d scatter plot that graphs the `groove` and `asymmetry` features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a 2d scatter plot that graphs the `compactness` and `width` features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### BONUS\n", - "\n", - "After completing the above, go ahead and run your program Check out the results, and see what happens when you add in the optional display parameter marker with values of either `'^'`, `'.'`, or `'o'`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Display the graphs:\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module3/Module3 - Lab3.ipynb b/Module3/Module3 - Lab3.ipynb deleted file mode 100755 index fdd9ec7..0000000 --- a/Module3/Module3 - Lab3.ipynb +++ /dev/null @@ -1,173 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module3 - Lab3" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Look pretty...\n", - "\n", - "# matplotlib.style.use('ggplot')\n", - "plt.style.use('ggplot')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a new 3D subplot using figure `fig`, which we've defined for you below. Use that subplot to draw a 3D scatter plot using the `area`, `perimeter`, and `asymmetry` features. Be sure so use the optional display parameter `c='red'`, and also label your axes:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "fig = plt.figure()\n", - "\n", - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create another 3D subplot using fig. Then use the subplot to graph a 3D scatter plot of the `width`, `groove`, and `length` features. Be sure so use the optional display parameter `c='green'`, and be sure to label your axes:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "fig = plt.figure()\n", - "\n", - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a 2d scatter plot that graphs the `compactness` and `width` features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Display the graphs:\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module3/Module3 - Lab4.ipynb b/Module3/Module3 - Lab4.ipynb deleted file mode 100755 index eab3f55..0000000 --- a/Module3/Module3 - Lab4.ipynb +++ /dev/null @@ -1,172 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module3 - Lab4" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "\n", - "# This is new\n", - "from pandas.tools.plotting import parallel_coordinates" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Look pretty...\n", - "\n", - "# matplotlib.style.use('ggplot')\n", - "plt.style.use('ggplot')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you loaded the `id` column as a feature (hint: _you shouldn't have!_), then be sure to drop it. Also get rid of the `area` and `perimeter` features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot a parallel coordinates chart grouped by the `wheat_type` feature. Set the optional display parameter `alpha` to `0.4`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a 2d scatter plot that graphs the `compactness` and `width` features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Display the graphs:\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module3/Module3 - Lab5.ipynb b/Module3/Module3 - Lab5.ipynb deleted file mode 100755 index 8274d82..0000000 --- a/Module3/Module3 - Lab5.ipynb +++ /dev/null @@ -1,89 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module3 - Lab5" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "This code is intentionally missing! Read the directions on the course lab page!" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module3/Module3 - Lab6.ipynb b/Module3/Module3 - Lab6.ipynb deleted file mode 100755 index cda7438..0000000 --- a/Module3/Module3 - Lab6.ipynb +++ /dev/null @@ -1,180 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module3 - Lab6" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Look pretty...\n", - "\n", - "# matplotlib.style.use('ggplot')\n", - "plt.style.use('ggplot')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you loaded the `id` column as a feature (hint: _you shouldn't have!_), then be sure to drop it. Also get rid of the `area` and `perimeter` features:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compute the correlation matrix of your dataframe:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Graph the correlation matrix using `imshow` or `matshow`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Display the graphs:\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module4/Module4 - Lab2.ipynb b/Module4/Module4 - Lab2.ipynb deleted file mode 100755 index f093794..0000000 --- a/Module4/Module4 - Lab2.ipynb +++ /dev/null @@ -1,415 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module4- Lab2" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import math\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "\n", - "from sklearn import preprocessing" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Look pretty...\n", - "\n", - "# matplotlib.style.use('ggplot')\n", - "plt.style.use('ggplot')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Some Boilerplate Code" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "For your convenience, we've included some boilerplate code here which will help you out. You aren't expected to know how to write this code on your own at this point, but it'll assist with your visualizations. We've added some notes to the code in case you're interested in knowing what it's doing:" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### A Note on SKLearn's `.transform()` calls:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Any time you perform a transformation on your data, you lose the column header names because the output of SciKit-Learn's `.transform()` method is an NDArray and not a daraframe.\n", - "\n", - "This actually makes a lot of sense because there are essentially two types of transformations:\n", - "- Those that adjust the scale of your features, and\n", - "- Those that change alter the number of features, perhaps even changing their values entirely.\n", - "\n", - "An example of adjusting the scale of a feature would be changing centimeters to inches. Changing the feature entirely would be like using PCA to reduce 300 columns to 30. In either case, the original column's units have either been altered or no longer exist at all, so it's up to you to assign names to your columns after any transformation, if you'd like to store the resulting NDArray back into a dataframe." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def scaleFeaturesDF(df):\n", - " # Feature scaling is a type of transformation that only changes the\n", - " # scale, but not number of features. Because of this, we can still\n", - " # use the original dataset's column names... so long as we keep in\n", - " # mind that the _units_ have been altered:\n", - "\n", - " scaled = preprocessing.StandardScaler().fit_transform(df)\n", - " scaled = pd.DataFrame(scaled, columns=df.columns)\n", - " \n", - " print(\"New Variances:\\n\", scaled.var())\n", - " print(\"New Describe:\\n\", scaled.describe())\n", - " return scaled" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "SKLearn contains many methods for transforming your features by scaling them, a type of pre-processing):\n", - " - `RobustScaler`\n", - " - `Normalizer`\n", - " - `MinMaxScaler`\n", - " - `MaxAbsScaler`\n", - " - `StandardScaler`\n", - " - ...\n", - "\n", - "http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing\n", - "\n", - "However in order to be effective at PCA, there are a few requirements that must be met, and which will drive the selection of your scaler. PCA requires your data is standardized -- in other words, it's _mean_ should equal 0, and it should have unit variance.\n", - "\n", - "SKLearn's regular `Normalizer()` doesn't zero out the mean of your data, it only clamps it, so it could be inappropriate to use depending on your data. `MinMaxScaler` and `MaxAbsScaler` both fail to set a unit variance, so you won't be using them here either. `RobustScaler` can work, again depending on your data (watch for outliers!). So for this assignment, you're going to use the `StandardScaler`. Get familiar with it by visiting these two websites:\n", - "\n", - "- http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-scaler\n", - "- http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html#sklearn.preprocessing.StandardScaler" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Lastly, some code to help with visualizations:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def drawVectors(transformed_features, components_, columns, plt, scaled):\n", - " if not scaled:\n", - " return plt.axes() # No cheating ;-)\n", - "\n", - " num_columns = len(columns)\n", - "\n", - " # This funtion will project your *original* feature (columns)\n", - " # onto your principal component feature-space, so that you can\n", - " # visualize how \"important\" each one was in the\n", - " # multi-dimensional scaling\n", - "\n", - " # Scale the principal components by the max value in\n", - " # the transformed set belonging to that component\n", - " xvector = components_[0] * max(transformed_features[:,0])\n", - " yvector = components_[1] * max(transformed_features[:,1])\n", - "\n", - " ## visualize projections\n", - "\n", - " # Sort each column by it's length. These are your *original*\n", - " # columns, not the principal components.\n", - " important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) }\n", - " important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", - " print(\"Features by importance:\\n\", important_features)\n", - "\n", - " ax = plt.axes()\n", - "\n", - " for i in range(num_columns):\n", - " # Use an arrow to project each original feature as a\n", - " # labeled vector on your principal component axes\n", - " plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75)\n", - " plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75)\n", - "\n", - " return ax" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### And Now, The Assignment" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Do * NOT * alter this line, until instructed!\n", - "scaleFeatures = False" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load up the dataset specified on the lab instructions page and remove any and all _rows_ that have a NaN in them. You should be a pro at this by now ;-)\n", - "\n", - "**QUESTION**: Should the `id` column be included in your dataset as a feature?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's build some color-coded labels; the actual label feature will be removed prior to executing PCA, since it's unsupervised. You're only labeling by color so you can see the effects of PCA:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "labels = ['red' if i=='ckd' else 'green' for i in df.classification]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Use an indexer to select only the following columns: `['bgr','wc','rc']`" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Either take a look at the dataset's webpage in the attribute info section of UCI's [Chronic Kidney Disease]() page,: https://archive.ics.uci.edu/ml/datasets/Chronic_Kidney_Disease or alternatively, you can actually look at the first few rows of your dataframe using `.head()`. What kind of data type should these three columns be? Compare what you see with the results when you print out your dataframe's `dtypes`.\n", - "\n", - "If Pandas did not properly detect and convert your columns to the data types you expected, use an appropriate command to coerce these features to the right type." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "PCA Operates based on variance. The variable with the greatest variance will dominate. Examine your data using a command that will check the variance of every feature in your dataset, and then print out the results. Also print out the results of running `.describe` on your dataset.\n", - "\n", - "_Hint:_ If you do not see all three variables: `'bgr'`, `'wc'`, and `'rc'`, then it's likely you probably did not complete the previous step properly." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Below, we assume your dataframe's variable is named `df`. If it isn't, make the appropriate changes. But do not alter the code in `scaleFeaturesDF()` just yet!" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your (possible) code adjustment here ..\n", - "if scaleFeatures: df = scaleFeaturesDF(df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Run PCA on your dataset, reducing it to 2 principal components. Make sure your PCA model is saved in a variable called `'pca'`, and that the results of your transformation are saved in another variable `'T'`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, plot the transformed data as a scatter plot. Recall that transforming the data will result in a NumPy NDArray. You can either use MatPlotLib to graph it directly, or you can convert it back to DataFrame and have Pandas do it for you.\n", - "\n", - "Since we've already demonstrated how to plot directly with MatPlotLib in `Module4/assignment1.ipynb`, this time we'll show you how to convert your transformed data back into to a Pandas Dataframe and have Pandas plot it from there." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Since we transformed via PCA, we no longer have column names; but we know we\n", - "# are in `principal-component` space, so we'll just define the coordinates accordingly:\n", - "ax = drawVectors(T, pca.components_, df.columns.values, plt, scaleFeatures)\n", - "T = pd.DataFrame(T)\n", - "\n", - "T.columns = ['component1', 'component2']\n", - "T.plot.scatter(x='component1', y='component2', marker='o', c=labels, alpha=0.75, ax=ax)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module4/Module4 - Lab3.ipynb b/Module4/Module4 - Lab3.ipynb deleted file mode 100755 index e276d27..0000000 --- a/Module4/Module4 - Lab3.ipynb +++ /dev/null @@ -1,89 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module4- Lab3" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "This code is intentionally missing! Read the directions on the course lab page!" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Datasets/wheat.data b/Module5/Datasets/wheat.data deleted file mode 100644 index d74df78..0000000 --- a/Module5/Datasets/wheat.data +++ /dev/null @@ -1,211 +0,0 @@ -id,area,perimeter,compactness,length,width,asymmetry,groove,wheat_type -0,15.26,14.84,0.871,5.763,3.312,2.221,5.22,kama -1,14.88,14.57,0.8811,5.554,3.333,1.018,4.956,kama -2,14.29,14.09,0.905,5.291,3.337,2.699,4.825,kama -3,13.84,13.94,0.8955,5.324,3.379,2.259,4.805,kama -4,16.14,14.99,0.9034,5.658,3.562,1.355,5.175,kama -5,14.38,14.21,0.8951,5.386,3.312,2.462,4.956,kama -6,14.69,14.49,0.8799,5.563,3.259,3.586,5.219,kama -7,14.11,14.1,0.8911,5.42,3.302,2.7,,canadian -8,16.63,15.46,0.8747,6.053,3.465,2.04,5.877,kama -9,16.44,15.25,0.888,5.884,3.505,1.969,5.533,kama 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-194,12.11,13.27,0.8639,5.236,2.975,4.132,5.012,canadian -195,12.8,13.47,0.886,5.16,3.126,4.873,4.914,canadian -196,12.79,13.53,0.8786,5.224,3.054,5.483,4.958,canadian -197,13.37,13.78,0.8849,5.32,3.128,4.67,5.091,canadian -198,12.62,13.67,0.8481,5.41,2.911,3.306,5.231,canadian -199,12.76,13.38,0.8964,5.073,3.155,2.828,4.83,canadian -200,12.38,13.44,0.8609,5.219,2.989,5.472,5.045,canadian -201,12.67,13.32,0.8977,4.984,3.135,2.3,,canadian -202,11.18,12.72,0.868,5.009,2.81,4.051,4.828,canadian -203,12.7,13.41,0.8874,5.183,3.091,8.456,5.0,canadian -204,12.37,13.47,0.8567,5.204,2.96,3.919,5.001,canadian -205,12.19,13.2,0.8783,5.137,2.981,3.631,4.87,canadian -206,11.23,12.88,0.8511,5.14,2.795,4.325,5.003,canadian -207,13.2,13.66,0.8883,5.236,3.232,8.315,5.056,canadian -208,11.84,13.21,0.8521,5.175,2.836,3.598,5.044,canadian -209,12.3,13.34,0.8684,5.243,2.974,5.637,5.063,canadian diff --git a/Module5/Module5 - Lab1.ipynb b/Module5/Module5 - Lab1.ipynb deleted file mode 100755 index e431f46..0000000 --- a/Module5/Module5 - Lab1.ipynb +++ /dev/null @@ -1,259 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab1" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Start by importing whatever you need to import in order to make this lab work:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### How to Get The Dataset" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "1. Open up the City of Chicago's [Open Data | Crimes](https://data.cityofchicago.org/Public-Safety/Crimes-2001-to-present/ijzp-q8t2) page.\n", - "1. In the `Primary Type` column, click on the `Menu` button next to the info button, and select `Filter This Column`. It might take a second for the filter option to show up, since it has to load the entire list first.\n", - "1. Scroll down to `GAMBLING`\n", - "1. Click the light blue `Export` button next to the `Filter` button, and select `Download As CSV`" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that you have th dataset stored as a CSV, load it up being careful to double check headers, as per usual:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Get rid of any _rows_ that have nans in them:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Display the `dtypes` of your dset:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Coerce the `Date` feature (which is currently a string object) into real date, and confirm by displaying the `dtypes` again. This might be a slow executing process..." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def doKMeans(df):\n", - " # Let's plot your data with a '.' marker, a 0.3 alpha at the Longitude,\n", - " # and Latitude locations in your dataset. Longitude = x, Latitude = y\n", - " fig = plt.figure()\n", - " ax = fig.add_subplot(111)\n", - " ax.scatter(df.Longitude, df.Latitude, marker='.', alpha=0.3)\n", - "\n", - " \n", - " # TODO: Filter `df` using indexing so it only contains Longitude and Latitude,\n", - " # since the remaining columns aren't really applicable for this lab:\n", - " #\n", - " # .. your code here ..\n", - "\n", - "\n", - " # TODO: Use K-Means to try and find seven cluster centers in this df.\n", - " # Be sure to name your kmeans model `model` so that the printing works.\n", - " #\n", - " # .. your code here ..\n", - "\n", - "\n", - " # Now we can print and plot the centroids:\n", - " centroids = model.cluster_centers_\n", - " print(centroids)\n", - " ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Print & Plot your data\n", - "doKMeans(df)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Filter out the data so that it only contains samples that have a `Date > '2011-01-01'`, using indexing. Then, in a new figure, plot the crime incidents, as well as a new K-Means run's centroids." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Print & Plot your data\n", - "doKMeans(df)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Module5 - Lab2.ipynb b/Module5/Module5 - Lab2.ipynb deleted file mode 100755 index 94a4e60..0000000 --- a/Module5/Module5 - Lab2.ipynb +++ /dev/null @@ -1,314 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab2" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Start by importing whatever you need to import in order to make this lab work:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### CDRs" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "A [call detail record](https://en.wikipedia.org/wiki/Call_detail_record) (CDR) is a data record produced by a telephone exchange or other telecommunications equipment that documents the details of a telephone call or other telecommunications transaction (e.g., text message) that passes through that facility or device.\n", - "\n", - "The record contains various attributes of the call, such as time, duration, completion status, source number, and destination number. It is the automated equivalent of the paper toll tickets that were written and timed by operators for long-distance calls in a manual telephone exchange.\n", - "\n", - "The dataset we've curated for you contains call records for 10 people, tracked over the course of 3 years. Your job in this assignment is to find out where each of these people likely live and where they work at!\n", - "\n", - "Start by loading up the dataset and taking a peek at its head. You can convert date-strings to real date-time objects using `pd.to_datetime`, and the times using `pd.to_timedelta`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a distinct list of `In` phone numbers (people) and store the values in a regular python list. Make sure the numbers appear in your list in the same order they appear in your dataframe; but only keep a single copy of each number. [This link](https://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.tolist.html) might also be helpful." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a slice named `user1` that filters to _only_ include dataset records where the `In` feature (user's phone number) is equal to the first number on your unique list above, i.e., the very first number in the dataset:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's go ahead and plot all the call locations:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "user1.plot.scatter(x='TowerLon', y='TowerLat', c='gray', alpha=0.1, title='Call Locations')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "INFO: The locations map above should be too \"busy\" to really wrap your head around. This is where domain expertise comes into play. Your intuition can direct you by knowing people are likely to behave differently on weekends vs on weekdays:\n", - "\n", - "#### On Weekends\n", - "1. People probably don't go into work\n", - "1. They probably sleep in late on Saturday\n", - "1. They probably run a bunch of random errands, since they couldn't during the week\n", - "1. They should be home, at least during the very late hours, e.g. 1-4 AM\n", - "\n", - "#### On Weekdays\n", - "1. People probably are at work during normal working hours\n", - "1. They probably are at home in the early morning and during the late night\n", - "1. They probably spend time commuting between work and home everyday" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Add more filters to the `user1` slice you created. Add bitwise logic so that you only examine records that _came in_ on weekends (sat/sun):" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Further filter `user1` down for calls that came in either before 6AM OR after 10pm (22:00:00). Even if you didn't convert your times from string objects to timedeltas, you can still use `<` and `>` to compare the string times as long as you code them as [military time strings](https://en.wikipedia.org/wiki/24-hour_clock), eg: \"06:00:00\", \"22:00:00\": \n", - "\n", - "You may also want to review the Data Manipulation section for this. Once you have your filtered slice, print out its length:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Visualize the dataframe with a scatter plot as a sanity check. Since you're [familiar with maps](https://en.wikipedia.org/wiki/Geographic_coordinate_system#Geographic_latitude_and_longitude), you know well that your X-Coordinate should be Longitude, and your Y coordinate should be the tower Latitude. Check the dataset headers for proper column feature names.\n", - " \n", - "At this point, you don't yet know exactly where the user is located just based off the cell phone tower position data; but considering the below are for Calls that arrived in the twilight hours of weekends, it's likely that wherever they are bunched up is probably near where the caller's residence:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "fig = plt.figure()\n", - "ax = fig.add_subplot(111)\n", - "ax.scatter(user1.TowerLon,user1.TowerLat, c='g', marker='o', alpha=0.2)\n", - "ax.set_title('Weekend Calls (<6am or >10p)')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Run K-Means with a `K=1`. There really should only be a single area of concentration. If you notice multiple areas that are \"hot\" (multiple areas the user spends a lot of time at that are FAR apart from one another), then increase `K=2`, with the goal being that one of the centroids will sweep up the annoying outliers; and the other will zero in on the user's approximate home location. Or rather the location of the cell tower closest to their home.....\n", - "\n", - "Be sure to only feed in Lat and Lon coordinates to the KMeans algorithm, since none of the other data is suitable for your purposes. Since both Lat and Lon are (approximately) on the same scale, no feature scaling is required. Print out the centroid locations and add them onto your scatter plot. Use a distinguishable marker and color.\n", - "\n", - "Hint: Make sure you graph the CORRECT coordinates. This is part of your domain expertise." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that you have a system in place, repeat the above steps for all 10 individuals in the dataset, being sure to record their approximate home locations. You might want to use a for-loop, unless you enjoy copying and pasting:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Module5 - Lab3.ipynb b/Module5/Module5 - Lab3.ipynb deleted file mode 100755 index b047801..0000000 --- a/Module5/Module5 - Lab3.ipynb +++ /dev/null @@ -1,376 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab3" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "from datetime import timedelta\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "\n", - "matplotlib.style.use('ggplot') # Look Pretty" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A convenience function for you to use:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def clusterInfo(model):\n", - " print(\"Cluster Analysis Inertia: \", model.inertia_)\n", - " print('------------------------------------------')\n", - " \n", - " for i in range(len(model.cluster_centers_)):\n", - " print(\"\\n Cluster \", i)\n", - " print(\" Centroid \", model.cluster_centers_[i])\n", - " print(\" #Samples \", (model.labels_==i).sum()) # NumPy Power" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Find the cluster with the least # attached nodes\n", - "def clusterWithFewestSamples(model):\n", - " # Ensure there's at least on cluster...\n", - " minSamples = len(model.labels_)\n", - " minCluster = 0\n", - " \n", - " for i in range(len(model.cluster_centers_)):\n", - " if minSamples > (model.labels_==i).sum():\n", - " minCluster = i\n", - " minSamples = (model.labels_==i).sum()\n", - "\n", - " print(\"\\n Cluster With Fewest Samples: \", minCluster)\n", - " return (model.labels_==minCluster)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### CDRs" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "A [call detail record](https://en.wikipedia.org/wiki/Call_detail_record) (CDR) is a data record produced by a telephone exchange or other telecommunications equipment that documents the details of a telephone call or other telecommunications transaction (e.g., text message) that passes through that facility or device.\n", - "\n", - "The record contains various attributes of the call, such as time, duration, completion status, source number, and destination number. It is the automated equivalent of the paper toll tickets that were written and timed by operators for long-distance calls in a manual telephone exchange.\n", - "\n", - "The dataset we've curated for you contains call records for 10 people, tracked over the course of 3 years. Your job in this assignment is to find out where each of these people likely live and where they work at!\n", - "\n", - "Start by loading up the dataset and taking a peek at its `head` and `dtypes`. You can convert date-strings to real date-time objects using `pd.to_datetime`, and the times using `pd.to_timedelta`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a unique list of the phone number values (people) stored in the `In` column of the dataset, and save them in a regular python list called `unique_numbers`. Manually check through `unique_numbers` to ensure the order the numbers appear is the same order they (uniquely) appear in your dataset:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Using some domain expertise, your intuition should direct you to know that people are likely to behave differently on weekends vs on weekdays:\n", - "\n", - "#### On Weekends\n", - "1. People probably don't go into work\n", - "1. They probably sleep in late on Saturday\n", - "1. They probably run a bunch of random errands, since they couldn't during the week\n", - "1. They should be home, at least during the very late hours, e.g. 1-4 AM\n", - "\n", - "#### On Weekdays\n", - "1. People probably are at work during normal working hours\n", - "1. They probably are at home in the early morning and during the late night\n", - "1. They probably spend time commuting between work and home everyday" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "print(\"Examining person: \", 0)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Create a slice called `user1` that filters to only include dataset records where the `In` feature (user phone number) is equal to the first number on your unique list above:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alter your slice so that it includes only Weekday (Mon-Fri) values:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The idea is that the call was placed before 5pm. From Midnight-730a, the user is probably sleeping and won't call / wake up to take a call. There should be a brief time in the morning during their commute to work, then they'll spend the entire day at work. So the assumption is that most of the time is spent either at work, or in 2nd, at home:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Plot the Cell Towers the user connected to" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def doKMeans(data, num_clusters=0):\n", - " # TODO: Be sure to only feed in Lat and Lon coordinates to the KMeans algo, since none of the other\n", - " # data is suitable for your purposes. Since both Lat and Lon are (approximately) on the same scale,\n", - " # no feature scaling is required. Print out the centroid locations and add them onto your scatter\n", - " # plot. Use a distinguishable marker and color.\n", - " #\n", - " # Hint: Make sure you fit ONLY the coordinates, and in the CORRECT order (lat first). This is part\n", - " # of your domain expertise. Also, *YOU* need to create, initialize (and return) the variable named\n", - " # `model` here, which will be a SKLearn K-Means model for this to work:\n", - " \n", - " # .. your code here ..\n", - " \n", - " return model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's tun K-Means with `K=3` or `K=4`. There really should only be a two areas of concentration. If you notice multiple areas that are \"hot\" (multiple areas the user spends a lot of time at that are FAR apart from one another), then increase K=5, with the goal being that all centroids except two will sweep up the annoying outliers and not-home, not-work travel occasions. the other two will zero in on the user's approximate home location and work locations. Or rather the location of the cell tower closest to them....." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "model = doKMeans(user1, 3)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Print out the mean `CallTime` value for the samples belonging to the cluster with the LEAST samples attached to it. If our logic is correct, the cluster with the MOST samples will be work. The cluster with the 2nd most samples will be home. And the `K=3` cluster with the least samples should be somewhere in between the two. What time, on average, is the user in between home and work, between the midnight and 5pm?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "midWayClusterIndices = clusterWithFewestSamples(model)\n", - "midWaySamples = user1[midWayClusterIndices]\n", - "print(\" Its Waypoint Time: \", midWaySamples.CallTime.mean())" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Let's visualize the results! First draw the X's for the clusters:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ax.scatter(model.cluster_centers_[:,1], model.cluster_centers_[:,0], s=169, c='r', marker='x', alpha=0.8, linewidths=2)\n", - "ax.set_title('Weekday Calls Centroids')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Module5 - Lab4.ipynb b/Module5/Module5 - Lab4.ipynb deleted file mode 100755 index 87aeed9..0000000 --- a/Module5/Module5 - Lab4.ipynb +++ /dev/null @@ -1,544 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab4" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import math\n", - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "\n", - "from sklearn import preprocessing\n", - "from sklearn.decomposition import PCA\n", - "\n", - "# You might need to import more modules here..\n", - "# .. your code here ..\n", - "\n", - "matplotlib.style.use('ggplot') # Look Pretty\n", - "c = ['red', 'green', 'blue', 'orange', 'yellow', 'brown']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can experiment with these parameters:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "PLOT_TYPE_TEXT = False # If you'd like to see indices\n", - "PLOT_VECTORS = True # If you'd like to see your original features in P.C.-Space" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Some Convenience Functions" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def drawVectors(transformed_features, components_, columns, plt):\n", - " num_columns = len(columns)\n", - "\n", - " # This function will project your *original* feature (columns)\n", - " # onto your principal component feature-space, so that you can\n", - " # visualize how \"important\" each one was in the\n", - " # multi-dimensional scaling\n", - "\n", - " # Scale the principal components by the max value in\n", - " # the transformed set belonging to that component\n", - " xvector = components_[0] * max(transformed_features[:,0])\n", - " yvector = components_[1] * max(transformed_features[:,1])\n", - "\n", - " ## Visualize projections\n", - "\n", - " # Sort each column by its length. These are your *original*\n", - " # columns, not the principal components.\n", - " important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) }\n", - " important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", - " print(\"Projected Features by importance:\\n\", important_features)\n", - "\n", - " ax = plt.axes()\n", - "\n", - " for i in range(num_columns):\n", - " # Use an arrow to project each original feature as a\n", - " # labeled vector on your principal component axes\n", - " plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75, zorder=600000)\n", - " plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75, zorder=600000)\n", - " \n", - " return ax" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def doPCA(data, dimensions=2):\n", - " model = PCA(n_components=dimensions, svd_solver='randomized', random_state=7)\n", - " model.fit(data)\n", - " return model" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def doKMeans(data, num_clusters=0):\n", - " # TODO: Do the KMeans clustering here, passing in the # of clusters parameter\n", - " # and fit it against your data. Then, return a tuple containing the cluster\n", - " # centers and the labels.\n", - " #\n", - " # Hint: Just like with doPCA above, you will have to create a variable called\n", - " # `model`, which will be a SKLearn K-Means model for this to work.\n", - " \n", - " \n", - " # .. your code here ..\n", - " return model.cluster_centers_, model.labels_" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Load up the dataset. It may or may not have nans in it. Make sure you catch them and destroy them, by setting them to `0`. This is valid for this dataset, since if the value is missing, you can assume no money was spent on it." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As instructed, get rid of the `Channel` and `Region` columns, since you'll be investigating as if this were a single location wholesaler, rather than a national / international one. Leaving these fields in here would cause KMeans to examine and give weight to them:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Before unitizing / standardizing / normalizing your data in preparation for K-Means, it's a good idea to get a quick peek at it. You can do this using the `.describe()` method, or even by using the built-in pandas `df.plot.hist()`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Having checked out your data, you may have noticed there's a pretty big gap between the top customers in each feature category and the rest. Some feature scaling algorithms won't get rid of outliers for you, so it's a good idea to handle that manually---particularly if your goal is NOT to determine the top customers. \n", - "\n", - "After all, you can do that with a simple Pandas `.sort_values()` and not a machine learning clustering algorithm. From a business perspective, you're probably more interested in clustering your +/- 2 standard deviation customers, rather than the top and bottom customers.\n", - "\n", - "Remove top 5 and bottom 5 samples for each column:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "drop = {}\n", - "for col in df.columns:\n", - " # Bottom 5\n", - " sort = df.sort_values(by=col, ascending=True)\n", - " if len(sort) > 5: sort=sort[:5]\n", - " for index in sort.index: drop[index] = True # Just store the index once\n", - "\n", - " # Top 5\n", - " sort = df.sort_values(by=col, ascending=False)\n", - " if len(sort) > 5: sort=sort[:5]\n", - " for index in sort.index: drop[index] = True # Just store the index once" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Drop rows by index. We do this all at once in case there is a collision. This way, we don't end up dropping more rows than we have to, if there is a single row that satisfies the drop for multiple columns. Since there are 6 rows, if we end up dropping < 5*6*2 = 60 rows, that means there indeed were collisions:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "print(\"Dropping {0} Outliers...\".format(len(drop)))\n", - "df.drop(inplace=True, labels=drop.keys(), axis=0)\n", - "df.describe()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "### What are you interested in?" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Depending on what you're interested in, you might take a different approach to normalizing/standardizing your data.\n", - " \n", - "You should note that all columns left in the dataset are of the same unit. You might ask yourself, do I even need to normalize / standardize the data? The answer depends on what you're trying to accomplish. For instance, although all the units are the same (generic money unit), the price per item in your store isn't. There may be some cheap items and some expensive one. If your goal is to find out what items people tend to buy together but you didn't \"unitize\" properly before running kMeans, the contribution of the lesser priced item would be dwarfed by the more expensive item. This is an issue of scale.\n", - "\n", - "For a great overview on a few of the normalization methods supported in SKLearn, please check out: https://stackoverflow.com/questions/30918781/right-function-for-normalizing-input-of-sklearn-svm\n", - "\n", - "Suffice to say, at the end of the day, you're going to have to know what question you want answered and what data you have available in order to select the best method for your purpose. Luckily, SKLearn's interfaces are easy to switch out so in the mean time, you can experiment with all of them and see how they alter your results.\n", - "\n", - "5-sec summary before you dive deeper online:" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### Normalization" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's say your user spend a LOT. Normalization divides each item by the average overall amount of spending. Stated differently, your new feature is = the contribution of overall spending going into that particular item: \\$spent on feature / \\$overall spent by sample." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "### MinMax" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "What % in the overall range of $spent by all users on THIS particular feature is the current sample's feature at? When you're dealing with all the same units, this will produce a near face-value amount. Be careful though: if you have even a single outlier, it can cause all your data to get squashed up in lower percentages.\n", - "\n", - "Imagine your buyers usually spend \\$100 on wholesale milk, but today only spent \\$20. This is the relationship you're trying to capture with MinMax. NOTE: MinMax doesn't standardize (std. dev.); it only normalizes / unitizes your feature, in the mathematical sense. MinMax can be used as an alternative to zero mean, unit variance scaling. [(sampleFeatureValue-min) / (max-min)] * (max-min) + min Where min and max are for the overall feature values for all samples." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "### Back to The Assignment" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Un-comment just ***ONE*** of lines at a time and see how alters your results. Pay attention to the direction of the arrows, as well as their LENGTHS:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#T = preprocessing.StandardScaler().fit_transform(df)\n", - "#T = preprocessing.MinMaxScaler().fit_transform(df)\n", - "#T = preprocessing.MaxAbsScaler().fit_transform(df)\n", - "#T = preprocessing.Normalizer().fit_transform(df)\n", - "T = df # No Change" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Sometimes people perform PCA before doing KMeans, so that KMeans only operates on the most meaningful features. In our case, there are so few features that doing PCA ahead of time isn't really necessary, and you can do KMeans in feature space. But keep in mind you have the option to transform your data to bring down its dimensionality. If you take that route, then your Clusters will already be in PCA-transformed feature space, and you won't have to project them again for visualization." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# Do KMeans\n", - "\n", - "n_clusters = 3\n", - "centroids, labels = doKMeans(T, n_clusters)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Print out your centroids. They're currently in feature-space, which is good. Print them out before you transform them into PCA space for viewing" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now that we've clustered our KMeans, let's do PCA, using it as a tool to visualize the results. Project the centroids as well as the samples into the new 2D feature space for visualization purposes:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "display_pca = doPCA(T)\n", - "T = display_pca.transform(T)\n", - "CC = display_pca.transform(centroids)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Visualize all the samples. Give them the color of their cluster label" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "fig = plt.figure()\n", - "ax = fig.add_subplot(111)\n", - "if PLOT_TYPE_TEXT:\n", - " # Plot the index of the sample, so you can further investigate it in your dset\n", - " for i in range(len(T)): ax.text(T[i,0], T[i,1], df.index[i], color=c[labels[i]], alpha=0.75, zorder=600000)\n", - " ax.set_xlim(min(T[:,0])*1.2, max(T[:,0])*1.2)\n", - " ax.set_ylim(min(T[:,1])*1.2, max(T[:,1])*1.2)\n", - "else:\n", - " # Plot a regular scatter plot\n", - " sample_colors = [ c[labels[i]] for i in range(len(T)) ]\n", - " ax.scatter(T[:, 0], T[:, 1], c=sample_colors, marker='o', alpha=0.2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the Centroids as X's, and label them" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "ax.scatter(CC[:, 0], CC[:, 1], marker='x', s=169, linewidths=3, zorder=1000, c=c)\n", - "for i in range(len(centroids)):\n", - " ax.text(CC[i, 0], CC[i, 1], str(i), zorder=500010, fontsize=18, color=c[i])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Display feature vectors for investigation:\n", - "if PLOT_VECTORS:\n", - " drawVectors(T, display_pca.components_, df.columns, plt)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# Add the cluster label back into the dataframe and display it:\n", - "df['label'] = pd.Series(labels, index=df.index)\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Module5 - Lab5.ipynb b/Module5/Module5 - Lab5.ipynb deleted file mode 100755 index 14ae562..0000000 --- a/Module5/Module5 - Lab5.ipynb +++ /dev/null @@ -1,389 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab5" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", - "\n", - "matplotlib.style.use('ggplot') # Look Pretty" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### A Convenience Function" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def plotDecisionBoundary(model, X, y):\n", - " fig = plt.figure()\n", - " ax = fig.add_subplot(111)\n", - "\n", - " padding = 0.6\n", - " resolution = 0.0025\n", - " colors = ['royalblue','forestgreen','ghostwhite']\n", - "\n", - " # Calculate the boundaris\n", - " x_min, x_max = X[:, 0].min(), X[:, 0].max()\n", - " y_min, y_max = X[:, 1].min(), X[:, 1].max()\n", - " x_range = x_max - x_min\n", - " y_range = y_max - y_min\n", - " x_min -= x_range * padding\n", - " y_min -= y_range * padding\n", - " x_max += x_range * padding\n", - " y_max += y_range * padding\n", - "\n", - " # Create a 2D Grid Matrix. The values stored in the matrix\n", - " # are the predictions of the class at at said location\n", - " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", - " np.arange(y_min, y_max, resolution))\n", - "\n", - " # What class does the classifier say?\n", - " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", - " Z = Z.reshape(xx.shape)\n", - "\n", - " # Plot the contour map\n", - " cs = plt.contourf(xx, yy, Z, cmap=plt.cm.terrain)\n", - "\n", - " # Plot the test original points as well...\n", - " for label in range(len(np.unique(y))):\n", - " indices = np.where(y == label)\n", - " plt.scatter(X[indices, 0], X[indices, 1], c=colors[label], label=str(label), alpha=0.8)\n", - "\n", - " p = model.get_params()\n", - " plt.axis('tight')\n", - " plt.title('K = ' + str(p['n_neighbors']))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### The Assignment" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Load up the dataset into a variable called `X`. Check `.head` and `dtypes` to make sure you're loading your data properly--don't fail on the 1st step!" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Copy the `wheat_type` series slice out of `X`, and into a series called `y`. Then drop the original `wheat_type` column from the `X`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Do a quick, \"ordinal\" conversion of `y`. In actuality our classification isn't ordinal, but just as an experiment..." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Do some basic nan munging. Fill each row's nans with the mean of the feature:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Split `X` into training and testing data sets using `train_test_split()`. Use `0.33` test size, and use `random_state=1`. This is important so that your answers are verifiable. In the real world, you wouldn't specify a random_state:" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create an instance of SKLearn's Normalizer class and then train it using its .fit() method against your _training_ data. The reason you only fit against your training data is because in a real-world situation, you'll only have your training data to train with! In this lab setting, you have both train+test data; but in the wild, you'll only have your training data, and then unlabeled data you want to apply your models to." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "With your trained pre-processor, transform both your training AND testing data. Any testing data has to be transformed with your preprocessor that has ben fit against your training data, so that it exist in the same feature-space as the original data used to train your models." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Just like your preprocessing transformation, create a PCA transformation as well. Fit it against your training data, and then project your training and testing features into PCA space using the PCA model's `.transform()` method. This has to be done because the only way to visualize the decision boundary in 2D would be if your KNN algo ran in 2D as well:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create and train a KNeighborsClassifier. Start with `K=9` neighbors. Be sure train your classifier against the pre-processed, PCA- transformed training data above! You do not, of course, need to transform your labels." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'plotDecisionBoundary' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# I hopee your KNeighbors classifier model from earlier was named 'knn'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# If not, adjust the following line:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mplotDecisionBoundary\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mknn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'plotDecisionBoundary' is not defined" - ] - } - ], - "source": [ - "# I hope your KNeighbors classifier model from earlier was named 'knn'\n", - "# If not, adjust the following line:\n", - "plotDecisionBoundary(knn, X_train, y_train)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Display the accuracy score of your test data/labels, computed by your KNeighbors model. You do NOT have to run `.predict` before calling `.score`, since `.score` will take care of running your predictions for you automatically." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Bonus" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Instead of the ordinal conversion, try and get this assignment working with a proper Pandas get_dummies for feature encoding. You might have to update some of the `plotDecisionBoundary()` code." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Module5 - Lab6.ipynb b/Module5/Module5 - Lab6.ipynb deleted file mode 100755 index e605de5..0000000 --- a/Module5/Module5 - Lab6.ipynb +++ /dev/null @@ -1,398 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab6" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import random, math\n", - "import pandas as pd\n", - "import numpy as np\n", - "import scipy.io\n", - "\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "import matplotlib.pyplot as plt\n", - "\n", - "matplotlib.style.use('ggplot') # Look Pretty\n", - "\n", - "\n", - "# Leave this alone until indicated:\n", - "Test_PCA = False" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### A Convenience Function" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This method is for your visualization convenience only. You aren't expected to know how to put this together yourself, although you should be able to follow the code by now:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def Plot2DBoundary(DTrain, LTrain, DTest, LTest):\n", - " # The dots are training samples (img not drawn), and the pics are testing samples (images drawn)\n", - " # Play around with the K values. This is very controlled dataset so it should be able to get perfect classification on testing entries\n", - " # Play with the K for isomap, play with the K for neighbors. \n", - "\n", - " fig = plt.figure()\n", - " ax = fig.add_subplot(111)\n", - " ax.set_title('Transformed Boundary, Image Space -> 2D')\n", - "\n", - " padding = 0.1 # Zoom out\n", - " resolution = 1 # Don't get too detailed; smaller values (finer rez) will take longer to compute\n", - " colors = ['blue','green','orange','red']\n", - "\n", - "\n", - " # ------\n", - "\n", - " # Calculate the boundaries of the mesh grid. The mesh grid is\n", - " # a standard grid (think graph paper), where each point will be\n", - " # sent to the classifier (KNeighbors) to predict what class it\n", - " # belongs to. This is why KNeighbors has to be trained against\n", - " # 2D data, so we can produce this countour. Once we have the \n", - " # label for each point on the grid, we can color it appropriately\n", - " # and plot it.\n", - " x_min, x_max = DTrain[:, 0].min(), DTrain[:, 0].max()\n", - " y_min, y_max = DTrain[:, 1].min(), DTrain[:, 1].max()\n", - " x_range = x_max - x_min\n", - " y_range = y_max - y_min\n", - " x_min -= x_range * padding\n", - " y_min -= y_range * padding\n", - " x_max += x_range * padding\n", - " y_max += y_range * padding\n", - "\n", - " # Using the boundaries, actually make the 2D Grid Matrix:\n", - " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", - " np.arange(y_min, y_max, resolution))\n", - "\n", - " # What class does the classifier say about each spot on the chart?\n", - " # The values stored in the matrix are the predictions of the model\n", - " # at said location:\n", - " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", - " Z = Z.reshape(xx.shape)\n", - "\n", - " # Plot the mesh grid as a filled contour plot:\n", - " plt.contourf(xx, yy, Z, cmap=plt.cm.terrain, z=-100)\n", - "\n", - "\n", - " # ------\n", - "\n", - " # When plotting the testing images, used to validate if the algorithm\n", - " # is functioning correctly, size them as 5% of the overall chart size\n", - " x_size = x_range * 0.05\n", - " y_size = y_range * 0.05\n", - "\n", - " # First, plot the images in your TEST dataset\n", - " img_num = 0\n", - " for index in LTest.index:\n", - " # DTest is a regular NDArray, so you'll iterate over that 1 at a time.\n", - " x0, y0 = DTest[img_num,0]-x_size/2., DTest[img_num,1]-y_size/2.\n", - " x1, y1 = DTest[img_num,0]+x_size/2., DTest[img_num,1]+y_size/2.\n", - "\n", - " # DTest = our images isomap-transformed into 2D. But we still want\n", - " # to plot the original image, so we look to the original, untouched\n", - " # dataset (at index) to get the pixels:\n", - " img = df.iloc[index,:].reshape(num_pixels, num_pixels)\n", - " ax.imshow(img,\n", - " aspect='auto',\n", - " cmap=plt.cm.gray,\n", - " interpolation='nearest',\n", - " zorder=100000,\n", - " extent=(x0, x1, y0, y1),\n", - " alpha=0.8)\n", - " img_num += 1\n", - "\n", - "\n", - " # Plot your TRAINING points as well... as points rather than as images\n", - " for label in range(len(np.unique(LTrain))):\n", - " indices = np.where(LTrain == label)\n", - " ax.scatter(DTrain[indices, 0], DTrain[indices, 1], c=colors[label], alpha=0.8, marker='o')\n", - "\n", - " # Plot\n", - " plt.show() " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### The Assignment" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Use the same code from Module4/assignment4.ipynb to load up the `face_data.mat` file into a dataframe called `df`. Be sure to calculate the `num_pixels` value, and to rotate the images to being right-side-up instead of sideways. This was demonstrated in the [Lab Assignment 4](https://github.com/authman/DAT210x/blob/master/Module4/assignment4.ipynb) code." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Load up your face_labels dataset. It only has a single column, and you're only interested in that single column. You will have to slice the column out so that you have access to it as a \"Series\" rather than as a \"Dataframe\". This was discussed in the the \"Slicin'\" lecture of the \"Manipulating Data\" reading on the course website. Use an appropriate indexer to take care of that. Be sure to print out the labels and compare what you see to the raw `face_labels.csv` so you know you loaded it correctly." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Do `train_test_split`. Use the same code as on the EdX platform in the reading material, but set the random_state=7 for reproducibility, and the test_size to 0.15 (150%). Your labels are actually passed in as a series (instead of as an NDArray) so that you can access their underlying indices later on. This is necessary so you can find your samples in the original dataframe. The convenience methods we've written for you that handle drawing expect this, so that they can plot your testing data as images rather than as points:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Dimensionality Reduction" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "if Test_PCA:\n", - " # INFO: PCA is used *before* KNeighbors to simplify your high dimensionality\n", - " # image samples down to just 2 principal components! A lot of information\n", - " # (variance) is lost during the process, as I'm sure you can imagine. But\n", - " # you have to drop the dimension down to two, otherwise you wouldn't be able\n", - " # to visualize a 2D decision surface / boundary. In the wild, you'd probably\n", - " # leave in a lot more dimensions, which is better for higher accuracy, but\n", - " # worse for visualizing the decision boundary;\n", - " #\n", - " # Your model should only be trained (fit) against the training data (data_train)\n", - " # Once you've done this, you need use the model to transform both data_train\n", - " # and data_test from their original high-D image feature space, down to 2D\n", - "\n", - "\n", - " # TODO: Implement PCA here. ONLY train against your training data, but\n", - " # transform both your training + test data, storing the results back into\n", - " # data_train, and data_test.\n", - " \n", - " # .. your code here ..\n", - "\n", - "else:\n", - " # INFO: Isomap is used *before* KNeighbors to simplify your high dimensionality\n", - " # image samples down to just 2 components! A lot of information has been is\n", - " # lost during the process, as I'm sure you can imagine. But if you have\n", - " # non-linear data that can be represented on a 2D manifold, you probably will\n", - " # be left with a far superior dataset to use for classification. Plus by\n", - " # having the images in 2D space, you can plot them as well as visualize a 2D\n", - " # decision surface / boundary. In the wild, you'd probably leave in a lot more\n", - " # dimensions, which is better for higher accuracy, but worse for visualizing the\n", - " # decision boundary;\n", - " \n", - " # Your model should only be trained (fit) against the training data (data_train)\n", - " # Once you've done this, you need use the model to transform both data_train\n", - " # and data_test from their original high-D image feature space, down to 2D\n", - "\n", - " \n", - " # TODO: Implement Isomap here. ONLY train against your training data, but\n", - " # transform both your training + test data, storing the results back into\n", - " # data_train, and data_test.\n", - " \n", - " # .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Implement `KNeighborsClassifier` here. You can use any K value from 1 through 20, so play around with it and attempt to get good accuracy. Fit the classifier against your training data and labels." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Calculate and display the accuracy of the testing set (data_test and label_test):" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Let's chart the combined decision boundary, the training data as 2D plots, and the testing data as small images so we can visually validate performance:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "Plot2DBoundary(data_train, label_train, data_test, label_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "After submitting your answers, experiment with using using PCA instead of ISOMap. Are the results what you expected? Also try tinkering around with the test/train split percentage from 10-20%. Notice anything?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code changes above .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Module5 - Lab7.ipynb b/Module5/Module5 - Lab7.ipynb deleted file mode 100755 index b1bca35..0000000 --- a/Module5/Module5 - Lab7.ipynb +++ /dev/null @@ -1,384 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab7" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import random, math\n", - "import pandas as pd\n", - "import numpy as np\n", - "import scipy.io\n", - "\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "import matplotlib.pyplot as plt\n", - "\n", - "matplotlib.style.use('ggplot') # Look Pretty\n", - "\n", - "\n", - "# Leave this alone until indicated:\n", - "Test_PCA = False" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### A Convenience Function" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This method is for your visualization convenience only. You aren't expected to know how to put this together yourself, although you should be able to follow the code by now:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def plotDecisionBoundary(model, X, y):\n", - " print(\"Plotting...\")\n", - "\n", - " fig = plt.figure()\n", - " ax = fig.add_subplot(111)\n", - "\n", - " padding = 0.1\n", - " resolution = 0.1\n", - "\n", - " #(2 for benign, 4 for malignant)\n", - " colors = {2:'royalblue', 4:'lightsalmon'} \n", - "\n", - "\n", - " # Calculate the boundaris\n", - " x_min, x_max = X[:, 0].min(), X[:, 0].max()\n", - " y_min, y_max = X[:, 1].min(), X[:, 1].max()\n", - " x_range = x_max - x_min\n", - " y_range = y_max - y_min\n", - " x_min -= x_range * padding\n", - " y_min -= y_range * padding\n", - " x_max += x_range * padding\n", - " y_max += y_range * padding\n", - "\n", - " # Create a 2D Grid Matrix. The values stored in the matrix\n", - " # are the predictions of the class at at said location\n", - " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", - " np.arange(y_min, y_max, resolution))\n", - "\n", - " # What class does the classifier say?\n", - " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", - " Z = Z.reshape(xx.shape)\n", - "\n", - " # Plot the contour map\n", - " plt.contourf(xx, yy, Z, cmap=plt.cm.seismic)\n", - " plt.axis('tight')\n", - "\n", - " # Plot your testing points as well...\n", - " for label in np.unique(y):\n", - " indices = np.where(y == label)\n", - " plt.scatter(X[indices, 0], X[indices, 1], c=colors[label], alpha=0.8)\n", - "\n", - " p = model.get_params()\n", - " plt.title('K = ' + str(p['n_neighbors']))\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### The Assignment" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Load in the dataset, identify nans, and set proper headers. Be sure to verify the rows line up by looking at the file in a text editor." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Copy out the status column into a slice, then drop it from the main dataframe. Always verify you properly executed the drop by double checking (printing out the resulting operating)! Many people forget to set the right axis here.\n", - "\n", - "If you goofed up on loading the dataset and notice you have a `sample` column, this would be a good place to drop that too if you haven't already." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "With the labels safely extracted from the dataset, replace any nan values with the mean feature / column value:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Do train_test_split. Use the same variable names as on the EdX platform in the reading material, but set the random_state=7 for reproducibility, and keep the test_size at 0.5 (50%)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Experiment with the basic SKLearn preprocessing scalers. We know that the features consist of different units mixed in together, so it might be reasonable to assume feature scaling is necessary. Print out a description of the dataset, post transformation. Recall: when you do pre-processing, which portion of the dataset is your model trained upon? Also which portion(s) of your dataset actually get transformed?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Dimensionality Reduction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "PCA and Isomap are your new best friends" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'Test_PCA' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mTest_PCA\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Computing 2D Principle Components'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;31m# TODO: Implement PCA here. Save your model into the variable 'model'.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'Test_PCA' is not defined" - ] - } - ], - "source": [ - "model = None\n", - "\n", - "if Test_PCA:\n", - " print('Computing 2D Principle Components')\n", - " # TODO: Implement PCA here. Save your model into the variable 'model'.\n", - " # You should reduce down to two dimensions.\n", - " \n", - " # .. your code here ..\n", - "\n", - "else:\n", - " print('Computing 2D Isomap Manifold')\n", - " # TODO: Implement Isomap here. Save your model into the variable 'model'\n", - " # Experiment with K values from 5-10.\n", - " # You should reduce down to two dimensions.\n", - "\n", - " # .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Train your model against data_train, then transform both `data_train` and `data_test` using your model. You can save the results right back into the variables themselves." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Implement and train `KNeighborsClassifier` on your projected 2D training data here. You can name your variable `knmodel`. You can use any `K` value from 1 - 15, so play around with it and see what results you can come up. Your goal is to find a good balance where you aren't too specific (low-K), nor are you too general (high-K). You should also experiment with how changing the weights parameter affects the results." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Be sure to always keep the domain of the problem in mind! It's WAY more important to errantly classify a benign tumor as malignant, and have it removed, than to incorrectly leave a malignant tumor, believing it to be benign, and then having the patient progress in cancer. Since the UDF weights don't give you any class information, the only way to introduce this data into SKLearn's KNN Classifier is by \"baking\" it into your data. For example, randomly reducing the ratio of benign samples compared to malignant samples from the training set." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Calculate and display the accuracy of the testing set:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code changes above .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "plotDecisionBoundary(knmodel, X_test, y_test)" - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Module5 - Lab8.ipynb b/Module5/Module5 - Lab8.ipynb deleted file mode 100755 index a4abefe..0000000 --- a/Module5/Module5 - Lab8.ipynb +++ /dev/null @@ -1,293 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab8" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "\n", - "matplotlib.style.use('ggplot') # Look Pretty" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### A Convenience Function" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This convenience method will take care of plotting your test observations, comparing them to the regression line, and displaying the R2 coefficient" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def drawLine(model, X_test, y_test, title):\n", - " fig = plt.figure()\n", - " ax = fig.add_subplot(111)\n", - " ax.scatter(X_test, y_test, c='g', marker='o')\n", - " ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7)\n", - "\n", - " print(\"Est 2014 \" + title + \" Life Expectancy: \", model.predict([[2014]])[0])\n", - " print(\"Est 2030 \" + title + \" Life Expectancy: \", model.predict([[2030]])[0])\n", - " print(\"Est 2045 \" + title + \" Life Expectancy: \", model.predict([[2045]])[0])\n", - "\n", - " score = model.score(X_test, y_test)\n", - " title += \" R2: \" + str(score)\n", - " ax.set_title(title)\n", - "\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### The Assignment" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Load up the data here into a variable called `X`. As usual, do a .describe and a print of your dataset and compare it to the dataset loaded in a text file or in a spread sheet application:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create your linear regression model here and store it in a variable called `model`. Don't actually train or do anything else with it yet:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Slice out your data manually (e.g. don't use `train_test_split`, but actually do the indexing yourself. Set `X_train` to be year values LESS than 1986, and `y_train` to be corresponding 'WhiteMale' age values. You might also want to read the note about slicing on the bottom of this document before proceeding:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Train your model then pass it into `drawLine` with your training set and labels. You can title it 'WhiteMale'. `drawLine` will output to the console a 2014 extrapolation / approximation for what it believes the WhiteMale's life expectancy in the U.S. will be... given the pre-1986 data you trained it with. It'll also produce a 2030 and 2045 extrapolation:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Print the actual 2014 'WhiteMale' life expectancy from your loaded dataset" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Repeat the process, but instead of for WhiteMale, this time select BlackFemale. Create a slice for BlackFemales, fit your model, and then call `drawLine`. Lastly, print out the actual 2014 BlackFemale life expectancy:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# .. your code here .. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Lastly, print out a correlation matrix for your entire dataset, and display a visualization of the correlation matrix, just as we described in the visualization section of the course:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "### Notes On Fitting, Scoring, and Predicting:" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Here's a hint to help you complete the assignment without pulling your hair out! When you use `.fit()`, `.score()`, and `.predict()` on your model, SciKit-Learn expects your training data to be in spreadsheet (2D Array-Like) form. This means you can't simply pass in a 1D Array (slice) and get away with it.\n", - "\n", - "To properly prep your data, you have to pass in a 2D Numpy Array, or a dataframe. But what happens if you really only want to pass in a single feature?\n", - "\n", - "If you slice your dataframe using `df[['ColumnName']]` syntax, the result that comes back is actually a _dataframe_. Go ahead and do a `type()` on it to check it out. Since it's already a dataframe, you're good -- no further changes needed.\n", - "\n", - "But if you slice your dataframe using the `df.ColumnName` syntax, OR if you call `df['ColumnName']`, the result that comes back is actually a series (1D Array)! This will cause SKLearn to bug out. So if you are slicing using either of those two techniques, before sending your training or testing data to `.fit` / `.score`, do `any_column = my_column.reshape(-1,1)`. \n", - "\n", - "This will convert your 1D array of `[n_samples]`, to a 2D array shaped like `[n_samples, 1]`. A single feature, with many samples.\n", - "\n", - "If you did something like `my_column = [my_column]`, that would produce an array in the shape of `[1, n_samples]`, which is incorrect because SKLearn expects your data to be arranged as `[n_samples, n_features]`. Keep in mind, all of the above only relates to your `X` or input data, and does not apply to your `y` or labels." - ] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module5/Module5 - Lab9.ipynb b/Module5/Module5 - Lab9.ipynb deleted file mode 100755 index 4f638e2..0000000 --- a/Module5/Module5 - Lab9.ipynb +++ /dev/null @@ -1,451 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# DAT210x - Programming with Python for DS" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Module5- Lab9" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "from mpl_toolkits.mplot3d import Axes3D\n", - "\n", - "matplotlib.style.use('ggplot') # Look Pretty" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### A Convenience Function" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This convenience method will take care of plotting your test observations, comparing them to the regression line, and displaying the R2 coefficient" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def drawLine(model, X_test, y_test, title, R2):\n", - " fig = plt.figure()\n", - " ax = fig.add_subplot(111)\n", - " ax.scatter(X_test, y_test, c='g', marker='o')\n", - " ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7)\n", - "\n", - " title += \" R2: \" + str(R2)\n", - " ax.set_title(title)\n", - " print(title)\n", - " print(\"Intercept(s): \", model.intercept_)\n", - "\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "def drawPlane(model, X_test, y_test, title, R2):\n", - " # This convenience method will take care of plotting your\n", - " # test observations, comparing them to the regression plane,\n", - " # and displaying the R2 coefficient\n", - " fig = plt.figure()\n", - " ax = Axes3D(fig)\n", - " ax.set_zlabel('prediction')\n", - "\n", - " \n", - " # You might have passed in a DataFrame, a Series (slice),\n", - " # an NDArray, or a Python List... so let's keep it simple:\n", - " X_test = np.array(X_test)\n", - " col1 = X_test[:,0]\n", - " col2 = X_test[:,1]\n", - "\n", - " \n", - " # Set up a Grid. We could have predicted on the actual\n", - " # col1, col2 values directly; but that would have generated\n", - " # a mesh with WAY too fine a grid, which would have detracted\n", - " # from the visualization\n", - " x_min, x_max = col1.min(), col1.max()\n", - " y_min, y_max = col2.min(), col2.max()\n", - " x = np.arange(x_min, x_max, (x_max-x_min) / 10)\n", - " y = np.arange(y_min, y_max, (y_max-y_min) / 10)\n", - " x, y = np.meshgrid(x, y)\n", - "\n", - " \n", - " # Predict based on possible input values that span the domain\n", - " # of the x and y inputs:\n", - " z = model.predict( np.c_[x.ravel(), y.ravel()] )\n", - " z = z.reshape(x.shape)\n", - "\n", - " \n", - " ax.scatter(col1, col2, y_test, c='g', marker='o')\n", - " ax.plot_wireframe(x, y, z, color='orange', alpha=0.7)\n", - "\n", - " title += \" R2: \" + str(R2)\n", - " ax.set_title(title)\n", - " print(title)\n", - " print(\"Intercept(s): \", model.intercept_)\n", - "\n", - " plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### The Assignment" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Let's get started!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, as is your habit, inspect your dataset in a text editor, or spread sheet application. The first thing you should notice is that the first column is both unique (the name of each) college, as well as unlabeled. This is a HINT that it must be the index column. If you do not indicate to Pandas that you already have an index column, it'll create one for you, which would be undesirable since you already have one.\n", - "\n", - "Review the `.read_csv()` documentation and discern how to load up a dataframe while indicating which existing column is to be taken as an index. Then, load up the College dataset into a variable called `X`:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This line isn't necessary for your purposes; but we'd just like to show you an additional way to encode features directly. The `.map()` method is like `.apply()`, but instead of taking in a lambda / function, you simply provide a mapping of keys:values. If you decide to embark on the \"Data Scientist Challenge\", this line of code will save you the trouble of converting it through other means:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "X.Private = X.Private.map({'Yes':1, 'No':0})" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": false - }, - "source": [ - "Create your linear regression model here and store it in a variable called `model`. Don't actually train or do anything else with it yet:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first relationship we're interested in is the number of accepted students, as a function of the amount charged for room and board." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using indexing, create two slices (series). One will just store the room and board column, the other will store the accepted students column. Then use train_test_split to cut your data up into `X_train`, `X_test`, `y_train`, `y_test`, with a `test_size` of 30% and a random_state of 7." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Fit and score your model appropriately. Store the score in the `score` variable." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll take it from here, buddy:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "drawLine(model, X_test, y_test, \"Accept(Room&Board)\", score)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Duplicate the process above; this time, model the number of accepted students, as a function of the number of enrolled students per college." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "drawLine(model, X_test, y_test, \"Accept(Enroll)\", score)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "Duplicate the process above; this time, model the number of accepted students, as as function of the number of failed undergraduate students per college." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "drawLine(model, X_test, y_test, \"Accept(F.Undergrad)\", score)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Duplicate the process above (almost). This time is going to be a bit more complicated. Instead of modeling one feature as a function of another, you will attempt to do multivariate linear regression to model one feature as a function of TWO other features.\n", - "\n", - "Model the number of accepted students as a function of the amount charged for room and board _and_ the number of enrolled students. To do this, instead of creating a regular slice for a single-feature input, simply create a slice that contains both columns you wish to use as inputs. Your training labels will remain a single slice." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "drawPlane(model, X_test, y_test, \"Accept(Room&Board,Enroll)\", score)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That concludes this assignment!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Notes On Fitting, Scoring, and Predicting:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here's a hint to help you complete the assignment without pulling your hair out! When you use `.fit()`, `.score()`, and `.predict()` on your model, SciKit-Learn expects your training data to be in spreadsheet (2D Array-Like) form. This means you can't simply pass in a 1D Array (slice) and get away with it.\n", - "\n", - "To properly prep your data, you have to pass in a 2D Numpy Array, or a dataframe. But what happens if you really only want to pass in a single feature?\n", - "\n", - "If you slice your dataframe using `df[['ColumnName']]` syntax, the result that comes back is actually a _dataframe_. Go ahead and do a `type()` on it to check it out. Since it's already a dataframe, you're good -- no further changes needed.\n", - "\n", - "But if you slice your dataframe using the `df.ColumnName` syntax, OR if you call `df['ColumnName']`, the result that comes back is actually a series (1D Array)! This will cause SKLearn to bug out. So if you are slicing using either of those two techniques, before sending your training or testing data to `.fit` / `.score`, do `any_column = my_column.reshape(-1,1)`. \n", - "\n", - "This will convert your 1D array of `[n_samples]`, to a 2D array shaped like `[n_samples, 1]`. A single feature, with many samples.\n", - "\n", - "If you did something like `my_column = [my_column]`, that would produce an array in the shape of `[1, n_samples]`, which is incorrect because SKLearn expects your data to be arranged as `[n_samples, n_features]`. Keep in mind, all of the above only relates to your `X` or input data, and does not apply to your `y` or labels." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Data Scientist Challenge" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You've experimented with a number of feature scaling techniques already, such as `MaxAbsScaler`, `MinMaxScaler`, `Normalizer`, `StandardScaler` and more from http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing.\n", - "\n", - "What happens if you apply scaling to your data before doing linear regression? Would it alter the quality of your results? Do the scalers that work on a per-feature basis, such as `MinMaxScaler` behave differently that those that work on a multi-feature basis, such as normalize? And moreover, once your features have been scaled, you won't be able to use the resulting regression directly... unless you're able to `.inverse_transform()` the scaling. Do all of the SciKit-Learn scalers support that?\n", - "\n", - "This is your time to shine and to show how much of an explorer you are: Dive deeper into uncharted lands, browse SciKit-Learn's documentation, scour Google, ask questions on Quora, Stack-Overflow, and the course message board, and see if you can discover something that will be of benefit to you in the future!" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "anaconda-cloud": {}, - "kernelspec": { - "display_name": "Python [default]", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" - }, - "toc": { - "colors": { - "hover_highlight": "#DAA520", - "running_highlight": "#FF0000", - "selected_highlight": "#FFD700" - }, - "moveMenuLeft": true, - "nav_menu": { - "height": "58px", - "width": "252px" - }, - "navigate_menu": true, - "number_sections": true, - "sideBar": true, - "threshold": 4, - "toc_cell": false, - "toc_section_display": "block", - "toc_window_display": false, - "widenNotebook": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Module6/.ipynb_checkpoints/Exam Revision Sheet-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Exam Revision Sheet-checkpoint.ipynb new file mode 100644 index 0000000..6b76931 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Exam Revision Sheet-checkpoint.ipynb @@ -0,0 +1,209 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'X_train' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 64\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpreprocessing\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 65\u001b[0;31m \u001b[0mpreprocessor\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpreprocessing\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNormalizer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 66\u001b[0m \u001b[0;31m#preprocessor = preprocessing.MaxAbsScaler().fit(X_train)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 67\u001b[0m \u001b[0;31m#preprocessor = preprocessing.MinMaxScaler().fit(X_train)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'X_train' is not defined" + ] + } + ], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "# If this line throws an error, use plt.style.use('ggplot') instead\n", + "#mpl.style.use('ggplot') # Look Pretty\n", + "#fig = plt.figure()\n", + "#ax.scatter(df.area, df.perimeter, df.asymmetry ,c='r', marker='.')\n", + "#ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7)\n", + "#df.plot.hist(alpha=0.75)\n", + "#plt.show()\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "#ax = Axes3D(fig)\n", + "\n", + "import pandas as pd\n", + "import numpy as np \n", + "import time\n", + "from plyfile import PlyData, PlyElement\n", + "#PlyData.read('Datasets/stanford_armadillo.ply')\n", + "\n", + "from pandas.tools.plotting import andrews_curves\n", + "#andrews_curves(df, 'wheat_type', alpha=0.4)\n", + "\n", + "from pandas.tools.plotting import parallel_coordinates\n", + "#parallel_coordinates(df, 'wheat_type', alpha=0.4)\n", + "\n", + "#Load data\n", + "#X = pd.read_csv('path/data.csv', index_col='name', names=['','']\n", + " # , delimiter='\\t')\n", + "#pd.read_html('http://url')[0]\n", + "\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "#model = RandomForestClassifier(\n", + "#n_estimators=30,max_depth=10,oob_score=True,random_state=0)\n", + "#score = model.oob_score_\n", + "\n", + "from sklearn import tree\n", + "#dt = tree.DecisionTreeClassifier()\n", + "#dt.fit(X_train,y_train)\n", + "#tree.export_graphviz(dt.tree_, out_file='lab5_tree.dot', \n", + " #feature_names=X.columns)\n", + "\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "#knn = KNeighborsClassifier(n_neighbors=7,weights='distance|uniform')\n", + "\n", + "from sklearn.cluster import KMeans\n", + "#KMeans(n_clusters = num_clusters)\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "#X_train, X_test, y_train, y_test \n", + "#= train_test_split(X,y,test_size=0.3,random_state=7)\n", + "\n", + "from sklearn.svm import SVC\n", + "#svc = SVC(C=1, kernel='linear')\n", + "#svc.predict(X_test.loc[999].values.reshape(1,-1))\n", + "\n", + "from sklearn.decomposition import PCA\n", + "#pca = PCA(n_components=4,svd_solver='randomized|full')\n", + "\n", + "from sklearn import manifold\n", + "#iso = manifold.Isomap(n_neighbors=NN, n_components=NC)\n", + "\n", + "from sklearn import linear_model\n", + "#model = linear_model.LinearRegression()\n", + "\n", + "from sklearn import preprocessing\n", + "#preprocessor = preprocessing.Normalizer().fit(X_train) \n", + "#preprocessor = preprocessing.MaxAbsScaler().fit(X_train)\n", + "#preprocessor = preprocessing.MinMaxScaler().fit(X_train) \n", + "#preprocessor = preprocessing.KernelCenterer().fit(X_train) \n", + "#preprocessing.RobustScaler().fit_transform(data)\n", + "\n", + "#random\n", + "import random, math\n", + "from sklearn.utils.validation import check_random_state\n", + "#rng = check_random_state(7)\n", + "#random_idx = rng.randint(zero.shape[0])\n", + "\n", + "import scipy.io\n", + "\n", + "#file I/O\n", + "import scipy.io.wavfile as wavfile\n", + "#w = wavfile.read('Datasets/recordings/0_jackson_'+str(i)+'.wav')\n", + "#wavfile.write('Original Test Clip.wav', sample_rate, test.values)\n", + "#completed_clip = np.hstack((x_test.reshape(1,-1), y_test_prediction))\n", + "#wavfile.write('Extrapolated Clip.wav', sample_rate, completed_clip[0])\n", + "#mat = scipy.io.loadmat('Datasets/face_data.mat')\n", + "\n", + "from scipy import misc\n", + "\n", + "#confusion matrix\n", + "#df.corr()\n", + "#plt.imshow(X_test.ix[index,:].reshape(8,8), cmap=plt.cm.gray_r, interpolation='nearest')\n", + "#plt.colorbar()\n", + "#tick_marks = [i for i in range(len(df.columns))]\n", + "#plt.xticks(tick_marks, df.columns, rotation='vertical')\n", + "#plt.yticks(tick_marks, df.columns)\n", + "\n", + "#check null\n", + "#X[pd.isnull(X).any(axis=1)]\n", + "\n", + "#drop column\n", + "#X.drop('gender',axis=1,inplace=True)\n", + "\n", + "#drop Null/NaN row\n", + "#X.dropna(axis=0, inplace=True)\n", + "\n", + "#drop Null/NaN col\n", + "#X.dropna(axis=1, inplace=True)\n", + "\n", + "#fill null\n", + "#X.fillna(data.nuclei.mean(), inplace=True)\n", + "\n", + "#replace column value\n", + "#X['col_name'].replace({'from_val':'to_value'}, regex=True, inplace=True)\n", + "\n", + "#column encoding\n", + "#X.edibile = X.edibile.map({'e':1, 'p':0})\n", + "#y = X['class'].astype(\"category\").cat.codes\n", + "#X = pd.get_dummies(X)\n", + "#y = pd.get_dummies(X['class'])\n", + "\n", + "#range \n", + "#c_range = np.arange(0.05, 2, 0.05)\n", + "\n", + "#type cast\n", + "#y_test_prediction = y_test_prediction.astype(dtype=np.int16)\n", + "#pd.to_datetime(df.Date, errors='coerce')\n", + "#pd.to_numeric(df.col_name,errors='raise')\n", + "\n", + "#loop\n", + "#for NC in range(4,7):\n", + "\n", + "#zip\n", + "#important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", + "\n", + "#Series\n", + "#df['label'] = pd.Series(labels, index=df.index)\n", + "#scaled = pd.DataFrame(scaled, columns=df.columns)\n", + "\n", + "#df.describe()\n", + "#df.head()\n", + "#df.info()\n", + "#df.unique()\n", + "#df.var()\n", + "#df.dtypes\n", + "#df.shape\n", + "#df.iloc[]\n", + "#df.loc[]\n", + "#df[]\n", + "#df.columns = []\n", + "#df[df.isnull().sum(axis=1) < 4]\n", + "#df2 = df.eq([], axis=1)\n", + "#df3 = df[df2.RK == False]\n", + "#df4.reset_index()\n", + "#len(df4.PCT.value_counts())\n", + "#df4['GP'].astype(str).astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module3 - Lab2-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module3 - Lab2-checkpoint.ipynb new file mode 100755 index 0000000..6bcdd4b --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module3 - Lab2-checkpoint.ipynb @@ -0,0 +1,246 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module3 - Lab2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df = pd.read_csv('Datasets\\\\wheat.data')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 2d scatter plot that graphs the `area` and `perimeter` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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BIVj66NaT18xmMxYuXMidukaIN8mlQihCLOclMwwDRYgIsTIxt/z0F59ctAsI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\nCCEcCgqEEEI4/x/kN2xSrMbwCAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df2 = df[['area','perimeter']]\n", + "df2\n", + "df2.plot.scatter(x='area',y='perimeter',marker='x')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 2d scatter plot that graphs the `groove` and `asymmetry` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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FM78NdcebxT1j8icSjDcxxWA9B8fkT7JaOyNH9X20ciQFpVuUvlcvSs3gSdrG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\nRExXXrjB+gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df3 = df[['groove','asymmetry']]\n", + "df3\n", + "df3.plot.scatter(x='groove',y='asymmetry',marker='+')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 2d scatter plot that graphs the `compactness` and `width` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YeDOqFDHwAsOi8Rm4vjgdX7QJaG1rH5KoxmoBMMHZ3DRWa/d5nkCPl1pmVrYz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\np8PJkycBAJ2dnWhqakJOTo4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o6upy/i09Pd35c3x8/JDfXTf6ycrKctvEaMSIEc7NXGpr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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df4 = df[['compactness','width']]\n", + "df4\n", + "df4.plot.scatter(x='compactness',y='width', marker='*')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### BONUS\n", + "\n", + "After completing the above, go ahead and run your program Check out the results, and see what happens when you add in the optional display parameter marker with values of either `'^'`, `'.'`, or `'o'`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Display the graphs:\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module4 - Lab1-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module4 - Lab1-checkpoint.ipynb new file mode 100644 index 0000000..86fd679 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module4 - Lab1-checkpoint.ipynb @@ -0,0 +1,386 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module4- Lab1" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "from plyfile import PlyData, PlyElement\n", + "from sklearn.decomposition import PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Every `100` samples in the dataset, we save `1`. If things run too slow, try increasing this number. If things run too fast, try decreasing it... =)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "reduce_factor = 100" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load up the scanned armadillo:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "plyfile = PlyData.read('Datasets/stanford_armadillo.ply')\n", + "\n", + "armadillo = pd.DataFrame({\n", + " 'x':plyfile['vertex']['z'][::reduce_factor],\n", + " 'y':plyfile['vertex']['x'][::reduce_factor],\n", + " 'z':plyfile['vertex']['y'][::reduce_factor]\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PCA" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the method below, write code to import the libraries required for PCA.\n", + "\n", + "Then, train a PCA model on the passed in `armadillo` dataframe parameter. Lastly, project the armadillo down to the two principal components, by dropping one dimension.\n", + "\n", + "**NOTE-1**: Be sure to RETURN your projected armadillo rather than `None`! This projection will be stored in a NumPy NDArray rather than a Pandas dataframe. This is something Pandas does for you automatically =).\n", + "\n", + "**NOTE-2**: Regarding the `svd_solver` parameter, simply pass that into your PCA model constructor as-is, e.g. `svd_solver=svd_solver`.\n", + "\n", + "For additional details, please read through [Decomposition - PCA](http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def do_PCA(armadillo, solver):\n", + " # .. your code here ..\n", + " pca = PCA(n_components=2, svd_solver=solver)\n", + " pca.fit(armadillo)\n", + " T = pca.transform(armadillo)\n", + " armadillo.shape\n", + " T.shape\n", + " return T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Preview the Data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rCw2FuOHio88fmHU0fFqweWz8efWf2VO5hzh9HL3ierGzfCfdYrvx5sVvkhSV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\nBPn/0cx/lPnoSIP/lrwl4oGQsik7DwOBQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Render the Original Armadillo\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "ax.set_title('Armadillo 3D')\n", + "ax.set_xlabel('X')\n", + "ax.set_ylabel('Y')\n", + "ax.set_zlabel('Z')\n", + "ax.scatter(armadillo.x, armadillo.y, armadillo.z, c='green', marker='.', alpha=0.75)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Time Execution Speeds" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Let's see how long it takes PCA to execute:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000 loops, best of 3: 437 µs per loop\n" + ] + } + ], + "source": [ + "%timeit pca = do_PCA(armadillo, 'full')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Render the newly transformed PCA armadillo!" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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H6JzEc2azUfT08HC7JQSDHAoKJBASR2cnj/nzJWzf7pqWnc2UGvwlS5ZgyZIl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\nxYshCAIAIDMzU8sy1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.set_title('Full PCA')\n", + "ax.scatter(pca[:,0], pca[:,1], c='blue', marker='.', alpha=0.75)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's also take a look at the speed of the randomized solver on the same dataset. It might be faster, it might be slower, or it might take exactly the same amount of time to execute:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000 loops, best of 3: 1.27 ms per loop\n" + ] + } + ], + "source": [ + "%timeit rpca = do_PCA(armadillo, 'randomized')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see what the results look like:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5HNhfew3HSy8Rcbnw/u536IODE/JExmuUPhas1YGF0wmm82OzIfbuxV1TQ3j2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\n3HUg8P/bO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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.set_title('Randomized PCA')\n", + "ax.scatter(rpca[:,0], rpca[:,1], c='red', marker='.', alpha=0.75)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000 loops, best of 3: 441 µs per loop\n", + "1000 loops, best of 3: 1.28 ms per loop\n" + ] + } + ], + "source": [ + "%timeit pca = do_PCA(armadillo, 'full')\n", + "%timeit rpca = do_PCA(armadillo, 'randomized')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module4 - Lab2-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module4 - Lab2-checkpoint.ipynb new file mode 100644 index 0000000..6c17c0c --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module4 - Lab2-checkpoint.ipynb @@ -0,0 +1,2328 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module4- Lab2" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import math\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "from sklearn import preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some Boilerplate Code" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "For your convenience, we've included some boilerplate code here which will help you out. You aren't expected to know how to write this code on your own at this point, but it'll assist with your visualizations. We've added some notes to the code in case you're interested in knowing what it's doing:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### A Note on SKLearn's `.transform()` calls:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Any time you perform a transformation on your data, you lose the column header names because the output of SciKit-Learn's `.transform()` method is an NDArray and not a daraframe.\n", + "\n", + "This actually makes a lot of sense because there are essentially two types of transformations:\n", + "- Those that adjust the scale of your features, and\n", + "- Those that change alter the number of features, perhaps even changing their values entirely.\n", + "\n", + "An example of adjusting the scale of a feature would be changing centimeters to inches. Changing the feature entirely would be like using PCA to reduce 300 columns to 30. In either case, the original column's units have either been altered or no longer exist at all, so it's up to you to assign names to your columns after any transformation, if you'd like to store the resulting NDArray back into a dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def scaleFeaturesDF(df):\n", + " # Feature scaling is a type of transformation that only changes the\n", + " # scale, but not number of features. Because of this, we can still\n", + " # use the original dataset's column names... so long as we keep in\n", + " # mind that the _units_ have been altered:\n", + "\n", + " scaled = preprocessing.StandardScaler().fit_transform(df)\n", + " scaled = pd.DataFrame(scaled, columns=df.columns)\n", + " \n", + " print(\"New Variances:\\n\", scaled.var())\n", + " print(\"New Describe:\\n\", scaled.describe())\n", + " return scaled" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "SKLearn contains many methods for transforming your features by scaling them, a type of pre-processing):\n", + " - `RobustScaler`\n", + " - `Normalizer`\n", + " - `MinMaxScaler`\n", + " - `MaxAbsScaler`\n", + " - `StandardScaler`\n", + " - ...\n", + "\n", + "http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing\n", + "\n", + "However in order to be effective at PCA, there are a few requirements that must be met, and which will drive the selection of your scaler. PCA requires your data is standardized -- in other words, it's _mean_ should equal 0, and it should have unit variance.\n", + "\n", + "SKLearn's regular `Normalizer()` doesn't zero out the mean of your data, it only clamps it, so it could be inappropriate to use depending on your data. `MinMaxScaler` and `MaxAbsScaler` both fail to set a unit variance, so you won't be using them here either. `RobustScaler` can work, again depending on your data (watch for outliers!). So for this assignment, you're going to use the `StandardScaler`. Get familiar with it by visiting these two websites:\n", + "\n", + "- http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-scaler\n", + "- http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html#sklearn.preprocessing.StandardScaler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly, some code to help with visualizations:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def drawVectors(transformed_features, components_, columns, plt, scaled):\n", + " if not scaled:\n", + " return plt.axes() # No cheating ;-)\n", + "\n", + " num_columns = len(columns)\n", + "\n", + " # This funtion will project your *original* feature (columns)\n", + " # onto your principal component feature-space, so that you can\n", + " # visualize how \"important\" each one was in the\n", + " # multi-dimensional scaling\n", + "\n", + " # Scale the principal components by the max value in\n", + " # the transformed set belonging to that component\n", + " xvector = components_[0] * max(transformed_features[:,0])\n", + " yvector = components_[1] * max(transformed_features[:,1])\n", + "\n", + " ## visualize projections\n", + "\n", + " # Sort each column by it's length. These are your *original*\n", + " # columns, not the principal components.\n", + " important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) }\n", + " important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", + " print(\"Features by importance:\\n\", important_features)\n", + "\n", + " ax = plt.axes()\n", + "\n", + " for i in range(num_columns):\n", + " # Use an arrow to project each original feature as a\n", + " # labeled vector on your principal component axes\n", + " plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75)\n", + " plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75)\n", + "\n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### And Now, The Assignment" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Do * NOT * alter this line, until instructed!\n", + "scaleFeatures = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the dataset specified on the lab instructions page and remove any and all _rows_ that have a NaN in them. You should be a pro at this by now ;-)\n", + "\n", + "**QUESTION**: Should the `id` column be included in your dataset as a feature?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idagebpsgalsurbcpcpccba...pcvwcrchtndmcadappetpeaneclassification
3348.070.01.0054.00.0normalabnormalpresentnotpresent...3267003.9yesnonopooryesyesckd
9953.090.01.0202.00.0abnormalabnormalpresentnotpresent...29121003.7yesyesnopoornoyesckd
111163.070.01.0103.00.0abnormalabnormalpresentnotpresent...3245003.8yesyesnopooryesnockd
141468.080.01.0103.02.0normalabnormalpresentpresent...16110002.6yesyesyespooryesnockd
202061.080.01.0152.00.0abnormalabnormalnotpresentnotpresent...2492003.2yesyesyespooryesyesckd
222248.080.01.0254.00.0normalabnormalnotpresentnotpresent...3269003.4yesnonogoodnoyesckd
272769.070.01.0103.04.0normalabnormalnotpresentnotpresent...3796004.1yesyesyesgoodyesnockd
484873.070.01.0050.00.0normalnormalnotpresentnotpresent...29189003.5yesyesnogoodyesnockd
585873.080.01.0202.00.0abnormalabnormalnotpresentnotpresent...3372004.3yesyesyesgoodnonockd
717146.060.01.0101.00.0normalnormalnotpresentnotpresent...28146003.2yesyesnogoodnonockd
747456.090.01.0152.00.0abnormalabnormalnotpresentnotpresent...2964003.4yesnonogoodnonockd
767648.080.01.0054.00.0abnormalabnormalnotpresentpresent...36\\t62004noyesnogoodyesnockd
848459.070.01.0103.00.0normalabnormalnotpresentnotpresent...2238002.1yesnonopooryesyesckd
909063.0100.01.0102.02.0normalnormalnotpresentpresent...4098004.2yesnoyesgoodnonockd
919156.070.01.0154.01.0abnormalnormalnotpresentnotpresent...52125005.6nononogoodnonockd
929271.070.01.0103.00.0normalabnormalpresentpresent...3356003.6yesyesyesgoodnonockd
939373.0100.01.0103.02.0abnormalabnormalpresentnotpresent...3070003.2yesyesyespoornonockd
12712771.060.01.0154.00.0normalnormalnotpresentnotpresent...35152004.3yesyesnopooryesnockd
12812852.090.01.0154.03.0normalabnormalnotpresentnotpresent...2350002.9yesyesnogoodnoyesckd
13013050.090.01.0102.00.0normalabnormalpresentpresent...22163002.7nononopooryesyesckd
13313370.0100.01.0154.00.0normalnormalnotpresentnotpresent...37\\t84008.0yesnonogoodnonockd
14414460.090.01.0102.00.0abnormalnormalnotpresentnotpresent...33105004.1nononogoodnonockd
14714760.060.01.0103.01.0normalabnormalpresentnotpresent...25152003.0yesnonopoornoyesckd
15315355.090.01.0102.01.0abnormalabnormalnotpresentnotpresent...22146002.9yesyesnopooryesyesckd
15715762.070.01.0253.00.0normalabnormalnotpresentnotpresent...3979003.9yesyesnogoodnonockd
15915959.080.01.0101.00.0abnormalnormalnotpresentnotpresent...35109004.3noyesnopoornonockd
17117183.070.01.0203.00.0normalnormalnotpresentnotpresent...26128003.1yesnonopoornoyesckd
17617621.090.01.0104.00.0normalabnormalpresentpresent...23124003.9nononogoodnoyesckd
18118145.070.01.0252.00.0normalabnormalpresentnotpresent...30191003.7nononogoodnonockd
18918964.060.01.0104.01.0abnormalabnormalnotpresentpresent...2975003.4yesyesnopooryesnockd
..................................................................
36836830.080.01.0250.00.0normalnormalnotpresentnotpresent...4594005.9nononogoodnononotckd
36936975.070.01.0200.00.0normalnormalnotpresentnotpresent...46103004.8nononogoodnononotckd
37037069.070.01.0200.00.0normalnormalnotpresentnotpresent...5093005.4nononogoodnononotckd
37137128.060.01.0250.00.0normalnormalnotpresentnotpresent...5165005.0nononogoodnononotckd
37237272.060.01.0200.00.0normalnormalnotpresentnotpresent...52105005.5nononogoodnononotckd
37337361.070.01.0250.00.0normalnormalnotpresentnotpresent...4792004.9nononogoodnononotckd
37437479.080.01.0250.00.0normalnormalnotpresentnotpresent...4080006.4nononogoodnononotckd
37537570.080.01.0200.00.0normalnormalnotpresentnotpresent...4897005.6nononogoodnononotckd
37637658.070.01.0250.00.0normalnormalnotpresentnotpresent...5391005.2nononogoodnononotckd
37737764.070.01.0200.00.0normalnormalnotpresentnotpresent...4964004.8nononogoodnononotckd
37937962.080.01.0250.00.0normalnormalnotpresentnotpresent...5054005.7nononogoodnononotckd
38038059.060.01.0200.00.0normalnormalnotpresentnotpresent...5465004.9nononogoodnononotckd
38238248.080.01.0250.00.0normalnormalnotpresentnotpresent...5160006.5nononogoodnononotckd
38338380.080.01.0250.00.0normalnormalnotpresentnotpresent...4951005.0nononogoodnononotckd
38438457.060.01.0200.00.0normalnormalnotpresentnotpresent...42110004.5nononogoodnononotckd
38538563.070.01.0200.00.0normalnormalnotpresentnotpresent...5280005.1nononogoodnononotckd
38638646.070.01.0250.00.0normalnormalnotpresentnotpresent...4357006.5nononogoodnononotckd
38738715.080.01.0250.00.0normalnormalnotpresentnotpresent...5062005.2nononogoodnononotckd
38838851.080.01.0200.00.0normalnormalnotpresentnotpresent...4695006.4nononogoodnononotckd
38938941.080.01.0250.00.0normalnormalnotpresentnotpresent...5272005.8nononogoodnononotckd
39039052.080.01.0250.00.0normalnormalnotpresentnotpresent...5263005.3nononogoodnononotckd
39139136.080.01.0250.00.0normalnormalnotpresentnotpresent...4458006.3nononogoodnononotckd
39239257.080.01.0200.00.0normalnormalnotpresentnotpresent...4666005.5nononogoodnononotckd
39339343.060.01.0250.00.0normalnormalnotpresentnotpresent...5474005.4nononogoodnononotckd
39439450.080.01.0200.00.0normalnormalnotpresentnotpresent...4595004.6nononogoodnononotckd
39539555.080.01.0200.00.0normalnormalnotpresentnotpresent...4767004.9nononogoodnononotckd
39639642.070.01.0250.00.0normalnormalnotpresentnotpresent...5478006.2nononogoodnononotckd
39739712.080.01.0200.00.0normalnormalnotpresentnotpresent...4966005.4nononogoodnononotckd
39839817.060.01.0250.00.0normalnormalnotpresentnotpresent...5172005.9nononogoodnononotckd
39939958.080.01.0250.00.0normalnormalnotpresentnotpresent...5368006.1nononogoodnononotckd
\n", + "

158 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " id age bp sg al su rbc pc pcc \\\n", + "3 3 48.0 70.0 1.005 4.0 0.0 normal abnormal present \n", + "9 9 53.0 90.0 1.020 2.0 0.0 abnormal abnormal present \n", + "11 11 63.0 70.0 1.010 3.0 0.0 abnormal abnormal present \n", + "14 14 68.0 80.0 1.010 3.0 2.0 normal abnormal present \n", + "20 20 61.0 80.0 1.015 2.0 0.0 abnormal abnormal notpresent \n", + "22 22 48.0 80.0 1.025 4.0 0.0 normal abnormal notpresent \n", + "27 27 69.0 70.0 1.010 3.0 4.0 normal abnormal notpresent \n", + "48 48 73.0 70.0 1.005 0.0 0.0 normal normal notpresent \n", + "58 58 73.0 80.0 1.020 2.0 0.0 abnormal abnormal notpresent \n", + "71 71 46.0 60.0 1.010 1.0 0.0 normal normal notpresent \n", + "74 74 56.0 90.0 1.015 2.0 0.0 abnormal abnormal notpresent \n", + "76 76 48.0 80.0 1.005 4.0 0.0 abnormal abnormal notpresent \n", + "84 84 59.0 70.0 1.010 3.0 0.0 normal abnormal notpresent \n", + "90 90 63.0 100.0 1.010 2.0 2.0 normal normal notpresent \n", + "91 91 56.0 70.0 1.015 4.0 1.0 abnormal normal notpresent \n", + "92 92 71.0 70.0 1.010 3.0 0.0 normal abnormal present \n", + "93 93 73.0 100.0 1.010 3.0 2.0 abnormal abnormal present \n", + "127 127 71.0 60.0 1.015 4.0 0.0 normal normal notpresent \n", + "128 128 52.0 90.0 1.015 4.0 3.0 normal abnormal notpresent \n", + "130 130 50.0 90.0 1.010 2.0 0.0 normal abnormal present \n", + "133 133 70.0 100.0 1.015 4.0 0.0 normal normal notpresent \n", + "144 144 60.0 90.0 1.010 2.0 0.0 abnormal normal notpresent \n", + "147 147 60.0 60.0 1.010 3.0 1.0 normal abnormal present \n", + "153 153 55.0 90.0 1.010 2.0 1.0 abnormal abnormal notpresent \n", + "157 157 62.0 70.0 1.025 3.0 0.0 normal abnormal notpresent \n", + "159 159 59.0 80.0 1.010 1.0 0.0 abnormal normal notpresent \n", + "171 171 83.0 70.0 1.020 3.0 0.0 normal normal notpresent \n", + "176 176 21.0 90.0 1.010 4.0 0.0 normal abnormal present \n", + "181 181 45.0 70.0 1.025 2.0 0.0 normal abnormal present \n", + "189 189 64.0 60.0 1.010 4.0 1.0 abnormal abnormal notpresent \n", + ".. ... ... ... ... ... ... ... ... ... \n", + "368 368 30.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "369 369 75.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "370 370 69.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "371 371 28.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "372 372 72.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "373 373 61.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "374 374 79.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "375 375 70.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "376 376 58.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "377 377 64.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "379 379 62.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "380 380 59.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "382 382 48.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "383 383 80.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "384 384 57.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "385 385 63.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "386 386 46.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "387 387 15.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "388 388 51.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "389 389 41.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "390 390 52.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "391 391 36.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "392 392 57.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "393 393 43.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "394 394 50.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "395 395 55.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "396 396 42.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "397 397 12.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "398 398 17.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "399 399 58.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "\n", + " ba ... pcv wc rc htn dm cad appet pe \\\n", + "3 notpresent ... 32 6700 3.9 yes no no poor yes \n", + "9 notpresent ... 29 12100 3.7 yes yes no poor no \n", + "11 notpresent ... 32 4500 3.8 yes yes no poor yes \n", + "14 present ... 16 11000 2.6 yes yes yes poor yes \n", + "20 notpresent ... 24 9200 3.2 yes yes yes poor yes \n", + "22 notpresent ... 32 6900 3.4 yes no no good no \n", + "27 notpresent ... 37 9600 4.1 yes yes yes good yes \n", + "48 notpresent ... 29 18900 3.5 yes yes no good yes \n", + "58 notpresent ... 33 7200 4.3 yes yes yes good no \n", + "71 notpresent ... 28 14600 3.2 yes yes no good no \n", + "74 notpresent ... 29 6400 3.4 yes no no good no \n", + "76 present ... 36 \\t6200 4 no yes no good yes \n", + "84 notpresent ... 22 3800 2.1 yes no no poor yes \n", + "90 present ... 40 9800 4.2 yes no yes good no \n", + "91 notpresent ... 52 12500 5.6 no no no good no \n", + "92 present ... 33 5600 3.6 yes yes yes good no \n", + "93 notpresent ... 30 7000 3.2 yes yes yes poor no \n", + "127 notpresent ... 35 15200 4.3 yes yes no poor yes \n", + "128 notpresent ... 23 5000 2.9 yes yes no good no \n", + "130 present ... 22 16300 2.7 no no no poor yes \n", + "133 notpresent ... 37 \\t8400 8.0 yes no no good no \n", + "144 notpresent ... 33 10500 4.1 no no no good no \n", + "147 notpresent ... 25 15200 3.0 yes no no poor no \n", + "153 notpresent ... 22 14600 2.9 yes yes no poor yes \n", + "157 notpresent ... 39 7900 3.9 yes yes no good no \n", + "159 notpresent ... 35 10900 4.3 no yes no poor no \n", + "171 notpresent ... 26 12800 3.1 yes no no poor no \n", + "176 present ... 23 12400 3.9 no no no good no \n", + "181 notpresent ... 30 19100 3.7 no no no good no \n", + "189 present ... 29 7500 3.4 yes yes no poor yes \n", + ".. ... ... ... ... ... ... ... ... ... ... \n", + "368 notpresent ... 45 9400 5.9 no no no good no \n", + "369 notpresent ... 46 10300 4.8 no no no good no \n", + "370 notpresent ... 50 9300 5.4 no no no good no \n", + "371 notpresent ... 51 6500 5.0 no no no good no \n", + "372 notpresent ... 52 10500 5.5 no no no good no \n", + "373 notpresent ... 47 9200 4.9 no no no good no \n", + "374 notpresent ... 40 8000 6.4 no no no good no \n", + "375 notpresent ... 48 9700 5.6 no no no good no \n", + "376 notpresent ... 53 9100 5.2 no no no good no \n", + "377 notpresent ... 49 6400 4.8 no no no good no \n", + "379 notpresent ... 50 5400 5.7 no no no good no \n", + "380 notpresent ... 54 6500 4.9 no no no good no \n", + "382 notpresent ... 51 6000 6.5 no no no good no \n", + "383 notpresent ... 49 5100 5.0 no no no good no \n", + "384 notpresent ... 42 11000 4.5 no no no good no \n", + "385 notpresent ... 52 8000 5.1 no no no good no \n", + "386 notpresent ... 43 5700 6.5 no no no good no \n", + "387 notpresent ... 50 6200 5.2 no no no good no \n", + "388 notpresent ... 46 9500 6.4 no no no good no \n", + "389 notpresent ... 52 7200 5.8 no no no good no \n", + "390 notpresent ... 52 6300 5.3 no no no good no \n", + "391 notpresent ... 44 5800 6.3 no no no good no \n", + "392 notpresent ... 46 6600 5.5 no no no good no \n", + "393 notpresent ... 54 7400 5.4 no no no good no \n", + "394 notpresent ... 45 9500 4.6 no no no good no \n", + "395 notpresent ... 47 6700 4.9 no no no good no \n", + "396 notpresent ... 54 7800 6.2 no no no good no \n", + "397 notpresent ... 49 6600 5.4 no no no good no \n", + "398 notpresent ... 51 7200 5.9 no no no good no \n", + "399 notpresent ... 53 6800 6.1 no no no good no \n", + "\n", + " ane classification \n", + "3 yes ckd \n", + "9 yes ckd \n", + "11 no ckd \n", + "14 no ckd \n", + "20 yes ckd \n", + "22 yes ckd \n", + "27 no ckd \n", + "48 no ckd \n", + "58 no ckd \n", + "71 no ckd \n", + "74 no ckd \n", + "76 no ckd \n", + "84 yes ckd \n", + "90 no ckd \n", + "91 no ckd \n", + "92 no ckd \n", + "93 no ckd \n", + "127 no ckd \n", + "128 yes ckd \n", + "130 yes ckd \n", + "133 no ckd \n", + "144 no ckd \n", + "147 yes ckd \n", + "153 yes ckd \n", + "157 no ckd \n", + "159 no ckd \n", + "171 yes ckd \n", + "176 yes ckd \n", + "181 no ckd \n", + "189 no ckd \n", + ".. ... ... \n", + "368 no notckd \n", + "369 no notckd \n", + "370 no notckd \n", + "371 no notckd \n", + "372 no notckd \n", + "373 no notckd \n", + "374 no notckd \n", + "375 no notckd \n", + "376 no notckd \n", + "377 no notckd \n", + "379 no notckd \n", + "380 no notckd \n", + "382 no notckd \n", + "383 no notckd \n", + "384 no notckd \n", + "385 no notckd \n", + "386 no notckd \n", + "387 no notckd \n", + "388 no notckd \n", + "389 no notckd \n", + "390 no notckd \n", + "391 no notckd \n", + "392 no notckd \n", + "393 no notckd \n", + "394 no notckd \n", + "395 no notckd \n", + "396 no notckd \n", + "397 no notckd \n", + "398 no notckd \n", + "399 no notckd \n", + "\n", + "[158 rows x 26 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('Datasets/kidney_disease.csv')\n", + "df\n", + "df.dropna(axis=0, how='any', inplace=True)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's build some color-coded labels; the actual label feature will be removed prior to executing PCA, since it's unsupervised. You're only labeling by color so you can see the effects of PCA:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 117. 70. 380. 157. 173. 95. 264. 253. 163. 129. 133. 76.\n", + " 280. 210. 219. 295. 118. 224. 128. 105. 288. 273. 122. 303.\n", + " 102. 107. 239. 94. 252. 255. 214. 490. 241. 106. 424. 176.\n", + " 140. 82. 119. 99. 121. 131. 91. 98. 104. 132. 97. 111.\n", + " 96. 139. 125. 123. 112. 130. 100. 81. 93. 124. 89. 127.\n", + " 137. 120. 109. 80. 134. 92. 88. 108. 83. 86. 87. 79.\n", + " 74. 78. 113. 75. 85. 114.]\n", + "id int64\n", + "age float64\n", + "bp float64\n", + "sg float64\n", + "al float64\n", + "su float64\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo float64\n", + "pcv int64\n", + "wc int64\n", + "rc float64\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "classification object\n", + "dtype: object\n" + ] + } + ], + "source": [ + "df.wc = pd.to_numeric(df.wc, errors='coerce')\n", + "df.rc = pd.to_numeric(df.rc, errors='coerce')\n", + "df.pcv = pd.to_numeric(df.wc, errors='coerce')\n", + "print df.bgr.unique()\n", + "\n", + "print df.dtypes\n", + "labels = ['red' if i=='ckd' else 'green' for i in df.classification]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Use an indexer to select only the following columns: `['bgr','wc','rc']`" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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bgrwcrc
count158.000000158.000000158.000000
mean131.3417728475.9493674.891772
std64.9398323126.8801811.019364
min70.0000003800.0000002.100000
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" + ], + "text/plain": [ + " bgr wc rc\n", + "count 158.000000 158.000000 158.000000\n", + "mean 131.341772 8475.949367 4.891772\n", + "std 64.939832 3126.880181 1.019364\n", + "min 70.000000 3800.000000 2.100000\n", + "25% 97.000000 6525.000000 4.500000\n", + "50% 115.500000 7800.000000 4.950000\n", + "75% 131.750000 9775.000000 5.600000\n", + "max 490.000000 26400.000000 8.000000" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df[['bgr','wc','rc']]\n", + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Either take a look at the dataset's webpage in the attribute info section of UCI's [Chronic Kidney Disease]() page,: https://archive.ics.uci.edu/ml/datasets/Chronic_Kidney_Disease or alternatively, you can actually look at the first few rows of your dataframe using `.head()`. What kind of data type should these three columns be? Compare what you see with the results when you print out your dataframe's `dtypes`.\n", + "\n", + "If Pandas did not properly detect and convert your columns to the data types you expected, use an appropriate command to coerce these features to the right type." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PCA Operates based on variance. The variable with the greatest variance will dominate. Examine your data using a command that will check the variance of every feature in your dataset, and then print out the results. Also print out the results of running `.describe` on your dataset.\n", + "\n", + "_Hint:_ If you do not see all three variables: `'bgr'`, `'wc'`, and `'rc'`, then it's likely you probably did not complete the previous step properly." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "bgr 4.217182e+03\n", + "wc 9.777380e+06\n", + "rc 1.039104e+00\n", + "dtype: float64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "df.var()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, we assume your dataframe's variable is named `df`. If it isn't, make the appropriate changes. But do not alter the code in `scaleFeaturesDF()` just yet!" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('New Variances:\\n', bgr 1.006369\n", + "wc 1.006369\n", + "rc 1.006369\n", + "dtype: float64)\n", + "('New Describe:\\n', bgr wc rc\n", + "count 1.580000e+02 1.580000e+02 1.580000e+02\n", + "mean -9.755075e-17 9.345548e-17 1.068063e-16\n", + "std 1.003180e+00 1.003180e+00 1.003180e+00\n", + "min -9.475974e-01 -1.500159e+00 -2.747446e+00\n", + "25% -5.305059e-01 -6.259123e-01 -3.855519e-01\n", + "50% -2.447210e-01 -2.168611e-01 5.730335e-02\n", + "75% 6.306235e-03 4.167672e-01 6.969831e-01\n", + "max 5.540492e+00 5.750474e+00 3.058878e+00)\n" + ] + } + ], + "source": [ + "# .. your (possible) code adjustment here ..\n", + "if scaleFeatures: df = scaleFeaturesDF(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run PCA on your dataset, reducing it to 2 principal components. Make sure your PCA model is saved in a variable called `'pca'`, and that the results of your transformation are saved in another variable `'T'`:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(158, 2)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "df.describe()\n", + "df.var()\n", + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=2, svd_solver='randomized')\n", + "pca.fit(df)\n", + "T = pca.transform(df)\n", + "df.shape\n", + "T.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, plot the transformed data as a scatter plot. Recall that transforming the data will result in a NumPy NDArray. You can either use MatPlotLib to graph it directly, or you can convert it back to DataFrame and have Pandas do it for you.\n", + "\n", + "Since we've already demonstrated how to plot directly with MatPlotLib in `Module4/assignment1.ipynb`, this time we'll show you how to convert your transformed data back into to a Pandas Dataframe and have Pandas plot it from there." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Features by importance:\\n', [(3.9998071556884853, 'wc'), (3.2588876641210907, 'bgr'), (3.009752752998363, 'rc')])\n" + ] + }, + { + "data": { + "image/png": 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zslNgV8l8Zz6T10ym0F2ITbUxrsc4uiZ2rXVsU/pMYcb6GRR5ikgKS+LRXo9W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\nvQFN0zhefJwGoQ3cBeTciKqq6p/Qn+jgaNJOpdE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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Since we transformed via PCA, we no longer have column names; but we know we\n", + "# are in `principal-component` space, so we'll just define the coordinates accordingly:\n", + "ax = drawVectors(T, pca.components_, df.columns.values, plt, scaleFeatures)\n", + "T = pd.DataFrame(T)\n", + "\n", + "T.columns = ['component1', 'component2']\n", + "T.plot.scatter(x='component1', y='component2', marker='o', c=labels, alpha=0.75, ax=ax)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module4 - Lab3-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module4 - Lab3-checkpoint.ipynb new file mode 100644 index 0000000..fe5dba3 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module4 - Lab3-checkpoint.ipynb @@ -0,0 +1,2356 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module4- Lab3" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import math\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "from sklearn import preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some Boilerplate Code" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "For your convenience, we've included some boilerplate code here which will help you out. You aren't expected to know how to write this code on your own at this point, but it'll assist with your visualizations. We've added some notes to the code in case you're interested in knowing what it's doing:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### A Note on SKLearn's `.transform()` calls:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Any time you perform a transformation on your data, you lose the column header names because the output of SciKit-Learn's `.transform()` method is an NDArray and not a daraframe.\n", + "\n", + "This actually makes a lot of sense because there are essentially two types of transformations:\n", + "- Those that adjust the scale of your features, and\n", + "- Those that change alter the number of features, perhaps even changing their values entirely.\n", + "\n", + "An example of adjusting the scale of a feature would be changing centimeters to inches. Changing the feature entirely would be like using PCA to reduce 300 columns to 30. In either case, the original column's units have either been altered or no longer exist at all, so it's up to you to assign names to your columns after any transformation, if you'd like to store the resulting NDArray back into a dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def scaleFeaturesDF(df):\n", + " # Feature scaling is a type of transformation that only changes the\n", + " # scale, but not number of features. Because of this, we can still\n", + " # use the original dataset's column names... so long as we keep in\n", + " # mind that the _units_ have been altered:\n", + "\n", + " scaled = preprocessing.StandardScaler().fit_transform(df)\n", + " scaled = pd.DataFrame(scaled, columns=df.columns)\n", + " \n", + " print(\"New Variances:\\n\", scaled.var())\n", + " print(\"New Describe:\\n\", scaled.describe())\n", + " return scaled" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "SKLearn contains many methods for transforming your features by scaling them, a type of pre-processing):\n", + " - `RobustScaler`\n", + " - `Normalizer`\n", + " - `MinMaxScaler`\n", + " - `MaxAbsScaler`\n", + " - `StandardScaler`\n", + " - ...\n", + "\n", + "http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing\n", + "\n", + "However in order to be effective at PCA, there are a few requirements that must be met, and which will drive the selection of your scaler. PCA requires your data is standardized -- in other words, it's _mean_ should equal 0, and it should have unit variance.\n", + "\n", + "SKLearn's regular `Normalizer()` doesn't zero out the mean of your data, it only clamps it, so it could be inappropriate to use depending on your data. `MinMaxScaler` and `MaxAbsScaler` both fail to set a unit variance, so you won't be using them here either. `RobustScaler` can work, again depending on your data (watch for outliers!). So for this assignment, you're going to use the `StandardScaler`. Get familiar with it by visiting these two websites:\n", + "\n", + "- http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-scaler\n", + "- http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html#sklearn.preprocessing.StandardScaler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly, some code to help with visualizations:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawVectors(transformed_features, components_, columns, plt, scaled):\n", + " if not scaled:\n", + " return plt.axes() # No cheating ;-)\n", + "\n", + " num_columns = len(columns)\n", + "\n", + " # This funtion will project your *original* feature (columns)\n", + " # onto your principal component feature-space, so that you can\n", + " # visualize how \"important\" each one was in the\n", + " # multi-dimensional scaling\n", + "\n", + " # Scale the principal components by the max value in\n", + " # the transformed set belonging to that component\n", + " xvector = components_[0] * max(transformed_features[:,0])\n", + " yvector = components_[1] * max(transformed_features[:,1])\n", + "\n", + " ## visualize projections\n", + "\n", + " # Sort each column by it's length. These are your *original*\n", + " # columns, not the principal components.\n", + " important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) }\n", + " important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", + " print(\"Features by importance:\\n\", important_features)\n", + "\n", + " ax = plt.axes()\n", + "\n", + " for i in range(num_columns):\n", + " # Use an arrow to project each original feature as a\n", + " # labeled vector on your principal component axes\n", + " plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75)\n", + " plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75)\n", + "\n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### And Now, The Assignment" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Do * NOT * alter this line, until instructed!\n", + "scaleFeatures = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the dataset specified on the lab instructions page and remove any and all _rows_ that have a NaN in them. You should be a pro at this by now ;-)\n", + "\n", + "**QUESTION**: Should the `id` column be included in your dataset as a feature?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idagebpsgalsurbcpcpccba...pcvwcrchtndmcadappetpeaneclassification
3348.070.01.0054.00.0normalabnormalpresentnotpresent...3267003.9yesnonopooryesyesckd
9953.090.01.0202.00.0abnormalabnormalpresentnotpresent...29121003.7yesyesnopoornoyesckd
111163.070.01.0103.00.0abnormalabnormalpresentnotpresent...3245003.8yesyesnopooryesnockd
141468.080.01.0103.02.0normalabnormalpresentpresent...16110002.6yesyesyespooryesnockd
202061.080.01.0152.00.0abnormalabnormalnotpresentnotpresent...2492003.2yesyesyespooryesyesckd
222248.080.01.0254.00.0normalabnormalnotpresentnotpresent...3269003.4yesnonogoodnoyesckd
272769.070.01.0103.04.0normalabnormalnotpresentnotpresent...3796004.1yesyesyesgoodyesnockd
484873.070.01.0050.00.0normalnormalnotpresentnotpresent...29189003.5yesyesnogoodyesnockd
585873.080.01.0202.00.0abnormalabnormalnotpresentnotpresent...3372004.3yesyesyesgoodnonockd
717146.060.01.0101.00.0normalnormalnotpresentnotpresent...28146003.2yesyesnogoodnonockd
747456.090.01.0152.00.0abnormalabnormalnotpresentnotpresent...2964003.4yesnonogoodnonockd
767648.080.01.0054.00.0abnormalabnormalnotpresentpresent...36\\t62004noyesnogoodyesnockd
848459.070.01.0103.00.0normalabnormalnotpresentnotpresent...2238002.1yesnonopooryesyesckd
909063.0100.01.0102.02.0normalnormalnotpresentpresent...4098004.2yesnoyesgoodnonockd
919156.070.01.0154.01.0abnormalnormalnotpresentnotpresent...52125005.6nononogoodnonockd
929271.070.01.0103.00.0normalabnormalpresentpresent...3356003.6yesyesyesgoodnonockd
939373.0100.01.0103.02.0abnormalabnormalpresentnotpresent...3070003.2yesyesyespoornonockd
12712771.060.01.0154.00.0normalnormalnotpresentnotpresent...35152004.3yesyesnopooryesnockd
12812852.090.01.0154.03.0normalabnormalnotpresentnotpresent...2350002.9yesyesnogoodnoyesckd
13013050.090.01.0102.00.0normalabnormalpresentpresent...22163002.7nononopooryesyesckd
13313370.0100.01.0154.00.0normalnormalnotpresentnotpresent...37\\t84008.0yesnonogoodnonockd
14414460.090.01.0102.00.0abnormalnormalnotpresentnotpresent...33105004.1nononogoodnonockd
14714760.060.01.0103.01.0normalabnormalpresentnotpresent...25152003.0yesnonopoornoyesckd
15315355.090.01.0102.01.0abnormalabnormalnotpresentnotpresent...22146002.9yesyesnopooryesyesckd
15715762.070.01.0253.00.0normalabnormalnotpresentnotpresent...3979003.9yesyesnogoodnonockd
15915959.080.01.0101.00.0abnormalnormalnotpresentnotpresent...35109004.3noyesnopoornonockd
17117183.070.01.0203.00.0normalnormalnotpresentnotpresent...26128003.1yesnonopoornoyesckd
17617621.090.01.0104.00.0normalabnormalpresentpresent...23124003.9nononogoodnoyesckd
18118145.070.01.0252.00.0normalabnormalpresentnotpresent...30191003.7nononogoodnonockd
18918964.060.01.0104.01.0abnormalabnormalnotpresentpresent...2975003.4yesyesnopooryesnockd
..................................................................
36836830.080.01.0250.00.0normalnormalnotpresentnotpresent...4594005.9nononogoodnononotckd
36936975.070.01.0200.00.0normalnormalnotpresentnotpresent...46103004.8nononogoodnononotckd
37037069.070.01.0200.00.0normalnormalnotpresentnotpresent...5093005.4nononogoodnononotckd
37137128.060.01.0250.00.0normalnormalnotpresentnotpresent...5165005.0nononogoodnononotckd
37237272.060.01.0200.00.0normalnormalnotpresentnotpresent...52105005.5nononogoodnononotckd
37337361.070.01.0250.00.0normalnormalnotpresentnotpresent...4792004.9nononogoodnononotckd
37437479.080.01.0250.00.0normalnormalnotpresentnotpresent...4080006.4nononogoodnononotckd
37537570.080.01.0200.00.0normalnormalnotpresentnotpresent...4897005.6nononogoodnononotckd
37637658.070.01.0250.00.0normalnormalnotpresentnotpresent...5391005.2nononogoodnononotckd
37737764.070.01.0200.00.0normalnormalnotpresentnotpresent...4964004.8nononogoodnononotckd
37937962.080.01.0250.00.0normalnormalnotpresentnotpresent...5054005.7nononogoodnononotckd
38038059.060.01.0200.00.0normalnormalnotpresentnotpresent...5465004.9nononogoodnononotckd
38238248.080.01.0250.00.0normalnormalnotpresentnotpresent...5160006.5nononogoodnononotckd
38338380.080.01.0250.00.0normalnormalnotpresentnotpresent...4951005.0nononogoodnononotckd
38438457.060.01.0200.00.0normalnormalnotpresentnotpresent...42110004.5nononogoodnononotckd
38538563.070.01.0200.00.0normalnormalnotpresentnotpresent...5280005.1nononogoodnononotckd
38638646.070.01.0250.00.0normalnormalnotpresentnotpresent...4357006.5nononogoodnononotckd
38738715.080.01.0250.00.0normalnormalnotpresentnotpresent...5062005.2nononogoodnononotckd
38838851.080.01.0200.00.0normalnormalnotpresentnotpresent...4695006.4nononogoodnononotckd
38938941.080.01.0250.00.0normalnormalnotpresentnotpresent...5272005.8nononogoodnononotckd
39039052.080.01.0250.00.0normalnormalnotpresentnotpresent...5263005.3nononogoodnononotckd
39139136.080.01.0250.00.0normalnormalnotpresentnotpresent...4458006.3nononogoodnononotckd
39239257.080.01.0200.00.0normalnormalnotpresentnotpresent...4666005.5nononogoodnononotckd
39339343.060.01.0250.00.0normalnormalnotpresentnotpresent...5474005.4nononogoodnononotckd
39439450.080.01.0200.00.0normalnormalnotpresentnotpresent...4595004.6nononogoodnononotckd
39539555.080.01.0200.00.0normalnormalnotpresentnotpresent...4767004.9nononogoodnononotckd
39639642.070.01.0250.00.0normalnormalnotpresentnotpresent...5478006.2nononogoodnononotckd
39739712.080.01.0200.00.0normalnormalnotpresentnotpresent...4966005.4nononogoodnononotckd
39839817.060.01.0250.00.0normalnormalnotpresentnotpresent...5172005.9nononogoodnononotckd
39939958.080.01.0250.00.0normalnormalnotpresentnotpresent...5368006.1nononogoodnononotckd
\n", + "

158 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " id age bp sg al su rbc pc pcc \\\n", + "3 3 48.0 70.0 1.005 4.0 0.0 normal abnormal present \n", + "9 9 53.0 90.0 1.020 2.0 0.0 abnormal abnormal present \n", + "11 11 63.0 70.0 1.010 3.0 0.0 abnormal abnormal present \n", + "14 14 68.0 80.0 1.010 3.0 2.0 normal abnormal present \n", + "20 20 61.0 80.0 1.015 2.0 0.0 abnormal abnormal notpresent \n", + "22 22 48.0 80.0 1.025 4.0 0.0 normal abnormal notpresent \n", + "27 27 69.0 70.0 1.010 3.0 4.0 normal abnormal notpresent \n", + "48 48 73.0 70.0 1.005 0.0 0.0 normal normal notpresent \n", + "58 58 73.0 80.0 1.020 2.0 0.0 abnormal abnormal notpresent \n", + "71 71 46.0 60.0 1.010 1.0 0.0 normal normal notpresent \n", + "74 74 56.0 90.0 1.015 2.0 0.0 abnormal abnormal notpresent \n", + "76 76 48.0 80.0 1.005 4.0 0.0 abnormal abnormal notpresent \n", + "84 84 59.0 70.0 1.010 3.0 0.0 normal abnormal notpresent \n", + "90 90 63.0 100.0 1.010 2.0 2.0 normal normal notpresent \n", + "91 91 56.0 70.0 1.015 4.0 1.0 abnormal normal notpresent \n", + "92 92 71.0 70.0 1.010 3.0 0.0 normal abnormal present \n", + "93 93 73.0 100.0 1.010 3.0 2.0 abnormal abnormal present \n", + "127 127 71.0 60.0 1.015 4.0 0.0 normal normal notpresent \n", + "128 128 52.0 90.0 1.015 4.0 3.0 normal abnormal notpresent \n", + "130 130 50.0 90.0 1.010 2.0 0.0 normal abnormal present \n", + "133 133 70.0 100.0 1.015 4.0 0.0 normal normal notpresent \n", + "144 144 60.0 90.0 1.010 2.0 0.0 abnormal normal notpresent \n", + "147 147 60.0 60.0 1.010 3.0 1.0 normal abnormal present \n", + "153 153 55.0 90.0 1.010 2.0 1.0 abnormal abnormal notpresent \n", + "157 157 62.0 70.0 1.025 3.0 0.0 normal abnormal notpresent \n", + "159 159 59.0 80.0 1.010 1.0 0.0 abnormal normal notpresent \n", + "171 171 83.0 70.0 1.020 3.0 0.0 normal normal notpresent \n", + "176 176 21.0 90.0 1.010 4.0 0.0 normal abnormal present \n", + "181 181 45.0 70.0 1.025 2.0 0.0 normal abnormal present \n", + "189 189 64.0 60.0 1.010 4.0 1.0 abnormal abnormal notpresent \n", + ".. ... ... ... ... ... ... ... ... ... \n", + "368 368 30.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "369 369 75.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "370 370 69.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "371 371 28.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "372 372 72.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "373 373 61.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "374 374 79.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "375 375 70.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "376 376 58.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "377 377 64.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "379 379 62.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "380 380 59.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "382 382 48.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "383 383 80.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "384 384 57.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "385 385 63.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "386 386 46.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "387 387 15.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "388 388 51.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "389 389 41.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "390 390 52.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "391 391 36.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "392 392 57.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "393 393 43.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "394 394 50.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "395 395 55.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "396 396 42.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "397 397 12.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "398 398 17.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "399 399 58.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "\n", + " ba ... pcv wc rc htn dm cad appet pe \\\n", + "3 notpresent ... 32 6700 3.9 yes no no poor yes \n", + "9 notpresent ... 29 12100 3.7 yes yes no poor no \n", + "11 notpresent ... 32 4500 3.8 yes yes no poor yes \n", + "14 present ... 16 11000 2.6 yes yes yes poor yes \n", + "20 notpresent ... 24 9200 3.2 yes yes yes poor yes \n", + "22 notpresent ... 32 6900 3.4 yes no no good no \n", + "27 notpresent ... 37 9600 4.1 yes yes yes good yes \n", + "48 notpresent ... 29 18900 3.5 yes yes no good yes \n", + "58 notpresent ... 33 7200 4.3 yes yes yes good no \n", + "71 notpresent ... 28 14600 3.2 yes yes no good no \n", + "74 notpresent ... 29 6400 3.4 yes no no good no \n", + "76 present ... 36 \\t6200 4 no yes no good yes \n", + "84 notpresent ... 22 3800 2.1 yes no no poor yes \n", + "90 present ... 40 9800 4.2 yes no yes good no \n", + "91 notpresent ... 52 12500 5.6 no no no good no \n", + "92 present ... 33 5600 3.6 yes yes yes good no \n", + "93 notpresent ... 30 7000 3.2 yes yes yes poor no \n", + "127 notpresent ... 35 15200 4.3 yes yes no poor yes \n", + "128 notpresent ... 23 5000 2.9 yes yes no good no \n", + "130 present ... 22 16300 2.7 no no no poor yes \n", + "133 notpresent ... 37 \\t8400 8.0 yes no no good no \n", + "144 notpresent ... 33 10500 4.1 no no no good no \n", + "147 notpresent ... 25 15200 3.0 yes no no poor no \n", + "153 notpresent ... 22 14600 2.9 yes yes no poor yes \n", + "157 notpresent ... 39 7900 3.9 yes yes no good no \n", + "159 notpresent ... 35 10900 4.3 no yes no poor no \n", + "171 notpresent ... 26 12800 3.1 yes no no poor no \n", + "176 present ... 23 12400 3.9 no no no good no \n", + "181 notpresent ... 30 19100 3.7 no no no good no \n", + "189 present ... 29 7500 3.4 yes yes no poor yes \n", + ".. ... ... ... ... ... ... ... ... ... ... \n", + "368 notpresent ... 45 9400 5.9 no no no good no \n", + "369 notpresent ... 46 10300 4.8 no no no good no \n", + "370 notpresent ... 50 9300 5.4 no no no good no \n", + "371 notpresent ... 51 6500 5.0 no no no good no \n", + "372 notpresent ... 52 10500 5.5 no no no good no \n", + "373 notpresent ... 47 9200 4.9 no no no good no \n", + "374 notpresent ... 40 8000 6.4 no no no good no \n", + "375 notpresent ... 48 9700 5.6 no no no good no \n", + "376 notpresent ... 53 9100 5.2 no no no good no \n", + "377 notpresent ... 49 6400 4.8 no no no good no \n", + "379 notpresent ... 50 5400 5.7 no no no good no \n", + "380 notpresent ... 54 6500 4.9 no no no good no \n", + "382 notpresent ... 51 6000 6.5 no no no good no \n", + "383 notpresent ... 49 5100 5.0 no no no good no \n", + "384 notpresent ... 42 11000 4.5 no no no good no \n", + "385 notpresent ... 52 8000 5.1 no no no good no \n", + "386 notpresent ... 43 5700 6.5 no no no good no \n", + "387 notpresent ... 50 6200 5.2 no no no good no \n", + "388 notpresent ... 46 9500 6.4 no no no good no \n", + "389 notpresent ... 52 7200 5.8 no no no good no \n", + "390 notpresent ... 52 6300 5.3 no no no good no \n", + "391 notpresent ... 44 5800 6.3 no no no good no \n", + "392 notpresent ... 46 6600 5.5 no no no good no \n", + "393 notpresent ... 54 7400 5.4 no no no good no \n", + "394 notpresent ... 45 9500 4.6 no no no good no \n", + "395 notpresent ... 47 6700 4.9 no no no good no \n", + "396 notpresent ... 54 7800 6.2 no no no good no \n", + "397 notpresent ... 49 6600 5.4 no no no good no \n", + "398 notpresent ... 51 7200 5.9 no no no good no \n", + "399 notpresent ... 53 6800 6.1 no no no good no \n", + "\n", + " ane classification \n", + "3 yes ckd \n", + "9 yes ckd \n", + "11 no ckd \n", + "14 no ckd \n", + "20 yes ckd \n", + "22 yes ckd \n", + "27 no ckd \n", + "48 no ckd \n", + "58 no ckd \n", + "71 no ckd \n", + "74 no ckd \n", + "76 no ckd \n", + "84 yes ckd \n", + "90 no ckd \n", + "91 no ckd \n", + "92 no ckd \n", + "93 no ckd \n", + "127 no ckd \n", + "128 yes ckd \n", + "130 yes ckd \n", + "133 no ckd \n", + "144 no ckd \n", + "147 yes ckd \n", + "153 yes ckd \n", + "157 no ckd \n", + "159 no ckd \n", + "171 yes ckd \n", + "176 yes ckd \n", + "181 no ckd \n", + "189 no ckd \n", + ".. ... ... \n", + "368 no notckd \n", + "369 no notckd \n", + "370 no notckd \n", + "371 no notckd \n", + "372 no notckd \n", + "373 no notckd \n", + "374 no notckd \n", + "375 no notckd \n", + "376 no notckd \n", + "377 no notckd \n", + "379 no notckd \n", + "380 no notckd \n", + "382 no notckd \n", + "383 no notckd \n", + "384 no notckd \n", + "385 no notckd \n", + "386 no notckd \n", + "387 no notckd \n", + "388 no notckd \n", + "389 no notckd \n", + "390 no notckd \n", + "391 no notckd \n", + "392 no notckd \n", + "393 no notckd \n", + "394 no notckd \n", + "395 no notckd \n", + "396 no notckd \n", + "397 no notckd \n", + "398 no notckd \n", + "399 no notckd \n", + "\n", + "[158 rows x 26 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('Datasets/kidney_disease.csv')\n", + "df\n", + "df.dropna(axis=0, how='any', inplace=True)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's build some color-coded labels; the actual label feature will be removed prior to executing PCA, since it's unsupervised. You're only labeling by color so you can see the effects of PCA:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 117. 70. 380. 157. 173. 95. 264. 253. 163. 129. 133. 76.\n", + " 280. 210. 219. 295. 118. 224. 128. 105. 288. 273. 122. 303.\n", + " 102. 107. 239. 94. 252. 255. 214. 490. 241. 106. 424. 176.\n", + " 140. 82. 119. 99. 121. 131. 91. 98. 104. 132. 97. 111.\n", + " 96. 139. 125. 123. 112. 130. 100. 81. 93. 124. 89. 127.\n", + " 137. 120. 109. 80. 134. 92. 88. 108. 83. 86. 87. 79.\n", + " 74. 78. 113. 75. 85. 114.]\n" + ] + } + ], + "source": [ + "df.wc = pd.to_numeric(df.wc, errors='coerce')\n", + "df.rc = pd.to_numeric(df.rc, errors='coerce')\n", + "df.pcv = pd.to_numeric(df.wc, errors='coerce')\n", + "print df.bgr.unique()\n", + "\n", + "\n", + "labels = ['red' if i=='ckd' else 'green' for i in df.classification]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Use an indexer to select only the following columns: `['bgr','wc','rc']`" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#df = df[['bgr','wc','rc']]\n", + "df.drop(['id', 'classification'],axis=1, inplace=True)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Either take a look at the dataset's webpage in the attribute info section of UCI's [Chronic Kidney Disease]() page,: https://archive.ics.uci.edu/ml/datasets/Chronic_Kidney_Disease or alternatively, you can actually look at the first few rows of your dataframe using `.head()`. What kind of data type should these three columns be? Compare what you see with the results when you print out your dataframe's `dtypes`.\n", + "\n", + "If Pandas did not properly detect and convert your columns to the data types you expected, use an appropriate command to coerce these features to the right type." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "age float64\n", + "bp float64\n", + "sg float64\n", + "al float64\n", + "su float64\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo float64\n", + "pcv int64\n", + "wc int64\n", + "rc float64\n", + "rbc_abnormal uint8\n", + "rbc_normal uint8\n", + "pc_abnormal uint8\n", + "pc_normal uint8\n", + "pcc_notpresent uint8\n", + "pcc_present uint8\n", + "ba_notpresent uint8\n", + "ba_present uint8\n", + "htn_no uint8\n", + "htn_yes uint8\n", + "dm_no uint8\n", + "dm_yes uint8\n", + "cad_no uint8\n", + "cad_yes uint8\n", + "appet_good uint8\n", + "appet_poor uint8\n", + "pe_no uint8\n", + "pe_yes uint8\n", + "ane_no uint8\n", + "ane_yes uint8\n", + "dtype: object\n" + ] + } + ], + "source": [ + "df = pd.get_dummies(df)\n", + "df.describe()\n", + "print df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PCA Operates based on variance. The variable with the greatest variance will dominate. Examine your data using a command that will check the variance of every feature in your dataset, and then print out the results. Also print out the results of running `.describe` on your dataset.\n", + "\n", + "_Hint:_ If you do not see all three variables: `'bgr'`, `'wc'`, and `'rc'`, then it's likely you probably did not complete the previous step properly." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "age 2.406297e+02\n", + "bp 1.248891e+02\n", + "sg 3.023865e-05\n", + "al 1.996936e+00\n", + "su 6.616141e-01\n", + "bgr 4.217182e+03\n", + "bu 2.246322e+03\n", + "sc 9.471717e+00\n", + "sod 5.609143e+01\n", + "pot 1.208501e+01\n", + "hemo 8.307100e+00\n", + "pcv 9.777380e+06\n", + "wc 9.777380e+06\n", + "rc 1.039104e+00\n", + "rbc_abnormal 1.015883e-01\n", + "rbc_normal 1.015883e-01\n", + "pc_abnormal 1.508103e-01\n", + "pc_normal 1.508103e-01\n", + "pcc_notpresent 8.127066e-02\n", + "pcc_present 8.127066e-02\n", + "ba_notpresent 7.062807e-02\n", + "ba_present 7.062807e-02\n", + "htn_no 1.699589e-01\n", + "htn_yes 1.699589e-01\n", + "dm_no 1.467387e-01\n", + "dm_yes 1.467387e-01\n", + "cad_no 6.518584e-02\n", + "cad_yes 6.518584e-02\n", + "appet_good 1.064662e-01\n", + "appet_poor 1.064662e-01\n", + "pe_no 1.112634e-01\n", + "pe_yes 1.112634e-01\n", + "ane_no 9.159074e-02\n", + "ane_yes 9.159074e-02\n", + "dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "df.var()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, we assume your dataframe's variable is named `df`. If it isn't, make the appropriate changes. But do not alter the code in `scaleFeaturesDF()` just yet!" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('New Variances:\\n', age 1.006369\n", + "bp 1.006369\n", + "sg 1.006369\n", + "al 1.006369\n", + "su 1.006369\n", + "bgr 1.006369\n", + "bu 1.006369\n", + "sc 1.006369\n", + "sod 1.006369\n", + "pot 1.006369\n", + "hemo 1.006369\n", + "pcv 1.006369\n", + "wc 1.006369\n", + "rc 1.006369\n", + "rbc_abnormal 1.006369\n", + "rbc_normal 1.006369\n", + "pc_abnormal 1.006369\n", + "pc_normal 1.006369\n", + "pcc_notpresent 1.006369\n", + "pcc_present 1.006369\n", + "ba_notpresent 1.006369\n", + "ba_present 1.006369\n", + "htn_no 1.006369\n", + "htn_yes 1.006369\n", + "dm_no 1.006369\n", + "dm_yes 1.006369\n", + "cad_no 1.006369\n", + "cad_yes 1.006369\n", + "appet_good 1.006369\n", + "appet_poor 1.006369\n", + "pe_no 1.006369\n", + "pe_yes 1.006369\n", + "ane_no 1.006369\n", + "ane_yes 1.006369\n", + "dtype: float64)\n", + "('New Describe:\\n', age bp sg al su \\\n", + "count 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 \n", + "mean 1.032929e-16 7.406171e-16 -1.624580e-15 -7.757508e-16 -2.108018e-18 \n", + "std 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 \n", + "min -2.817246e+00 -2.158952e+00 -2.713365e+00 -5.661221e-01 -3.122333e-01 \n", + "25% -6.669624e-01 -1.261282e+00 2.309247e-02 -5.661221e-01 -3.122333e-01 \n", + "50% 6.057713e-02 5.340564e-01 2.309247e-02 -5.661221e-01 -3.122333e-01 \n", + "75% 6.749439e-01 5.340564e-01 9.352451e-01 1.437770e-01 -3.122333e-01 \n", + "max 2.162358e+00 3.227064e+00 9.352451e-01 2.273474e+00 5.854375e+00 \n", + "\n", + " bgr bu sc sod pot \\\n", + "count 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 \n", + "mean -9.755075e-17 -2.578809e-16 7.869935e-17 8.119384e-16 4.321438e-17 \n", + "std 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 \n", + "min -9.475974e-01 -9.011706e-01 -5.830146e-01 -3.730148e+00 -6.165957e-01 \n", + "25% -5.305059e-01 -5.625116e-01 -4.852266e-01 -5.154386e-01 -2.703085e-01 \n", + "50% -2.447210e-01 -2.767680e-01 -3.548426e-01 2.034626e-02 -3.945044e-02 \n", + "75% 6.306235e-03 -5.981458e-02 -1.918626e-01 6.900774e-01 7.597862e-02 \n", + "max 5.540492e+00 5.427520e+00 4.241194e+00 1.493755e+00 1.222489e+01 \n", + "\n", + " ... dm_no dm_yes cad_no cad_yes \\\n", + "count ... 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 \n", + "mean ... -5.417607e-16 3.478230e-16 8.207218e-16 -3.941994e-16 \n", + "std ... 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 \n", + "min ... -2.154729e+00 -4.640955e-01 -3.655631e+00 -2.735506e-01 \n", + "25% ... 4.640955e-01 -4.640955e-01 2.735506e-01 -2.735506e-01 \n", + "50% ... 4.640955e-01 -4.640955e-01 2.735506e-01 -2.735506e-01 \n", + "75% ... 4.640955e-01 -4.640955e-01 2.735506e-01 -2.735506e-01 \n", + "max ... 4.640955e-01 2.154729e+00 2.735506e-01 3.655631e+00 \n", + "\n", + " appet_good appet_poor pe_no pe_yes ane_no \\\n", + "count 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 \n", + "mean 3.913887e-16 -3.927941e-16 -8.291539e-16 8.291539e-16 -1.686415e-16 \n", + "std 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 \n", + "min -2.704772e+00 -3.697170e-01 -2.626785e+00 -3.806935e-01 -2.979094e+00 \n", + "25% 3.697170e-01 -3.697170e-01 3.806935e-01 -3.806935e-01 3.356725e-01 \n", + "50% 3.697170e-01 -3.697170e-01 3.806935e-01 -3.806935e-01 3.356725e-01 \n", + "75% 3.697170e-01 -3.697170e-01 3.806935e-01 -3.806935e-01 3.356725e-01 \n", + "max 3.697170e-01 2.704772e+00 3.806935e-01 2.626785e+00 3.356725e-01 \n", + "\n", + " ane_yes \n", + "count 1.580000e+02 \n", + "mean 7.869935e-17 \n", + "std 1.003180e+00 \n", + "min -3.356725e-01 \n", + "25% -3.356725e-01 \n", + "50% -3.356725e-01 \n", + "75% -3.356725e-01 \n", + "max 2.979094e+00 \n", + "\n", + "[8 rows x 34 columns])\n" + ] + } + ], + "source": [ + "# .. your (possible) code adjustment here ..\n", + "if scaleFeatures: df = scaleFeaturesDF(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run PCA on your dataset, reducing it to 2 principal components. Make sure your PCA model is saved in a variable called `'pca'`, and that the results of your transformation are saved in another variable `'T'`:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(158, 2)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "df.describe()\n", + "df.var()\n", + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=2, svd_solver='randomized')\n", + "pca.fit(df)\n", + "T = pca.transform(df)\n", + "df.shape\n", + "T.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, plot the transformed data as a scatter plot. Recall that transforming the data will result in a NumPy NDArray. You can either use MatPlotLib to graph it directly, or you can convert it back to DataFrame and have Pandas do it for you.\n", + "\n", + "Since we've already demonstrated how to plot directly with MatPlotLib in `Module4/assignment1.ipynb`, this time we'll show you how to convert your transformed data back into to a Pandas Dataframe and have Pandas plot it from there." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Features by importance:\\n', [(2.866227982059096, 'ane_no'), (2.866227982059095, 'ane_yes'), (2.6785058442066254, 'bgr'), (2.6137951181222725, 'dm_yes'), (2.6137951181222725, 'dm_no'), (2.5403773866143755, 'hemo'), (2.5135333589924516, 'su'), (2.50492182575621, 'al'), (2.4923108440242805, 'htn_yes'), (2.4923108440242805, 'htn_no'), (2.46561806861714, 'cad_yes'), (2.4656180686171396, 'cad_no'), (2.4412916816454677, 'appet_good'), (2.4412916816454673, 'appet_poor'), (2.384039956422438, 'pc_normal'), (2.3840399564224377, 'pc_abnormal'), (2.380169658326485, 'sc'), (2.35620427279526, 'bu'), (2.3013559261897103, 'sg'), (2.2974698513944327, 'rc'), (2.1563116480364806, 'pe_yes'), (2.1563116480364806, 'pe_no'), (2.123850036442888, 'sod'), (1.9351786694292277, 'rbc_normal'), (1.9351786694292277, 'rbc_abnormal'), (1.9203030169190336, 'pcc_present'), (1.9203030169190332, 'pcc_notpresent'), (1.9157865073287221, 'ba_present'), (1.9157865073287217, 'ba_notpresent'), (1.2413550891976972, 'age'), (1.010310560473839, 'bp'), (0.9552606647102698, 'wc'), (0.9552606647102698, 'pcv'), (0.49304954652230465, 'pot')])\n" + ] + }, + { + "data": { + "image/png": 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eaNHREAyiyzLuzp3RC1k/Ppf3jjuMDiNNg1AI3513XsJohZJS5DuH77//nkWL\nFtG6dWvWrl0LgNlsZtasWQwbNqzEAixNclco+9e/vKxYYWbuXIXy5f15Bd2GDctk8WIrR44olCsX\nynu8Zcv8y1cCREXpzJuXwmOPxfLUU27sdp1Fi/JvU6tWkK5d3eedPRzuoZNLlxpXxR9+mErnzrGY\nzTpVqoTo1Mm4gyrqDPD4+BCLF1uZMkWlUqUQd92l8d57OlOnOoiKMtZqyG3ayx0l5vFIpKbKNGvm\nZ+FCo9nujTdONetVrRqievUgH39sZ/16M9nZEhs3mjhxQiYpSaZHjyh8PgmbTcfvl+nTJ4rjxxUy\nMyUGDMhm3ToL/ftnMX58JKmpMnv2qDRv7keWdSpUCCHLUL9+EJMJ4uN1/ve/CPx+mDfPzqZNZipW\nDHHggMrAgU4UBapWDdK4sfF5VK4c4sABoznm4EGFTz+NwO2W8XqN9cfDRStXjrSpU1GSktBcLnSX\n65zb5zz9NMGaNTH99ReBG27Af9oa88Llq8jJYdGiRQwcOJCyZcvyzTffAFCxYsWwr6lwKeWuULZ+\nvZkff7RSvrzR+VqxYuiirujNZvj8c6MJpmHDwEXXBrqYoZOhUPFUOl62zMK0aQ6mT0/liSdi8Hgk\nOnfOoUMHDz/9ZMzjKEpyKFtWY+LE/E1ewaCFmjVDeXMfOnSIzbcqW2H95i1b+njmmZx8j+Um159+\nsrBhg0bPntmoKnTvHs2bb2YCMGiQK69k+JYtKosW2ShXzkju118f4JZb/OzerfDhh3YaNw6QmSkz\naVIaTqfRhOJw6MydG2LWrJx8Hcg//WShXDktby5L9+7RqKqeF38oZLyJyZMd9O+fRZUqIX76ycLW\nree+oyxxZjOhypWLvLn/5ptFUrjCFDk5eDyeArP9gsEg6llGMFyJUlONCXGtWvmIiNBYtMiGqsIv\nvxhXzi6X0Q7u9UosW2YlOVnG6dSJiQmh68ZIl40bzciyTuvWPtq29SJJ8N57aQwZ4mTAABcJCRl0\n7x7N7bd7+fNPM8GgRJ8+WVSsGCI7W2LyZAfHj8uYzdCtWzY2m86PP1qRJKMppksXN8uXWzGZdPbs\nUfF4JJ56yk3jxgF++EHixx8j8XqNTtUhQzL55hsrq1dbCAahaVM/nTp58vpWzhx+uWePwpw5drxe\nichInRtu8DN3rp1KlYLcd18cbrdMvXoB1q0z89tvZlautFCmjMaOHSoVK4bYvVslMlKnSpUgqgrP\nPecmI0PBmyO4AAAgAElEQVRixgwHyclGC+czz7jzjf46Xe4osVtv9eeNErPZdGJjtby5KMEg+HwU\n2pSVkyPhcumoqnG3deLEqVbV3CatWrWCJ/ddeELLypLo0SOKOnWC7Nxp4oYbgmzZouJ0akREXHy2\n9XgkoqM1gkHj5xgTI8qLC+FV5DN7nTp1+Prrr3n4tPG333//PfXq1SuRwEqjgwfVfKuEdekSYs0a\ncDg07rzTx++/mxg3LpKYGI1XXslk6VIrfj/ExOj89psJsxlGj05HUcgbkppr0KBMZs+O4LHHYnA6\ndSIjdd55J4MffrCyYIGV7t3dzJ8fwXXXBXnlFQ9btqi8+66D0aMzuOsub76r1eXL4cQJhZEjMzh6\nVOatt1zccIMxFXnvXpWxY9NxOHQ2bTJx9KhCQoJxZZ2QEMm2bWqhwy+DQfjgAwf9+2ficulMnmwn\nIcHJtGmp/N//xWK3ayxYkExKisz//mdj2LBMliyxMGFCJLfc4mPQIBdz5qRyww0BBg92cu21xgiq\nWbPstG/voU6dIMnJMkOHOpkwofAS27mjxPr2jSIUghYt/PTt6yInR2L6dDtRURoffOCgT5+svKv+\n07Vs6SMhwcnLL0dRrVqQihVPrfB2ZpPWzTfn0Levi40bTbzxhguzWT/5uYQYNy4jL1H36ePCbIYe\nPbKB6Iv+3erc2cOrr7pwOo2ms/MNcRaEknbeZUJzpaWlMXLkSLKyskhNTaVs2bLYbDYGDBhQYN7D\npRLuJq1gMI4ePUJMm2aceLdsUfnsswh++81MZKROr15Z3HqrMTx11KhI7r7be9625GXLLPTuHcX3\n35+gYkWNXbtU5s2L4M03M+nXz0XfvqdOfC+8EM348eksWGDNlxwmTXJQt26AO+80hnUOGuTkmWfc\npKbGsHatJ2+I7Zw5Eaxda8FuN/bn9Uo89JCHOnUCDB3q4uabfXnDLw8eVHj9dRflyoU4elRh61YT\nTZr48yrLzpiRRqNGAdLTJZ58MoaaNYMcOqSwYYOZhg393Hqrn5deMo67aJGVxESF555z8+yz0URH\nnzqRZ2TITJyYhs2Wv/xASorMO+9EsmePSu3aAV5+OYuYmOIdFSN5PETMno2UkYHv7rsvuN7+FVve\noZQQ8RaPYi+fER0dzYgRI9i9ezfJycnExsZSvXp15DCsgXqxCqvfU9wcDp3GjQMMHJjBm2+6GD8+\nkjfeyCzy61u39lG/foD//jea999PQ5L0YlmLPLd93mI5dULVdXjooRzuvrvgjOXcvpVPP43g+usD\nNG3q55prQtxzj4eJEyN59dVM3n3XQXy8RosWXlwu4wS/c6dKWppM48Z+Nm60U61akH79svntt8Kr\nz2oavP22MeHsTLoOX39t5aOP7JhMOn37ZtGoUQl11AaDuPr3Rzl0CBQFy++/k9Wnj2hHF65aF9Rh\nIEkSNWrUoNpps/c0TbusEkRxS06WWbXKzNy5durWDVCzZpAff7Rw+LDKyJEZnDghMWiQi507TaSl\nSdSvH8hrVsqtk3Qml0tn8OAMunWLplu3U+sm16kT5JdfLHTo4Mlr57bZ9EJnWq9da+aOO3wcOyaT\nlKQQHx8iJSX/cW68McAnn0TQsqUPm80oJaEoRjI6vW9l2TIrDz3kYfduhYQEJ/fc4+Xddx00aBBg\n8uR0Bg06tQJbUpJCUpLCvn0qvXplk5AQidcL27YZs7tz+0jWrDHuKBo0CPD999a8u559+xRMJnj7\n7UjS0lRuvVW94HkSBw4ovPtu/qGXqkpe81lh1P37Ufbvz9dZYV20SCQH4apVqkp2XwqaBtOm2dmx\nw0RsrEb//pmkpcm8/74xM9Zs1unWzU2lSiEmTXJgNuvs26eSmSnRvXs2v/xiZedOlRo1gnTrZrRV\nf/mljbVrzSxbZqFChRCvvprJzJl2/H5jRNLYselkZcl07hxL48blaNbMxwMPeLn33rOXRChXTmPO\nnFQ6doylQgXj1qFjx5xC2rmhcWM/Y8ZE8vvvZrp0MUbFxMZqvPKKC49H4vnnswu9Mm/QIMDhwz5e\nf91oFrRadXr2zCIpScnXt9K1azZr15pxu41x/JMmOahePciDD3ry7W/aNDuLFlkpW9aY/BYKcbLk\nhJ0GDfz897/RbN5swm7XePLJHBo3NpLp++/b6d3bxa5dJlJTZWrXNiYMtmihkpycXTDw87j22tAF\nj/zSzeZTk77AuG25igZbCMKZitzn0KdPHxo1akSrVq0KlOwuU6ZMiQR3Phfa53D8uEyPHtGMHJnO\nddeFGDvWQePGAb77zkpqqkyDBgE2bDAhScbJdfNmowbPN9+k8McfZiZOdDBsWAaVK4d45RUXXbua\nGDcuiKZJjBxpdPK+9pqLw4eNdRratvXw1FM5+YaMHjqk0LdvFDabxtixGecdlRIKQefOsTz8cA6P\nPuo557a5Jk1y0KiRnxYt8ifxi20DXbXKzLhxkTgcGn//bWLw4AzuuutUU9SBAwp9+kRx111eXnih\n4JDejRtNDB7sJC5OY9iwDD74wM6dd/po1szP9u0qCQlO3G6jv+PRR3PyztGFxSsnJqLs20eoShW0\nihUv+L2cla4b1WlXrwZdR3e5SE9IQLvmmiLvorS2MZ+NiLdkldZ4L6uS3ZdSuXIhrrvOuBKvWjXE\n8eMye/cq7Nlj1NhxODR++83CggXJfP55BDVqBJAkYwJcVJSWN8rmmmtCJCebycqSadrUj8tl5Njq\n1QOYzTpDhmQyb14EnTrFUrZsiIEDM6lQQeOaa0LMn5/C33+rPP98NOXLh0hIyDhrE5OiGHMhXn45\nikOHVPr3v7Srpq1ebWbs2Eh8PkhOVnn//VTq1g2yY4fKtm0q27eb2LDBzPTpacTG5k90uUklPj7E\nPfd42bVLZfhwJ/XqBVi92syoUcZzI0ak500YPKtQCFePHlh/+QVCIbRy5cjq2xfvffdd8HsqtO9J\nkljQ7E0a3byeMoEk/I0aoUdf/OgjQbjclYqS3ZfS6S0FkmQUTIuI0GnRwiidsGSJme3bTXzySQTf\nf2+lTh2V22/3cfCgwubNJvr3dxEZqWOx6Lhc0LOn0eSSKzJS56uvbPz8swWTCapXD9K+vYf+/aNw\nuyUqVQqhqqAoxnj/lBSZli3LEhmp0aiRn6eeyqFhw4KdrmPHpjNunIP//CeKyZPTz1k4Nbe56Z9a\ns8bM6NGRZGfqSCeS+eH2EUSvKc+0dT2Y96kdRTHmJZxefwqMUhrTpzuoUSPI3Lmp2GxG4vvtN2N/\niYkKXbq46dUru8gFYCM++QTrypVImgaShHLsGBFz5+Jt377Yat//9LOVa/6vAc7qpWsFNEEIh1JR\nsjucjElUOsePn2pvTkuTueceL6pqNAMtXmxlxQoL9eoFeOedDFatMjN1qoP27aFatQAzZ9rJzDQ6\nmHfuNHHLLX5atPBRr16AIUOcDBrk4rnn3ERFhfjqKzuhEFx7bZCMDJnp09Mwm2HlSjMTJkSyeLGV\n668PFDp7uXfvbL780kaHDrF8+mlKiTaJr11rJiEhkvR0mciUg/xc7Sm8B2zc//0zpNs9xNa1MX16\nWr47ni+/tPHJJxHceKOfefNSMJshI0MiIcHJ1q0matcOMGNGKtHRFz4EVdm/P/8Duo6UlWX0DVxE\ncjiz76lVKx9796pMmBCJxaIzfHgGvXoVPhnxTLoOPXtGMXXqqe9ffDGK4cONfo/CJvlt3aoya5ax\nNKckGRMSc5OoIJQGomQ38Nxz2bz4YjR9+rhIS5PyZqsC1KoVYONGM0eOKBw5otK3rwtNk/Lq8sfE\n6Dz+uJu33nKh63DTTX5CIaOQWu3axpXz66+7KFtWIyHBSWysRo8e2TidGr16RfHII7EMGZJJy5Z+\nWrZM4dtvrXTqFEvr1l66dSu4sM2//+2hYsUQDRqUZ+3aY0RGFv8JZd06M8OGOTlxQqZGVR8Lyz3N\nghO38vahZzDJQQZXnUmzj58FyJv5/d13Nlq18jF/fgqyDF98YWX4cBc1agTp1SuLwYOLPpy3MIF6\n9dDtdqT0dJBldEky5iFc5Ei5o0cVevXKols3N2PHOpAko+7R//2fm+rVTyWAwiYjnkmSjAl2y5eb\naNUK/vrLxLXXhnC5dMaPdxQ6yW/BAhvPPWckCo+HQgcMCEI4XVUlu8uW1fK1M+cOnzx+3OiMHjMm\ngzVrzLjdMqNHR6JpEAgYM2arVQsxf35qvv0ZHU6cPLGf6vwdNMiZVz9Hlo3FdR5+2MPu3Sp33OFl\n1SoLv/5qNDs99ZSbuXMjGDZMpU0bL88956Z9ey8ffxxBhw6x/PvfBTuimzf3U6tWgGeeiWH8+HQq\nVSqGiRAn/f67iUGDnCQmKjz8sIdX+6XycPORbM+uQpPIrXxQbQhy5XjSNKMe0IoVFtq18/D55ykc\nPy7Tt28Uhw4p1K8foFUrX4F6SRfL++CDKElJWBcsQHa78d52G1lvvXXR+yus76kwzZv7T24TzNd8\neKY77/QxYYKTVq1g+XILd9xh/G5t3mzi8OFTt4E5ORIeD9SuHWT2bDutWhkd8zabKJchlC4X1DCx\ndetWVqxYQVpaGtHR0bRq1Yr69S+/9tnjx2WGDXNStWowb0nKhIR0du9W6d3bRVKSyvbtxoI4h1JS\nsaZuIZgdzS/rLbS6KZalSy38/LOF6GiF/fujaNrUz5NPGsXeVq4088svFo4cUbj9dh8PPGCc2J94\nIoZy5UK8+aaLMWPS2bjRhMMhMX58JNnZMs2a+Vi2zMKUKQ6qVAkyZUo6Dz+cw+OPx/LOO05q1AjS\nr18WTZoYJ6uICJ2JE9N4/vkYBg7MLJYqnn/8YWLAgCiOHFEYNCiDatVC3NO+AhZHBHMqvUFz0x/4\n7LEMUEfzZ8dYOnXK4bPPUvj8c6Opy2bT6d8/k+uvD+Z9xqcv+/nii1n06hXNzTf72LDBjNms89JL\nWVSoUIQToyTh7t4dd/fu//h9QsG+p9wCeAW300/b5uz7i4vTiI42Zsnv3q3mzQY/2yS/hx7ycNNN\nfjZsMPP66y4GDswstMlKEMKlyPfky5YtY9y4cURFRdG0aVOio6OZMGECS5cuLcn4SkxiosI993iZ\nMCGdiAidxYutjBvnYMz4ZGreuoFyrb5kn/wTgUo/k7TrWhK3VuexB2tRuUpZnu0ayVffqDRrZgzN\nXLXKQnKyTGqqxMcf22ne3M8rr2SyZ4/Kn38aZwWvV+L++z20a+flvfcc7NxpomNHDytXnuCll4xi\nfRaLcYWanCzz+utOnnwylieecLNu3TFq1/bz3HPRrFx56iwTE6Pz8ccpDB3qZPHif1b//88/TfTq\nZSSGmTNTWb3aTNeu0TRp4mfRKj+VZvWi2zULuCfna25sbWfkyHSWLLHSsWMsmZkyn36awty5qVx/\n/amieYV9xmAktrFj07n3Xi+zZ9v/UdzFyWbT8XpPTxIX1mR3770aEyZEnizpbTyWO8kv1759xl1E\nUpLMtdeGePBBD9WrBzlypBhK5F6hLEuW4OrfH/nFF1F27gx3OFeNIt85LFiwgDfeeIMqpy0Gc/PN\nNzNmzBjatGlTErGVqDOXpPziiwiionSWZk3jqKcRNTqNJTljHzoaDaNqENJC7E7fjXvqMrSssmRk\nR/Hk/6lIlCOkwYoVZXC5dOLjQ/z3v1lUrx6iZUsfBw4oTJ2aRseOsbRs6ee224wr/+7do3nkEeOu\nonLlEM2b++nWzY2uwwMPGCdcgOnTHQwd6sLl0qhRI8iXX9qYMCESv984iVksxlDXZ56J5tAhha5d\nL7x0+J9/mnjhhWh8PonJk1MZMMCFyQRffJFC+fIheveO4siRWHr0yKLyTj/vv28nLk7jjTcy84b2\nFuUzXrjQBpxayvOWW3x5nbIXIxiEXbtU9u1TaNu2YAmQC3XHHT6mT3dgwctkemBe8xyu3jOQ33gR\nqH7e17doYSSX3JpWAF26uHn/fTt9+rgIhSTq1AnwwgtuFi60sWWLCVnWqVQpxI03FlwiVgDz6tU4\npk0DWUY2mXC99RbpkyejxcSEO7QrXpGTQ1ZWVoEO6fj4eLKzi2fYZLhFROikp8OSA0vI8tdgR+oO\ndF0nqAXZlrKNbH82IUKYnmuKtutu1JTaxDRbTLX0p9j0VTu0oJlsXzk2brRz//1xgAQYaxN/9ZWN\n9HSZ48flfMtXnl7XP7eZQ5KgYkWNkSPTWbPGzOzZdiIjdfx+ia1bVfx+6Ns3i5deiuaRR2IZMSKD\nGjWCzJ6dxsCBTgYOdDJ0aNE7f9evN/HUUzFYLDpt23ro0SOGxx9388ILbl57zUVamkzHjjl8/bWN\nSZMiefTRHD7/POWiRo8W9hpJOvvVeSAA27erbNliYts2Ezt3qnlJMXd/114bPLkAUNGTw9n6nsCY\nzf2u5RUiDu7lo+pvQLpOaMQIqs+YwZAh5/5c9+yBKlXyV3t1OnVefrng38izz5bMin4Xy/zLL5jX\nriV07bV4OnS46I7+4mZZseJULJKElJmJaf16fJfhBenlpsjJoXbt2nz44Yc8/vjjWCwWvF4v8+bN\no2bNmiUZX4k5vX7/D8s11oVms21LNdyR2fDAM2Tn2JAUP0HJB6ddHAe0AGhBQlqApNVtSDoeg+LV\niCx3GNW6h7qhW/jgvSz+/tvEO+8YK5UdO6aQmKjQrFm5kyUpdDQNMjOj6NzZk7cm9JmCQYk2bXw8\n+6yblSvN9OoVTSgEb7zhwuuVaNLEz9ChTvx+ibFj0xg6NJP33rPz9NMxzJqVet4T+IYNJjp1iiU6\nWkOSYNUqCx99lMz48U6efz6a6tWDpKXJrFtnZsKEdMqUubBO08LWSNi3T2X1agsPPeRhxQoL0dEa\n8+fb2LrVxN9/qwSDp4K2WFSuvdZOvXoBHnjAQ61awUsy3FM+OSIKAElCzsw0MtXZflBwcm6LQrdu\nOWfdJmx0HcfEiZg2bABFwfPII3jvvTfvaevnn2OfN894z6tXY/r7bzIHDgxjwKeEYmPzf/aSRKhc\nufAGdZW4oJLd48eP5++//8bhcJCdnU3NmjV56aWXiAnTLd7FluzO7SytVi3I3r0q27XvibhjPPsP\nSpz46VEImeFwcyi3CeK2g+vQya+D4DwM+2+DlFrQfCIAyrJ3iGn0IxWqH+NR0/tsXF4vb1hrbkf1\nE0/EMGdOKjt2qKxZY+Hddx3IsrFGQO7VsMmkExOjYTJBQkIaDRsGGTnSidcrUa1akL//Vnn99UxO\nnJB57DHjpJ6TI1G5chC/XyImxijJsW6dmffftxcoWHf6dP4//zTx73/HUqZMiOxshQ4d3GzfbiYr\nS0JVjTpL3bpl06aND/nECSI++gg0jZzOnfOVrUhOltF1CiSO48dlBg924nTqbN1qIhgEu11n504V\nl0sjK0tGUeC227w0beqnXr0gNWsGzhpvSRg50ljQyO+XaNfOw113+ejePZopEb2J27sBdB3lyBF0\ni4WMN9/Ef9ddLF9uOetyrqW1XIL188+xf/zxqdtTXSd9wgSiGzYkOTmZqB49UJKS8rbXZZm0OXPQ\nbbYwRXwanw/Xa6+h7tmDarWS3aIF7p49i23iY0kqrb8PRS2fUeTkkCslJSVvtFJsbOxFBVeYjRs3\nMmvWLDRNo3Xr1jz44IPnfc3FJoc9R9yMeNvJ1IleTIqJp394mlRvKpuTN+PXTrb95sSAuyxkVoSM\nayDzmlP/hvLXlpKQUGUVu8VK4xrlKVPOR7r1LzTnfq6vGs1zt9xNZOTZ49F1OHxY4ddfzXz3ndEW\nnZkpEQpJeXca8fEh2rXz8OSTOVSqpOW9bulSCxMnRrJ/v0JEhIbFYixr+cQTbsaMcTJjRlpe/abc\nX9Z160w88kgcJpOO06kRHx8iOdlY97px4wC9e2flzZ+Q0tKIeuklMtIlVmbeyC85Tfiz/D3GMpIh\no7psixY+AgFjfeUTJ2SiozVk2Wg2q107SL16AerWDVC9epBevYzaVrnLa55LSf9x5VbG9flgwIAo\nhgzJoH//KN55/SCVxr2FZdkyJE0jeO21oKpk/ec/+O+6K2zxXqzI4cMxb9hw6gGvl+zevYns1MlI\nDi++iHL0aN7TuqqSOmdO4cvphYOmIR89SkyFCiSXkuauoiitvw/FXlsJwO12s23btrzkcNNNN2G3\n//PRJpqmMXPmTN544w1iY2N59dVXady4cYlMupvx1wwm/voZ2Qdfo/mn/ejdsDepnlR2Z+wmqJ22\nPGVEqvFVZsd596kDASAnFMkadxUC6eXQEytT9kAj1v8SyVfTMimrXlfoayXJGHMfH298Pf20m/j4\nEBUqhIiO1klLk1i50sJnn0Uwd66dadMiyU3nqqpz3XVBOnbMoWNHD198EcGsWXZ+/NHKzz9buOUW\nH889F82oUelUq2a0jS1bZuKpp+KQZR27XUfTJKxWmDw5jcaNA6SmGsdbs8bMli0mvEcU3CdmEsCM\nKgVxKdlEKMloFeOx2XRuvDFAvXpGAqhWLUjPnkU/+YfbwoXWvOVFk5Nljh41RgzpTifuLl0w7diR\n7+rZunLlOZNDaRWsWRPz77+funMwmwme1hyc06kTjgkTkHw+kGV8//pX6UkMALJs3K3GxUEpPNle\nqYqcHLZs2cLo0aOJj48nLi6OlJQUZs6cSZ8+fbj++uv/URC7d++mfPnylDvZlnjzzTfz+++/F3ty\nyPBlMGXTFHxWNzzQhaScAK+sfoUIOQKf5kM/c+jikcbwxwv5H4s8CncOKnT/fiULv3MzknMLsiST\noXxGBUcFQlqINnUe55l6z2BR8v/RBYNw7JhMYqLRL7F7t5o3TyJ3xFKuunVPJa/c9YZ37VJ55x0n\nw4a5ACPZmEzGOsk//GBF1yUeeCCO6dPTSEqS6NnTWAc8KkqnSRMfug47d5ro2jUGr1dCUXScTh2X\nSyMmRuP66sfZnh7gxsjdpAUjqWI6TM9nU9nYrAsffhhBerrMsWMK99/v4ccfraSlGcuSRkZqhc6K\nnjo1rUg/q5K2ZYvK5s0m3n47A4vFmLh4eiV6PTIS/fTJEJqGHhFx1n19+4XCmBGXtihiUUya5KDR\nTY9x122HMW3cmNfnEDqt2qz/1lvJuPZaTOvXE6xShWCDBmGMOMx0HTktDV2W0cO0wmVpUeTkMHPm\nTJ5//nluPm3xkzVr1jBz5kzGjx//j4JITU3N10QVGxvLrl27/tE+C7MvYx8p3hQ08reP52hn6USs\n+IfxdYFyk4wn5OGo+yhWxcri/YvZm7GXkbeOzFfZVlWN0UkVK2oY9x/np2nGlW5iosKRI0peYklM\nVE7Ot5A5elQmFJLQdU6OOMrfBJiWJrNihZXoaI2KFUOUKRPA6dQxm41mLKM4IPg8lTn8u4/6gV3U\nNO1hVbA5L6yrya75Vtq29RAbq7NihYVDh5w0ahTgwAGFxESZ+vUD3HprGWTZWB9740YT331nw+UK\nceyYSs2aAfbuVRk+PIOKFTUURefddx088kgO1aqF8o6fnS2hKKdikqTCm5uDwQtbfsHjkbHbdSwW\nOHJEYdeu/C8OVa6Mt00brMuWIQUChCpUIPv55wv9YdhnzsS6qhLqrg9wNGlC9ksvFUubeChEoTW2\nLpgkkd2797mPdc01+RLGVSkUwjlkCKYtW4w7qBYtjM/tMujfKAlF/nNKS0ujefPm+R5r2rQp06dP\nL/agzmbp0qV5k+4SEhKIi4sr8muDWpDpKy5NrPJpcwtVRaWSqxIRlgiOeI5gijQRZf3nVyRlyxpf\nKSkSe/bIrF8vkZgooZ3Me7IMTif4fOD1nhouGziZfzQNPB4Jr1fhxAmFqCiduDjIvTjWdeNLliHo\niiRwfQuy7V5qlavMtr9NXHMNNGoUQTAo0bw5/PGHBbNZw2KROXFCokYNiRMnZA4dggULoli7VqJW\nLeNEfPfdOhERRnPOjBkxVK+uk50N69ZJyLKVYBBCIaPPJRgsRzBI3tfZesiCQfjpp2DhT56UlASv\nvaZQo4bO339L7N0r0bdvBA4HpKVJTJoUx9atYLPFEhcHDB4MXbogZWWhVK9OIN3KyOEK3pMjX198\nUaPelvkkbd+Ojxq8uqcrR7bE0CAjm54Tr0OS4L77VB56SOO33yTMZhgyJER0tBHLmDEKmZnGz6lf\nvxBly8KoUTImE+zeLVG/vk5EhLHt0aMSx49D9+4a27dL/P67RGwsDB1qJNKPPpJZs8ZYjKluXZ1e\nvYwRaHa7jMtlIy6u4AenquoF/Q2FW0nHK330EcqWLXlNaqZVq7D961/ot912Ufu73D7fMxU5ObRq\n1YrFixfTtm3bvMeWLFlCq1at/nEQMTExpJy2hmVKSkqhI6DatGmTb8LdhXT2JLmTOHQogPrtXPz3\nPZ7/yV3/goq/G30MxaRyZGWsihW7yY5JNuEP+FEllez0bILquU9iuZKTZTZsMPHTTxY2bDBz9Kix\niFAuRdEpVy5EgwZeXnzRx+23+zCbdaZNc/DppxGkpspERmrUqKHx1VcpXHNNLP36+Vi+3MLhwwrp\n6cZIo0BAJyMD0tNPJZeICGPfzZr5CATM3NzBTmqqk40bQxw9qpCRITFxorFxdrZEaiqkpIQ4cUIi\nJwcOHvTh86lUr65x/LiEzabw8MPZHDig0KuXMe4/NVVmyBAngwens3ChlUaNZB577NRd3IV26J1v\n09RUmb17o+nSJYOuXYNMmeKgYsUgS5ZYmTQpm+rVg3g8ErKsn9qX3W58ZWcTCmXTr59RJC8x0ai/\nNaXiZoLAtuzKzKmTQEzgMP13TOa77zJp0cJPVlYsFSpkMnx4gLlzI5g/X+eRRzyMGhVJixZ+br/d\n+HmMGmXmlVeycLsdZGVJDBqUhSzD/Pk29u418dZbmRw+rPD66y769MnioYcCvPNOJEuW+Gja1M+t\nt0rcc4+RACZOdLB4sY8mTQK43Q4yMvwkJxecZFdaO0zPpqTjdWzfjgXIa18MBsnZuhVPvXoXtb/S\n+qXSrWsAACAASURBVPkWe4f0vn37+PHHH1mwYAExMTGkpqaSkZFBjRo1ePPNN/O2Gzx48AUHW61a\nNY4ePcrx48eJiYlh9erV9OzZ84L3cy5OsxOLYsEkqeT7MwlYYPlQiDoAlixo8CGYcmDdf0H1/n97\ndx5nY90+cPxzn/2cWc5sjH0Z+y5ZQiH8nnqKPJUsoUeIkBCiR1Gp7NvDSHaJCqEkT1JR0mLPvowl\n+5h9O/t9//64zWGaGc5kxjmT7/v16pUZM+dcc3Cu+/5+v9d1QfRBSC8D7f/j0/NISISbwnmj6RuU\nDSnLu7+9S6ojFaPWyFPVn8KkU49BKop63PPwYT0//WRg1y71zT8zU0JR1ASg0ymEhMjUru2ie/dM\nWrVyUrGiJ8+73F279PTtG8HZs1qMRgWdTqF9eztXr2pzzFQYPTqdihXdrF1roUEDJ7t3G7DZJI4d\n0+PxqPsV9eq5+Mc/7Hz5pZl16yzY7RIDBqiFcnq9QmSkjMGg8MQTWTz6qIPVqy1Uruzm8cftDBwY\nxr59BurXdxERIZOYqGHfPgNXrmhZvNhCQoKWHTtu7LucOaOlQ4dIrlzR0bChkwsX1HnXZct6qFNH\nwmyWCrXzbH6V8VWrqp+7VR2FxyOxaFEQZ8/q0GgUNVl3bwVffUJN81lKG5NwafQ072jh2DEdzZs7\n0emgcWP1di0mxs3vv6vn9U+c0DFqVPr1OBysWHFjP6N5c2eOGrT77nOh06njTz0eifvuUx+vYkW3\nt2HgoUN6Nmww43RKpKdLlC/voUmTO++3dS9xtGmDYccOJFCnARoMOP+0WnIv8Tk5tGvXjnbt2hVJ\nEFqtlj59+vDuu+8iyzIPP/ww5Qt5/dOit9C0VFP2eDzodo7BfbUGBCVA0GVwhoDeBpIHovfD/APQ\nfAZcqw37ekO5X/J/4H3/Vo+8ppeBzJKY6n9FtVZxNIq+n/99Vh7HF1+Ses2DRtET6zYyJVPyXv3r\ndOqJofLl3bRp46BlSyd167oICvLtzTAtTWLmzBAOHNCTmqoey2zd2sGZMzoGDEjngw9C+PDDpFxv\neN26qW2/Z88OYcmSJKZMUesR/v3vDGJjQzh0SM/BgwbKl3fz4osZnD6to3p1Nz/+aODyZR1JSRoc\nDomxY8OYPduDwQClS3tYujQIu11NenPmBLN0aTLffmsgLk6PRuNhwoQ05s8P5j//SaNcOQ82m8SO\nHUaOH9cRF+dh1Kh0Ll3ScuGClkOH9Pz4o4a4uHAyM/Ne83W7YcOGxDx/z1cWi0Jqqm9ryhs3mrBa\nZaZPT0GWoXv3SFz33Yetsxv5Iz1KxYqkd+iA7CiF9If6PTqd4k3mGg35Nvi7mdGY888rZyW9kuPi\nwONRL3QXLgxi8uRUoqLUokKn6MZRYK777iPjxRcxb94MkkRWt254KlTwd1h+43NyaNOmTRGGAY0a\nNaJRo0ZF+hyKomDKqkqFFp+SHPQh8V8NxB1yCRQJIk5CzQ1giwSdTS14az4bfnwV4h7J48GA1Apw\nuSHSxRYoxjRILYft2JMc+EKipWLA7VZbNVitMna7xL+fz+Af/3BQvnzeV/++/Qzw7bdG5s8PxuNR\nr3Q1Ghg8OJNVqyyULeuhX79Mxo618uGHSVgseSeahx5yUrJkKgMGRDBnTjIhIQqvvmolOFhhy5YE\nLlzQ8sYbocybF4zbLVG1qpt27ez065dCdLS6nCTLObssKAocOKBn5Egr58/reO459W7DbpeIjPQw\nfnwoWq3Cc89F0LChk8hIhZdfTmfJkiA6d86ifHkP5ct7aNZMfbyoKBMJCfkv9WVk5H4R8+q4O2RI\nOhcuaHn//WB+/dXA8OFqF9QffzRSvbqbb74xcuqUjqpV3Zw9q2Xu3GCmTVMH9Vy6pGHWrBCmTEnl\n/Hkt+/cbOHxYT3KyBsf1jh3fetqwLj2YRPsjlP81k8xMDf/3f/Zcsd2sRg03P/1kpHVrBz/+aKRW\nLd+WGvPicqmvQ0iIjM0Gv/xi5IEH7rzX1L3I+X//VyyPKxeFAtU5HD16lDNnzmC35/yL/9RTTxVq\nUEWlYmhF9NYEQkvHE6JUwFkmnoQsHcRshdDzsK8vlN5z/Yt/gKTKkFEKEmrAR19CRmlwhKh3Gm4j\n6BxqYtE7iCydiqnRBsIv9GDxbAMHDujJyJDo2lVtrvfJJ2ZCQxUqVPhrbZnj4zVMmhTCH3/oqFvX\nSViYTEqKhuHD0/nhByOrVlmYMyeZjAwNr71mZfny/BNDtho13Myfn8yLL4bz1lupzJuXQmKihlde\nCcNul1i9Wu2h1L9/OFevalm2LIgPP7RQoYKHOnXcDBqUQfXqN97UJAnKlPFQr56brVtzrrUmJUn8\n9puR334zcPCgxMWLOi5ehBdfjKBxYyclS8reojRf5fe1ly5pGTQog5o11X2F//3PxG+/GRk4MAOn\nUy0sfPbZSNq1c/DPf2ZSt646zc/pVPcTjEaFM2e0VK7sYds2E23aOHC71ULF8HAPHg+ULevh2DH1\nn8/33xuvn9wyc+KEjoYNXTRrdutL9759M4mNDeaLL0yEhCh3NNo1KEihfXsHr7wSlmOJTBDuhM8V\n0kuWLOHnn3+mZs2aGG5qTi9Jkt/GhBa0QvrqVYmeI/8gvNsIJCSkQ93YfeYctqvloelcsEXAV3Mh\nvq66vFTiGFy6H5KrEFLlABklv0cp/RuU2aO205CAff9GMjiIvH8rJcwlCP/fBmLfC2XXLkOeyeGx\nx259RXkzRYG1a818+qkFg0Ghb98MPvwwmMxMibfeSsVoVBgzJoxOndTK6ZMndbz2mpVly5LyfOPM\nb4PMZoNevSIZODCDdu3UK87z57WMHBmG2ay25IiIUN+8Z8wI4YsvTGRmajAYZMqUkSldWr1bad7c\nybVrGiZODM3R2O5WbDaJffv0/Pqrgd27DTk23Bs00NGgQSr16rmoVMm3u634eA3jxlmZP1+tpzh0\nSMdnn1k4dUpHaKjMgQMGmjZ1Eh4u88YbeTfS++EHA6dO6endO5MhQ8KYNCmV5GQNY8daiY5Wk7ss\nS97HeOedUEwmhfbtTdSocY1A6Drhi0DdMM2PiLdwFPqG9I8//sj06dP91kepMEiSRN2oerz3yHIk\nJDa7Qrl09mvO/FEfKb0iUvA1KvUZT/xn49FYUnDqdSi1vyUy3sqvWyswc28SKw7/zFX71RuPiQYJ\niWhLNCGGEE6knODXyx7q1HqA2Nhg/vUvG4oCv/5qZMgQ34qkzp3T8u67oSQlqcsT772XwrhxYSxc\nGMJ776VQubKH118P5cQJPYsXJ2G1KsTFaW+ZGG7FbIbVqxPp1SuC8+e19O6tLvF8+mkiJ07o6N8/\nnOhoD5MnpzJuXBrjxqknZ956K5Tduw1cuqTl+HEdYWHqHkrPnpk+n9E3mxVatHDSokXOK22PBy5f\nLsHXX2sZPjyIZcuSCAv7axvTZrNC+fIehg1LZ+LEUGbMuHXieuABJ2vWWKhXz0CVKm5CQhSSkqB8\neQ/vvZea6+v/8580jhzRceyYmaVLw5gxI6Vw6hMEwY98blQSFRWF/hZdKYsTs86MSWdCI2kY0Pof\nPD9yH+UiwmhWsgWPNaqNzpJGteemUf/5WEKMQUSFq//Sh903jOWPLqespSx6SY9Ja0Kv1aPVaDHp\nTEiShITEr1d+JSbGQ5s2DsaMCeO118Jo185OTEz+S0put7qp2LlzJO+8E8ro0Wm89VYq33yjzmKe\nOTOZTz5JJCVFwzPPRNK8uZM1axK9iWH06LC/lBiyaTSwcmUSx47pefvtUO/nq1d3s3ZtIv36ZdK7\ndwSjR1txOKBcOQ8LFyazb99VFi9OIjpa5sIF7fX5FUH8619RdO4cyeLFQdhsBd9g0WqhYUOFvn0z\n2bAhsUCJIbsbLODdV0hLk0hO1jBzZgput3pnlJ8jR/ScPatlyJAwfv9d3UP5+GMLaWmS93GzH0NR\n1OerW9dNv35qI8ScA4Nu77ffDDlGiQpCIPB5WSkuLo7169fTsmVLrFZrjt+rXbt2kQR3O3+18d6t\nXMu6Ro/pG7j6ewNkj5bS5TP4bGJzQiw3ltIuZlxk6PdDSXQmggyZrkwqhKqnGtyym8crP84L9V7w\n6fkOHdIxeXIoNptE165ZdO5sY88ePZMmhRIVJfPeeylERCi4XDBsWBg2m0RsbLJ36SI7MSxdmnTb\nI5++3ubGxgazb5+ehQuTcy3l/PijgdmzQ2jc2MmoUek5rpAVBT7/3MT8+cFcuKAlMlJt6mezSdeP\ndDrp1y+TqCjfWn//ldvyP3fcLVfOw8svq6egli4NIjNTLa7L7sKanxMndEybFkJsbLK3W/SZM7kf\n4+GHHbz5ZihZWRqMRiNNm6bx5JO2fB83L3PnBnP//U6aN7+7R4wCddkjPyLewlHoXVm/+eYbli1b\nhslkyrHnAPD+++8XPMJCUBTJASDJnsSWc1uw6Cw8UumRXP2QADKcGcQr8WgcGjbGbWT7he14FA9V\nwqrwbst38/yebDabxJw5wfz2m4EKFdyMHp1OdLTM9u1qK+8KFdy8/Xaa9y5g2zYjc+cGM3x4Oi1b\n3ngDOXNGy6hRYSxZklToXU43bjSxfHkQq1Yl5pp/fPPvt2tn58UXM3MlEZtNrQn44gsTV69qKVXK\nQ/Xq7uunfCQqVXIzcGCGtyHgreLN7wTS+fM67/FZvR7Gj08jNVXihRfCqVrVg0aj0K6dI999noED\n855nPXduMCdO6Lh0SUuHDja6dctiyZJg/vhDi8cDXbrYaNLEyfnzWmJjg72V2+++q8dkSuCHH9S2\n3m43VK3qpn//TDQatW37Y4/Z2bNHj8EAo0encfWqlokTQ7FYZCwWhZEj03MMhCpKgfrmlR8Rb+Eo\n9OTQp08fhg0bRv369e8osMJUVMkhL3n18W/UyMizz8YDakJxeBxEW6LRSHmv1v30k4GZM9Xe3QMG\nqLMSJEntDrp0aRC1arkYOzYN0/WnycqSGDAgnMhImWnTUnL0Djp7Vt0w9jUxQMH/su7erd7BLFqU\n93q/osDKlRY2bDDz9NNZdO+e9xXz5csapk8PYd8+A0lJGsqVc9OokZP4eLV1h9UqM2BAJk2b5rxy\nvjk5DBoUzjvvpHpPIGVXNg8ffqOy2WBQWLLEwsyZoRw8eMXbmym/pbaBA8Np397O00+rg4d27jTw\n2mvpPPNMJMnJEmvXqstZq1ZZKFfOQ6tWDjIzJcaMsTJ1agorVwZRrZqLVq2cuN0QHh7F0aPJrFhh\nYdSodHQ6damwenU3rVs76Nw5ktGj02jSRK2WNpvVaulAv3PQHThA0CefoCgK9k6dcDZvfheiyy1Q\n32zzE6jxFvqGtNFo9NvyUSBo29aRYzYwZP/hq7+OMOW9UZ+cLDF1aignTuioU8fl3UBWFLU1wtq1\nFpo2dfLJJ4k53vw3bDDx0UdBjB+fSr16OY8mZieGxYt9Twx/RePGLqZPT6FfvwimTUuhUqWcV/mS\nBD17ZtGjRxbz5gXTuXMkffpk5rpSL11a9tYNHDigZ8aMELZvN2GzSZQpo85P/vJLE1OmhKDTQa9e\nmfzznzkfw9fK5osXddx/v9M7yEeWJTp3ziI6Ws51lxEXp0WjUduTy7K6P9GsmZPWrR3UrevyJsT9\n+/Xs2mXgiy/UrO1ySSQkaKle3cVnn1lIStLStKmDUqXg4EE9p0/rGDNGXXp1OCRCQ9U7gfyqpe+Y\nw4H5yy+R0tOxP/44cokShfO4gPbcOazvvKMWtUgS+unTSZkwAU+tWoX2HEJg8jk5dO3alWXLltG5\nc2dCQ0Nz/J6mGA3guBsUBb76Sr0b0GhgxIh077l3RVGvJr/+2kS7dnZWr07MUUiWlCTRv38E9eq5\n8pzVfO7cjcRgtRb9zISKFT0sXpxE374RjBmT5n1zu5kkweDBGQwYkMHkySEsWRLEsGHpPPhg7ivh\nBg1cLF+e5H2NFi8O4qefjN5Crg4dsjh9WkeXLpHo9ToeecRC27a5l4VuVdmcnCxx6JCeEiVkypf3\nULu2i0ceKcGCBUk0bOjm0CEt774bQpUqHsaNSyM6Wm1//sIL4bRt6+DIEX2uKuWRI9Oud869oVw5\nD9Wqudm718DEiaGMHq12wW3TxkGPHrk7/f6VaunbcrmwvvoqujNnQKPBtGULKVOn5pjWdyeMO3ao\nJdjZGy+yjOnbb8kUyeFvz+d39ffff59vvvmGAQMG0L179xz/CapLlzQMGRJG3bqlOHlSx4oViaxe\nnUizZuqyw/TpwTzzTCRms8KaNYkMHJiZIzEsWhRE//4RTJ2awvjxabkSw/nzWkaMCGPRoqJPDAMH\nhpOWpgZgtSqsWpXIpEmh3qvnvOh0MHZsOh99lMjGjWY6d45k//68r44lCR5/3M66dYl8/HESa9cm\nsmJFIllZGrZvNyJJMGiQB5NJ4aWXwtm+3Uj//mo32+wTSCkpEqdOqdc3NpuExwO1a7u8Q3saN3aS\nmCixbp0ZvR7vaTGT6UZl986dRu//by7ou1nDhi42bzZ7O8KePq0+/tWrGqKjZR57zE7jxk5On4b6\n9V388ovBm7gyMtTutLdiNit/6UQXgH7vXvQnT6rVezodksOBZeXKv/RYefGUKpWzFa7bjad06UJ7\nfCFw+XznMHfu3KKMo9iSZfj4Ywvr15sJClJ49dU0kpI03s6jDge8914ohw/r6dUrkxEjclfCXrig\nZdiwMNq0cbB2bd69gs6f1zJ8eBgLF97+vP+f21oUBoMB1qxJ5MUXwzl3TseQIflX9JpMMHlyKhkZ\nEq++aiU+XsukSSlUrXrr6nCzGfr3z6R//0zS0yVWrizB1q1qQ7o6dVxYrQpDh4ZRrpwnz8rmceNS\neeghB0uWBBERIfO//5nIypK8ySIvGRkSI0ZY0elg2LC861CefjqLpUuDGDEiDFlWJ/e99lo6O3ca\n2b7diE6nEBam0L+/gsPhoVu3LCZMCEVR1CO5/fpl5pqxfbOWLR3Mnx/M5s0mRowo4IZ0XluGcuFt\naDvatsWwcyeGvXtBUXDVr4+9U6dCe3whcBV4hrQsy6SmpmK1Wv2+nHQ3N6T/7ORJHdOnR5GQ4KJ1\nazvHj+upUcNNXJyOCxe0PPKIjfffD0GjURg3Lo0nnrBz+bKGBQuCSUtTB9gMH57O8uVB7N5tYN68\nZEqWVP9RHzqkY/VqC6GhCn/8oSUqSubAAT0LFyZx8aKODz+04PGo/Y5eeCEDvf7GyZuDB/U88YSN\nLVtMxMS4OXJEj8MhMWRIBl9/HcmxYw5atHDSvbu67JG9Nu905jzeOXBg/uM+33knhNRUDVOn5i4I\ny0tCgoYRI9SWHDNmJOdanslP9obegQM63nsvlE8/vX1L9fh4DWPGqBXSBgOsXq3u3Vy9qmX+/CTu\nu8/Nvn1q1XRiorZQR5oW2gakoqA7cQIpIQF3vXoof1rGzcHpJGzECLTnzoFWi2I2kzJ5MrIPjSt9\njldR0Fy5ArKMXKaM34bfBOoGb34CNd5C35DOyspiyZIl/PTTT8iyjFarpUWLFvTp0wdLPuMTi5tP\nPzVjMil06pT30UeHAxYtCub7742UKOFh2jQ3wcGJxMdrGDzYxMsvq72GOneOJCbGzdSpySQlaYmP\nV69cZ88O4cknbTRr5uTQIR2DB4fzzDNZjBmT+4r1zBkds2alYLPBE0+UYN48tcBt7txgxo9PpUwZ\nmTlzgvn6axMdOqjxhobKTJmivmFv2WJCq4UpU1LZtMnE5MkhLFrkwelMYfDgcDp0sBESojB4cAbB\nwQoOB4wZE8YDDzhvWy/x+uvprFhhoVu3CFatSrrtXUpUlMzy5UmcP6/llVfCc7Tk8EXp0mqbDl+p\nvZXCCQuTOX5cR8eONo4e1RMbG4LVKnP6tI5atQK3nXXwrFmYvvsOZBlPRASpkyblv4dgMJAydSrm\nDRuQMjPVDelSpQo3IElCFktJ9xyfk8PSpUux2+1Mnz6dEiVKcO3aNT755BOWLFnit95Kd8uePXqm\nTg3B7Zbo2TOTNWsykKScp5VKlPB416wlSZ33PGVKKGPGpDF1agg2m0RSkoYmTZyMHm3l3Dkdy5bl\nf9qoWjU3djsMGxbOc89l4nSqY0Gjoz3eN8o2bRz87383kkO5ch727tXTqJH6xtekibohXLGim/Ll\nPURGaklIgFKlPCQkaAgJ8bBpk4nfflMLGRISNFy+rCUk5PaN23r1yqJsWQ9dukTmmBeRl/h4tWL5\noYecebbkuF1Vd8mSss+9mkCt6s4ugmvVykliojqP++hRPTqdQni4THKyJmDmWd9Mc/Eixh9+QLk+\njUyTlUXwwoWkvflm/t9kMmHr1u3uBCjcM3xODvv372fu3LkYr/+lLVOmDIMGDWLIkCFFFtzd8Nln\nZrZtM2K1ykRGysTEuBk3Ti24+uknI7/+aqBFCwe1a7u5dk2DzabJ867aaFTfBN99N5SLF7W8+aaV\nkyd1OJ1qsjh7VsuuXQYaNYqmWTMHixbdutWF3Q5Dh4azYEEy69aZ8fjQzPXKFS2XL2u9ySF7DgCo\nQ3xu5vGoy1cHDuh5771UjEYYNy60QHMA2rZ1EB3toVevCN5/PznfdfX4eA07dhh56CH1wbNbcuzd\nq6d37wiqVHHz9tup2dMZ70jJkjL//a/vieR2zpzRkpys8b6mRU2y29XeHNml55J0Y7ZrcaMoBL3/\nPoY9e0CnI7NbN5wPP+zvqAQf+ZwcDAYDaWlplLjpDHVaWhq6gkx1DzBxcVp++snItGkpyLLEqFFW\nYmLUq2atFhYsSGbTJhOff27mpZfSry/D3FiSycvly2pb544ds5g1K4QhQ8JxuSSGDAnD6YRnn81i\n3z4DXbtG8thjNgYNyl1dfO2ahm++MfHwww42bTKxcaMJoxHGjk0lPl7LH39o2LjRwpdfmggNlTl0\nSIcsw7p16omaY8d0pKRo2LzZhKJIHDmi4/hxPZs2QbNmkJioYfbsEDQa9Vy+0ah+71dfmbh4UUuT\nJk4URd3XnDs3mLg4HZIEDz9sp2NHO1euaFi0SN07MRoVxo5NZeDAcOrUcVGxooe4OB0pKRI9e2bR\nvLmTlSuDuHBBy8iRVlq3dtCxo3qn06iRi7VrE/nhBwM9ekTm2ZLD386e1REXp7trycFTsaI6YObi\nFbQ6CWQZe9u2d+W5C5tp/XpMW7aQXcATPG8eKTVqqPsWQsDz+Z29bdu2vPPOOzz++OPeZaVNmzYV\n2XS4u+HoUT3NmjmuX7EqNG5847K5SRMnkgSVKqlLMhERajK4eUkmL9HRHpKTNZw5o+PCBR01arhY\ntCiJXr0iGTUqnRMndJQs6eHwYT2pqRp279bnGOd4+bKGKVNCefRRO5KkXuF37GhHUWDDBguDB2cw\ncmQY6ekaOna089hjNiZNUjcsn3rKxuXLWvr1y2TcOPVz585p6d8/gy++MLNypYVq1dRMdOGClrlz\nk1m2LIh+/cK5dk3Do4/a6dYti59/NnLtmoZz57QkJWm8SzrZE9nmzw+mf/8MypSROXlSx8qVFj78\nMIl27UrQpImT2bNTuHhRy6RJ6pzkHj0y2bjRzGuv5X0aqFUrJ61aJbJxo4muXSO9LTl8ldemes+e\nEbRvb2f/fgNhYTLDh6djtSqMGxdKpUoejhzR4fFIDB6sVljb7eRqkXHffU4+/dSC06km3CeftOVo\nX5Lt00/NXL2qJSVFy7VrYTzxhBqDosCKFRb27TMgSeqpp5Ytnfl+/tAhHZ9+GkpwqcVcOXmWRa0W\n4WjTBueDD/r8WgQS/dGj3FzZKdls6I8fxyGSQ7Hgc3J46qmniIiIYMeOHSQlJREREUGnTp1oW0yv\nam7ndksyN8teE4+P16DTwUcfJREfr2HLFjPPPpuF1apQooSHq1e1PPGEnVWrLMiy5E0g2cnhyhUN\nL70UzooVSURFyYwbF8oDDzipWVM90//661bq1XPRuLGLxx6zUbeuepdTooQ6T+H06Rt/nG+/ncan\nn5opWdJJo0ZuGjVKZ8kSM6dO6Rk4MIM1ayyULSszdmw6mzebWLfOjN0usWxZEA6HRJcuWVSp4uHq\nVQ2LFwfRqJGThg1d2GxqU7oZM0K8z+VySVgsCt27Z/HllyZWrbLQo0cWqakFO83WsaOdDh3srFxp\n4amnInnrLQlfurXktalut0vExLjp3TuLNWvMrFljoV8/NeE4nTBtWipHjuiIjQ1m5swU1q2zULeu\ni0GDMrwtMurVc9K1axZxcTrv9+bn3DktCxZ4uHgxlVGjwrj/ficnTug5e1bH9OkppKVJjBkTRq1a\nrnw/D3D6tI4ZMzKIfqMU6bxeoNcv0HgqVYJdu24kCIMBd9Wqfo1J8F2BNqRbtmzJG2+84f3c8ePH\nWbZsGb179y6K2Ipc7dou78wFWZbYs8dA+/a+D+PxlcWiYDYrJCRoWLgwiBYtnDRq5MRsVrxr/Feu\naBg8OJz330/O0bU0O0kVVkVt9hKWyXQj4d2qqnfatBQOHDCwZYuJn3828vzzmQQFKd52GDfTaOCt\nt9JYs8bM+fMheR7B9yW+nj2z6No1C6s1iqzcIeWS16a6JOG9ym/VysHUqTeS2YMPqsd1a9dWezJl\nZkr5tsjwVdOmToxGPaGhCnXrujh1Ss+xYzoefNCBRgNhYQq1a7uIi9Pl+3mzWW0Hkj2GtbjL6t4d\n7YUL6H//HXQ6sp56Ck8hz4YXio7Pl3Y//fQTVapUyfG5mJgYduzYUehB3S0xMR5atHAycmTY9XYK\nhTteMT1d4soV9Q2mShU3Fy5oOXhQz9WrGh5/3MbWrSY+/dTC4MFh/POfJYiO9uS4Is9PrVoufvhB\nfRO7dEnDtWtaypTx5Flpu2uXAadTjeXAAYkqVXKvnedX1atWSEs88IBaF3H6tBazWaFkSZmdO9U3\nY0VRN9tvNmNGKmazwuHDehTlr1UA6/XgywnpQ4d0HDyobqpPn55K5cruPDfVb3U0P/v3Ro5MDK4v\nDwAAG7xJREFUY9q0VKZNS2X+/GTKlftrI11v93y3cnPSLvY0GtJHjybpo49IWrZMFM8VMz7fOUiS\nhPynyktZlilgDV3AefppG08/nbOb6M11DnXruqlb98Za+dtv5z1aEnIfuaxfX30jzq7qXbYsiXXr\nLOzYYWDWrFAaNnRhNCr8738mNm++5nNl7COP2Fm4MJhXXglDq1V46aV09HqoW9fF+vVmRo60emcK\nVKzo4c03raSnS/TsKRMRofDn2sFy5fKu6jUYFObNC/YW3D77rHoZ//LL6SxcGMxnn5nxeCRatnRQ\nqVLO13Do0Aw2bjTzzDORfPRR4vUeU1batLmxIV0YbDYNQUEKRiNcvKjl5En1r7SiwM8/G3jwQSc/\n/mj0Nu0D+OknI3Xrujl6VIfFomCxKN4WGX37qgcETp/WEhOTd8LNy81J+PBhPT16ZCLLar1JmzYO\n0tMljhxRq+RlWcrz8xcvBtBOfGHyU9GccGd8rpCeNm0aJUuWpGfPnmg0GmRZZtWqVVy+fJlRo0YV\ndZx58meFNNx5BWRCgoYXXwxnzpxkSpcu/KWEPxf1+aNi85dfDEybFlKg1uLZfInX5YIpU0KIj1fv\nnjIz1f2SSZNCad/ezoEDBqzWnBvSlSurleNu940NaYcDli4N4sQJfY4WGRkZEhMmhOLxcMsN6fh4\nLcnJQVy75rijDelbbdwXtkCt4M2PiLdwFPo8h8TERCZNmkRKSor3hw4PD2f06NFERkbeUbB/lb+S\nQ3q6xFtvhWIymbDbb1wFjx+fdtvq4mxFnRggMJID3JhWN3NmCuXL+75Ucyfx9uwZwUcf5W63MW5c\nKM89l3nbPk8Fkf069+0bHJBvBvkJ1Dev/Ih4C0eht8+IjIxk8uTJnDp1isTERCIjI6lateod91da\nsWIFe/bsQafTER0dzaBBgwgKCrqjxyxqISHqhmxUlJ6EBN/6C90sMVFNDLNnq4lh4cIg72zibI89\nZs81P6KgunYt2LjKolKliocFC5Lo3z+C119Po2HD3Psehm3bMG3ejCRJZPbsibtu3bsfqCAIXgVu\nvFfYDhw4QN26ddFqtXz00UcA9OzZ06fvLY7LSklJGvr3VxODrw3oCou/r2QcDujRI/dAIP2+fYS8\n8w6SJIGioOh0pMyaRUS9egF15ZXXNMAaNdy88IJ6zNXfr29BiXiLVqDGW+h3DkWlQYMG3l9Xr16d\nX375xY/RFC11kI9/EkMgMBrVtt/PPx/O+fNaBgxQ31SN332Hd8tSkpBsNgy//AL16vkt1rzkNQ1Q\nEP6uAmqE23fffUfDhg39HUaRuHxZQ79+EcyalXJPJoZskgTLliVz8aKWsWPVKm45OlrtJ3QT0QVU\nEPzrriwrTZgwgZSU3M3QunXrRpMmTQBYt24dcXFxjBw5Ul1eyMPWrVvZunUrAJMmTcJZkC5xRUCn\n0+F2+1YbcfAgyLJEgwa3frl79tQSG+vBai2MCHMqSLx3Q2yshm++0bB+tQ3d8GFw9ChIEspDDyGP\nH49Orw+oeG8n0F7f2xHxFq1AjddgMPj0dX7fcwDYtm0b33zzDePGjfN2ffVFcdxzuJ1bDdm5U4G4\nBrpli5EFC4L5aEUCluTLoNcjX2/uGIjx3oqIt2iJeAtHsdlz2L9/P59//jlvvfVWgRJDoNu+3eht\nxVCxoofmzR189pkFjweCgxWGDk0nLEwhPV1i1iy1cVyNGq5btpzIbgleq5aLY8f0REbKvPpqGkaj\n2lp6wYJgnE6IjpYZNCjjtnMSAsE//uGgVCmZnr2i+OADLZGR9+6SmyAEEr/vOSxevBi73c6ECRMY\nNWoUCxYs8HdId+z8eS1r15oZPz6N6dNT6dMnk1q13EycmMrUqam0bOlgwwYzAGvWWKhZ08WsWSk0\nbeokIeHWfySXL2t55BE7s2alEBQk8+uvakKdOzeYnj0zmT49lYoV3axZYy7yn7Ow1K/vYvbsZPr0\nCfd3KIIgXOf3O4c5c+b4O4RCd/CgnubNnd6loeBghXPntMycGURysgaXC29ztSNHdIwapVbE3n+/\n67ZX+9HRHipXVgu4YmI8xMdryMqSyMzUUKeOur7ZurXDpx5NgaRsWZnPP0/0dxiCIFzn9+Rwr1i8\nOIiOHW00aeLi0CEdq1f/tbnbN89WkiSlUDq1CoJQhBQFy/LlGPbtQ9HryXjxRTzFoHW5SA5FoF49\nF1OmhNCxozoxLiNDwmaTiIhQ7xa2b79RSFW7tpsffzTSubONvXv1ZGQU/M3eYlEICpI5ckRH7dpu\ntm83Urt2MR0t6YP8hvs89pidPXv0GAwwenQaYWEKqakSCxYEe5frnn8+M0cTvmyKAi+/HMY776Ri\ntSooCgwZEsa776oV8Hk9xuHDOpYuVav5JQliY+/SCyAUK6a1azFv2KBe2SkK1rfeIvn991GCg/0d\n2i2J5FAEypf38PTTNsaNs6LRKFSu7KFLFxszZoQQFKT2+796VX2jeeYZdZzosGFGatZ05ZjlUBAv\nvZTh3ZAuWVJm8OCMwvyRAkp+w32qVXPx7LNZrFhhYetWE50721i6NIgOHWzUquUmIUHDhAmhzJ6d\n+1i1JMFDDzn48UcjHTrY+f13PRUrerBaFWbNCs7zMb74wky/fmqisNnAaPRt/oRwbzFcn2cBgCSh\nSUxEe+4c7jp1/BvYbYjkUETatHHQpk3OatomTXLXZYSEKLzxxs1twPOfOPbnluA3txavXNnDxIkF\n7/NUHOU13Eeng8aN1bulmBg3v/+uB9T9nwsXbrTCzsqSsNnAnMd+fdu2DqZMCaFDBzvffWfk4Yft\nt3yMmjXdLFsWRKtWDpo1cwbU7GshcMgREWqR5/UEoZjNyFFRfo7q9kRyEIqVm4f7GI1ql1WnU52Y\nl107efPUPFmG995LxZe6n6goGatV5tAhHadO6Rg6NOOWj/HkkzYaNXKyb5+BsWOtzJjh24CiXJxO\nTFu2IKWnY3/kEZSIiL/wIEKgynzxRbR//IHuwgUUrRbb00+rXQECnEgOASi7JfifFaQl+N9VfsN9\n8tOggYvNm03eu6wzZ7Te0155adfOwezZIbRqpY7xvNVjXLmioWJFDxUr2jh1Ssf58zpq1CjgD+R2\nY331VXRxcaDRYN60iZRp05BLlSrgAwmBSjGbSZ0xAyklBcVsBpPp9t8UAERyCEDZLcGF3Bo2dLJl\ni5GhQ8MoU8ZDtWq3bk/Qp08mixYFMWKEFY9HolYtl7fhX14aN3YSGxuco8Fefo+xaZOZQ4f0aDQK\n5cp5aNpUIbWAf2z6PXvQnziBcv2WQ7LZsHz4IRmvvlqwBxICmyShhBevOh6RHIRiRa+HsWNzT0q7\nebBP8+ZOmjdX93dCQxVeecX3zfmzZ7VUquSmbNkbdxf5PUbfvjmTjF7/F64I3e7cYzRlUSUu+J/f\nK6QFIVCsX29m2rRQ76zsu8HVuDHuihXVeaeyjKLXY+vW7a49vyDkR9w5CPecWw3tefLJuzw9z2gk\ndfp0zGvXImVkYHviCeSyZe9uDIKQB5EchHtOoA3tUcxmsnr18ncYgpCDWFYSBEEQchF3DoIgCDeR\n0tOxLF2KlJWFvWPHgK9kLioiOQhCPqSsLAw//4xiMuFs1ixn10Ph78lmI2zECDTXroFGg2HPHtJe\nfx33TbPu7xXib7sg5EFKTSXslVfQXL2KpCi4atUiddIkkSD+5vSHD6O9cOFG3YksY964kfR7MDmI\nPQdByINlxQo0SUlgMqGYzeiPHcOwc6e/wxKKmGIyoWhueltUFBS93n8B+ZFIDoKQB8luh5veJBTU\nZSbh781dpw6u++4Dux3sduTQULL69PF3WH4h7pEFIQ+2p5/GsHs30vXiNLlECZwPPujvsISiJkmk\nvf02+t270WRk4GzcGCWkeE1VLCwiOQhCHjyVK5P63nuYP/sMDAYyn3su4IezCIVEknA1aeLvKPxO\nJAdByIcnJoaMUaP8HYYg+IVIDoIg3J7DgX7/ftDrcdWvL05t3QPEn7AgCLck2WxYR45Ed+aMuuRS\nsyapkyeLBPE3J04rCYJwS+bVq71n/xWzGd3x4xi3bPF3WEIRE6lfEIRbkjIyyDEgW6tFk+H7jIzC\npDl/ntDJk5HS05Gjo0l7/XWU0NxTE4U7FzB3Dhs3bqRLly6kpaX5OxRBEG5i69hRLQRTFLUoLCgI\nR7t2fokldMIEtJcvo8nMRHfyJCGTJ/sljntBQNw5JCQk8PvvvxMVFeXvUARB+BO5QgVSJ07E8skn\nKBoNWc89hxwZefcDcTjQpKbemJyn1aK9du3ux3GPCIg7h+XLl9OjRw+kP49LFAQhIHhiYkj/z3/I\nGDMGuUwZ/wRhMKhLSIqifizLePyRpO4Rfr9z2LVrFxEREVSqVOm2X7t161a2bt0KwKRJk/x+p6HT\n6fweQ0GIeAuRLCMtWIB0+DCULIk8YkRgx5uH4hgvU6eiHT8eKS0NpXRppIkTiQrQBFHcXt8/uyvJ\nYcKECaSkpOT6fLdu3Vi/fj2vv/66T4/Tvn172rdv7/04ISGh0GL8K6KiovweQ0GIeAtP0Lx5mL7+\nGvR6cLtxnzoFy5cHbLx5CeTXNy9RUVEkhIXB7Nnq3YMkqf8P0J8hUF/fMj7e+d2V5PDGG2/k+fk/\n/viD+Ph4Rl2vQk1MTGT06NFMnDiRsLCwuxGaIPwl+sOH1cQAoNOhvXAB/HSC554klqCLnF+XlSpU\nqMCiRYu8Hw8ePJiJEycSKo6mCQHOe3on+01KpwOTSe3mKQh/AwGxIS0IxU3GoEHqQBiHQz3B06OH\nqBgW/lYC6m9zbGysv0MQBJ94qlcn+YMP0F66hCciAiUiAtGzVfg7CajkIAjFiWKx4K5a1d9hCEKR\nEMtKgiAIQi4iOQiCIAi5iOQgCIIg5CKSgyAIgpCLSA6CIAhCLiI5CIIgCLmIo6yCIBRfLhf6AwfU\n8aUNGohCxEIkXklBEIonhwPrq6+iP3kSAFf16upsa6PRz4H9PYhlJUEQiiXz55+jO3NGnW1tsaA7\nfRrTpk3+DutvQyQHQRCKJSktLedsa40GTXq6/wL6mxHLSoIgFEv2xx/H9O23SE4noLYzsT/6qJ+j\nKjpSSgrBs2ahTU3FFRND5sCBRbrHIpKDIAjFkly6tDrb+uOPUSSJrB49kKOj/R1W0VAUrK+/jvbi\nRXV2dlwckttNxvDhRfaUIjkIglBseSpVIv211/wdRpGTMjPRxMffWEYzGNBd34gvKmLPQRCEwqco\n/o7gb0Uxm3OewlIUdZ5IERLJQRCEQqNJSCBs6FAievYkbOBAtGfP+jukvwetlowXXkAxmUBRkMPC\nSB82rEifUiwrCYJQaEImTUJ7/jxoNGjj4wmZOBFnq1boDh1CtlrJHDwYJSTE32EWS85WrUhq0gRN\naipyVFSRF/yJ5CAIQqHRJCeD5vqChCShP3oU7ZUroNeDx4PuwgVS5sy5MXtbKBizGdlsvitPJZaV\nBEEoNHKJEuDxqB8oinrMVK9XP9Zq0Vy5giYpyX8BCj4TyUEQhEKTNmYM7qpVkYOD8ZQrh/P++3Nu\nTut0Rb6RKhQOsawkCEKhUcLCSJ061fux9tw5QsePR5OUhGIykdWli3ryRgh4IjkIglBkPBUrkvL+\n+2guXkSJiECOiPB3SIKPRHIQBKFIKWYznqpV/R2GUEABkRw2b97M119/jUajoVGjRvTs2dPfIQmC\nINzT/J4cDh06xO7du5k6dSp6vZ7U1FR/hyQIgnDP8/tppS1bttCpUyf014+7Wa1WP0ckCIIgSIri\n3yYoo0aNokmTJuzfvx+9Xk+vXr2oms/65NatW9m6dSsAkyZNwnm9Va+/6HQ63G63X2MoCBFv0RLx\nFi0Rb+EwGAw+fd1dSQ4TJkwgJSUl1+e7devGJ598Qp06dXj++eeJi4tj5syZzJ07F8mHCspLly4V\nRbg+i4qKIiEhwa8xFISIt2iJeIuWiLdwlClTxqevuyt7Dm+88Ua+v7dlyxaaNm2KJElUrVoVjUZD\neno6oaGhdyM0QRAEIQ9+35Bu0qQJhw8fpm7duly6dAm3202Ij425fM2ARSkQYig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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Since we transformed via PCA, we no longer have column names; but we know we\n", + "# are in `principal-component` space, so we'll just define the coordinates accordingly:\n", + "ax = drawVectors(T, pca.components_, df.columns.values, plt, scaleFeatures)\n", + "T = pd.DataFrame(T)\n", + "\n", + "T.columns = ['component1', 'component2']\n", + "T.plot.scatter(x='component1', y='component2', marker='o', c=labels, alpha=0.75, ax=ax)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module4 - Lab4-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module4 - Lab4-checkpoint.ipynb new file mode 100644 index 0000000..088c9c7 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module4 - Lab4-checkpoint.ipynb @@ -0,0 +1,251 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module4- Lab4" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import math, random\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "import scipy.io\n", + "\n", + "from mpl_toolkits.mplot3d import Axes3D" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "# plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some Boilerplate Code" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "For your convenience, we've included some boilerplate code here which will help you out. You aren't expected to know how to write this code on your own at this point, but it'll assist with your visualizations and loading of the `.mat` file. We've added some notes to the code in case you're interested in knowing what it's doing:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def Plot2D(T, title, x, y, num_to_plot=40):\n", + " # This method picks a bunch of random samples (images in your case)\n", + " # to plot onto the chart:\n", + " fig = plt.figure()\n", + " \n", + " ax = fig.add_subplot(111)\n", + " ax.set_title(title)\n", + " ax.set_xlabel('Component: {0}'.format(x))\n", + " ax.set_ylabel('Component: {0}'.format(y))\n", + " \n", + " x_size = (max(T[:,x]) - min(T[:,x])) * 0.08\n", + " y_size = (max(T[:,y]) - min(T[:,y])) * 0.08\n", + " \n", + " for i in range(num_to_plot):\n", + " img_num = int(random.random() * num_images)\n", + " x0, y0 = T[img_num,x]-x_size/2., T[img_num,y]-y_size/2.\n", + " x1, y1 = T[img_num,x]+x_size/2., T[img_num,y]+y_size/2.\n", + " img = df.iloc[img_num,:].reshape(num_pixels, num_pixels)\n", + " ax.imshow(img, aspect='auto', cmap=plt.cm.gray, interpolation='nearest', zorder=100000, extent=(x0, x1, y0, y1))\n", + "\n", + " # It also plots the full scatter:\n", + " ax.scatter(T[:,x],T[:,y], marker='.',alpha=0.7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A `.MAT` file is a MATLAB file type. The faces dataset could have came in through `.png` images, but we'll show you how to do that in another lab. For now, you'll see how to import `.mats`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "mat = scipy.io.loadmat('Datasets/face_data.mat')\n", + "df = pd.DataFrame(mat['images']).T\n", + "num_images, num_pixels = df.shape\n", + "num_pixels = int(math.sqrt(num_pixels))\n", + "\n", + "# Rotate the pictures, so we don't have to crane our necks:\n", + "for i in range(num_images):\n", + " df.loc[i,:] = df.loc[i,:].reshape(num_pixels, num_pixels).T.reshape(-1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### And Now, The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Implement PCA here. Reduce the dataframe `df` down to _three_ components. Once you've done that, call Plot2D.\n", + "\n", + "The format is: `Plot2D(T, title, x, y, num_to_plot=40)`:\n", + "\n", + "- `T` Your transformed data, stored in an NDArray.\n", + "- `title` Your chart's title\n", + "- `x` Index of the principal component you want displayed on the x-axis; set it to `0` or `1`\n", + "- `y` Index of the principal component you want displayed on the y-axis; set it to `1` or `2`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Implement Isomap here. Reduce the dataframe `df` down to _three_ components. Once you've done that, call Plot2D using the first two components:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "If you're up for a challenge, draw your dataframes in 3D. Even if you're not up for a challenge, just do it anyway. You might have to increase the dimensionality of your transformed dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module4/Module4 - Lab5.ipynb b/Module6/.ipynb_checkpoints/Module4 - Lab5-checkpoint.ipynb old mode 100755 new mode 100644 similarity index 100% rename from Module4/Module4 - Lab5.ipynb rename to Module6/.ipynb_checkpoints/Module4 - Lab5-checkpoint.ipynb diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab1-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab1-checkpoint.ipynb new file mode 100644 index 0000000..c98034f --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab1-checkpoint.ipynb @@ -0,0 +1,442 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab1" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Start by importing whatever you need to import in order to make this lab work:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "from scipy import misc\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "from sklearn import manifold\n", + "from scipy import misc\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### How to Get The Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "1. Open up the City of Chicago's [Open Data | Crimes](https://data.cityofchicago.org/Public-Safety/Crimes-2001-to-present/ijzp-q8t2) page.\n", + "1. In the `Primary Type` column, click on the `Menu` button next to the info button, and select `Filter This Column`. It might take a second for the filter option to show up, since it has to load the entire list first.\n", + "1. Scroll down to `GAMBLING`\n", + "1. Click the light blue `Export` button next to the `Filter` button, and select `Download As CSV`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that you have th dataset stored as a CSV, load it up being careful to double check headers, as per usual:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ID Case Number Date Block IUCR \\\n", + "0 4647776 HM172874 02/09/2006 10:29:07 PM 075XX S COLFAX AVE 1661 \n", + "1 4649196 HM157167 02/01/2006 12:30:27 PM 038XX W FERDINAND ST 1661 \n", + "2 4649661 HM159623 02/02/2006 07:02:12 PM 050XX W SUPERIOR ST 1661 \n", + "3 4650448 HM158020 02/01/2006 08:13:00 PM 056XX W WASHINGTON BLVD 1661 \n", + "4 4650940 HM156984 02/01/2006 10:10:00 AM 015XX W 72ND ST 1661 \n", + "\n", + " Primary Type Description Location Description Arrest Domestic \\\n", + "0 GAMBLING GAME/DICE SIDEWALK True False \n", + "1 GAMBLING GAME/DICE SIDEWALK True False \n", + "2 GAMBLING GAME/DICE SIDEWALK True False \n", + "3 GAMBLING GAME/DICE RESIDENCE PORCH/HALLWAY True False \n", + "4 GAMBLING GAME/DICE SIDEWALK True False \n", + "\n", + " ... Ward Community Area FBI Code \\\n", + "0 ... 7.0 43.0 19 \n", + "1 ... 27.0 23.0 19 \n", + "2 ... 28.0 25.0 19 \n", + "3 ... 29.0 25.0 19 \n", + "4 ... 17.0 67.0 19 \n", + "\n", + " X Coordinate Y Coordinate Year Updated On Latitude \\\n", + "0 1194833.0 1855572.0 2006 04/15/2016 08:55:02 AM 41.758607 \n", + "1 1150871.0 1903067.0 2006 04/15/2016 08:55:02 AM 41.889909 \n", + "2 1142605.0 1904502.0 2006 04/15/2016 08:55:02 AM 41.894005 \n", + "3 1138430.0 1900175.0 2006 04/15/2016 08:55:02 AM 41.882208 \n", + "4 1167231.0 1856980.0 2006 04/15/2016 08:55:02 AM 41.763106 \n", + "\n", + " Longitude Location \n", + "0 -87.561511 (41.758607126, -87.561510616) \n", + "1 -87.721389 (41.889909247, -87.721389051) \n", + "2 -87.751710 (41.89400481, -87.751710086) \n", + "3 -87.767149 (41.882207608, -87.767148598) \n", + "4 -87.662629 (41.763105901, -87.66262925) \n", + "\n", + "[5 rows x 22 columns]\n", + "(14163, 22)\n" + ] + } + ], + "source": [ + "df = pd.read_csv('Datasets/Crimes.csv')\n", + "print df.head(5)\n", + "print df.shape\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get rid of any _rows_ that have nans in them:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12948, 22)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dropna(inplace=True)\n", + "df.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the `dtypes` of your dset:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ID int64\n", + "Case Number object\n", + "Date object\n", + "Block object\n", + "IUCR int64\n", + "Primary Type object\n", + "Description object\n", + "Location Description object\n", + "Arrest bool\n", + "Domestic bool\n", + "Beat int64\n", + "District int64\n", + "Ward float64\n", + "Community Area float64\n", + "FBI Code int64\n", + "X Coordinate float64\n", + "Y Coordinate float64\n", + "Year int64\n", + "Updated On object\n", + "Latitude float64\n", + "Longitude float64\n", + "Location object\n", + "dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Coerce the `Date` feature (which is currently a string object) into real date, and confirm by displaying the `dtypes` again. This might be a slow executing process..." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(12948, 22)\n", + "ID int64\n", + "Case Number object\n", + "Date datetime64[ns]\n", + "Block object\n", + "IUCR int64\n", + "Primary Type object\n", + "Description object\n", + "Location Description object\n", + "Arrest bool\n", + "Domestic bool\n", + "Beat int64\n", + "District int64\n", + "Ward float64\n", + "Community Area float64\n", + "FBI Code int64\n", + "X Coordinate float64\n", + "Y Coordinate float64\n", + "Year int64\n", + "Updated On object\n", + "Latitude float64\n", + "Longitude float64\n", + "Location object\n", + "dtype: object\n" + ] + } + ], + "source": [ + "df.Date = pd.to_datetime(df.Date, errors='coerce')\n", + "print df.shape\n", + "print df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def doKMeans(df):\n", + " # Let's plot your data with a '.' marker, a 0.3 alpha at the Longitude,\n", + " # and Latitude locations in your dataset. Longitude = x, Latitude = y\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(df.Longitude, df.Latitude, marker='.', alpha=0.3)\n", + "\n", + " \n", + " # TODO: Filter `df` using indexing so it only contains Longitude and Latitude,\n", + " # since the remaining columns aren't really applicable for this lab:\n", + " #\n", + " # .. your code here ..\n", + " dfx = df[['Longitude','Latitude']]\n", + "\n", + " # TODO: Use K-Means to try and find seven cluster centers in this df.\n", + " # Be sure to name your kmeans model `model` so that the printing works.\n", + " #\n", + " # .. your code here ..\n", + " model = KMeans(n_clusters=7)\n", + " model.fit(dfx)\n", + "\n", + " # Now we can print and plot the centroids:\n", + " centroids = model.cluster_centers_\n", + " print(centroids)\n", + " ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-87.75687567 41.89341021]\n", + " [-87.61949959 41.80341014]\n", + " [-87.68497554 41.98182473]\n", + " [-87.63118403 41.69669539]\n", + " [-87.58254038 41.75261037]\n", + " [-87.70958615 41.87816558]\n", + " [-87.66475088 41.77279056]]\n" + ] + }, + { + "data": { + "image/png": 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gx2G3gqQawVWvOSvktjOZyHFgIEZb0MXWjiB944mqoN6zubV63+UWn6t8rw6r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dOc9lbk7Bufo4qvMolnL8kz0TpHI6AcVBZ4PCZDKHAJxWCx0BZVGBm3utuccO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G56JJYikjTwOmxEksaM7o9ep41w0iBlKJLm/NFs3wJOCySzYLfk1hA8TgsWhGKPA7tFGAonMbJZ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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Print & Plot your data\n", + "doKMeans(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Filter out the data so that it only contains samples that have a `Date > '2011-01-01'`, using indexing. Then, in a new figure, plot the crime incidents, as well as a new K-Means run's centroids." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# .. your code here ..\n", + "df = df[df.Date >'2011-01-01']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-87.71055944 41.87540405]\n", + " [-87.6192204 41.79170346]\n", + " [-87.66507508 41.77574427]\n", + " [-87.58020249 41.75070687]\n", + " [-87.68654787 41.98439273]\n", + " [-87.75476194 41.88992448]\n", + " [-87.63502649 41.70555602]]\n" + ] + }, + { + "data": { + "image/png": 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0VHlKfpS9VKZUKabVKi4PShDWIUMhjb97vY+TwQh2q4WbmyuAXCXvaCSJ1SLI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\no3gokir7KJ64u5mh2RT+QZWBqQQKAs0w+ze3hbyk8xoj0SyFgoEC1Dh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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Print & Plot your data\n", + "doKMeans(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab10-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab10-checkpoint.ipynb new file mode 100644 index 0000000..534bfe9 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab10-checkpoint.ipynb @@ -0,0 +1,736 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab10" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from sklearn.utils.validation import check_random_state\n", + "import scipy.io.wavfile as wavfile" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Good Luck! Heh." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### About Audio" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Samples are Observations. Each audio file will is a single sample in our dataset.\n", + "\n", + "Find more information about [Audio Samples here](https://en.wikipedia.org/wiki/Sampling_(signal_processing)).\n", + "\n", + "Each .wav file is actually just a bunch of numeric samples, \"sampled\" from the analog signal. Sampling is a type of discretization. When we mention 'samples', we mean observations. When we mention 'audio samples', we mean the actually \"features\" of the audio file.\n", + "\n", + "The goal of this lab is to use multi-target, linear regression to generate by extrapolation, the missing portion of the test audio file.\n", + "\n", + "Each one audio_sample features will be the output of an equation, which is a function of the provided portion of the audio_samples:\n", + "\n", + " missing_samples = f(provided_samples)\n", + "\n", + "You can experiment with how much of the audio you want to chop off and have the computer generate using the Provided_Portion parameter." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Play with this. This is how much of the audio file will be provided, in percent. The remaining percent of the file will be generated via linear extrapolation." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "Provided_Portion = 0.25\n", + "sample_rate = 8000" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "You have to download the dataset (audio files) from the website: https://github.com/Jakobovski/free-spoken-digit-dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Start by creating a regular Python List called `zero`:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "zero = []" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Loop through the dataset and load up all 50 of the `0_jackson*.wav` files using the `wavfile.read()` method: https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.io.wavfile.read.html Be careful! `.read()` returns a tuple and you're only interested in the audio data, and not sample_rate at this point. Inside your for loop, simply append the loaded audio data into your Python list `zero`:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "for i in range(0,50):\n", + " w = wavfile.read('Datasets/recordings/0_jackson_'+str(i)+'.wav')\n", + " zero.append(w[1])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Just for a second, convert zero into a DataFrame. When you do so, set the `dtype` to `np.int16`, since the input audio files are 16 bits per sample. If you don't know how to do this, read up on the docs here: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html\n", + "\n", + "Since these audio clips are unfortunately not length-normalized, we're going to have to just hard chop them to all be the same length. Since Pandas would have inserted NANs at any spot to make zero a perfectly rectangular [n_observed_samples, n_audio_samples] array, do a `dropna` on the Y axis here. Then, convert one back into an NDArray using `yourarrayname.values`:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 5 6 7 8 9 ... 4077 \\\n", + "0 -369 -431 -475 -543 -571 -557 -528 -455 -394 -305 ... 2475 \n", + "1 -311 -91 -140 -182 -271 -68 -235 -359 -129 -198 ... -122 \n", + "2 -361 -226 -238 -478 -425 -395 -663 -879 -726 -997 ... -141 \n", + "3 323 338 357 388 381 393 391 378 348 313 ... 1323 \n", + "4 -302 -312 -103 -305 -145 -339 12 -433 -141 -189 ... 189 \n", + "\n", + " 4078 4079 4080 4081 4082 4083 4084 4085 4086 \n", + "0 2500 2331 1786 1057 358 158 -108 -402 -884 \n", + "1 -207 -266 -276 -316 -359 -396 -422 -462 -460 \n", + "2 -83 0 71 165 284 325 378 416 438 \n", + "3 1321 1211 827 292 -244 -779 -1241 -1369 -1229 \n", + "4 211 189 134 150 224 265 313 328 327 \n", + "\n", + "[5 rows x 4087 columns]\n", + " 0 1 2 3 4 5 6 7 8 9 ... 4077 \\\n", + "0 -369 -431 -475 -543 -571 -557 -528 -455 -394 -305 ... 2475 \n", + "1 -311 -91 -140 -182 -271 -68 -235 -359 -129 -198 ... -122 \n", + "2 -361 -226 -238 -478 -425 -395 -663 -879 -726 -997 ... -141 \n", + "3 323 338 357 388 381 393 391 378 348 313 ... 1323 \n", + "4 -302 -312 -103 -305 -145 -339 12 -433 -141 -189 ... 189 \n", + "\n", + " 4078 4079 4080 4081 4082 4083 4084 4085 4086 \n", + "0 2500 2331 1786 1057 358 158 -108 -402 -884 \n", + "1 -207 -266 -276 -316 -359 -396 -422 -462 -460 \n", + "2 -83 0 71 165 284 325 378 416 438 \n", + "3 1321 1211 827 292 -244 -779 -1241 -1369 -1229 \n", + "4 211 189 134 150 224 265 313 328 327 \n", + "\n", + "[5 rows x 4087 columns]\n", + "(50, 4087)\n" + ] + } + ], + "source": [ + "zero = pd.DataFrame(zero, dtype=np.int16)\n", + "print zero.head()\n", + "zero.dropna(axis=1,inplace=True) \n", + "print zero.head()\n", + "print zero.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It's important to know how (many audio_samples samples) long the data is now.\n", + "\n", + "`zero` is currently shaped like `[n_samples, n_audio_samples]`, so get the `n_audio_samples` count and store it in a variable called `n_audio_samples`:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('n_audio_samples', 4087)\n" + ] + } + ], + "source": [ + "#x.dropna(axis=1,inplace=True) \n", + "n_audio_samples = len(zero.columns)\n", + "print('n_audio_samples',n_audio_samples)\n", + "#x = x.values\n", + "\n", + "#for s in range(0,len(x)):\n", + " \n", + "# print(np.unique(pd.isnull(x.loc[s])))\n", + "# print(len(x.loc[s]))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create your linear regression model here and store it in a variable called `model`. Don't actually train or do anything else with it yet:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn import linear_model\n", + "model = linear_model.LinearRegression()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are 50 takes of each clip. You want to pull out just one of them, randomly, and that one will NOT be used in the training of your model. In other words, the one file we'll be testing / scoring on will be an unseen sample, independent to the rest of your training set:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('rng: ', )\n", + "('random_idx: ', 47)\n" + ] + } + ], + "source": [ + "# Leave this line alone until you've submitted your lab:\n", + "rng = check_random_state(7)\n", + "random_idx = rng.randint(zero.shape[0])\n", + "print('random_idx: ', random_idx)\n", + "test = zero.loc[random_idx]\n", + "#train = np.delete(zero, [random_idx], axis=0)\n", + "train = zero.drop(zero.index[random_idx])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print out the shape of `train`, and the shape of `test`.\n", + "\n", + "`train` will be shaped: `[n_samples, n_audio_samples]`, where `n_audio_samples` are the 'features' of the audio file \n", + "\n", + "`test` will be shaped `[n_audio_features]`, since it is a single sample (audio file, e.g. observation)." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 -258\n", + "1 -479\n", + "2 577\n", + "3 -604\n", + "4 296\n", + "5 -545\n", + "6 43\n", + "7 123\n", + "8 -74\n", + "9 275\n", + "10 -6\n", + "11 42\n", + "12 -135\n", + "13 70\n", + "14 -751\n", + "15 -74\n", + "16 -15\n", + "17 -949\n", + "18 -154\n", + "19 -648\n", + "20 -188\n", + "21 726\n", + "22 58\n", + "23 -503\n", + "24 4\n", + "25 46\n", + "26 -6\n", + "27 -291\n", + "28 -633\n", + "29 -659\n", + "30 -298\n", + "31 -604\n", + "32 -28\n", + "33 -348\n", + "34 -358\n", + "35 -360\n", + "36 68\n", + "37 60\n", + "38 -546\n", + "39 -123\n", + "40 11\n", + "41 531\n", + "42 -967\n", + "43 39\n", + "44 668\n", + "45 -1090\n", + "46 -180\n", + "47 -706\n", + "48 826\n", + "49 125\n", + "Name: 47, dtype: int16\n", + "('test: ', (4087,))\n", + "('train: ', (49, 4087))\n" + ] + } + ], + "source": [ + "print('test: ',test.shape)\n", + "print('train: ',train.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "The test data will have two parts, `X_test` and `y_test`.\n", + "\n", + "`X_test` is going to be the first portion of the test audio file, which we will be providing the computer as input. \n", + "\n", + "`y_test`, the \"label\" if you will, is going to be the remaining portion of the audio file. Like such, the computer will use linear regression to derive the missing portion of the sound file based off of the training data its received!\n", + "\n", + "Let's save the original `test` clip, the one you're about to delete half of, to the current directory so that you can compare it to the 'patched' clip once you've generated it. You should have already got the `sample_rate` when you were loading up the .wav files:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "wavfile.write('Original Test Clip.wav', sample_rate, test.values)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Prepare the TEST data by creating a slice called `X_test`. It should have `Provided_Portion` * `n_audio_samples` audio sample features, taken from your test audio file, currently stored in variable `test`. In other words, grab the FIRST `Provided_Portion` * `n_audio_samples` audio features from `test` and store it in `X_test`. This should be accomplished using indexing:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1022,)\n", + "(3065,)\n", + "True\n" + ] + } + ], + "source": [ + "x_test = test.loc[:Provided_Portion*n_audio_samples]\n", + "y_test = test.loc[Provided_Portion*n_audio_samples:]\n", + "print x_test.shape\n", + "print y_test.shape\n", + "print len(x_test) + len(y_test) == n_audio_samples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If the first `Provided_Portion` * `n_audio_samples` features were stored in `X_test`, then we need to also grab the _remaining_ audio features and store them in `y_test`. With the remaining features stored in there, we will be able to R^2 \"score\" how well our algorithm did in completing the sound file." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Duplicate the same process for `X_train`, `y_train`. The only differences being:\n", + "\n", + "1. Your will be getting your audio data from `train` instead of from `test`\n", + "2. Remember the shape of `train` that you printed out earlier? You want to do this slicing but for ALL samples (observations). For each observation, you want to slice the first `Provided_Portion` * `n_audio_samples` audio features into `X_train`, and the remaining go into `y_test`. All of this should be doable using regular indexing in two lines of code:" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 -100\n", + "1 9\n", + "2 5207\n", + "3 9428\n", + "4 -6257\n", + "5 -9864\n", + "6 -2254\n", + "7 4893\n", + "8 4229\n", + "9 -5130\n", + "10 -4900\n", + "11 9560\n", + "12 -8652\n", + "13 9797\n", + "14 -1827\n", + "15 6248\n", + "16 -1657\n", + "17 -13687\n", + "18 -501\n", + "19 4334\n", + "20 -5091\n", + "21 -2653\n", + "22 1820\n", + "23 6169\n", + "24 -1593\n", + "25 4437\n", + "26 7119\n", + "27 -6532\n", + "28 6727\n", + "29 3284\n", + "30 1008\n", + "31 2475\n", + "32 -1376\n", + "33 160\n", + "34 -1905\n", + "35 -3149\n", + "36 -456\n", + "37 1821\n", + "38 2119\n", + "39 -6556\n", + "40 -2440\n", + "41 -762\n", + "42 2593\n", + "43 1259\n", + "44 416\n", + "45 210\n", + "46 -1415\n", + "48 -1075\n", + "49 -3580\n", + "Name: 1234, dtype: int16\n", + "(49, 1022)\n", + "(49, 3065)\n" + ] + } + ], + "source": [ + "x_train = train.loc[:,:Provided_Portion*n_audio_samples]\n", + "y_train = train.loc[:,Provided_Portion*n_audio_samples:]\n", + "print x_train.shape\n", + "print y_train.shape\n", + "#print len(x_train) + len(y_train) == n_audio_samples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "SciKit-Learn gets 'angry' if you don't supply your training data in the form of a 2D dataframe shaped like `[n_samples, n_features]`.\n", + "\n", + "So if you only have one SAMPLE, such as is our case with `X_test`, and `y_test`, then by calling `.reshape(1, -1)`, you can turn `[n_features]` into `[1, n_features]` in order to appease SciKit-Learn.\n", + "\n", + "On the other hand, if you only have one FEATURE, you can alternatively call `.reshape(-1, 1)` on your data to turn `[n_samples]` into `[n_samples, 1]`.\n", + "\n", + "Reshape X_test and y_test as [1, n_features]:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Fit your model using your training data and label:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(x_train,y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use your model to predict the `label` of `X_test`. Store the resulting prediction in a variable called `y_test_prediction`:" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ferrywlto/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:1: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "y_test_prediction = model.predict(x_test.reshape(1,-1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "SciKit-Learn will use float64 to generate your predictions so let's take those values back to int16, which is what our .wav files expect:" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "y_test_prediction = y_test_prediction.astype(dtype=np.int16)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Score how well your prediction would do for some good laughs, by passing in your test data and test label `y_test`:" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ferrywlto/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:1: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "score = model.score(x_test.reshape(1,-1), y_test.reshape(1,-1))" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Extrapolation R^2 Score: ', 0.0)\n" + ] + } + ], + "source": [ + "print(\"Extrapolation R^2 Score: \", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take the first `Provided_Portion` portion of the test clip, the part you fed into your linear regression model. Then, stitch that together with the 'abomination' the predictor model generated for you and then save the completed audio clip:" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ferrywlto/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:1: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "completed_clip = np.hstack((x_test.reshape(1,-1), y_test_prediction))\n", + "wavfile.write('Extrapolated Clip.wav', sample_rate, completed_clip[0])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Congrats on making it to the end of this crazy lab and module =) !" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab2-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab2-checkpoint.ipynb new file mode 100644 index 0000000..dfa67cb --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab2-checkpoint.ipynb @@ -0,0 +1,3114 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab2" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Start by importing whatever you need to import in order to make this lab work:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "from scipy import misc\n", + "#from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "#from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "#for ISOMap...\n", + "#from sklearn import manifold\n", + "#if need to load file...\n", + "#from scipy import misc\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### CDRs" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "A [call detail record](https://en.wikipedia.org/wiki/Call_detail_record) (CDR) is a data record produced by a telephone exchange or other telecommunications equipment that documents the details of a telephone call or other telecommunications transaction (e.g., text message) that passes through that facility or device.\n", + "\n", + "The record contains various attributes of the call, such as time, duration, completion status, source number, and destination number. It is the automated equivalent of the paper toll tickets that were written and timed by operators for long-distance calls in a manual telephone exchange.\n", + "\n", + "The dataset we've curated for you contains call records for 10 people, tracked over the course of 3 years. Your job in this assignment is to find out where each of these people likely live and where they work at!\n", + "\n", + "Start by loading up the dataset and taking a peek at its head. You can convert date-strings to real date-time objects using `pd.to_datetime`, and the times using `pd.to_timedelta`:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " In Out Direction CallDate CallTime DOW \\\n", + "0 4638472273 2666307251 Incoming 2010-12-25 07:16:24.736813 Sat \n", + "\n", + " Duration TowerID TowerLat TowerLon \n", + "0 0:02:41.741499 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 -96.709417 \n", + "(53188, 10)\n", + "In int64\n", + "Out int64\n", + "Direction object\n", + "CallDate datetime64[ns]\n", + "CallTime timedelta64[ns]\n", + "DOW object\n", + "Duration timedelta64[ns]\n", + "TowerID object\n", + "TowerLat float64\n", + "TowerLon float64\n", + "dtype: object\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "df = pd.read_csv('Datasets/CDR.csv')\n", + "print df.head(1)\n", + "print df.shape\n", + "\n", + "\n", + "df.CallDate = pd.to_datetime(df.CallDate)\n", + "df.CallTime = pd.to_timedelta(df.CallTime)\n", + "df.Duration = pd.to_timedelta(df.Duration)\n", + "print df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a distinct list of `In` phone numbers (people) and store the values in a regular python list. Make sure the numbers appear in your list in the same order they appear in your dataframe; but only keep a single copy of each number. [This link](https://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.tolist.html) might also be helpful." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[4638472273 1559410755 4931532174 2419930464 1884182865 3688089071\n", + " 4555003213 2068627935 2894365987 8549533077]\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "print df.In.unique()\n", + "srcPhones = df.In.unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a slice named `user1` that filters to _only_ include dataset records where the `In` feature (user's phone number) is equal to the first number on your unique list above, i.e., the very first number in the dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4638472273\n", + "4638472273\n", + "1559410755\n", + "4931532174\n", + "2419930464\n", + "1884182865\n", + "3688089071\n", + "4555003213\n", + "2068627935\n", + "2894365987\n", + "8549533077\n", + "[ In Out Direction CallDate CallTime DOW \\\n", + "0 4638472273 2666307251 Incoming 2010-12-25 07:16:24.736813 Sat \n", + "1 4638472273 1755442610 Incoming 2010-12-25 21:18:30.053710 Sat \n", + "2 4638472273 5481755331 Incoming 2010-12-25 14:52:42.878016 Sat \n", + "3 4638472273 1755442610 Incoming 2010-12-25 16:02:09.001913 Sat \n", + "4 4638472273 2145623768 Incoming 2010-12-25 15:28:35.028554 Sat \n", + "5 4638472273 2946222380 Incoming 2010-12-25 11:38:17.275327 Sat \n", + "6 4638472273 7841019020 Missed 2010-12-25 10:38:35.924232 Sat \n", + "71 4638472273 5912117253 Incoming 2010-12-26 14:34:27.530327 Sun \n", + "72 4638472273 2145623768 Incoming 2010-12-26 20:45:00.306964 Sun \n", + "73 4638472273 4551601645 Missed 2010-12-26 16:03:43.841914 Sun \n", + "74 4638472273 6250348072 Incoming 2010-12-26 18:30:28.968794 Sun \n", + "75 4638472273 8180005891 Incoming 2010-12-26 19:19:23.380844 Sun \n", + "76 4638472273 7922223441 Missed 2010-12-26 20:10:13.924779 Sun \n", + "77 4638472273 5481755331 Incoming 2010-12-26 16:01:49.310880 Sun \n", + "78 4638472273 5912117253 Incoming 2010-12-26 18:29:45.558560 Sun \n", + "161 4638472273 5912117253 Missed 2010-12-27 18:41:14.639828 Mon \n", + "194 4638472273 4217121115 Incoming 2010-12-28 21:36:14.190286 Tue \n", + "195 4638472273 6022767590 Incoming 2010-12-28 19:57:19.501140 Tue \n", + "196 4638472273 5621270003 Incoming 2010-12-28 17:10:15.465881 Tue \n", + "197 4638472273 5481755331 Incoming 2010-12-28 16:20:11.532130 Tue \n", + "198 4638472273 7756914135 Incoming 2010-12-28 19:41:43.122708 Tue \n", + "199 4638472273 6150928001 Incoming 2010-12-28 18:05:51.247679 Tue \n", + "200 4638472273 8180005891 Incoming 2010-12-28 15:27:51.105337 Tue \n", + "201 4638472273 6022767590 Missed 2010-12-28 20:43:50.766312 Tue \n", + "245 4638472273 2666307251 Incoming 2010-12-29 18:20:56.628554 Wed \n", + "246 4638472273 8068555700 Missed 2010-12-29 17:59:50.895586 Wed \n", + "247 4638472273 4551601645 Incoming 2010-12-29 19:16:16.463142 Wed \n", + "248 4638472273 8180005891 Missed 2010-12-29 09:13:35.198987 Wed \n", + "249 4638472273 2145623768 Incoming 2010-12-29 06:02:11.319738 Wed \n", + "250 4638472273 8068555700 Incoming 2010-12-29 13:54:14.724722 Wed \n", + "... ... ... ... ... ... ... \n", + "52881 4638472273 7922223441 Incoming 2013-02-22 16:55:07.961312 Fri \n", + "52882 4638472273 7756914135 Missed 2013-02-22 19:37:10.037669 Fri \n", + "52883 4638472273 8068555700 Incoming 2013-02-22 09:55:01.616595 Fri \n", + "52958 4638472273 4551601645 Missed 2013-02-23 15:20:11.273893 Sat \n", + "52959 4638472273 8068555700 Incoming 2013-02-23 15:00:49.133445 Sat \n", + "52960 4638472273 2145623768 Incoming 2013-02-23 08:55:50.559529 Sat \n", + "52961 4638472273 2666307251 Incoming 2013-02-23 10:38:12.502505 Sat \n", + "52962 4638472273 7756914135 Missed 2013-02-23 09:46:14.496592 Sat \n", + "52963 4638472273 4551601645 Incoming 2013-02-23 15:15:09.466844 Sat \n", + "52964 4638472273 6022767590 Incoming 2013-02-23 16:12:12.701600 Sat \n", + "52965 4638472273 5621270003 Incoming 2013-02-23 09:11:21.606945 Sat \n", + "53022 4638472273 7756914135 Incoming 2013-02-24 16:49:42.830258 Sun \n", + "53023 4638472273 7721472178 Incoming 2013-02-24 10:32:55.146952 Sun \n", + "53024 4638472273 1755442610 Missed 2013-02-24 21:04:47.567403 Sun \n", + "53084 4638472273 6022767590 Missed 2013-02-25 07:07:12.843629 Mon \n", + "53085 4638472273 4551601645 Incoming 2013-02-25 09:18:31.595568 Mon \n", + "53086 4638472273 7428841195 Incoming 2013-02-25 09:02:01.635228 Mon \n", + "53087 4638472273 6250348072 Missed 2013-02-25 12:08:43.318385 Mon \n", + "53088 4638472273 5621270003 Incoming 2013-02-25 22:38:36.119007 Mon \n", + "53089 4638472273 1755442610 Missed 2013-02-25 08:21:24.857882 Mon \n", + "53090 4638472273 6022767590 Missed 2013-02-25 07:58:03.056474 Mon \n", + "53091 4638472273 6150928001 Missed 2013-02-25 16:55:01.129212 Mon \n", + "53092 4638472273 5621270003 Missed 2013-02-25 17:46:00.315633 Mon \n", + "53138 4638472273 8068555700 Incoming 2013-02-26 07:28:38.486982 Tue \n", + "53139 4638472273 8068555700 Missed 2013-02-26 20:29:37.809287 Tue \n", + "53140 4638472273 2666307251 Missed 2013-02-26 11:26:01.888502 Tue \n", + "53141 4638472273 2145623768 Missed 2013-02-26 17:32:18.776276 Tue \n", + "53142 4638472273 4551601645 Incoming 2013-02-26 19:12:44.730636 Tue \n", + "53143 4638472273 7721472178 Incoming 2013-02-26 07:50:41.435642 Tue \n", + "53144 4638472273 6150928001 Incoming 2013-02-26 07:49:56.273334 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "0 00:02:41.741499 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "1 00:02:47.108750 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "2 00:04:35.356341 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "3 00:02:23.498499 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "4 00:03:54.692497 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "5 00:03:06.670355 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "6 00:02:02.855268 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "71 00:06:34.154104 84844bb1-1d36-4401-abf4-a3c566c07630 32.895833 \n", + "72 00:03:35.283608 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "73 00:04:15.182895 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "74 00:02:52.395467 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "75 00:03:45.783299 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "76 00:02:49.402318 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "77 00:05:32.498983 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "78 00:02:57.914809 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "161 00:00:20.304073 09756fb6-223f-43e9-9402-9b90c7048639 32.805667 \n", + "194 00:05:56.080785 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "195 00:02:38.219371 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "196 00:01:56.250335 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "197 00:03:56.069765 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "198 00:05:08.460490 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "199 00:04:13.034708 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "200 00:03:30.047757 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "201 00:03:23.651369 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "245 00:03:55.018670 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "246 00:03:40.818226 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "247 00:04:20.380243 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "248 00:02:10.574446 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "249 00:04:34.436752 9baa92e7-e990-4e9e-8c0a-4c17cb4ecc7c 32.731611 \n", + "250 00:03:31.297111 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "... ... ... ... \n", + "52881 00:01:19.307088 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52882 00:01:58.418414 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "52883 00:06:24.099736 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "52958 00:02:53.462583 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52959 00:02:27.015023 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52960 00:02:25.942647 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "52961 00:05:23.225719 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52962 00:04:55.466350 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52963 00:04:20.339683 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52964 00:02:21.278138 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52965 00:03:19.757526 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53022 00:02:19.285474 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53023 00:00:04.908620 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53024 00:02:26.051783 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "53084 00:02:31.170958 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "53085 00:03:28.390952 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "53086 00:06:07.663294 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53087 00:04:43.358791 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "53088 00:04:18.145216 f3f289f5-7d29-4d3f-9b9a-a0ceaca10a1d 32.750556 \n", + "53089 00:05:11.214264 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "53090 00:02:24.582661 66e6ccbb-cdf0-4a1a-9d20-7e53e311fc33 32.911583 \n", + "53091 00:02:48.163010 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "53092 00:04:06.424354 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "53138 00:03:51.307727 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "53139 00:03:25.016193 8ba7e0d7-eb6e-4828-9c70-c469954a627d 32.731611 \n", + "53140 00:03:08.177065 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "53141 00:02:30.823459 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "53142 00:03:42.954201 8fb02570-fb3f-4381-be74-3e1accf87ec5 32.750556 \n", + "53143 00:04:04.460385 e78826ad-45b0-45d4-90ec-4776d73f1d8e 32.864167 \n", + "53144 00:01:35.016406 b0320962-e409-487a-a435-e33ba8123768 32.881111 \n", + "\n", + " TowerLon \n", + "0 -96.709417 \n", + "1 -96.709500 \n", + "2 -96.910389 \n", + "3 -96.910389 \n", + "4 -96.910389 \n", + "5 -96.910389 \n", + "6 -96.910389 \n", + "71 -96.901944 \n", + "72 -96.709417 \n", + "73 -96.910389 \n", + "74 -96.709500 \n", + "75 -96.709500 \n", + "76 -96.709417 \n", + "77 -96.910389 \n", + "78 -96.742528 \n", + "161 -96.796667 \n", + "194 -96.709417 \n", + "195 -96.709417 \n", + "196 -96.910389 \n", + "197 -96.910389 \n", + "198 -96.709417 \n", + "199 -96.742528 \n", + "200 -96.910389 \n", + "201 -96.709500 \n", + "245 -96.742528 \n", + "246 -96.910389 \n", + "247 -96.709417 \n", + "248 -96.910389 \n", + "249 -96.709417 \n", + "250 -96.910389 \n", + "... ... \n", + "52881 -96.910389 \n", + "52882 -96.709500 \n", + "52883 -96.910389 \n", + "52958 -96.910389 \n", + "52959 -96.910389 \n", + "52960 -96.910389 \n", + "52961 -96.910389 \n", + "52962 -96.910389 \n", + "52963 -96.910389 \n", + "52964 -96.910389 \n", + "52965 -96.910389 \n", + "53022 -96.910389 \n", + "53023 -96.910389 \n", + "53024 -96.709417 \n", + "53084 -96.709500 \n", + "53085 -96.910389 \n", + "53086 -96.910389 \n", + "53087 -96.910389 \n", + "53088 -96.694722 \n", + "53089 -96.910389 \n", + "53090 -96.892222 \n", + "53091 -96.910389 \n", + "53092 -96.910389 \n", + "53138 -96.709500 \n", + "53139 -96.709417 \n", + "53140 -96.910389 \n", + "53141 -96.910389 \n", + "53142 -96.694722 \n", + "53143 -96.836944 \n", + "53144 -96.856389 \n", + "\n", + "[3648 rows x 10 columns], In Out Direction CallDate CallTime DOW \\\n", + "7 1559410755 6092528894 Missed 2010-12-25 15:15:56.502972 Sat \n", + "8 1559410755 6092528894 Incoming 2010-12-25 20:15:19.667734 Sat \n", + "9 1559410755 8125446700 Missed 2010-12-25 10:01:02.162977 Sat \n", + "10 1559410755 5452154622 Incoming 2010-12-25 19:57:00.050868 Sat \n", + "11 1559410755 1747156055 Incoming 2010-12-25 10:08:39.978468 Sat \n", + "12 1559410755 8484043137 Incoming 2010-12-25 20:57:01.994902 Sat \n", + "13 1559410755 4182819078 Incoming 2010-12-25 17:35:08.626059 Sat \n", + "14 1559410755 8484043137 Incoming 2010-12-25 09:07:13.394117 Sat \n", + "15 1559410755 6448594093 Missed 2010-12-25 15:07:17.355913 Sat \n", + "16 1559410755 7137960738 Incoming 2010-12-25 19:18:03.939869 Sat \n", + "17 1559410755 6092528894 Incoming 2010-12-25 18:10:29.499063 Sat \n", + "18 1559410755 7823046796 Incoming 2010-12-25 20:20:55.897851 Sat \n", + "19 1559410755 8484043137 Incoming 2010-12-25 13:59:57.222163 Sat \n", + "20 1559410755 1146268309 Incoming 2010-12-25 19:10:22.023712 Sat \n", + "21 1559410755 6092528894 Incoming 2010-12-25 18:50:44.661851 Sat \n", + "22 1559410755 4182819078 Incoming 2010-12-25 09:08:03.428833 Sat \n", + "23 1559410755 4091221367 Missed 2010-12-25 11:04:34.187041 Sat \n", + "24 1559410755 8484043137 Incoming 2010-12-25 15:31:12.565107 Sat \n", + "25 1559410755 908094484 Missed 2010-12-25 10:33:06.279349 Sat \n", + "26 1559410755 8125446700 Incoming 2010-12-25 15:07:22.132763 Sat \n", + "27 1559410755 908094484 Incoming 2010-12-25 09:58:24.802820 Sat \n", + "28 1559410755 6948482470 Incoming 2010-12-25 15:16:01.409637 Sat \n", + "29 1559410755 6448594093 Missed 2010-12-25 14:35:05.402468 Sat \n", + "30 1559410755 7823046796 Missed 2010-12-25 20:58:35.405883 Sat \n", + "31 1559410755 8125446700 Incoming 2010-12-25 18:09:48.563566 Sat \n", + "32 1559410755 4182819078 Missed 2010-12-25 09:25:04.653709 Sat \n", + "33 1559410755 4091221367 Incoming 2010-12-25 11:24:20.418287 Sat \n", + "79 1559410755 4182819078 Missed 2010-12-26 10:30:52.547035 Sun \n", + "80 1559410755 1146268309 Incoming 2010-12-26 09:48:06.494704 Sun \n", + "81 1559410755 1146268309 Missed 2010-12-26 14:23:00.512762 Sun \n", + "... ... ... ... ... ... ... \n", + "52989 1559410755 5452154622 Incoming 2013-02-23 06:47:49.471323 Sat \n", + "53025 1559410755 6092528894 Incoming 2013-02-24 09:00:07.429594 Sun \n", + "53026 1559410755 8484043137 Incoming 2013-02-24 16:24:12.878211 Sun \n", + "53027 1559410755 7818412902 Missed 2013-02-24 11:12:30.139268 Sun \n", + "53028 1559410755 6948482470 Missed 2013-02-24 15:14:42.697501 Sun \n", + "53029 1559410755 7137960738 Incoming 2013-02-24 15:08:15.618928 Sun \n", + "53030 1559410755 7137960738 Missed 2013-02-24 08:36:04.432181 Sun \n", + "53031 1559410755 6448594093 Missed 2013-02-24 15:15:19.658685 Sun \n", + "53032 1559410755 8484043137 Incoming 2013-02-24 11:37:51.662648 Sun \n", + "53033 1559410755 5452154622 Missed 2013-02-24 07:42:03.219042 Sun \n", + "53093 1559410755 6403295440 Incoming 2013-02-25 18:45:58.102760 Mon \n", + "53094 1559410755 8205293065 Missed 2013-02-25 21:26:37.300661 Mon \n", + "53095 1559410755 6448594093 Incoming 2013-02-25 07:58:24.121449 Mon \n", + "53096 1559410755 6448594093 Incoming 2013-02-25 20:09:02.978387 Mon \n", + "53097 1559410755 7137960738 Incoming 2013-02-25 18:41:55.418308 Mon \n", + "53098 1559410755 7823046796 Incoming 2013-02-25 19:17:56.259328 Mon \n", + "53099 1559410755 8205293065 Missed 2013-02-25 20:52:57.951089 Mon \n", + "53100 1559410755 6092528894 Incoming 2013-02-25 17:50:29.377269 Mon \n", + "53101 1559410755 8125446700 Incoming 2013-02-25 20:45:32.447896 Mon \n", + "53102 1559410755 6948482470 Missed 2013-02-25 20:18:38.701726 Mon \n", + "53103 1559410755 1838211416 Missed 2013-02-25 17:59:37.864406 Mon \n", + "53104 1559410755 7818412902 Incoming 2013-02-25 09:07:17.054859 Mon \n", + "53105 1559410755 4091221367 Incoming 2013-02-25 19:19:31.896615 Mon \n", + "53106 1559410755 1800600371 Incoming 2013-02-25 19:05:41.464587 Mon \n", + "53107 1559410755 6092528894 Incoming 2013-02-25 19:41:14.809238 Mon \n", + "53108 1559410755 1800600371 Incoming 2013-02-25 17:46:08.332211 Mon \n", + "53145 1559410755 8205293065 Incoming 2013-02-26 11:56:56.004194 Tue \n", + "53146 1559410755 908094484 Incoming 2013-02-26 19:04:31.208093 Tue \n", + "53147 1559410755 7823046796 Missed 2013-02-26 16:29:06.281820 Tue \n", + "53148 1559410755 1838211416 Missed 2013-02-26 17:46:42.045101 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "7 00:11:52.952187 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "8 00:11:52.951080 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "9 00:14:11.046844 07dec2d7-b5d1-410d-8879-ecf7385af719 32.696083 \n", + "10 00:14:40.319677 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "11 00:12:06.826578 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "12 00:14:10.485012 1cffcc44-1c60-4ca2-9a37-d3862bbe9702 32.870972 \n", + "13 00:14:14.315459 d4e84085-292b-4fcb-bdc1-9813ca24e696 32.696083 \n", + "14 00:13:46.403655 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "15 00:10:20.644213 73900a57-7f0f-46e8-a30b-aa84828eee40 32.695556 \n", + "16 00:10:42.917630 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 32.870972 \n", + "17 00:11:46.267819 e3572de6-38e5-4e79-978d-f42e6da3f4ec 32.870944 \n", + "18 00:14:10.927430 da558347-0be4-401a-ab65-f19d136e2542 32.870972 \n", + "19 00:13:05.952562 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "20 00:15:30.281001 245134b4-96ca-455e-a5dc-2b5777c00d62 32.870944 \n", + "21 00:12:47.949262 3adc057c-4ec8-44b7-bf6b-7b1c4fe9a99a 32.870972 \n", + "22 00:11:57.944291 5fcc412a-14ac-4ee2-8fb2-86353c7b5750 32.695556 \n", + "23 00:12:28.672306 4a5bbfd1-8f33-4b5a-8f67-ffb4a3ff4c10 32.696722 \n", + "24 00:12:38.137818 0b8b52af-9b05-42bf-808c-f840d5aa56a0 32.696083 \n", + "25 00:14:03.738197 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "26 00:12:10.513156 0a5847f3-01e3-48fa-8774-fea5b715bf99 32.695583 \n", + "27 00:13:18.939423 07dec2d7-b5d1-410d-8879-ecf7385af719 32.696083 \n", + "28 00:15:18.623912 2f649bf1-5a42-47c0-b53f-bc6874f97cab 32.695583 \n", + "29 00:11:16.372185 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "30 00:11:36.691803 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "31 00:13:22.331665 3ef95514-1477-4b46-9515-c163aa28f582 32.810750 \n", + "32 00:13:29.040684 6672464e-9093-499b-947f-322a6e4441fb 32.696083 \n", + "33 00:13:47.852544 d549ba1d-03b9-4ac1-a867-657355614b73 32.695861 \n", + "79 00:14:19.123363 82cd3778-b7bb-44f1-8974-4c866aedf4f7 32.696083 \n", + "80 00:13:11.620139 73900a57-7f0f-46e8-a30b-aa84828eee40 32.695556 \n", + "81 00:13:57.191453 149b01f7-fe73-41d9-af83-7496f959962c 32.695861 \n", + "... ... ... ... \n", + "52989 00:12:36.293249 245134b4-96ca-455e-a5dc-2b5777c00d62 32.870944 \n", + "53025 00:03:24.496669 2f649bf1-5a42-47c0-b53f-bc6874f97cab 32.695583 \n", + "53026 00:01:12.898398 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "53027 00:02:09.904114 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "53028 00:04:10.318347 73900a57-7f0f-46e8-a30b-aa84828eee40 32.695556 \n", + "53029 00:05:21.570853 d549ba1d-03b9-4ac1-a867-657355614b73 32.695861 \n", + "53030 00:04:11.592057 d4e84085-292b-4fcb-bdc1-9813ca24e696 32.696083 \n", + "53031 00:04:00.304162 d4e84085-292b-4fcb-bdc1-9813ca24e696 32.696083 \n", + "53032 00:04:42.466950 07dec2d7-b5d1-410d-8879-ecf7385af719 32.696083 \n", + "53033 00:04:45.609979 7e4553c7-a297-4bb1-9895-7e493dbba748 32.767306 \n", + "53093 00:08:27.429967 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 32.870972 \n", + "53094 00:07:21.854860 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 32.870972 \n", + "53095 00:06:53.926205 695a9517-a0dc-42e3-820d-9253fdfea0ac 32.718611 \n", + "53096 00:06:19.988188 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "53097 00:07:24.793416 3bebad35-335c-4d69-b796-8d10d7466f8a 32.871111 \n", + "53098 00:09:39.732651 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "53099 00:06:20.882951 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 32.870972 \n", + "53100 00:07:39.653257 8ae142fc-9b22-4aab-9369-dd71bcf0ee9c 32.696083 \n", + "53101 00:05:36.367034 1cffcc44-1c60-4ca2-9a37-d3862bbe9702 32.870972 \n", + "53102 00:06:54.090362 181cc1d7-4510-4615-9b26-7787b6b06f48 32.870972 \n", + "53103 00:07:58.363940 0a5847f3-01e3-48fa-8774-fea5b715bf99 32.695583 \n", + "53104 00:05:56.555072 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "53105 00:09:25.861301 da558347-0be4-401a-ab65-f19d136e2542 32.870972 \n", + "53106 00:05:47.973640 181cc1d7-4510-4615-9b26-7787b6b06f48 32.870972 \n", + "53107 00:08:19.944621 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 32.870972 \n", + "53108 00:09:37.750464 8ad267e5-fa4e-424a-ae24-1761fc38fad9 32.695583 \n", + "53145 00:01:45.678029 8ae142fc-9b22-4aab-9369-dd71bcf0ee9c 32.696083 \n", + "53146 00:02:16.859314 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "53147 00:05:53.638933 4a5bbfd1-8f33-4b5a-8f67-ffb4a3ff4c10 32.696722 \n", + "53148 00:02:32.377911 78dc86cb-a8f2-4da8-b7c2-ff09e6e73579 32.696083 \n", + "\n", + " TowerLon \n", + "7 -96.934306 \n", + "8 -96.923556 \n", + "9 -96.934333 \n", + "10 -96.923556 \n", + "11 -96.934306 \n", + "12 -96.923556 \n", + "13 -96.934333 \n", + "14 -96.934306 \n", + "15 -96.938333 \n", + "16 -96.923556 \n", + "17 -96.923528 \n", + "18 -96.923556 \n", + "19 -96.934306 \n", + "20 -96.923528 \n", + "21 -96.923556 \n", + "22 -96.938333 \n", + "23 -96.934306 \n", + "24 -96.934333 \n", + "25 -96.934306 \n", + "26 -96.938222 \n", + "27 -96.934333 \n", + "28 -96.938222 \n", + "29 -96.934306 \n", + "30 -96.923556 \n", + "31 -96.893917 \n", + "32 -96.934333 \n", + "33 -96.937944 \n", + "79 -96.934333 \n", + "80 -96.938333 \n", + "81 -96.937944 \n", + "... ... \n", + "52989 -96.923528 \n", + "53025 -96.938222 \n", + "53026 -96.934306 \n", + "53027 -96.934306 \n", + "53028 -96.938333 \n", + "53029 -96.937944 \n", + "53030 -96.934333 \n", + "53031 -96.934333 \n", + "53032 -96.934333 \n", + "53033 -96.916278 \n", + "53093 -96.923556 \n", + "53094 -96.923556 \n", + "53095 -96.918056 \n", + "53096 -96.923556 \n", + "53097 -96.923556 \n", + "53098 -96.923556 \n", + "53099 -96.923556 \n", + "53100 -96.934333 \n", + "53101 -96.923556 \n", + "53102 -96.923556 \n", + "53103 -96.938222 \n", + "53104 -96.934306 \n", + "53105 -96.923556 \n", + "53106 -96.923556 \n", + "53107 -96.923556 \n", + "53108 -96.938222 \n", + "53145 -96.934333 \n", + "53146 -96.923556 \n", + "53147 -96.934306 \n", + "53148 -96.934333 \n", + "\n", + "[11633 rows x 10 columns], In Out Direction CallDate CallTime DOW \\\n", + "34 4931532174 349302212 Incoming 2010-12-25 19:16:59.704819 Sat \n", + "35 4931532174 9946220124 Missed 2010-12-25 14:02:03.058468 Sat \n", + "36 4931532174 2616773189 Incoming 2010-12-25 22:40:07.599364 Sat \n", + "37 4931532174 2158132197 Missed 2010-12-25 19:18:12.315977 Sat \n", + "38 4931532174 2616773189 Missed 2010-12-25 19:41:00.943332 Sat \n", + "108 4931532174 6252935569 Incoming 2010-12-26 22:54:10.916365 Sun \n", + "109 4931532174 4094055867 Incoming 2010-12-26 22:19:03.099418 Sun \n", + "110 4931532174 9179910929 Incoming 2010-12-26 19:23:05.309345 Sun \n", + "222 4931532174 5656696791 Incoming 2010-12-28 08:39:29.729172 Tue \n", + "223 4931532174 4094055867 Missed 2010-12-28 12:02:33.043053 Tue \n", + "224 4931532174 9946220124 Incoming 2010-12-28 08:27:41.014962 Tue \n", + "225 4931532174 6252935569 Incoming 2010-12-28 19:21:20.264386 Tue \n", + "226 4931532174 349302212 Incoming 2010-12-28 19:21:31.908708 Tue \n", + "227 4931532174 3961837349 Incoming 2010-12-28 07:22:49.522814 Tue \n", + "228 4931532174 8431307967 Missed 2010-12-28 13:00:05.946765 Tue \n", + "262 4931532174 9946220124 Missed 2010-12-29 17:11:52.737074 Wed \n", + "332 4931532174 8431307967 Incoming 2010-12-30 08:12:38.340886 Thr \n", + "333 4931532174 5656696791 Incoming 2010-12-30 20:56:39.716812 Thr \n", + "334 4931532174 8431307967 Incoming 2010-12-30 15:34:36.747730 Thr \n", + "335 4931532174 4094055867 Incoming 2010-12-30 09:39:18.721295 Thr \n", + "336 4931532174 9179910929 Incoming 2010-12-30 20:07:40.431093 Thr \n", + "337 4931532174 2616773189 Incoming 2010-12-30 22:35:32.208274 Thr \n", + "413 4931532174 9740768788 Incoming 2010-12-31 19:35:01.423166 Fri \n", + "414 4931532174 1549730301 Missed 2010-12-31 10:13:05.896149 Fri \n", + "415 4931532174 9387901669 Incoming 2010-12-31 08:53:34.410247 Fri \n", + "416 4931532174 9179910929 Incoming 2010-12-31 19:20:37.194931 Fri \n", + "417 4931532174 2158132197 Missed 2010-12-31 19:22:30.853917 Fri \n", + "418 4931532174 8625251754 Missed 2010-12-31 08:49:56.309361 Fri \n", + "419 4931532174 5656696791 Missed 2010-12-31 07:59:37.767132 Fri \n", + "492 4931532174 8431307967 Incoming 2011-01-01 17:02:05.116766 Sat \n", + "... ... ... ... ... ... ... \n", + "52593 4931532174 5232601425 Incoming 2013-02-17 07:48:02.575179 Sun \n", + "52594 4931532174 9387901669 Missed 2013-02-17 16:55:35.642031 Sun \n", + "52595 4931532174 5656696791 Incoming 2013-02-17 12:46:33.820269 Sun \n", + "52596 4931532174 8431307967 Incoming 2013-02-17 20:58:03.289287 Sun \n", + "52597 4931532174 2838298188 Incoming 2013-02-17 15:02:26.168529 Sun \n", + "52689 4931532174 8431307967 Incoming 2013-02-18 08:03:41.388954 Mon \n", + "52690 4931532174 8625251754 Incoming 2013-02-18 21:31:55.477094 Mon \n", + "52742 4931532174 6252935569 Incoming 2013-02-19 19:47:32.925966 Tue \n", + "52743 4931532174 9740768788 Incoming 2013-02-19 17:31:23.810141 Tue \n", + "52744 4931532174 2838298188 Incoming 2013-02-19 18:49:28.298124 Tue \n", + "52745 4931532174 8625251754 Incoming 2013-02-19 18:42:46.395965 Tue \n", + "52746 4931532174 8431307967 Incoming 2013-02-19 17:19:49.341766 Tue \n", + "52747 4931532174 709471711 Incoming 2013-02-19 19:59:08.238534 Tue \n", + "52748 4931532174 9387901669 Missed 2013-02-19 11:53:17.270000 Tue \n", + "52808 4931532174 6252935569 Incoming 2013-02-20 18:18:15.419533 Wed \n", + "52809 4931532174 7967785837 Missed 2013-02-20 16:06:08.681201 Wed \n", + "52810 4931532174 9740768788 Incoming 2013-02-20 13:02:27.898460 Wed \n", + "52811 4931532174 2158132197 Incoming 2013-02-20 18:52:15.164919 Wed \n", + "52812 4931532174 2158132197 Incoming 2013-02-20 09:38:19.487239 Wed \n", + "52849 4931532174 709471711 Incoming 2013-02-21 19:06:36.914381 Thr \n", + "52850 4931532174 8431307967 Missed 2013-02-21 19:27:59.673100 Thr \n", + "52902 4931532174 3961837349 Missed 2013-02-22 16:28:56.700976 Fri \n", + "52903 4931532174 2616773189 Incoming 2013-02-22 06:46:35.332897 Fri \n", + "52904 4931532174 3961837349 Incoming 2013-02-22 19:16:49.583321 Fri \n", + "52905 4931532174 6252935569 Incoming 2013-02-22 19:06:12.634699 Fri \n", + "52990 4931532174 349302212 Incoming 2013-02-23 15:42:16.785918 Sat \n", + "52991 4931532174 2158132197 Missed 2013-02-23 09:45:50.818947 Sat \n", + "53034 4931532174 1549730301 Incoming 2013-02-24 19:16:16.400833 Sun \n", + "53035 4931532174 709471711 Incoming 2013-02-24 07:40:00.978613 Sun \n", + "53036 4931532174 2838298188 Missed 2013-02-24 14:04:05.632310 Sun \n", + "\n", + " Duration TowerID TowerLat \\\n", + "34 00:01:27.220570 e1fc93e2-8f7b-4752-b4f4-a3967575d8d4 32.865806 \n", + "35 00:02:18.670938 d283fe5a-bb0c-48f0-8d8b-42b0c2177adb 32.780278 \n", + "36 00:02:22.788200 24e4c51f-89f9-4d78-9b1a-8b2989f7330d 32.865806 \n", + "37 00:02:34.497784 5ab36b2d-0bdc-456d-8556-6aa8949d6bd3 32.865806 \n", + "38 00:01:04.231457 e77652ea-0c3d-4bf6-8151-0dffd79ebbb9 32.865806 \n", + "108 00:02:45.651723 cd0ca3a7-1af5-4541-a1a9-460168ccfe5e 32.865806 \n", + "109 00:00:23.329090 2172fd91-6015-4ff4-864d-bee9962b53b3 32.865806 \n", + "110 00:00:57.416184 04e9ab6c-9e2a-4e10-94b4-55cc9c54bce3 32.865806 \n", + "222 00:03:35.586080 2a9baaa7-7cf1-4a9c-98ac-03a35743979a 32.780278 \n", + "223 00:02:51.260205 f19e1660-a628-48bf-a0c4-e6f95e48bcf4 32.780278 \n", + "224 00:03:38.847120 d283fe5a-bb0c-48f0-8d8b-42b0c2177adb 32.780278 \n", + "225 00:04:38.993950 2048e13a-1d56-49bc-8103-f87e8fafbdb7 32.865806 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Tue \n", + "233 2419930464 7221421093 Missed 2010-12-28 18:06:47.788542 Tue \n", + "234 2419930464 2585664903 Missed 2010-12-28 17:42:07.545231 Tue \n", + "338 2419930464 2986775149 Missed 2010-12-30 10:33:35.146996 Thr \n", + "339 2419930464 4137542386 Incoming 2010-12-30 18:45:04.041299 Thr \n", + "340 2419930464 7221421093 Missed 2010-12-30 07:43:56.865479 Thr \n", + "341 2419930464 3311266310 Incoming 2010-12-30 08:06:21.604243 Thr \n", + "342 2419930464 1504605209 Missed 2010-12-30 20:38:14.962826 Thr \n", + "343 2419930464 5614111006 Incoming 2010-12-30 07:41:20.472496 Thr \n", + "420 2419930464 7865710565 Incoming 2010-12-31 08:52:51.782304 Fri \n", + "421 2419930464 9723159439 Incoming 2010-12-31 19:35:11.355892 Fri \n", + "422 2419930464 1614977118 Incoming 2010-12-31 07:16:03.103975 Fri \n", + "423 2419930464 4915349279 Incoming 2010-12-31 08:09:32.265410 Fri \n", + "424 2419930464 1614977118 Incoming 2010-12-31 08:25:38.663199 Fri \n", + "495 2419930464 4137542386 Incoming 2011-01-01 21:12:01.231644 Sat \n", + "496 2419930464 9723159439 Incoming 2011-01-01 17:08:03.117101 Sat \n", + "563 2419930464 1504605209 Incoming 2011-01-02 16:42:00.105599 Sun \n", + "564 2419930464 5614111006 Missed 2011-01-02 09:07:27.626460 Sun \n", + "650 2419930464 4827630640 Incoming 2011-01-03 22:06:35.944403 Mon \n", + "651 2419930464 7221421093 Incoming 2011-01-03 08:33:15.665019 Mon \n", + "652 2419930464 2986775149 Missed 2011-01-03 20:12:40.080116 Mon \n", + "... ... ... ... ... ... ... \n", + "52380 2419930464 2986775149 Incoming 2013-02-14 19:52:39.003372 Thr \n", + "52381 2419930464 2986775149 Incoming 2013-02-14 08:53:02.019285 Thr \n", + "52519 2419930464 4883521441 Incoming 2013-02-16 16:22:43.190643 Sat \n", + "52520 2419930464 1504605209 Missed 2013-02-16 20:43:29.281676 Sat \n", + "52598 2419930464 2388457146 Incoming 2013-02-17 14:24:28.445840 Sun \n", + "52599 2419930464 393947362 Missed 2013-02-17 08:56:58.786412 Sun \n", + "52600 2419930464 4915349279 Incoming 2013-02-17 13:44:29.394456 Sun \n", + "52601 2419930464 2986775149 Incoming 2013-02-17 20:13:26.717310 Sun \n", + "52691 2419930464 4137542386 Incoming 2013-02-18 22:01:17.877211 Mon \n", + "52692 2419930464 9773355476 Missed 2013-02-18 18:28:12.269802 Mon \n", + "52749 2419930464 1614977118 Incoming 2013-02-19 08:01:03.574068 Tue \n", + "52750 2419930464 2585664903 Incoming 2013-02-19 07:18:12.554182 Tue \n", + "52851 2419930464 4137542386 Incoming 2013-02-21 16:55:10.714476 Thr \n", + "52852 2419930464 7221421093 Missed 2013-02-21 18:26:01.763819 Thr \n", + "52853 2419930464 7865710565 Incoming 2013-02-21 11:04:50.809830 Thr \n", + "52854 2419930464 2633589480 Missed 2013-02-21 07:25:37.614712 Thr \n", + "52906 2419930464 5614111006 Incoming 2013-02-22 18:12:12.516906 Fri \n", + "52907 2419930464 3572301394 Incoming 2013-02-22 16:56:22.139757 Fri \n", + "52908 2419930464 2388457146 Missed 2013-02-22 07:44:21.554057 Fri \n", + "52992 2419930464 4109028818 Incoming 2013-02-23 09:45:12.570564 Sat \n", + "52993 2419930464 2633589480 Missed 2013-02-23 14:24:42.425787 Sat \n", + "52994 2419930464 3311266310 Incoming 2013-02-23 22:23:53.002835 Sat \n", + "53037 2419930464 3311266310 Missed 2013-02-24 14:18:45.127285 Sun \n", + "53038 2419930464 5614111006 Incoming 2013-02-24 09:07:01.020219 Sun \n", + "53109 2419930464 4915349279 Incoming 2013-02-25 18:46:33.957521 Mon \n", + "53110 2419930464 4827630640 Missed 2013-02-25 18:55:48.112923 Mon \n", + "53111 2419930464 3572301394 Incoming 2013-02-25 10:48:47.605719 Mon \n", + "53112 2419930464 4883521441 Missed 2013-02-25 06:45:39.105387 Mon \n", + "53113 2419930464 3572301394 Incoming 2013-02-25 08:11:39.017449 Mon \n", + "53149 2419930464 3782597031 Incoming 2013-02-26 18:45:13.937576 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "39 00:01:16.035366 845cc8b7-4671-4d8a-abdc-69e46bf5a237 32.846944 \n", + "40 00:00:53.517772 a9fff0cf-b6ca-4f94-ad74-c9da6d9f394e 32.847528 \n", + "111 00:03:22.616210 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CallDate CallTime DOW \\\n", + "41 1884182865 831624281 Incoming 2010-12-25 19:07:33.780104 Sat \n", + "42 1884182865 8351322879 Incoming 2010-12-25 18:48:15.009494 Sat \n", + "43 1884182865 9879762520 Incoming 2010-12-25 10:19:13.812844 Sat \n", + "44 1884182865 8351322879 Incoming 2010-12-25 19:46:23.143294 Sat \n", + "115 1884182865 159066337 Missed 2010-12-26 09:54:36.900599 Sun \n", + "116 1884182865 4247940650 Incoming 2010-12-26 17:56:02.185109 Sun \n", + "117 1884182865 3714673967 Incoming 2010-12-26 06:54:03.020183 Sun \n", + "118 1884182865 4430074767 Missed 2010-12-26 15:50:28.483157 Sun \n", + "173 1884182865 831624281 Missed 2010-12-27 22:29:53.473949 Mon \n", + "174 1884182865 101528167 Missed 2010-12-27 19:40:53.566127 Mon \n", + "175 1884182865 831624281 Incoming 2010-12-27 09:21:41.797931 Mon \n", + "176 1884182865 159066337 Incoming 2010-12-27 20:08:39.229394 Mon \n", + "177 1884182865 8351322879 Missed 2010-12-27 07:09:26.504262 Mon \n", + "235 1884182865 3869862577 Incoming 2010-12-28 07:56:55.770866 Tue \n", + "236 1884182865 3869862577 Incoming 2010-12-28 20:40:46.168127 Tue \n", + "237 1884182865 4430074767 Missed 2010-12-28 20:40:13.720607 Tue \n", + "238 1884182865 3180476284 Missed 2010-12-28 19:57:12.614559 Tue \n", + "263 1884182865 9879762520 Incoming 2010-12-29 16:55:58.917644 Wed \n", + "344 1884182865 8284006278 Incoming 2010-12-30 19:06:17.299185 Thr \n", + "345 1884182865 7618806843 Incoming 2010-12-30 10:54:40.632785 Thr \n", + "346 1884182865 831624281 Missed 2010-12-30 19:23:06.524429 Thr \n", + "347 1884182865 159066337 Incoming 2010-12-30 08:07:52.909000 Thr \n", + "348 1884182865 6704873131 Missed 2010-12-30 08:27:58.416207 Thr \n", + "349 1884182865 7618806843 Incoming 2010-12-30 10:19:40.368236 Thr \n", + "425 1884182865 831624281 Incoming 2010-12-31 08:18:21.161375 Fri \n", + "426 1884182865 4430074767 Missed 2010-12-31 19:12:02.573014 Fri \n", + "497 1884182865 6704873131 Missed 2011-01-01 09:51:10.978286 Sat \n", + "498 1884182865 3869862577 Incoming 2011-01-01 15:38:46.974195 Sat \n", + "499 1884182865 3180476284 Incoming 2011-01-01 14:39:48.291698 Sat \n", + "500 1884182865 4430074767 Incoming 2011-01-01 19:53:50.441770 Sat \n", + "... ... ... ... ... ... ... \n", + "52451 1884182865 7614288131 Missed 2013-02-15 06:49:24.840112 Fri \n", + "52452 1884182865 7618806843 Missed 2013-02-15 19:22:16.073480 Fri \n", + "52521 1884182865 8351322879 Incoming 2013-02-16 19:45:18.662535 Sat \n", + "52522 1884182865 3714673967 Incoming 2013-02-16 14:22:54.170962 Sat \n", + "52523 1884182865 9879762520 Missed 2013-02-16 15:55:28.819743 Sat \n", + "52602 1884182865 9025692082 Incoming 2013-02-17 15:09:57.939078 Sun \n", + "52603 1884182865 7456008703 Incoming 2013-02-17 19:43:22.664012 Sun \n", + "52604 1884182865 7614288131 Missed 2013-02-17 15:26:08.999633 Sun \n", + "52605 1884182865 9879762520 Incoming 2013-02-17 15:41:57.319516 Sun \n", + "52693 1884182865 9025692082 Incoming 2013-02-18 11:54:41.772645 Mon \n", + "52751 1884182865 4247940650 Incoming 2013-02-19 08:41:28.970271 Tue \n", + "52752 1884182865 8351322879 Incoming 2013-02-19 12:35:55.426914 Tue \n", + "52753 1884182865 4247940650 Missed 2013-02-19 08:25:45.766285 Tue \n", + "52813 1884182865 9182268408 Incoming 2013-02-20 07:28:02.543429 Wed \n", + "52855 1884182865 7456008703 Incoming 2013-02-21 13:53:17.755699 Thr \n", + "52856 1884182865 8284006278 Incoming 2013-02-21 07:47:10.386164 Thr \n", + "52909 1884182865 7456008703 Missed 2013-02-22 18:56:24.436861 Fri \n", + "52910 1884182865 3714673967 Missed 2013-02-22 08:16:52.459179 Fri \n", + "52911 1884182865 8284006278 Incoming 2013-02-22 19:20:07.143489 Fri \n", + "52995 1884182865 920892360 Incoming 2013-02-23 20:56:33.315610 Sat \n", + "52996 1884182865 3714673967 Incoming 2013-02-23 20:32:15.143485 Sat \n", + "53039 1884182865 8284006278 Incoming 2013-02-24 10:23:08.397230 Sun \n", + "53040 1884182865 6525536997 Incoming 2013-02-24 20:59:01.937331 Sun \n", + "53041 1884182865 8351322879 Missed 2013-02-24 09:50:00.046542 Sun \n", + "53042 1884182865 7456008703 Incoming 2013-02-24 19:39:02.050932 Sun \n", + "53043 1884182865 4430074767 Incoming 2013-02-24 09:37:34.532717 Sun \n", + "53114 1884182865 920892360 Incoming 2013-02-25 18:13:43.312586 Mon \n", + "53115 1884182865 4430074767 Missed 2013-02-25 11:44:16.775609 Mon \n", + "53116 1884182865 101528167 Incoming 2013-02-25 18:20:19.086988 Mon \n", + "53117 1884182865 8351322879 Incoming 2013-02-25 08:08:54.470910 Mon \n", + "\n", + " Duration TowerID TowerLat \\\n", + "41 00:04:17.744050 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "42 00:02:51.048270 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "43 00:01:18.897063 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "44 00:02:55.369389 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "115 00:02:29.033808 fd58e4aa-8df2-4a3d-999b-c809a7131329 32.922722 \n", + "116 00:02:37.312106 11ce3f17-828e-4288-9b3e-077448076217 32.922722 \n", + "117 00:02:54.075624 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "118 00:02:38.373899 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "173 00:02:41.378032 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "174 00:00:33.905067 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "175 00:02:14.201523 4ee91811-4c12-4dad-9167-36d69ae97534 32.922722 \n", + "176 00:00:27.000279 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "177 00:03:42.271056 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "235 00:02:48.055672 b470d4f4-992c-41fe-8b55-6a5f9062110f 32.917333 \n", + "236 00:01:16.336591 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "237 00:03:33.348821 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "238 00:02:21.330012 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "263 00:00:34.632062 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "344 00:02:52.662917 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "345 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\n", + "239 3688089071 6773103168 Missed 2010-12-28 07:46:21.602064 Tue \n", + "240 3688089071 7796058876 Missed 2010-12-28 21:07:34.105785 Tue \n", + "241 3688089071 2461548074 Incoming 2010-12-28 07:02:32.386352 Tue \n", + "264 3688089071 6773103168 Incoming 2010-12-29 22:36:23.720478 Wed \n", + "350 3688089071 5044743266 Incoming 2010-12-30 06:30:46.074429 Thr \n", + "351 3688089071 8414220939 Incoming 2010-12-30 08:55:15.960383 Thr \n", + "427 3688089071 8181394602 Missed 2010-12-31 16:39:36.799915 Fri \n", + "428 3688089071 8164694031 Incoming 2010-12-31 07:54:12.910977 Fri \n", + "429 3688089071 2446674193 Missed 2010-12-31 10:58:41.823539 Fri \n", + "430 3688089071 8181394602 Missed 2010-12-31 20:00:02.583463 Fri \n", + "501 3688089071 3916193304 Missed 2011-01-01 15:23:49.943178 Sat \n", + "502 3688089071 1006566938 Incoming 2011-01-01 10:06:18.369841 Sat \n", + "503 3688089071 3969523103 Incoming 2011-01-01 19:07:22.588046 Sat \n", + "567 3688089071 2446674193 Incoming 2011-01-02 09:57:41.239585 Sun \n", + "662 3688089071 7796058876 Incoming 2011-01-03 21:33:21.013864 Mon \n", + "791 3688089071 2461548074 Incoming 2011-01-05 08:21:05.197797 Wed \n", + "792 3688089071 7145716173 Incoming 2011-01-05 09:10:35.063914 Wed \n", + "793 3688089071 6472766127 Incoming 2011-01-05 15:31:20.864573 Wed \n", + "846 3688089071 6661300452 Incoming 2011-01-06 08:35:29.627865 Thr \n", + "847 3688089071 5549982238 Incoming 2011-01-06 18:14:32.848364 Thr \n", + "977 3688089071 3916193304 Missed 2011-01-08 10:16:41.300119 Sat \n", + "1034 3688089071 6661300452 Missed 2011-01-09 15:19:38.704182 Sun \n", + "1035 3688089071 8414220939 Incoming 2011-01-09 13:20:49.188141 Sun \n", + "1036 3688089071 8181394602 Missed 2011-01-09 14:37:39.951846 Sun \n", + "1037 3688089071 3719400425 Incoming 2011-01-09 10:16:15.084058 Sun \n", + "1128 3688089071 9698723291 Incoming 2011-01-10 17:34:44.089129 Mon \n", + "... ... ... ... ... ... ... \n", + "52453 3688089071 8164694031 Incoming 2013-02-15 08:13:21.754561 Fri \n", + "52454 3688089071 3302955590 Incoming 2013-02-15 06:15:01.525538 Fri \n", + "52524 3688089071 8164694031 Incoming 2013-02-16 07:24:57.402037 Sat \n", + "52525 3688089071 2446674193 Missed 2013-02-16 10:58:05.690154 Sat \n", + "52526 3688089071 1006566938 Missed 2013-02-16 16:20:43.619504 Sat \n", + "52527 3688089071 8164694031 Incoming 2013-02-16 14:19:46.825254 Sat \n", + "52606 3688089071 7796058876 Incoming 2013-02-17 15:18:05.962975 Sun \n", + "52607 3688089071 3969523103 Missed 2013-02-17 10:45:57.351099 Sun \n", + "52608 3688089071 6773103168 Incoming 2013-02-17 10:27:57.543197 Sun \n", + "52609 3688089071 5549982238 Missed 2013-02-17 09:54:04.706396 Sun \n", + "52754 3688089071 6773103168 Incoming 2013-02-19 18:46:17.416766 Tue \n", + "52755 3688089071 2446674193 Incoming 2013-02-19 17:41:35.202339 Tue \n", + "52814 3688089071 8164694031 Incoming 2013-02-20 07:56:10.445613 Wed \n", + "52857 3688089071 7796058876 Incoming 2013-02-21 18:07:33.715480 Thr \n", + "52858 3688089071 2461548074 Incoming 2013-02-21 08:24:32.985301 Thr \n", + "52859 3688089071 7796058876 Incoming 2013-02-21 08:10:12.313903 Thr \n", + "52860 3688089071 8181394602 Missed 2013-02-21 13:41:03.231603 Thr \n", + "52912 3688089071 8164694031 Incoming 2013-02-22 08:34:56.784302 Fri \n", + "52913 3688089071 1936569047 Incoming 2013-02-22 08:28:38.715319 Fri \n", + "52914 3688089071 2461548074 Incoming 2013-02-22 18:05:42.168826 Fri \n", + "52997 3688089071 6773103168 Missed 2013-02-23 09:15:35.110139 Sat \n", + "52998 3688089071 2654286942 Incoming 2013-02-23 16:36:37.361101 Sat \n", + "53044 3688089071 7796058876 Incoming 2013-02-24 19:54:52.003428 Sun \n", + "53045 3688089071 2446674193 Incoming 2013-02-24 14:39:31.521742 Sun \n", + "53046 3688089071 6773103168 Incoming 2013-02-24 15:00:49.213480 Sun \n", + "53047 3688089071 3302955590 Incoming 2013-02-24 20:25:14.169289 Sun \n", + "53118 3688089071 3969523103 Incoming 2013-02-25 19:13:17.940098 Mon \n", + "53119 3688089071 5044743266 Incoming 2013-02-25 08:44:21.811188 Mon \n", + "53150 3688089071 2654286942 Incoming 2013-02-26 17:00:32.458201 Tue \n", + "53151 3688089071 3719400425 Incoming 2013-02-26 19:28:23.419066 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "45 00:01:39.223750 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "119 00:00:57.982782 55a7fcf1-8f7b-450f-a332-9f5de4c8b37d 32.770833 \n", + "178 00:00:03.217551 4706b572-28c4-4252-891f-aa372c9e13de 32.778250 \n", + "179 00:04:21.718884 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "239 00:04:32.220826 a565cbba-0d3a-48f1-9e8b-d4adfc70c216 32.812333 \n", + "240 00:03:01.890478 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "241 00:00:33.639593 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "264 00:02:29.035943 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "350 00:01:23.093845 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "351 00:01:42.612732 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "427 00:01:39.052057 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "428 00:02:52.417905 c3dff447-6580-46ab-882b-b5dd917c1a25 32.796306 \n", + "429 00:03:59.035546 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "430 00:03:32.822669 5e891ba4-b5a0-4817-b22b-d6b71aaffdb1 32.770833 \n", + "501 00:01:42.646682 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "502 00:00:51.429340 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "503 00:00:40.333580 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "567 00:00:41.747709 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "662 00:03:09.725830 55a7fcf1-8f7b-450f-a332-9f5de4c8b37d 32.770833 \n", + "791 00:00:21.643816 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "792 00:03:10.599914 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "793 00:00:48.251936 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "846 00:02:50.541463 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "847 00:01:19.231474 1f23e440-d1f5-4336-b6dd-e483aca94563 32.781667 \n", + "977 00:01:48.045183 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1034 00:01:42.594596 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1035 00:00:41.049203 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1036 00:03:50.171683 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1037 00:00:14.431680 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1128 00:00:29.935089 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "... ... ... ... \n", + "52453 00:01:40.259735 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52454 00:00:20.422322 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "52524 00:02:32.497787 5e891ba4-b5a0-4817-b22b-d6b71aaffdb1 32.770833 \n", + "52525 00:00:28.176091 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52526 00:02:21.693660 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52527 00:00:30.293233 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52606 00:02:02.192429 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52607 00:02:26.798157 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52608 00:00:33.319385 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52609 00:00:39.929303 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52754 00:02:36.951629 070271b1-ec8d-4915-aaee-6a33e03bcd8b 32.770833 \n", + "52755 00:01:49.304794 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52814 00:00:12.595012 a565cbba-0d3a-48f1-9e8b-d4adfc70c216 32.812333 \n", + "52857 00:01:01.292719 0f1cde9c-666c-42a1-a93d-22cc9029b0ce 32.789444 \n", + "52858 00:03:55.498419 71f2a16f-2dce-449a-9e57-19baa95220d9 32.808333 \n", + "52859 00:00:49.948723 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52860 00:00:07.990585 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52912 00:01:24.014981 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52913 00:00:10.587514 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52914 00:00:17.218880 f4934a88-749b-45d2-baa1-3502b2aaae7e 32.778667 \n", + "52997 00:01:03.544452 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52998 00:01:47.992674 c252edb9-cb2f-4cb1-95e2-e651e72fd890 32.812889 \n", + "53044 00:02:07.405077 5e891ba4-b5a0-4817-b22b-d6b71aaffdb1 32.770833 \n", + "53045 00:02:26.063666 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "53046 00:02:19.081429 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "53047 00:02:45.076035 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "53118 00:02:02.844238 55a7fcf1-8f7b-450f-a332-9f5de4c8b37d 32.770833 \n", + "53119 00:00:18.037814 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "53150 00:02:19.930445 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "53151 00:01:18.640579 070271b1-ec8d-4915-aaee-6a33e03bcd8b 32.770833 \n", + "\n", + " TowerLon \n", + "45 -96.870556 \n", + "119 -96.685556 \n", + "178 -96.758167 \n", + "179 -96.685556 \n", + "239 -96.865833 \n", + "240 -96.685556 \n", + "241 -96.685556 \n", + "264 -96.685556 \n", + "350 -96.685556 \n", + "351 -96.870556 \n", + "427 -96.870556 \n", + "428 -96.789528 \n", + "429 -96.870556 \n", + "430 -96.685556 \n", + "501 -96.870556 \n", + "502 -96.870556 \n", + "503 -96.685556 \n", + "567 -96.870556 \n", + "662 -96.685556 \n", + "791 -96.870556 \n", + "792 -96.870556 \n", + "793 -96.870556 \n", + "846 -96.870556 \n", + "847 -96.722222 \n", + "977 -96.870556 \n", + "1034 -96.870556 \n", + "1035 -96.870556 \n", + "1036 -96.870556 \n", + "1037 -96.870556 \n", + "1128 -96.870556 \n", + "... ... \n", + "52453 -96.870556 \n", + "52454 -96.685556 \n", + "52524 -96.685556 \n", + "52525 -96.870556 \n", + "52526 -96.870556 \n", + "52527 -96.870556 \n", + "52606 -96.870556 \n", + "52607 -96.870556 \n", + "52608 -96.870556 \n", + "52609 -96.870556 \n", + "52754 -96.685556 \n", + "52755 -96.870556 \n", + "52814 -96.865833 \n", + "52857 -96.779444 \n", + "52858 -96.838333 \n", + "52859 -96.870556 \n", + "52860 -96.870556 \n", + "52912 -96.870556 \n", + "52913 -96.870556 \n", + "52914 -96.731222 \n", + "52997 -96.870556 \n", + "52998 -96.859278 \n", + "53044 -96.685556 \n", + "53045 -96.870556 \n", + "53046 -96.870556 \n", + "53047 -96.685556 \n", + "53118 -96.685556 \n", + "53119 -96.870556 \n", + "53150 -96.870556 \n", + "53151 -96.685556 \n", + "\n", + "[1610 rows x 10 columns], In Out Direction CallDate CallTime DOW \\\n", + "46 4555003213 1713422160 Incoming 2010-12-25 09:43:02.480074 Sat \n", + "47 4555003213 7336181198 Incoming 2010-12-25 09:22:37.997984 Sat \n", + "48 4555003213 9331020467 Incoming 2010-12-25 10:16:52.336143 Sat \n", + "49 4555003213 6586946816 Missed 2010-12-25 14:49:49.333504 Sat \n", + "120 4555003213 4074077941 Incoming 2010-12-26 09:47:10.886158 Sun \n", + "121 4555003213 7336181198 Missed 2010-12-26 22:52:17.142120 Sun \n", + "180 4555003213 8922386990 Incoming 2010-12-27 08:29:20.567936 Mon \n", + "181 4555003213 8922386990 Incoming 2010-12-27 19:34:18.725457 Mon \n", + "242 4555003213 3664020705 Incoming 2010-12-28 19:09:47.530340 Tue \n", + "265 4555003213 9216359970 Missed 2010-12-29 09:54:36.582445 Wed \n", + "266 4555003213 9410133160 Incoming 2010-12-29 08:10:27.774089 Wed \n", + "267 4555003213 8529129422 Missed 2010-12-29 10:25:24.542852 Wed \n", + "268 4555003213 4485094172 Missed 2010-12-29 16:28:20.982469 Wed \n", + "269 4555003213 4074077941 Incoming 2010-12-29 10:07:11.702407 Wed \n", + "352 4555003213 6586946816 Incoming 2010-12-30 20:29:55.049165 Thr \n", + "353 4555003213 8922386990 Incoming 2010-12-30 06:40:27.788646 Thr \n", + "354 4555003213 4074077941 Incoming 2010-12-30 17:26:20.485272 Thr \n", + "355 4555003213 3664020705 Missed 2010-12-30 19:20:52.241755 Thr \n", + "356 4555003213 8529129422 Incoming 2010-12-30 07:40:44.425443 Thr \n", + "357 4555003213 9331020467 Incoming 2010-12-30 21:14:06.674331 Thr \n", + "504 4555003213 9331020467 Incoming 2011-01-01 14:21:05.560187 Sat \n", + "505 4555003213 9410133160 Incoming 2011-01-01 14:16:12.256035 Sat \n", + "506 4555003213 8922386990 Incoming 2011-01-01 09:21:04.314676 Sat \n", + "507 4555003213 4074077941 Incoming 2011-01-01 15:07:43.237119 Sat \n", + "508 4555003213 6287124966 Incoming 2011-01-01 18:37:28.146081 Sat \n", + "509 4555003213 4074077941 Incoming 2011-01-01 10:43:12.340317 Sat \n", + "568 4555003213 5020746015 Incoming 2011-01-02 15:23:54.338127 Sun \n", + "569 4555003213 2058171923 Incoming 2011-01-02 22:32:00.941594 Sun \n", + "715 4555003213 5020746015 Missed 2011-01-04 08:21:36.733440 Tue \n", + "716 4555003213 9410133160 Missed 2011-01-04 11:05:04.282545 Tue \n", + "... ... ... ... ... ... ... \n", + "52611 4555003213 6221660132 Missed 2013-02-17 09:56:44.959961 Sun \n", + "52612 4555003213 9216359970 Incoming 2013-02-17 13:54:18.626709 Sun \n", + "52613 4555003213 1713422160 Incoming 2013-02-17 10:10:56.263443 Sun \n", + "52756 4555003213 9216359970 Missed 2013-02-19 18:10:18.866181 Tue \n", + "52757 4555003213 9410133160 Missed 2013-02-19 13:35:08.060385 Tue \n", + "52758 4555003213 8529129422 Incoming 2013-02-19 08:49:34.218751 Tue \n", + "52759 4555003213 9410133160 Missed 2013-02-19 19:22:37.915439 Tue \n", + "52760 4555003213 9331020467 Missed 2013-02-19 18:17:53.462115 Tue \n", + "52761 4555003213 3664020705 Missed 2013-02-19 21:22:09.537469 Tue \n", + "52815 4555003213 5693960839 Incoming 2013-02-20 08:24:19.600657 Wed \n", + "52816 4555003213 6586946816 Incoming 2013-02-20 17:22:23.499928 Wed \n", + "52817 4555003213 8529129422 Missed 2013-02-20 19:45:15.748899 Wed \n", + "52818 4555003213 6287124966 Incoming 2013-02-20 12:45:00.655069 Wed \n", + "52819 4555003213 5020746015 Missed 2013-02-20 07:38:00.983181 Wed \n", + "52820 4555003213 8529129422 Incoming 2013-02-20 08:55:37.337826 Wed \n", + "52861 4555003213 6287124966 Missed 2013-02-21 07:17:59.238576 Thr \n", + "52862 4555003213 7336181198 Missed 2013-02-21 18:19:45.004602 Thr \n", + "52863 4555003213 9331020467 Incoming 2013-02-21 07:33:01.278776 Thr \n", + "52864 4555003213 7336181198 Incoming 2013-02-21 07:58:44.726228 Thr \n", + "52865 4555003213 8529129422 Incoming 2013-02-21 17:17:30.397582 Thr \n", + "52999 4555003213 7336181198 Missed 2013-02-23 10:08:31.387514 Sat \n", + "53000 4555003213 1713422160 Incoming 2013-02-23 14:46:29.092874 Sat \n", + "53048 4555003213 9709686579 Incoming 2013-02-24 20:00:01.614451 Sun \n", + "53049 4555003213 8922386990 Incoming 2013-02-24 17:19:00.637556 Sun \n", + "53120 4555003213 1713422160 Incoming 2013-02-25 18:14:40.598704 Mon \n", + "53121 4555003213 6287124966 Incoming 2013-02-25 08:09:30.885052 Mon \n", + "53122 4555003213 7336181198 Missed 2013-02-25 18:34:40.901540 Mon \n", + "53152 4555003213 256125375 Incoming 2013-02-26 08:23:49.049348 Tue \n", + "53153 4555003213 256125375 Incoming 2013-02-26 20:01:58.053814 Tue \n", + "53154 4555003213 1997712273 Incoming 2013-02-26 18:52:22.852736 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "46 00:00:02.740302 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "47 00:03:59.603021 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "48 00:01:08.357103 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "49 00:01:50.755066 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "120 00:00:25.321289 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "121 00:00:11.792806 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "180 00:01:08.131281 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "181 00:00:49.880711 1231efca-966f-4380-abcf-4751c99e8a96 32.705222 \n", + "242 00:00:31.387318 1231efca-966f-4380-abcf-4751c99e8a96 32.705222 \n", + "265 00:01:46.241546 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "266 00:02:47.693928 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "267 00:01:35.509991 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "268 00:03:38.669135 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "269 00:02:45.698234 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "352 00:03:09.586514 3d5658d9-cf8e-40f9-8a0d-26aa2fd9fe9c 32.705222 \n", + "353 00:01:30.330994 27a55a6a-eb85-42dc-821f-9ebb1eaa4d11 32.695000 \n", + "354 00:04:09.385940 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "355 00:03:05.790090 462756d2-ca9d-4721-aab7-0c5ea3072c07 32.695000 \n", + "356 00:01:34.388829 9707635b-df0c-40dd-92e7-340fd7e7a525 32.739722 \n", + "357 00:02:21.414548 b6f8191b-cf85-4865-aad7-d37940b0346d 32.705222 \n", + "504 00:02:24.438672 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "505 00:01:15.411843 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "506 00:04:42.079772 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "507 00:02:59.072229 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "508 00:02:41.704633 f748c831-82af-4efa-bfea-755f18382923 32.710722 \n", + "509 00:03:04.082240 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "568 00:01:08.036859 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "569 00:00:46.546771 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "715 00:02:48.914012 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "716 00:02:32.836586 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "... ... ... ... \n", + "52611 00:00:40.270446 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "52612 00:02:23.941384 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "52613 00:00:09.858528 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "52756 00:02:41.329388 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "52757 00:03:12.179065 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "52758 00:04:57.628974 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "52759 00:02:05.254527 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "52760 00:03:04.418891 6f116117-d5a3-48e6-a14e-b99687e898d3 32.720861 \n", + "52761 00:04:26.778127 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "52815 00:01:53.126479 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "52816 00:04:32.874654 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "52817 00:03:06.391931 3d5658d9-cf8e-40f9-8a0d-26aa2fd9fe9c 32.705222 \n", + "52818 00:01:58.282433 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "52819 00:01:44.389115 9707635b-df0c-40dd-92e7-340fd7e7a525 32.739722 \n", + "52820 00:02:20.426734 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "52861 00:02:04.497840 3d5658d9-cf8e-40f9-8a0d-26aa2fd9fe9c 32.705222 \n", + "52862 00:01:18.846362 29e0e949-ecfd-4e4f-a98f-3a4697388963 32.720833 \n", + "52863 00:03:17.118344 99062e86-1dc7-4a12-8aae-99ca5476fb9e 32.739722 \n", + "52864 00:03:21.511167 9707635b-df0c-40dd-92e7-340fd7e7a525 32.739722 \n", + "52865 00:01:13.721642 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "52999 00:02:34.402706 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "53000 00:03:21.295729 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "53048 00:00:18.040027 3d5658d9-cf8e-40f9-8a0d-26aa2fd9fe9c 32.705222 \n", + "53049 00:01:27.713817 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "53120 00:00:54.373084 af25b300-cd62-4cf8-bdb4-872c00ebdb3c 32.720833 \n", + "53121 00:01:41.442916 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "53122 00:01:05.759045 29e0e949-ecfd-4e4f-a98f-3a4697388963 32.720833 \n", + "53152 00:00:16.982555 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "53153 00:00:29.737614 1231efca-966f-4380-abcf-4751c99e8a96 32.705222 \n", + "53154 00:00:24.604258 b6f8191b-cf85-4865-aad7-d37940b0346d 32.705222 \n", + "\n", + " TowerLon \n", + "46 -96.742528 \n", + "47 -96.742528 \n", + "48 -96.742528 \n", + "49 -96.742528 \n", + "120 -96.742528 \n", + "121 -96.840667 \n", + "180 -96.742528 \n", + "181 -96.840667 \n", + "242 -96.840667 \n", + "265 -96.742528 \n", + "266 -96.742528 \n", + "267 -96.742528 \n", + "268 -96.742528 \n", + "269 -96.742528 \n", + "352 -96.840667 \n", + "353 -96.840556 \n", + "354 -96.742528 \n", + "355 -96.840556 \n", + "356 -96.759167 \n", + "357 -96.840667 \n", + "504 -96.742528 \n", + "505 -96.742528 \n", + "506 -96.742528 \n", + "507 -96.742528 \n", + "508 -96.800667 \n", + "509 -96.742528 \n", + "568 -96.742528 \n", + "569 -96.840667 \n", + "715 -96.742528 \n", + "716 -96.742528 \n", + "... ... \n", + "52611 -96.742528 \n", + "52612 -96.742528 \n", + "52613 -96.742528 \n", + "52756 -96.840667 \n", + "52757 -96.742528 \n", + "52758 -96.742528 \n", + "52759 -96.840667 \n", + "52760 -96.804750 \n", + "52761 -96.840667 \n", + "52815 -96.742528 \n", + "52816 -96.742528 \n", + "52817 -96.840667 \n", + "52818 -96.742528 \n", + "52819 -96.759167 \n", + "52820 -96.742528 \n", + "52861 -96.840667 \n", + "52862 -96.804444 \n", + "52863 -96.759167 \n", + "52864 -96.759167 \n", + "52865 -96.742528 \n", + "52999 -96.742528 \n", + "53000 -96.742528 \n", + "53048 -96.840667 \n", + "53049 -96.742528 \n", + "53120 -96.804444 \n", + "53121 -96.742528 \n", + "53122 -96.804444 \n", + "53152 -96.742528 \n", + "53153 -96.840667 \n", + "53154 -96.840667 \n", + "\n", + "[2410 rows x 10 columns], In Out Direction CallDate CallTime DOW \\\n", + "50 2068627935 5553058697 Incoming 2010-12-25 14:33:06.799491 Sat \n", + "51 2068627935 3403144227 Incoming 2010-12-25 20:49:54.795524 Sat \n", + "52 2068627935 1281926045 Incoming 2010-12-25 16:11:08.395056 Sat \n", + "53 2068627935 222902301 Incoming 2010-12-25 14:25:33.405125 Sat \n", + "122 2068627935 9477125894 Missed 2010-12-26 10:43:38.938093 Sun \n", + "123 2068627935 2447643000 Incoming 2010-12-26 08:59:20.779805 Sun \n", + "124 2068627935 712770618 Incoming 2010-12-26 09:49:27.349902 Sun \n", + "125 2068627935 1394398572 Incoming 2010-12-26 19:04:35.918526 Sun \n", + "126 2068627935 2167233493 Missed 2010-12-26 10:36:42.529210 Sun \n", + "182 2068627935 1394398572 Incoming 2010-12-27 09:32:33.745734 Mon \n", + "183 2068627935 3515329256 Incoming 2010-12-27 09:04:41.126948 Mon \n", + "184 2068627935 3083991963 Incoming 2010-12-27 12:55:10.087984 Mon \n", + "185 2068627935 3515329256 Incoming 2010-12-27 07:38:26.222071 Mon \n", + "186 2068627935 1818969474 Incoming 2010-12-27 19:25:53.937522 Mon \n", + "270 2068627935 1281926045 Incoming 2010-12-29 08:05:36.774314 Wed \n", + "271 2068627935 2167233493 Incoming 2010-12-29 17:36:10.510530 Wed \n", + "272 2068627935 314467912 Incoming 2010-12-29 08:06:06.217792 Wed \n", + "273 2068627935 3083991963 Incoming 2010-12-29 21:21:06.114635 Wed \n", + "274 2068627935 9860536252 Incoming 2010-12-29 08:16:05.746511 Wed \n", + "275 2068627935 2167233493 Missed 2010-12-29 08:00:31.378710 Wed \n", + "276 2068627935 3083991963 Incoming 2010-12-29 18:27:16.086200 Wed \n", + "277 2068627935 9860536252 Missed 2010-12-29 20:12:51.395168 Wed \n", + "358 2068627935 9216735419 Incoming 2010-12-30 11:07:30.724729 Thr \n", + "431 2068627935 314467912 Incoming 2010-12-31 15:30:01.597251 Fri \n", + "432 2068627935 9477125894 Incoming 2010-12-31 18:32:14.363005 Fri \n", + "433 2068627935 3083991963 Incoming 2010-12-31 07:38:59.168651 Fri \n", + "434 2068627935 222902301 Incoming 2010-12-31 18:28:56.500300 Fri \n", + "435 2068627935 1818969474 Missed 2010-12-31 19:18:52.879956 Fri \n", + "436 2068627935 9477125894 Incoming 2010-12-31 18:59:02.208918 Fri \n", + "437 2068627935 876725672 Missed 2010-12-31 19:12:39.581579 Fri \n", + "... ... ... ... ... ... ... \n", + "52867 2068627935 3937759389 Missed 2013-02-21 13:03:41.806932 Thr \n", + "52915 2068627935 5553058697 Missed 2013-02-22 07:55:48.943953 Fri \n", + "52916 2068627935 3880131714 Missed 2013-02-22 20:39:09.375512 Fri \n", + "52917 2068627935 4137567998 Missed 2013-02-22 20:32:04.764718 Fri \n", + "53001 2068627935 1818969474 Missed 2013-02-23 20:56:51.520136 Sat \n", + "53002 2068627935 3083991963 Incoming 2013-02-23 15:56:36.567596 Sat \n", + "53003 2068627935 9216735419 Missed 2013-02-23 10:20:18.438928 Sat \n", + "53004 2068627935 3403144227 Incoming 2013-02-23 14:42:08.826653 Sat \n", + "53050 2068627935 4743127304 Incoming 2013-02-24 15:32:47.702735 Sun \n", + "53051 2068627935 314467912 Incoming 2013-02-24 20:11:27.713993 Sun \n", + "53052 2068627935 1281926045 Incoming 2013-02-24 22:34:37.017897 Sun \n", + "53053 2068627935 314467912 Incoming 2013-02-24 09:12:27.547679 Sun \n", + "53054 2068627935 3515329256 Missed 2013-02-24 20:45:47.920808 Sun \n", + "53055 2068627935 876725672 Incoming 2013-02-24 10:36:13.749645 Sun \n", + "53056 2068627935 3403144227 Incoming 2013-02-24 14:25:41.915826 Sun \n", + "53057 2068627935 2447643000 Incoming 2013-02-24 10:46:46.209020 Sun \n", + "53058 2068627935 222902301 Incoming 2013-02-24 20:50:29.150421 Sun \n", + "53059 2068627935 5553058697 Incoming 2013-02-24 10:30:48.996690 Sun \n", + "53060 2068627935 2447643000 Missed 2013-02-24 19:26:45.160760 Sun \n", + "53123 2068627935 222902301 Incoming 2013-02-25 13:27:58.957589 Mon \n", + "53155 2068627935 314467912 Incoming 2013-02-26 11:25:38.982738 Tue \n", + "53156 2068627935 876725672 Incoming 2013-02-26 07:51:30.153248 Tue \n", + "53157 2068627935 314467912 Incoming 2013-02-26 17:11:43.006737 Tue \n", + "53158 2068627935 876725672 Missed 2013-02-26 16:41:49.654046 Tue \n", + "53159 2068627935 1281926045 Incoming 2013-02-26 07:54:27.396609 Tue \n", + "53160 2068627935 9477125894 Incoming 2013-02-26 18:38:10.758528 Tue \n", + "53161 2068627935 3403144227 Missed 2013-02-26 08:47:24.443294 Tue \n", + "53162 2068627935 2447643000 Incoming 2013-02-26 18:48:30.906923 Tue \n", + "53163 2068627935 3083991963 Missed 2013-02-26 18:09:31.950138 Tue \n", + "53164 2068627935 9477125894 Missed 2013-02-26 19:35:43.088890 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "50 00:02:19.446557 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "51 00:01:57.114865 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "52 00:01:47.094330 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "53 00:00:23.649444 d532d9c4-51c3-4cad-b51a-ab377700dc1a 32.720833 \n", + "122 00:00:49.034374 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "123 00:00:48.900092 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "124 00:02:24.485971 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "125 00:00:59.894865 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "126 00:01:36.475125 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "182 00:01:30.561608 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "183 00:00:16.342087 5085f23b-02df-4fd0-8892-d188644151fd 32.720833 \n", + "184 00:03:59.497442 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "185 00:02:09.606687 02933e88-dbcc-43ba-87a7-49219dd6f97e 32.708333 \n", + "186 00:02:41.275340 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "270 00:04:17.106087 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "271 00:04:33.390305 5085f23b-02df-4fd0-8892-d188644151fd 32.720833 \n", + "272 00:05:08.776493 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "273 00:05:46.738604 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "274 00:05:20.458425 f158db5f-92b8-4a5a-8b78-b8b6529a2a83 32.720833 \n", + "275 00:04:08.862954 5085f23b-02df-4fd0-8892-d188644151fd 32.720833 \n", + "276 00:03:12.378323 34771a42-7c29-46fe-95a7-c18d62e174db 32.702778 \n", + "277 00:03:43.273044 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "358 00:00:59.124675 d532d9c4-51c3-4cad-b51a-ab377700dc1a 32.720833 \n", + "431 00:07:16.075877 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "432 00:05:36.417719 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "433 00:05:36.352998 02933e88-dbcc-43ba-87a7-49219dd6f97e 32.708333 \n", + "434 00:06:45.353870 9af6e6e3-6edf-4f9d-8268-6a7d73361b00 32.731611 \n", + "435 00:05:17.846053 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "436 00:06:20.598446 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "437 00:07:32.848173 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "... ... ... ... \n", + "52867 00:00:21.349297 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "52915 00:00:29.928949 3261c6b8-9721-43ca-8da1-f06d51f6c9cb 32.708333 \n", + "52916 00:00:47.603081 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "52917 00:03:02.453770 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "53001 00:03:25.352093 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "53002 00:01:02.716959 f158db5f-92b8-4a5a-8b78-b8b6529a2a83 32.720833 \n", + "53003 00:02:42.295752 5085f23b-02df-4fd0-8892-d188644151fd 32.720833 \n", + "53004 00:01:27.467505 5085f23b-02df-4fd0-8892-d188644151fd 32.720833 \n", + "53050 00:05:17.334093 f158db5f-92b8-4a5a-8b78-b8b6529a2a83 32.720833 \n", + "53051 00:05:48.376586 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "53052 00:04:02.202529 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "53053 00:05:14.004577 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", 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Sun \n", + "53077 2894365987 9438365642 Incoming 2013-02-24 14:37:39.725754 Sun \n", + "53124 2894365987 5070881310 Incoming 2013-02-25 09:38:05.930514 Mon \n", + "53165 2894365987 616374815 Incoming 2013-02-26 07:34:09.466812 Tue \n", + "53166 2894365987 9438365642 Incoming 2013-02-26 11:40:03.839954 Tue \n", + "53167 2894365987 3922966733 Incoming 2013-02-26 16:54:59.817237 Tue \n", + "53168 2894365987 7216979669 Missed 2013-02-26 10:54:48.830800 Tue \n", + "53169 2894365987 6939456722 Incoming 2013-02-26 19:43:37.265428 Tue \n", + "53170 2894365987 7310853860 Incoming 2013-02-26 09:12:39.891258 Tue \n", + "53171 2894365987 3340422162 Incoming 2013-02-26 08:31:21.292908 Tue \n", + "53172 2894365987 5070881310 Incoming 2013-02-26 13:01:17.685045 Tue \n", + "53173 2894365987 7310853860 Incoming 2013-02-26 08:52:00.798370 Tue \n", + "53174 2894365987 6451037309 Missed 2013-02-26 18:27:58.464256 Tue \n", + "53175 2894365987 3348173258 Incoming 2013-02-26 16:41:42.335735 Tue \n", + "53176 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18:56:12.553240 Mon \n", + "192 8549533077 186272563 Incoming 2010-12-27 08:01:16.736657 Mon \n", + "193 8549533077 4051467590 Incoming 2010-12-27 19:47:25.473971 Mon \n", + "243 8549533077 4851119073 Missed 2010-12-28 18:41:09.019952 Tue \n", + "244 8549533077 2288700880 Incoming 2010-12-28 09:14:04.001530 Tue \n", + "302 8549533077 9105971486 Incoming 2010-12-29 09:58:03.402677 Wed \n", + "303 8549533077 412566005 Missed 2010-12-29 07:39:20.976837 Wed \n", + "304 8549533077 9723327876 Missed 2010-12-29 08:46:16.969323 Wed \n", + "305 8549533077 8282746375 Incoming 2010-12-29 18:51:58.618293 Wed \n", + "306 8549533077 172334479 Incoming 2010-12-29 18:38:11.740367 Wed \n", + "307 8549533077 9105971486 Incoming 2010-12-29 22:25:38.065732 Wed \n", + "308 8549533077 9723327876 Incoming 2010-12-29 15:45:33.426269 Wed \n", + "... ... ... ... ... ... ... \n", + "53017 8549533077 412566005 Incoming 2013-02-23 11:11:11.867352 Sat \n", + "53018 8549533077 2288700880 Missed 2013-02-23 15:24:06.569748 Sat \n", + "53019 8549533077 491169353 Missed 2013-02-23 14:33:03.887211 Sat \n", + "53020 8549533077 695163529 Missed 2013-02-23 20:25:41.159182 Sat \n", + "53021 8549533077 8282746375 Incoming 2013-02-23 21:05:46.412820 Sat \n", + "53078 8549533077 7780268236 Missed 2013-02-24 09:19:49.816446 Sun \n", + "53079 8549533077 8624290542 Incoming 2013-02-24 20:15:18.983829 Sun \n", + "53080 8549533077 9211392173 Incoming 2013-02-24 09:44:32.409640 Sun \n", + "53081 8549533077 412566005 Incoming 2013-02-24 14:35:38.085243 Sun \n", + "53082 8549533077 1351945852 Missed 2013-02-24 11:09:26.120087 Sun \n", + "53083 8549533077 412566005 Incoming 2013-02-24 10:36:59.118220 Sun \n", + "53125 8549533077 695163529 Incoming 2013-02-25 17:58:57.655803 Mon \n", + "53126 8549533077 1351945852 Missed 2013-02-25 08:23:49.749413 Mon \n", + "53127 8549533077 7780268236 Incoming 2013-02-25 08:00:34.447434 Mon \n", + "53128 8549533077 695163529 Incoming 2013-02-25 08:51:17.895475 Mon \n", + "53129 8549533077 2362231379 Incoming 2013-02-25 14:04:19.422335 Mon \n", + "53130 8549533077 491169353 Incoming 2013-02-25 20:37:41.396351 Mon \n", + "53131 8549533077 7780268236 Incoming 2013-02-25 19:13:20.695490 Mon \n", + "53132 8549533077 9723327876 Incoming 2013-02-25 16:54:13.595372 Mon \n", + "53133 8549533077 4051467590 Incoming 2013-02-25 16:43:47.888786 Mon \n", + "53134 8549533077 9105971486 Missed 2013-02-25 16:57:52.158851 Mon \n", + "53135 8549533077 4051467590 Incoming 2013-02-25 17:33:47.242515 Mon \n", + "53136 8549533077 1738044056 Missed 2013-02-25 20:06:44.013435 Mon \n", + "53137 8549533077 8624290542 Missed 2013-02-25 13:08:46.490273 Mon \n", + "53182 8549533077 172334479 Incoming 2013-02-26 18:44:03.914215 Tue \n", + "53183 8549533077 491169353 Missed 2013-02-26 19:11:18.125445 Tue \n", + "53184 8549533077 2362231379 Incoming 2013-02-26 18:01:56.075434 Tue \n", + "53185 8549533077 186272563 Incoming 2013-02-26 16:08:57.602134 Tue \n", + "53186 8549533077 2288700880 Incoming 2013-02-26 08:01:39.721347 Tue \n", + "53187 8549533077 491169353 Incoming 2013-02-26 10:47:00.637845 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "63 00:04:22.835240 6c1f0271-70e2-4ea6-bb8b-23b3b0b06117 32.772361 \n", + "64 00:03:36.468217 307aa2a7-af7e-41c5-be4b-e8ad4a8fac3f 32.985083 \n", + "65 00:04:23.300953 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "66 00:04:01.551380 06fe2702-1f88-4dfd-90d6-22c2d3227855 32.985083 \n", + "67 00:04:13.507027 f0111611-c482-4268-9d46-032dcbcd5c82 32.772361 \n", + "68 00:03:48.730742 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "69 00:03:02.669441 c5320bc2-eb83-4670-9194-1ec1f14bc9d1 32.772361 \n", + "70 00:02:44.481410 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "155 00:03:05.423833 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "156 00:04:15.177785 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "157 00:04:58.647676 c5320bc2-eb83-4670-9194-1ec1f14bc9d1 32.772361 \n", + "158 00:02:22.741175 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "159 00:03:20.157683 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "160 00:03:43.001480 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "187 00:03:15.783786 226a2c8a-edf0-4a11-af32-a3619bbb3ce9 32.997222 \n", + "188 00:02:33.140444 f0111611-c482-4268-9d46-032dcbcd5c82 32.772361 \n", + "189 00:03:12.319960 c5320bc2-eb83-4670-9194-1ec1f14bc9d1 32.772361 \n", + "190 00:02:10.898210 a11a02cf-73c6-479c-8cf1-8fbee7917716 32.786556 \n", + "191 00:04:48.203404 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "192 00:01:45.940387 376ecbf1-75b2-4df5-9eb4-c67a331b85d9 32.985083 \n", + "193 00:01:25.155886 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "243 00:00:52.918877 887ab389-e39d-47b6-b21f-cfc88605f522 32.859639 \n", + "244 00:02:30.061689 6cc9f429-e28c-43b9-96a4-53a2e79d1141 33.011361 \n", + "302 00:07:34.488752 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "303 00:10:24.064765 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-96.802556 \n", + "53135 -96.802528 \n", + "53136 -96.777278 \n", + "53137 -96.802528 \n", + "53182 -96.792222 \n", + "53183 -96.777278 \n", + "53184 -96.791250 \n", + "53185 -96.802556 \n", + "53186 -96.802528 \n", + "53187 -96.802528 \n", + "\n", + "[7741 rows x 10 columns]]\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "print srcPhones[0]\n", + "users = []\n", + "for usr in srcPhones:\n", + " print usr\n", + " users.append(df[df.In == usr])\n", + "print users" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's go ahead and plot all the call locations:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GxkZmzZqVa/gygZRIRCSjysrKrH+p7969my1btuDumBnr1q3jxS9+MbFYjEgk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\n7lEz2wu8G9hGcl6l9cCZ7v6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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "user1.plot.scatter(x='TowerLon', y='TowerLat', c='gray', alpha=0.1, title='Call Locations')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "INFO: The locations map above should be too \"busy\" to really wrap your head around. This is where domain expertise comes into play. Your intuition can direct you by knowing people are likely to behave differently on weekends vs on weekdays:\n", + "\n", + "#### On Weekends\n", + "1. People probably don't go into work\n", + "1. They probably sleep in late on Saturday\n", + "1. They probably run a bunch of random errands, since they couldn't during the week\n", + "1. They should be home, at least during the very late hours, e.g. 1-4 AM\n", + "\n", + "#### On Weekdays\n", + "1. People probably are at work during normal working hours\n", + "1. They probably are at home in the early morning and during the late night\n", + "1. They probably spend time commuting between work and home everyday" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Add more filters to the `user1` slice you created. Add bitwise logic so that you only examine records that _came in_ on weekends (sat/sun):" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " In Out Direction CallDate CallTime DOW \\\n", + "0 4638472273 2666307251 Incoming 2010-12-25 07:16:24.736813 Sat \n", + "1 4638472273 1755442610 Incoming 2010-12-25 21:18:30.053710 Sat \n", + "2 4638472273 5481755331 Incoming 2010-12-25 14:52:42.878016 Sat \n", + "3 4638472273 1755442610 Incoming 2010-12-25 16:02:09.001913 Sat \n", + "4 4638472273 2145623768 Incoming 2010-12-25 15:28:35.028554 Sat \n", + "5 4638472273 2946222380 Incoming 2010-12-25 11:38:17.275327 Sat \n", + "6 4638472273 7841019020 Missed 2010-12-25 10:38:35.924232 Sat \n", + "71 4638472273 5912117253 Incoming 2010-12-26 14:34:27.530327 Sun \n", + "72 4638472273 2145623768 Incoming 2010-12-26 20:45:00.306964 Sun \n", + "73 4638472273 4551601645 Missed 2010-12-26 16:03:43.841914 Sun \n", + "74 4638472273 6250348072 Incoming 2010-12-26 18:30:28.968794 Sun \n", + "75 4638472273 8180005891 Incoming 2010-12-26 19:19:23.380844 Sun \n", + "76 4638472273 7922223441 Missed 2010-12-26 20:10:13.924779 Sun \n", + "77 4638472273 5481755331 Incoming 2010-12-26 16:01:49.310880 Sun \n", + "78 4638472273 5912117253 Incoming 2010-12-26 18:29:45.558560 Sun \n", + "471 4638472273 6022767590 Incoming 2011-01-01 10:36:47.339678 Sat \n", + "472 4638472273 6150928001 Incoming 2011-01-01 14:22:06.661396 Sat \n", + "473 4638472273 7756914135 Missed 2011-01-01 19:06:20.686967 Sat \n", + "474 4638472273 7428841195 Missed 2011-01-01 12:01:43.160443 Sat \n", + "475 4638472273 7841019020 Missed 2011-01-01 09:35:06.738957 Sat \n", + "476 4638472273 6022767590 Incoming 2011-01-01 08:30:52.637798 Sat \n", + "547 4638472273 5481755331 Missed 2011-01-02 08:56:47.905195 Sun \n", + "548 4638472273 8180005891 Incoming 2011-01-02 20:07:33.940803 Sun \n", + "549 4638472273 7721472178 Missed 2011-01-02 14:00:26.651869 Sun \n", + "940 4638472273 6150928001 Incoming 2011-01-08 22:22:33.693878 Sat \n", + "941 4638472273 7922223441 Incoming 2011-01-08 18:23:47.744696 Sat \n", + "942 4638472273 8180005891 Incoming 2011-01-08 20:38:24.729489 Sat \n", + "943 4638472273 7721472178 Incoming 2011-01-08 20:00:02.347519 Sat \n", + "1005 4638472273 2145623768 Incoming 2011-01-09 13:25:44.771259 Sun \n", + "1006 4638472273 7841019020 Incoming 2011-01-09 21:24:55.503501 Sun \n", + "... ... ... ... ... ... ... \n", + "52000 4638472273 8180005891 Missed 2013-02-09 10:31:25.029485 Sat \n", + "52001 4638472273 7841019020 Incoming 2013-02-09 18:58:35.115874 Sat \n", + "52002 4638472273 5481755331 Missed 2013-02-09 10:37:25.120310 Sat \n", + "52068 4638472273 5621270003 Incoming 2013-02-10 07:14:46.940946 Sun \n", + "52069 4638472273 6250348072 Incoming 2013-02-10 15:43:44.052887 Sun \n", + "52070 4638472273 6250348072 Incoming 2013-02-10 19:53:00.423444 Sun \n", + "52071 4638472273 1755442610 Incoming 2013-02-10 11:36:50.622846 Sun \n", + "52502 4638472273 7721472178 Incoming 2013-02-16 14:43:01.760913 Sat \n", + "52503 4638472273 2666307251 Incoming 2013-02-16 14:16:27.245673 Sat \n", + "52504 4638472273 6150928001 Missed 2013-02-16 15:26:58.330397 Sat \n", + "52505 4638472273 1755442610 Incoming 2013-02-16 18:18:56.917897 Sat \n", + "52506 4638472273 7922223441 Incoming 2013-02-16 10:45:45.915044 Sat \n", + "52576 4638472273 7428841195 Incoming 2013-02-17 15:28:48.923263 Sun \n", + "52577 4638472273 5912117253 Incoming 2013-02-17 11:44:50.942788 Sun \n", + "52578 4638472273 4217121115 Missed 2013-02-17 14:28:56.047939 Sun \n", + "52579 4638472273 2946222380 Incoming 2013-02-17 14:36:34.134303 Sun \n", + "52580 4638472273 4551601645 Incoming 2013-02-17 20:04:02.894571 Sun \n", + "52581 4638472273 5621270003 Missed 2013-02-17 10:06:27.046347 Sun \n", + "52582 4638472273 4217121115 Incoming 2013-02-17 19:36:49.942180 Sun \n", + "52958 4638472273 4551601645 Missed 2013-02-23 15:20:11.273893 Sat \n", + "52959 4638472273 8068555700 Incoming 2013-02-23 15:00:49.133445 Sat \n", + "52960 4638472273 2145623768 Incoming 2013-02-23 08:55:50.559529 Sat \n", + "52961 4638472273 2666307251 Incoming 2013-02-23 10:38:12.502505 Sat \n", + "52962 4638472273 7756914135 Missed 2013-02-23 09:46:14.496592 Sat \n", + "52963 4638472273 4551601645 Incoming 2013-02-23 15:15:09.466844 Sat \n", + "52964 4638472273 6022767590 Incoming 2013-02-23 16:12:12.701600 Sat \n", + "52965 4638472273 5621270003 Incoming 2013-02-23 09:11:21.606945 Sat \n", + "53022 4638472273 7756914135 Incoming 2013-02-24 16:49:42.830258 Sun \n", + "53023 4638472273 7721472178 Incoming 2013-02-24 10:32:55.146952 Sun \n", + "53024 4638472273 1755442610 Missed 2013-02-24 21:04:47.567403 Sun \n", + "\n", + " Duration TowerID TowerLat \\\n", + "0 00:02:41.741499 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "1 00:02:47.108750 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "2 00:04:35.356341 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "3 00:02:23.498499 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "4 00:03:54.692497 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "5 00:03:06.670355 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "6 00:02:02.855268 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "71 00:06:34.154104 84844bb1-1d36-4401-abf4-a3c566c07630 32.895833 \n", + "72 00:03:35.283608 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "73 00:04:15.182895 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "74 00:02:52.395467 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "75 00:03:45.783299 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "76 00:02:49.402318 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "77 00:05:32.498983 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "78 00:02:57.914809 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "471 00:03:16.678972 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "472 00:03:16.760789 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "473 00:02:19.405029 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "474 00:01:42.753343 3902ddfa-101b-4c93-a084-9fd09923dba0 32.891333 \n", + "475 00:00:25.695071 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "476 00:05:16.019476 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "547 00:01:55.258904 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "548 00:00:09.634056 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "549 00:01:34.292830 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "940 00:00:35.065912 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "941 00:00:17.018945 2cb9119d-db0f-4097-851c-1e5e4716de85 32.861222 \n", + "942 00:01:43.242777 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "943 00:02:28.712018 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "1005 00:03:07.178034 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "1006 00:00:27.162569 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "... ... ... ... \n", + "52000 00:04:11.060399 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "52001 00:03:09.291525 1bfc786a-d4c2-464c-bc45-b9aad0c81216 32.731722 \n", + "52002 00:01:00.091425 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "52068 00:00:16.842619 9baa92e7-e990-4e9e-8c0a-4c17cb4ecc7c 32.731611 \n", + "52069 00:02:59.388767 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52070 00:03:43.402361 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "52071 00:01:12.036376 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "52502 00:03:05.339142 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52503 00:04:05.282814 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52504 00:02:48.481914 707edeec-99a3-45ad-8626-29fd62458371 32.899944 \n", + "52505 00:03:46.818078 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "52506 00:02:57.896019 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "52576 00:03:30.988006 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52577 00:01:37.579579 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52578 00:00:51.110969 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52579 00:02:45.326336 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "52580 00:02:48.526369 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "52581 00:03:10.074976 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "52582 00:02:37.594784 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "52958 00:02:53.462583 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52959 00:02:27.015023 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52960 00:02:25.942647 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "52961 00:05:23.225719 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52962 00:04:55.466350 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52963 00:04:20.339683 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52964 00:02:21.278138 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52965 00:03:19.757526 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53022 00:02:19.285474 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53023 00:00:04.908620 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53024 00:02:26.051783 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "\n", + " TowerLon \n", + "0 -96.709417 \n", + "1 -96.709500 \n", + "2 -96.910389 \n", + "3 -96.910389 \n", + "4 -96.910389 \n", + "5 -96.910389 \n", + "6 -96.910389 \n", + "71 -96.901944 \n", + "72 -96.709417 \n", + "73 -96.910389 \n", + "74 -96.709500 \n", + "75 -96.709500 \n", + "76 -96.709417 \n", + "77 -96.910389 \n", + "78 -96.742528 \n", + "471 -96.910389 \n", + "472 -96.910389 \n", + "473 -96.709417 \n", + "474 -96.917194 \n", + "475 -96.910389 \n", + "476 -96.910389 \n", + "547 -96.910389 \n", + "548 -96.709417 \n", + "549 -96.910389 \n", + "940 -96.709417 \n", + "941 -96.852389 \n", + "942 -96.709417 \n", + "943 -96.709500 \n", + "1005 -96.910389 \n", + "1006 -96.709500 \n", + "... ... \n", + "52000 -96.910389 \n", + "52001 -96.709500 \n", + "52002 -96.910389 \n", + "52068 -96.709417 \n", + "52069 -96.910389 \n", + "52070 -96.709417 \n", + "52071 -96.910389 \n", + "52502 -96.910389 \n", + "52503 -96.910389 \n", + "52504 -96.910389 \n", + "52505 -96.742528 \n", + "52506 -96.910389 \n", + "52576 -96.910389 \n", + "52577 -96.910389 \n", + "52578 -96.910389 \n", + "52579 -96.910389 \n", + "52580 -96.709417 \n", + "52581 -96.910389 \n", + "52582 -96.709500 \n", + "52958 -96.910389 \n", + "52959 -96.910389 \n", + "52960 -96.910389 \n", + "52961 -96.910389 \n", + "52962 -96.910389 \n", + "52963 -96.910389 \n", + "52964 -96.910389 \n", + "52965 -96.910389 \n", + "53022 -96.910389 \n", + "53023 -96.910389 \n", + "53024 -96.709417 \n", + "\n", + "[1141 rows x 10 columns]\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "user1 = user1[(user1.DOW == 'Sat') | (user1.DOW == 'Sun')]\n", + "print user1" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Further filter `user1` down for calls that came in either before 6AM OR after 10pm (22:00:00). Even if you didn't convert your times from string objects to timedeltas, you can still use `<` and `>` to compare the string times as long as you code them as [military time strings](https://en.wikipedia.org/wiki/24-hour_clock), eg: \"06:00:00\", \"22:00:00\": \n", + "\n", + "You may also want to review the Data Manipulation section for this. Once you have your filtered slice, print out its length:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " In Out Direction CallDate CallTime DOW \\\n", + "940 4638472273 6150928001 Incoming 2011-01-08 22:22:33.693878 Sat \n", + "1875 4638472273 2145623768 Incoming 2011-01-22 22:21:27.466908 Sat \n", + "6949 4638472273 5621270003 Missed 2011-04-09 22:59:23.206408 Sat \n", + "7468 4638472273 7756914135 Incoming 2011-04-17 05:15:40.205917 Sun \n", + "9753 4638472273 7922223441 Incoming 2011-05-21 05:08:20.121145 Sat \n", + "13951 4638472273 7428841195 Missed 2011-07-23 22:56:02.014834 Sat \n", + "17515 4638472273 2666307251 Incoming 2011-09-11 05:44:15.432523 Sun \n", + "21638 4638472273 6150928001 Incoming 2011-11-13 05:10:41.954161 Sun \n", + "22045 4638472273 6022767590 Missed 2011-11-19 22:59:53.166951 Sat \n", + "22502 4638472273 5621270003 Incoming 2011-11-26 22:10:48.879076 Sat \n", + "27866 4638472273 2946222380 Missed 2012-02-12 22:48:34.319367 Sun \n", + "31975 4638472273 1755442610 Incoming 2012-04-14 05:42:32.004437 Sat \n", + "32605 4638472273 7756914135 Incoming 2012-04-22 22:44:21.992759 Sun \n", + "32606 4638472273 7922223441 Incoming 2012-04-22 05:02:55.678110 Sun \n", + "34427 4638472273 5621270003 Incoming 2012-05-19 05:42:45.405430 Sat \n", + "38110 4638472273 2145623768 Incoming 2012-07-15 05:59:38.556670 Sun \n", + "38564 4638472273 5481755331 Incoming 2012-07-22 22:14:37.361635 Sun \n", + "39870 4638472273 8180005891 Incoming 2012-08-12 22:31:22.519784 Sun \n", + "40275 4638472273 7756914135 Missed 2012-08-19 05:33:32.103650 Sun \n", + "40789 4638472273 7428841195 Incoming 2012-08-26 22:23:58.453302 Sun \n", + "41757 4638472273 7922223441 Incoming 2012-09-08 22:45:53.008411 Sat \n", + "41758 4638472273 7428841195 Incoming 2012-09-08 22:19:08.522062 Sat \n", + "42224 4638472273 7922223441 Incoming 2012-09-15 05:14:40.655349 Sat \n", + "44498 4638472273 7721472178 Incoming 2012-10-21 22:00:09.753350 Sun \n", + "44927 4638472273 1755442610 Incoming 2012-10-27 05:47:54.723850 Sat \n", + "44994 4638472273 7922223441 Incoming 2012-10-28 05:24:17.234557 Sun \n", + "49203 4638472273 8068555700 Incoming 2012-12-29 05:08:40.433945 Sat \n", + "51586 4638472273 2946222380 Incoming 2013-02-03 22:14:12.703233 Sun \n", + "\n", + " Duration TowerID TowerLat \\\n", + "940 00:00:35.065912 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "1875 00:03:40.018320 2567c73b-3711-4a31-8683-9d12d56857d8 32.731611 \n", + "6949 00:03:06.567364 2567c73b-3711-4a31-8683-9d12d56857d8 32.731611 \n", + "7468 00:02:09.984993 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "9753 00:01:30.059591 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "13951 00:04:48.497077 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "17515 00:01:39.500414 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "21638 00:00:44.369613 f3f289f5-7d29-4d3f-9b9a-a0ceaca10a1d 32.750556 \n", + "22045 00:00:05.795265 8ba7e0d7-eb6e-4828-9c70-c469954a627d 32.731611 \n", + "22502 00:03:07.592270 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "27866 00:03:24.762196 1bfc786a-d4c2-464c-bc45-b9aad0c81216 32.731722 \n", + "31975 00:07:02.657988 d760c426-4d58-4f9c-9950-b68a3a54612c 32.731611 \n", + "32605 00:02:37.995933 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "32606 00:03:50.596153 8ba7e0d7-eb6e-4828-9c70-c469954a627d 32.731611 \n", + "34427 00:03:33.104834 2567c73b-3711-4a31-8683-9d12d56857d8 32.731611 \n", + "38110 00:04:29.583137 1bfc786a-d4c2-464c-bc45-b9aad0c81216 32.731722 \n", + "38564 00:01:44.568702 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "39870 00:00:12.541785 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "40275 00:01:35.932559 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "40789 00:06:08.978230 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "41757 00:04:26.260140 2567c73b-3711-4a31-8683-9d12d56857d8 32.731611 \n", + "41758 00:04:18.402811 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "42224 00:04:07.561627 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "44498 00:03:24.773041 d760c426-4d58-4f9c-9950-b68a3a54612c 32.731611 \n", + "44927 00:04:28.876617 1bfc786a-d4c2-464c-bc45-b9aad0c81216 32.731722 \n", + "44994 00:02:00.473836 bde84490-896f-4060-8bd0-bd7a90cc20d9 32.750556 \n", + "49203 00:03:10.280023 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "51586 00:04:05.550748 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "\n", + " TowerLon \n", + "940 -96.709417 \n", + "1875 -96.709417 \n", + "6949 -96.709417 \n", + "7468 -96.709500 \n", + "9753 -96.709417 \n", + "13951 -96.709417 \n", + "17515 -96.709417 \n", + "21638 -96.694722 \n", + "22045 -96.709417 \n", + "22502 -96.709417 \n", + "27866 -96.709500 \n", + "31975 -96.709417 \n", + "32605 -96.709417 \n", + "32606 -96.709417 \n", + "34427 -96.709417 \n", + "38110 -96.709500 \n", + "38564 -96.709500 \n", + "39870 -96.709417 \n", + "40275 -96.709500 \n", + "40789 -96.709417 \n", + "41757 -96.709417 \n", + "41758 -96.709417 \n", + "42224 -96.709500 \n", + "44498 -96.709417 \n", + "44927 -96.709500 \n", + "44994 -96.694722 \n", + "49203 -96.709500 \n", + "51586 -96.709500 \n" + ] + } + ], + "source": [ + "user1 = user1[(user1.CallTime > '22:00:00') | (user1.CallTime < '06:00:00')]\n", + "print user1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize the dataframe with a scatter plot as a sanity check. Since you're [familiar with maps](https://en.wikipedia.org/wiki/Geographic_coordinate_system#Geographic_latitude_and_longitude), you know well that your X-Coordinate should be Longitude, and your Y coordinate should be the tower Latitude. Check the dataset headers for proper column feature names.\n", + " \n", + "At this point, you don't yet know exactly where the user is located just based off the cell phone tower position data; but considering the below are for Calls that arrived in the twilight hours of weekends, it's likely that wherever they are bunched up is probably near where the caller's residence:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.scatter(user1.TowerLon,user1.TowerLat, c='g', marker='o', alpha=0.2)\n", + "ax.set_title('Weekend Calls (<6am or >10p)')\n", + "ax.set_xlabel('Longitude')\n", + "ax.set_ylabel('Latitude')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run K-Means with a `K=1`. There really should only be a single area of concentration. If you notice multiple areas that are \"hot\" (multiple areas the user spends a lot of time at that are FAR apart from one another), then increase `K=2`, with the goal being that one of the centroids will sweep up the annoying outliers; and the other will zero in on the user's approximate home location. Or rather the location of the cell tower closest to their home.....\n", + "\n", + "Be sure to only feed in Lat and Lon coordinates to the KMeans algorithm, since none of the other data is suitable for your purposes. Since both Lat and Lon are (approximately) on the same scale, no feature scaling is required. Print out the centroid locations and add them onto your scatter plot. Use a distinguishable marker and color.\n", + "\n", + "Hint: Make sure you graph the CORRECT coordinates. This is part of your domain expertise." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", + " n_clusters=2, n_init=10, n_jobs=1, precompute_distances='auto',\n", + " random_state=None, tol=0.0001, verbose=0)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "kmeans = KMeans(n_clusters = 2)\n", + "user1x = user1[['TowerLon','TowerLat']]\n", + "kmeans.fit(user1x)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-96.70944573 32.73164942]\n", + " [-96.694722 32.750556 ]]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.scatter(user1x.TowerLon,user1x.TowerLat, c='g', marker='o', alpha=0.2)\n", + "ax.set_title('Weekend Calls (<6am or >10p)')\n", + "centroids = kmeans.cluster_centers_\n", + "print(centroids)\n", + "ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", + "\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that you have a system in place, repeat the above steps for all 10 individuals in the dataset, being sure to record their approximate home locations. You might want to use a for-loop, unless you enjoy copying and pasting:" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GxkZmzZqVa/gygZRIRCSjysrKrH+p7969my1btuDumBnr1q3jxS9+MbFYjEgk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\n7lEz2wu8G9hGcl6l9cCZ7v6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pvJT978CRZMODa4B/TelrgCPS/i4Dbpc0qESbpkZEc0Q0NzU1ddORmplZd+mR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\nrjgwmZlZrjgwmZlZrvx/k1eeLgdpfMEAAAAASUVORK5CYII=\n", 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-----------------------------------\n" + ] + } + ], + "source": [ + "\n", + " \n", + "def plotUser1(user):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(user.TowerLon,user.TowerLat, c='g', marker='o', alpha=0.2)\n", + " ax.set_title('Weekend Calls (<6am or >10p)')\n", + " ax.set_xlabel('Longitude')\n", + " ax.set_ylabel('Latitude')\n", + " plt.show()\n", + "\n", + "def plotUser2(user):\n", + " kmeans = KMeans(n_clusters = 2)\n", + " ux = user[['TowerLon','TowerLat']]\n", + " kmeans.fit(ux)\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(ux.TowerLon,ux.TowerLat, c='g', marker='o', alpha=0.2)\n", + " ax.set_title('Weekend Calls (<6am or >10p)')\n", + " centroids = kmeans.cluster_centers_\n", + " print(centroids)\n", + " ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", + " plt.show()\n", + "\n", + "users = []\n", + "for usr in srcPhones:\n", + " users.append(df[df.In == usr])\n", + "\n", + "for user in users:\n", + " user.plot.scatter(x='TowerLon', y='TowerLat', c='gray', alpha=0.1, title='Call Locations')\n", + " plt.show()\n", + " user = user[(user.DOW == 'Sat') | (user.DOW == 'Sun')]\n", + " user = user[(user.CallTime > '22:00:00') | (user.CallTime < '06:00:00')]\n", + " plotUser1(user)\n", + " plotUser2(user)\n", + " print '-----------------------------------'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab3-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab3-checkpoint.ipynb new file mode 100644 index 0000000..2ac1b2f --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab3-checkpoint.ipynb @@ -0,0 +1,795 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab3" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from datetime import timedelta\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "from sklearn.cluster import KMeans\n", + "matplotlib.style.use('ggplot') # Look Pretty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A convenience function for you to use:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def clusterInfo(model):\n", + " print(\"Cluster Analysis Inertia: \", model.inertia_)\n", + " print('------------------------------------------')\n", + " \n", + " for i in range(len(model.cluster_centers_)):\n", + " print(\"\\n Cluster \", i)\n", + " print(\" Centroid \", model.cluster_centers_[i])\n", + " print(\" #Samples \", (model.labels_==i).sum()) # NumPy Power" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Find the cluster with the least # attached nodes\n", + "def clusterWithFewestSamples(model):\n", + " # Ensure there's at least on cluster...\n", + " minSamples = len(model.labels_)\n", + " minCluster = 0\n", + " \n", + " for i in range(len(model.cluster_centers_)):\n", + " if minSamples > (model.labels_==i).sum():\n", + " minCluster = i\n", + " minSamples = (model.labels_==i).sum()\n", + "\n", + " print(\"\\n Cluster With Fewest Samples: \", minCluster)\n", + " return (model.labels_==minCluster)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### CDRs" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "A [call detail record](https://en.wikipedia.org/wiki/Call_detail_record) (CDR) is a data record produced by a telephone exchange or other telecommunications equipment that documents the details of a telephone call or other telecommunications transaction (e.g., text message) that passes through that facility or device.\n", + "\n", + "The record contains various attributes of the call, such as time, duration, completion status, source number, and destination number. It is the automated equivalent of the paper toll tickets that were written and timed by operators for long-distance calls in a manual telephone exchange.\n", + "\n", + "The dataset we've curated for you contains call records for 10 people, tracked over the course of 3 years. Your job in this assignment is to find out where each of these people likely live and where they work at!\n", + "\n", + "Start by loading up the dataset and taking a peek at its `head` and `dtypes`. You can convert date-strings to real date-time objects using `pd.to_datetime`, and the times using `pd.to_timedelta`:" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[4638472273 1559410755 4931532174 2419930464 1884182865 3688089071\n", + " 4555003213 2068627935 2894365987 8549533077]\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "df = pd.read_csv('Datasets/CDR.csv')\n", + "print df.In.unique()\n", + "srcPhones = df.In.unique()\n", + "df.CallDate = pd.to_datetime(df.CallDate)\n", + "df.CallTime = pd.to_timedelta(df.CallTime)\n", + "df.Duration = pd.to_timedelta(df.Duration)\n", + "\n", + "def plotUser1(user):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(user.TowerLon,user.TowerLat, c='g', marker='o', alpha=0.2)\n", + " ax.set_title('Weekday Calls (<5pm)')\n", + " ax.set_xlabel('Longitude')\n", + " ax.set_ylabel('Latitude')\n", + " plt.show()\n", + "\n", + "def plotUser2(user):\n", + " kmeans = KMeans(n_clusters = 4)\n", + " ux = user[['TowerLon','TowerLat']]\n", + " kmeans.fit(ux)\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(ux.TowerLon,ux.TowerLat, c='g', marker='o', alpha=0.2)\n", + " ax.set_title('Weekday Calls (<5pm)')\n", + " ax.set_xlabel('Longitude')\n", + " ax.set_ylabel('Latitude')\n", + " centroids = kmeans.cluster_centers_\n", + " print('tel:',user.head(1).In)\n", + " clusterInfo(kmeans)\n", + " #print(centroids)\n", + " ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", + " plt.show()\n", + " midWayClusterIndices = clusterWithFewestSamples(kmeans)\n", + " midWaySamples = user[midWayClusterIndices]\n", + " print(\" Its Waypoint Time: \", midWaySamples.CallTime.mean())\n", + " ax.scatter(kmeans.cluster_centers_[:,1], kmeans.cluster_centers_[:,0], s=169, c='r', marker='x', alpha=0.8, linewidths=2)\n", + " ax.set_title('Weekday Calls Centroids')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a unique list of the phone number values (people) stored in the `In` column of the dataset, and save them in a regular python list called `unique_numbers`. Manually check through `unique_numbers` to ensure the order the numbers appear is the same order they (uniquely) appear in your dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('tel:', 197 4638472273\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.10279744651524612)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.70816184, 32.73323174]))\n", + "(' #Samples ', 306)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.90967196, 32.9001744 ]))\n", + "(' #Samples ', 953)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.81945506, 32.84577996]))\n", + "(' #Samples ', 52)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.85151976, 32.87385429]))\n", + "(' #Samples ', 94)\n" + ] + }, + { + "data": { + "image/png": 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ERC1wyOEvSZKg1+sBABaLBRaLBZIkITIyEmq1GgDQp08fGI3GBvP+8MMPCAsLg5ubG9Rq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\nDEuFiIgU838NcEZAJZeVAAAAAABJRU5ErkJggg==\n", 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HdCvz1HniN+G/gb+HP9SSGv4e/pgxaAY8dZ7OjkbUJLtLZfr06ejatSuefvpp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\nDEuFiIgU838NcEZAJZeVAAAAAABJRU5ErkJggg==\n", 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JoWp8FyDh7jMCnQ2ARtKgTJRhbuZciOuX4QsIzM2ci3dz3rXX7hHxTIXInrRq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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:47:50.059087'))\n", + "-----------------------------------\n", + "('tel:', 162 1559410755\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.094904878834228018)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.92355104, 32.87096795]))\n", + "(' #Samples ', 921)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.93522725, 32.69557708]))\n", + "(' #Samples ', 3121)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.91638645, 32.7674931 ]))\n", + "(' #Samples ', 125)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.91649315, 32.72173631]))\n", + "(' #Samples ', 235)\n" + ] + }, + { + "data": { + "image/png": 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y8/MBAFlZWcjNzcX8+fMbDRQAOHHiBIKCguRAAQBPT084ODjAwcEB48aNw7lz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\nQ9T2yy+/ICkpCWfPnsWYMWM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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:48:08.323920'))\n", + "-----------------------------------\n", + "('tel:', 222 4931532174\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.0081153015950818329)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.88911725, 32.81309497]))\n", + "(' #Samples ', 88)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.893333, 32.780278]))\n", + "(' #Samples ', 838)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.86563953, 32.86562866]))\n", + "(' #Samples ', 197)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.89913925, 32.74273613]))\n", + "(' #Samples ', 8)\n" + ] + }, + { + "data": { + "image/png": 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VyMjIQFZWFuLj423GGgwGbN26Fenp6dBoNEhLS0NeXh6io6Mxe/Zs63rr1q2DVqu1vvb1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\nbIiISHYsGyIikh3LhoiIZPf/ARN/Pgi8eO3SAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 10:13:38.152380'))\n", + "-----------------------------------\n", + "('tel:', 229 2419930464\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.00071330686476112125)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.8472893 , 32.85371225]))\n", + "(' #Samples ', 701)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.83511392, 32.84684682]))\n", + "(' #Samples ', 241)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.844722, 32.865833]))\n", + "(' #Samples ', 12)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.852389, 32.861222]))\n", + "(' #Samples ', 22)\n" + ] + }, + { + "data": { + "image/png": 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QAYA+ffpcV4iYzWakpKTAYrHAarXCaDRi9OjRyMjIQGFhIdRqNUJCQpCYmAid\nTufQfu3atcjLy4MkSQgNDUViYiI0Gg1WrVqF3NxcBAYGAgAee+wx9OvX75r7R0REynA6VBq6bPhP\nf/pTg229vb2RkpICrVYLi8WCmTNnok+fPujduzfGjh0LlUqFzMxMrFmzBvHx8bK2JpMJ69evx/z5\n86HRaJCWlobNmzcj9tIDB4cPH46RI0c6OwwiInIhp0Pl9OnTss9nzpzBrl27MGDAgEbbSpIErVYL\nALBarbBarZAkCQaDwb5Nt27dsGXLlnrb22w2mM1mqFQqmM1mtGrVytluExGRGzkdKomJiQ7LioqK\n8J///Mep9jabDcnJyTh+/DiGDRuGyMhI2fq8vLx6H04ZFBSEESNGYNKkSdBoNDAYDLIw+uqrr1BQ\nUIAuXbrgySefhL+/v8M+cnJykJOTAwCYM2cO9Hq9U32+Hmq12qX7v9mwHnKshxzrIdcc6iEJcf0X\n+NtsNowfPx6ffPKJ022qq6uRmpqK8ePHIywsDACQlZWFAwcOYNq0aQ7PE6uqqsK8efMwdepU+Pn5\nIS0tDUajETExMThz5oz9fMpnn32GioqKesPvSmVlZdcwymtTd2Uc1WI95FgPOdZDzpPr0b59e6e2\nc/o+lRMnTsh+Dh8+jJUrV15zqup0OkRFRaGoqAgAkJ+fj8LCQtkbJS9XUlKC4OBgBAYGQq1WY+DA\ngdi7dy8AoGXLlvDy8oKXlxeGDh2KAwcOXFNfiIhIWU5Pf135HDCNRoPOnTtj8uTJjbatrKyESqWC\nTqeD2WxGcXExRo0ahaKiImRnZ+O1116Dj49PvW31ej327duHmpoaaDQalJSUoGvXrgBq3+lSd35l\n69atCA0NdXY4RLcE1cGDzt3zAwBCQFVayku06YYocvVXYyoqKpCeng6bzQYhBKKjo9G/f39MmTIF\nFosFs2bNAgBERkYiISEBJpMJCxcuxPTp0xEZGQmj0Yjk5GSoVCqEh4cjLi4OAJCZmYnS0lJIkoQ2\nbdogISHhuvtI1NyoDh6EX1aWc69dvuzxOOceeYTBQtfN6XMqb731Fv761786LE9NTcW0adMU75gr\n8ZyK+7Aecm6tRyPPUYtbHofd53bbXzEw4oQeY8a97dYHdPLPh5wn10Pxcyo///zzNS0noibWwIM3\nrwwU41Hgy5ByDP7tDT7xmW5Io9NfddNeFovFYQrsxIkTaNOmjWt6RkQ37lKwALC/KkC/L772dcz1\nvAQN5/eWYCvLAAAXNklEQVQ0WVepeWg0VOpuerTZbA43QOr1eowePdo1PSOi63bfp/dhV/Uu++fb\n/W5DQb+X8d6ieAy74i2al78EjehGNRoqdfd9dOvWzX6CnIg815WBAgC7zu1GTNmbCO1YGyR1r2Rm\noJDSGgyVkydPIjg4GADQq1evq76znu+oJ/IcVwaKffm53dgV8d9AARwD5Ta/21zbOWr2GgyVadOm\nYdmyZQAafl8931FPdBO4dA7lcsP2/zdYbvO7DTmP5zRJ16j5aDBU6gIFYHAQ3dTqOSlf9xmo/cxA\nISU4fUnx4sWL612+dOlSpfpCRAq4XXe7fEHdfSgn9ZgyMdN+ZLIhojZgjEeB8shM++XGRDfC6VDZ\ntGlTvcsLCgoU6wwR3bhvxn7z32C5LFDGPFV7Y+NvCb/ht4m/4beE37D4H0cxZWKmw30sRNer0au/\n8vLyANS+B6Xu13VOnjyJgIAA1/SMiK7bN2O/+e8d9We3w/zgVR7VUs99LO68o56an0ZD5dtvvwVQ\ne/Nj3a/rtGjRwqkHShKR+6lKS6/6iBaZK4LFEh7OZ3/RdWs0VFJSUgAAK1euxJgxY1zeISJShrVz\n59qHQzrzlOJLwcJAoRvl9FOKLw8UIQQufw6ll5fTp2aIyI2uKSAkiYFCN8zpUDGZTPj444+xe/du\nVFdXy9bxcmMiIgKu4eqvDz/8EGq1GjNnzoRWq8U//vEP3HHHHZg4caIr+0dERDcRp0Nl7969mDRp\nEsLDwyFJEsLDwzFp0iSsXbvWlf0jIqKbiNOh4uXlBZVKBaD2PfOVlZXw8fGByWRyWeeIiOjm4vQ5\nlYiICOzYsQMDBgyAwWDA/PnzodFo7O+LJyIicjpUpkyZYr/ia9y4cfjyyy9RXV2Nc+fOuaxzRER0\nc3F6+kun08Hf3x8AoNFo8L//+78YM2YMNm7c6LLOERHRzeWGbjCR+CgHIiK6DO9aJCIixTR6TmXn\nzp1XXWexWBTtDBER3dwaDZX333+/wfV6vb7RLzGbzUhJSYHFYoHVaoXRaMTo0aORkZGBwsJCqNVq\nhISEIDExETqdzqH92rVrkZeXB0mSEBoaisTERGg0Gvv6L7/8EhkZGfjoo48QGBjYaH+IiMg1Gg2V\n9PT0G/4Sb29vpKSkQKvVwmKxYObMmejTpw969+6NsWPHQqVSITMzE2vWrEF8fLysrclkwvr16+2X\nMKelpWHz5s2IvfRU1fLychQXFzsVbkRE5FpuOaciSRK0Wi2A2veyWK1WSJIEg8Fgv6GyW7duV72R\n0mazwWw2w2q1wmw2o1WrVvZ1n3zyCR5//HFeNEBE5AGcvk/lRtlsNiQnJ+P48eMYNmwYIiMjZevz\n8vIwaNAgh3ZBQUEYMWIEJk2aBI1GA4PBAIPBAADYtm0bgoKCEB4e3uB35+TkICen9v3bc+bMcelR\njVqt5lHTZVgPOdZDjvWQaw71cFuoeHl5Ye7cuaiurkZqaioOHz6MsLAwAEBWVhZUKhUGDx7s0K6q\nqgrbtm1Deno6/Pz8kJaWhoKCAgwcOBBr1qzBK6+80uh3x8XFIS4uzv65vLxcuYFdQa/Xu3T/NxvW\nQ471kGM95Dy5Hu3bt3dqO7dfUqzT6RAVFYWioiIAQH5+PgoLC5GUlFTvFFZJSQmCg4MRGBgItVqN\ngQMHYu/evThx4gROnjyJF198EZMnT8bp06eRnJyMM2fOuHtIRER0iVuOVCorK6FSqaDT6WA2m1Fc\nXIxRo0ahqKgI2dnZeO211+Dj41NvW71ej3379qGmpgYajQYlJSXo2rUrwsLC8NFHH9m3mzx5MmbP\nns2rv4iImpBbQqWiogLp6emw2WwQQiA6Ohr9+/fHlClTYLFYMGvWLABAZGQkEhISYDKZsHDhQkyf\nPh2RkZEwGo1ITk6GSqVCeHi4bCqLiIg8hyQufy/wLaKsrMxl+/bkOdGmwHrIsR5yrIecJ9fDY8+p\nEBFR8+W2q7+I6MaYzpuwvnQ9TBdMCNIG4cHwBxHkG9TU3SKS4ZEK0U3AdN6Ed4veRVlVGSzCgrKq\nMrxb9C5M5/nmVfIsDBWim8D60vXQqXVQq2onF9QqNXRqHdaXrm/inhHJMVSIbgKmCyZ7oNRRq9Qw\nXeCRCnkWhgrRTSBIGwSLVf6qCYvVgiAtz6mQZ2GoEN0EHgx/ENWWanuwWKwWVFuq8WD4g03cMyI5\nhgrRTSDINwhJfZLQ3r891JIa7f3bI6lPEq/+Io/DS4qJbhJBvkF4/LbHm7obRA3ikQoRESmGoUJE\nRIphqBARkWIYKkREpBiGChERKYahQkREimGoEBGRYnifChHdUsxWMw6fPYwLlgvQqrUICwiDRqVp\n6m41GzxSIaJbhtlqRtGpIlSZq2ATNlSZq1B0qghmq7mpu9ZsMFSI6JZx+OxhaLw08JJq/+rzkryg\n8dLg8NnDTdyz5oOhQkS3jAuWC/ZAqeMleeGC5UIT9aj5YagQ0S1Dq9bCJmyyZTZhg1atbaIeNT8M\nFSK6ZYQFhMFsM9uDxSZsMNvMCAsIa+KeNR8MFSK6ZWhUGvRp0wf+Gn94SV7w1/ijT5s+vPpLQbyk\nmIhuKRqVBhEtI5q6G82WW0LFbDYjJSUFFosFVqsVRqMRo0ePRkZGBgoLC6FWqxESEoLExETodDqH\n9mvXrkVeXh4kSUJoaCgSExOh0WiwcuVK/Pjjj5AkCS1atEBiYiKCgvjSIiKipiIJIYSrv0QIgZqa\nGmi1WlgsFsycORPjxo3D+fPn0bNnT6hUKmRmZgIA4uPjZW1NJhNmzJiB+fPnQ6PRIC0tDf369UNs\nbCzOnTsHPz8/AMC6detw9OhRJCQkNNqfsrIy5Qd5iV6vR3l5ucv2f7NhPeRYDznWQ86T69G+fXun\ntnPLORVJkqDV1l5dYbVaYbVaIUkSDAYDVCoVAKBbt24wmUz1trfZbDCbzbBarTCbzWjVqhUA2AMF\nAGpqaiBJkotHQkREDXHbORWbzYbk5GQcP34cw4YNQ2RkpGx9Xl4eBg0a5NAuKCgII0aMwKRJk6DR\naGAwGGAwGOzrV6xYgYKCAvj5+SElJaXe787JyUFOTg4AYM6cOdDr9QqOTE6tVrt0/zcb1kOO9ZBj\nPeSaQz3cMv11uerqaqSmpmL8+PEIC6u9jC8rKwsHDhzAtGnTHI42qqqqMG/ePEydOhV+fn5IS0uD\n0WhETEyMbLs1a9bg4sWLGD16dKN94PSX+7AecqyHHOsh58n18Kjpr8vpdDpERUWhqKgIAJCfn4/C\nwkIkJSXVO31VUlKC4OBgBAYGQq1WY+DAgdi7d6/DdoMHD8YPP/zg8v4TEdHVuSVUKisrUV1dDaD2\nSrDi4mJ06NABRUVFyM7ORnJyMnx8fOptq9frsW/fPtTU1EAIgZKSEnTo0AEAcOzYMft227ZtczpJ\niYjINdxyTqWiogLp6emw2WwQQiA6Ohr9+/fHlClTYLFYMGvWLABAZGQkEhISYDKZsHDhQkyfPh2R\nkZEwGo1ITk6GSqVCeHg44uLiAADLly/HsWPHIEkS9Hq9U1d+ERGR67j9nIon4DkV92E95FgPOdZD\nzpPr4bHnVIiIqPliqBARkWIYKkREpBiGChERKYahQkREimGoEBGRYhgqRESkGIYKEREphqFCRESK\nYagQEZFiGCpERKQYhgoRESmGoUJERIphqBARkWIYKkREpBiGChERKYahQkREimGoEBGRYhgqRESk\nGIYKEREphqFCRESKYagQEZFiGCpERKQYtTu+xGw2IyUlBRaLBVarFUajEaNHj0ZGRgYKCwuhVqsR\nEhKCxMRE6HQ6h/Zr165FXl4eJElCaGgoEhMTodFonG5PRETuIQkhhKu/RAiBmpoaaLVaWCwWzJw5\nE+PGjcP58+fRs2dPqFQqZGZmAgDi4+NlbU0mE2bMmIH58+dDo9EgLS0N/fr1Q2xsLH766adG29en\nrKxM+UFeotfrUV5e7rL932xYDznWQ471kPPkerRv396p7dwy/SVJErRaLQDAarXCarVCkiQYDAao\nVCoAQLdu3WAymeptb7PZYDabYbVaYTab0apVKwBwuj0REbmHW6a/gNpgSE5OxvHjxzFs2DBERkbK\n1ufl5WHQoEEO7YKCgjBixAhMmjQJGo0GBoMBBoPBYburtQeAnJwc5OTkAADmzJkDvV6vwIjqp1ar\nXbr/mw3rIcd6yLEecs2hHm4LFS8vL8ydOxfV1dVITU3F4cOHERYWBgDIysqCSqXC4MGDHdpVVVVh\n27ZtSE9Ph5+fH9LS0lBQUICYmBj7Ng21B4C4uDjExcXZP7vy8NKTD1+bAushx3rIsR5ynlwPj5r+\nupxOp0NUVBSKiooAAPn5+SgsLERSUhIkSXLYvqSkBMHBwQgMDIRarcbAgQOxd+9e+/rG2hMRkfu4\nJVQqKytRXV0NoPZKsOLiYnTo0AFFRUXIzs5GcnIyfHx86m2r1+uxb98+1NTUQAiBkpISdOjQAQCc\nak9ERO7jlumviooKpKenw2azQQiB6Oho9O/fH1OmTIHFYsGsWbMAAJGRkUhISIDJZMLChQsxffp0\nREZGwmg0Ijk5GSqVCuHh4faprI8//rje9kRE1DTcckmxp+Elxe7DesixHnKsh5wn18Njz6kQEVHz\nxVAhIiLFMFSIiEgxDBUiIlIMQ4WIiBTDUCEiIsUwVIiISDEMFSIiUgxDhYiIFHNL3lFPRESuwSMV\nhf3tb39r6i54FNZDjvWQYz3kmkM9GCpERKQYhgoRESmGoaKwy98wSazHlVgPOdZDrjnUgyfqiYhI\nMTxSISIixTBUiIhIMW55nXBzUFpaikWLFuHChQto06YNkpKS4OfnBwA4dOgQPvzwQ5w/fx6SJGH2\n7NnQaDT1tjebzVCpVHjmmWcQERHhdHtP46p6nDx5ElOnTrW/Ze5meUW0K/98AEB5eTmmTp2KRx99\nFCNHjnTr2K6Hq+qxf/9+LFy40L7do48+igEDBrh1bNfDVfUoLi7G8uXLYbFYoFar8cQTT6Bnz55N\nMcT/EuSUv/3tb+Lnn38WQgiRm5srVqxYIYQQwmKxiBdeeEEcPHhQCCFEZWWlsFqtDu1nzZoltm/f\nLoQQorCwUKSkpFxTe0/jqnqcOHFCPP/8864fgMJcVY86qampYt68eSI7O9t1g1CQq+px4cIFYbFY\nhBBCmEwmMWHCBPtnT+aqevz666/i9OnTQgghDh06JBISElw8ksZx+stJZWVluO222wAAvXv3xg8/\n/AAA+OmnnxAWFobw8HAAQEBAALy8HMsqSRLOnz8PADh37hxatWp1Te09javqcbNyZT22bt2K4OBg\ndOzY0cWjUI6r6uHj4wOVSgUAuHjxIiRJcvVQFOGqenTu3BlBQUEAgNDQUJjNZly8eNHVw2kQp7+c\nFBoaim3btmHAgAHYsmULTp8+DQA4duwYJEnCm2++icrKSgwaNAijRo1yaP/UU0/hzTffREZGBmw2\nG954441rau9pXFUPADh58iRefPFF+Pn5YcyYMfb/GT2Zq+px4cIFZGdnY8aMGfi///s/t47pRrjy\nz8e+ffvw/vvv49SpU5gyZYo9ZDyZK+tR54cffkCXLl3g7e3t8vE0hKFymVmzZuHMmTMOy8eMGYNJ\nkyZhyZIl+Pzzz3HHHXdAra4tndVqxZ49ezB79mz4+Pjg9ddfR5cuXdCrVy/ZPr7++ms89dRTMBqN\n2Lx5Mz744APMmDHD6fZNoSnq0apVKyxYsAABAQH49ddfMXfuXMybN88+/9yUmqIeq1atwvDhw6HV\nat0yxmvRFPUAas+zpaWl4ejRo0hPT0efPn084hxkU9UDAI4cOYLly5fj5Zdfdu0gncBQuczlv0n1\neeWVVwDUHspu374dANC6dWvcdtttCAwMBAD07dsXBw8edPhDsWnTJowfPx4AEB0dbT/Z6Gz7ptAU\n9fD29rb/S6tLly4ICQnBsWPH0LVrV+UGdp2aoh779+/HDz/8gOXLl6O6uhqSJEGj0eCBBx5QdGzX\noynqcbmOHTtCq9XiyJEjt+yfDwA4ffo0UlNTMXnyZLRt21ax8Vwvz5+89xC///47AMBmsyErKwv3\n3XcfAMBgMODIkSOoqamB1WrF7t276537DgoKwq5duwAAO3futP/mO9ve07iqHpWVlbDZbACAEydO\n4NixYwgJCXHHkG6Iq+rx+uuvIz09Henp6XjooYfw8MMPe0SgNMZV9Th58iSsVisA4NSpUygrK0Ob\nNm3cMaQb4qp6VFdXY86cORg7dix69OjhptE0jEcqTvruu++wYcMGAMCAAQNwzz33AAD8/f0xfPhw\nTJ8+HZIkoW/fvujXrx8A4IMPPsB9992Hrl274tlnn8WSJUtgs9ng7e2NZ599ttH2nsxV9di1axdW\nrVoFlUoFLy8vTJw4Ef7+/k0zyGvgqnrcrFxVjz179uCLL76w//mYMGGC/V/5nsxV9fjqq69w/Phx\nrF69GqtXrwZQe0TUokWLJhhlLT6mhYiIFMPpLyIiUgxDhYiIFMNQISIixTBUiIhIMQwVIiJSDEOF\nyEP8/e9/R35+vmL7e/XVV5Gbm6vY/oicwVAhuorJkyejuLjYbd/30ksvITY2FgCQn5/f6B3aRJ6I\noUJERIrhHfVE1ygnJwfZ2dmoqqpCjx49MHHiRPvjx0ePHo1nnnkGa9euRWVlJe6++25MmDABkiTB\nZrMhMzMTmzZtglarxYgRI7B48WKsWLECKpUKr776KgYPHozu3btj0aJFsFgseOKJJ6BSqbB06VL7\n+qFDhwKoPZrJzc3FrFmzAADFxcVYvHgxKioqEBMTgyvva87Ly8OXX36JM2fOICIiAgkJCTfFI07o\n5sIjFaJrsHPnTqxYsQJTp07Fhx9+iDZt2uCdd96RbbN9+3bMnj0bqamp+P777/HTTz8BqA2jHTt2\n4K233sI//vEPbNu2rd7v6NixIyZOnIhu3bohIyMDS5cubbRflZWVSE1NxZgxY/Dxxx8jJCQEv/zy\ni339tm3bsGbNGrzwwgv46KOP0KNHD4d+EymBoUJ0Db799lvcc8899vdWjB07Fnv37sXJkyft2/zh\nD3+ATqeDXq9HVFQUSktLAQDff/89HnroIbRu3Rr+/v6Kvjdnx44dCA0NhdFohFqtxvDhw9GyZUv7\n+m+++QYPP/wwOnbsCJVKhYcffhilpaU4deqUYn0gAjj9RXRNKioq0LlzZ/tnrVYLf39/mEwmBAcH\nA4DsL3MfHx9cuHDB3rZ169b2dXq9XtF+Xb5vSZJkn0+dOoUlS5Zg2bJl9mVCCJhMJk6BkaIYKkTX\noFWrVigvL7d/vnDhAqqqquznVBprazKZ7J8v348zfHx8UFNTY/98+QuhWrZsaX+bIFAbGJd/1uv1\neOSRRzB48OBr+k6ia8XpL6IGWK1WmM1m+89dd92FjRs3orS0FBcvXsSKFSsQERFhP0ppSHR0NNat\nWweTyYTq6mpkZ2dfdduWLVvCZDLBYrHYl4WHh2Pr1q2oqanB8ePHkZeXZ1/Xr18/HDlyBD/88AOs\nVivWr18vC5377rsPX3zxBY4cOQKg9j3n33///fWUhKhBPFIhasDs2bNlnx955BH86U9/wrx581BV\nVYXu3bvjueeec2pfQ4cORVlZGaZNmwZfX188+OCD2LVrF7y8HP9t17NnT/sJey8vL3z88ccYPnw4\nDhw4gIkTJ6JTp064++67UVJSAgAIDAzE888/jyVLlmDBggWIiYlB9+7d7fsbMGAALly4gLfffhvl\n5eXw8/NDr169EB0dfQPVIXLE96kQNZEdO3Zg0aJFWLBgQVN3hUgxnP4ichOz2Yzt27fDarXCZDJh\n9erVGDBgQFN3i0hRPFIhcpOamhq8+uqr+O2336DRaNCvXz+MGzcOfn5+Td01IsUwVIiISDGc/iIi\nIsUwVIiISDEMFSIiUgxDhYiIFMNQISIixfx/fQ6aLcddOqMAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 10:13:54.377076'))\n", + "-----------------------------------\n", + "('tel:', 175 1884182865\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.00331564494711059)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.730278, 32.875 ]))\n", + "(' #Samples ', 169)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.75721678, 32.92280779]))\n", + "(' #Samples ', 700)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.741944, 32.909167]))\n", + "(' #Samples ', 65)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.76024108, 32.91727969]))\n", + "(' #Samples ', 127)\n" + ] + }, + { + "data": { + "image/png": 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G0Bh8fXknP9mdzSETFRVl8VmtVqNNmzaYOHFinVeKiGpWq8C4zx4Vozx1yraA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\nAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:48:00.978543'))\n", + "-----------------------------------\n", + "('tel:', 239 3688089071\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.024743009854208485)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.87034706, 32.81198486]))\n", + "(' #Samples ', 456)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.685556, 32.770833]))\n", + "(' #Samples ', 128)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.7988131 , 32.79885124]))\n", + "(' #Samples ', 41)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.83238272, 32.8064785 ]))\n", + "(' #Samples ', 36)\n" + ] + }, + { + "data": { + "image/png": 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CCQkJztfN5XTzajTGabS/3p/TVaedZyoANpuNdj7tGrQvzWnIwBNaU72tqVZo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\nYyRUhBBCeIyEihBCCI+RUBFCCOEx/x+G/JaUPlks8wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:48:02.355652'))\n", + "-----------------------------------\n", + "('tel:', 180 4555003213\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.0039189675578630827)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.84066398, 32.70494423]))\n", + "(' #Samples ', 184)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.74243422, 32.75365378]))\n", + "(' #Samples ', 625)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.796111, 32.7375 ]))\n", + "(' #Samples ', 53)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.759167, 32.739722]))\n", + "(' #Samples ', 82)\n" + ] + }, + { + "data": { + "image/png": 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RFxcHrVaLrKwsbN++HfHx8VZtAwMDsWbNGgCAxWLBvHnzEBUVpSyvqqpCaWkp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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:58:52.698478'))\n", + "-----------------------------------\n", + "('tel:', 182 2068627935\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.15270229698945337)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.83278954, 32.72089181]))\n", + "(' #Samples ', 1497)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.604444, 32.703056]))\n", + "(' #Samples ', 392)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.75520357, 32.71410598]))\n", + "(' #Samples ', 254)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.8066212 , 32.72178311]))\n", + "(' #Samples ', 151)\n" + ] + }, + { + "data": { + "image/png": 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igNDNxOqB+m+++aZD8+nGeLt5w2g2Wswzmo3wdvPupIoUcPXL/tHyVxF9pjFI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\nGIYKEREphqFCRESKYagQEZFi/h9zycWvKC0XNwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:48:54.733729'))\n", + "-----------------------------------\n", + "('tel:', 280 2894365987\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.030344362736020751)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.89201378, 32.72165711]))\n", + "(' #Samples ', 3288)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.81270407, 32.77396536]))\n", + "(' #Samples ', 1077)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.857611, 32.741889]))\n", + "(' #Samples ', 298)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.875194, 32.717667]))\n", + "(' #Samples ', 177)\n" + ] + }, + { + "data": { + "image/png": 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dkpISpKWlWR6XlpYiLi4O48ePR3FxMdatWwej0Qi1Wo2pU6ciJCTEEbtERGRXhssG7Cje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\nQkREimGpEBGRYlgqRESkmP8HR7fSIcjJHTsAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:49:08.500296'))\n", + "-----------------------------------\n", + "('tel:', 187 8549533077\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.11100564569722901)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.77896656, 32.77240328]))\n", + "(' #Samples ', 576)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.802574 , 32.98580109]))\n", + "(' #Samples ', 2081)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.8049514 , 32.91913182]))\n", + "(' #Samples ', 198)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.80231738, 32.95821508]))\n", + "(' #Samples ', 195)\n" + ] + }, + { + "data": { + "image/png": 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wfjJ8UVERvv76a+j1evj4+GDUqFEYOnTobfcTQqCurg4ajQZGoxHLli1DbGws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\n0NyOLs15SBLEQw/BUFUFdWE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u3Th37hyA+nfUf/3117/mW0LUIrZUiFqwYsUKi8+PP/44\nfvOb32D16tWorq7GgAED8Ic//MGqY8XExODChQtYsmQJ3Nzc8G//9m84evRok+8uGTRokDxgr1Ao\n8O6772LSpEkoKSnBnDlz0Lt3b9x///04cuQIAMDLywuLFy/Gxo0bsXbtWowePRoDBgyQjzdy5EjU\n1tbiL3/5CyoqKuDu7o7BgwcjOjq6Dd8dosb4PhWiDnL48GFs2LABa9eu7ehSiGyG3V9EdmIwGFBY\nWAiTyQSdToedO3di5MiRHV0WkU2xpUJkJ3V1dXjxxRfx008/Qa1WIzIyErGxsXB3d+/o0ohshqFC\nREQ2w+4vIiKyGYYKERHZDEOFiIhshqFCREQ2w1AhIiKb+X9uiaUPLBf7oAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:51:57.236131'))\n", + "-----------------------------------\n" + ] + } + ], + "source": [ + "users = []\n", + "for usr in srcPhones:\n", + " users.append(df[df.In == usr])\n", + "#print users[0].loc[0].In\n", + "\n", + "for user in users:\n", + " #user.plot.scatter(x='TowerLon', y='TowerLat', c='gray', alpha=0.1, title='Call Locations')\n", + " #plt.show()\n", + " #print('full',user.shape)\n", + " user = user[(user.DOW != 'Sat')]\n", + " #print('-Sat',user.shape)\n", + " user = user[(user.DOW != 'Sun')]\n", + " #print('-Sun',user.shape)\n", + " user = user[(user.CallTime < '17:00:00')]\n", + " #print('-5pm',user.shape)\n", + " #plotUser1(user)\n", + " plotUser2(user)\n", + " print '-----------------------------------'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using some domain expertise, your intuition should direct you to know that people are likely to behave differently on weekends vs on weekdays:\n", + "\n", + "#### On Weekends\n", + "1. People probably don't go into work\n", + "1. They probably sleep in late on Saturday\n", + "1. They probably run a bunch of random errands, since they couldn't during the week\n", + "1. They should be home, at least during the very late hours, e.g. 1-4 AM\n", + "\n", + "#### On Weekdays\n", + "1. People probably are at work during normal working hours\n", + "1. They probably are at home in the early morning and during the late night\n", + "1. They probably spend time commuting between work and home everyday" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(\"Examining person: \", 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Create a slice called `user1` that filters to only include dataset records where the `In` feature (user phone number) is equal to the first number on your unique list above:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alter your slice so that it includes only Weekday (Mon-Fri) values:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The idea is that the call was placed before 5pm. From Midnight-730a, the user is probably sleeping and won't call / wake up to take a call. There should be a brief time in the morning during their commute to work, then they'll spend the entire day at work. So the assumption is that most of the time is spent either at work, or in 2nd, at home:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the Cell Towers the user connected to" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def doKMeans(data, num_clusters=0):\n", + " # TODO: Be sure to only feed in Lat and Lon coordinates to the KMeans algo, since none of the other\n", + " # data is suitable for your purposes. Since both Lat and Lon are (approximately) on the same scale,\n", + " # no feature scaling is required. Print out the centroid locations and add them onto your scatter\n", + " # plot. Use a distinguishable marker and color.\n", + " #\n", + " # Hint: Make sure you fit ONLY the coordinates, and in the CORRECT order (lat first). This is part\n", + " # of your domain expertise. Also, *YOU* need to create, initialize (and return) the variable named\n", + " # `model` here, which will be a SKLearn K-Means model for this to work:\n", + " \n", + " # .. your code here ..\n", + " \n", + " return model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's tun K-Means with `K=3` or `K=4`. There really should only be a two areas of concentration. If you notice multiple areas that are \"hot\" (multiple areas the user spends a lot of time at that are FAR apart from one another), then increase K=5, with the goal being that all centroids except two will sweep up the annoying outliers and not-home, not-work travel occasions. the other two will zero in on the user's approximate home location and work locations. Or rather the location of the cell tower closest to them....." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = doKMeans(user1, 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print out the mean `CallTime` value for the samples belonging to the cluster with the LEAST samples attached to it. If our logic is correct, the cluster with the MOST samples will be work. The cluster with the 2nd most samples will be home. And the `K=3` cluster with the least samples should be somewhere in between the two. What time, on average, is the user in between home and work, between the midnight and 5pm?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "midWayClusterIndices = clusterWithFewestSamples(model)\n", + "midWaySamples = user1[midWayClusterIndices]\n", + "print(\" Its Waypoint Time: \", midWaySamples.CallTime.mean())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's visualize the results! First draw the X's for the clusters:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ax.scatter(model.cluster_centers_[:,1], model.cluster_centers_[:,0], s=169, c='r', marker='x', alpha=0.8, linewidths=2)\n", + "ax.set_title('Weekday Calls Centroids')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab4-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab4-checkpoint.ipynb new file mode 100644 index 0000000..7d7b018 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab4-checkpoint.ipynb @@ -0,0 +1,1595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab4" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import math\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "from sklearn import preprocessing\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "# You might need to import more modules here..\n", + "# .. your code here ..\n", + "\n", + "matplotlib.style.use('ggplot') # Look Pretty\n", + "c = ['red', 'green', 'blue', 'orange', 'yellow', 'brown']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can experiment with these parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "PLOT_TYPE_TEXT = False # If you'd like to see indices\n", + "PLOT_VECTORS = True # If you'd like to see your original features in P.C.-Space" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some Convenience Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def drawVectors(transformed_features, components_, columns, plt):\n", + " num_columns = len(columns)\n", + "\n", + " # This function will project your *original* feature (columns)\n", + " # onto your principal component feature-space, so that you can\n", + " # visualize how \"important\" each one was in the\n", + " # multi-dimensional scaling\n", + "\n", + " # Scale the principal components by the max value in\n", + " # the transformed set belonging to that component\n", + " xvector = components_[0] * max(transformed_features[:,0])\n", + " yvector = components_[1] * max(transformed_features[:,1])\n", + "\n", + " ## Visualize projections\n", + "\n", + " # Sort each column by its length. These are your *original*\n", + " # columns, not the principal components.\n", + " important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) }\n", + " important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", + " print(\"Projected Features by importance:\\n\", important_features)\n", + "\n", + " ax = plt.axes()\n", + "\n", + " for i in range(num_columns):\n", + " # Use an arrow to project each original feature as a\n", + " # labeled vector on your principal component axes\n", + " plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75, zorder=600000)\n", + " plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75, zorder=600000)\n", + " \n", + " return ax" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def doPCA(data, dimensions=2):\n", + " model = PCA(n_components=dimensions, svd_solver='randomized', random_state=7)\n", + " model.fit(data)\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def doKMeans(data, num_clusters=0):\n", + " # TODO: Do the KMeans clustering here, passing in the # of clusters parameter\n", + " # and fit it against your data. Then, return a tuple containing the cluster\n", + " # centers and the labels.\n", + " #\n", + " # Hint: Just like with doPCA above, you will have to create a variable called\n", + " # `model`, which will be a SKLearn K-Means model for this to work.\n", + " model = KMeans(n_clusters = num_clusters)\n", + " model.fit(data)\n", + " \n", + " # .. your code here ..\n", + " return model.cluster_centers_, model.labels_" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load up the dataset. It may or may not have nans in it. Make sure you catch them and destroy them, by setting them to `0`. This is valid for this dataset, since if the value is missing, you can assume no money was spent on it." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChannelRegionFreshMilkGroceryFrozenDetergents_PaperDelicassen
count440.000000440.000000440.000000440.000000440.000000440.000000440.000000440.000000
mean1.3227272.54318212000.2977275796.2659097951.2772733071.9318182881.4931821524.870455
std0.4680520.77427212647.3288657380.3771759503.1628294854.6733334767.8544482820.105937
min1.0000001.0000003.00000055.0000003.00000025.0000003.0000003.000000
25%1.0000002.0000003127.7500001533.0000002153.000000742.250000256.750000408.250000
50%1.0000003.0000008504.0000003627.0000004755.5000001526.000000816.500000965.500000
75%2.0000003.00000016933.7500007190.25000010655.7500003554.2500003922.0000001820.250000
max2.0000003.000000112151.00000073498.00000092780.00000060869.00000040827.00000047943.000000
\n", + "
" + ], + "text/plain": [ + " Channel Region Fresh Milk Grocery \\\n", + "count 440.000000 440.000000 440.000000 440.000000 440.000000 \n", + "mean 1.322727 2.543182 12000.297727 5796.265909 7951.277273 \n", + "std 0.468052 0.774272 12647.328865 7380.377175 9503.162829 \n", + "min 1.000000 1.000000 3.000000 55.000000 3.000000 \n", + "25% 1.000000 2.000000 3127.750000 1533.000000 2153.000000 \n", + "50% 1.000000 3.000000 8504.000000 3627.000000 4755.500000 \n", + "75% 2.000000 3.000000 16933.750000 7190.250000 10655.750000 \n", + "max 2.000000 3.000000 112151.000000 73498.000000 92780.000000 \n", + "\n", + " Frozen Detergents_Paper Delicassen \n", + "count 440.000000 440.000000 440.000000 \n", + "mean 3071.931818 2881.493182 1524.870455 \n", + "std 4854.673333 4767.854448 2820.105937 \n", + "min 25.000000 3.000000 3.000000 \n", + "25% 742.250000 256.750000 408.250000 \n", + "50% 1526.000000 816.500000 965.500000 \n", + "75% 3554.250000 3922.000000 1820.250000 \n", + "max 60869.000000 40827.000000 47943.000000 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('Datasets/Wholesale customers data.csv')\n", + "df.fillna(0, inplace = True)\n", + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As instructed, get rid of the `Channel` and `Region` columns, since you'll be investigating as if this were a single location wholesaler, rather than a national / international one. Leaving these fields in here would cause KMeans to examine and give weight to them:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(440, 6)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.drop(['Channel','Region'], axis=1, inplace=True)\n", + "df.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before unitizing / standardizing / normalizing your data in preparation for K-Means, it's a good idea to get a quick peek at it. You can do this using the `.describe()` method, or even by using the built-in pandas `df.plot.hist()`:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot.hist()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Having checked out your data, you may have noticed there's a pretty big gap between the top customers in each feature category and the rest. Some feature scaling algorithms won't get rid of outliers for you, so it's a good idea to handle that manually---particularly if your goal is NOT to determine the top customers. \n", + "\n", + "After all, you can do that with a simple Pandas `.sort_values()` and not a machine learning clustering algorithm. From a business perspective, you're probably more interested in clustering your +/- 2 standard deviation customers, rather than the top and bottom customers.\n", + "\n", + "Remove top 5 and bottom 5 samples for each column:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "drop = {}\n", + "for col in df.columns:\n", + " # Bottom 5\n", + " sort = df.sort_values(by=col, ascending=True)\n", + " if len(sort) > 5: sort=sort[:5]\n", + " for index in sort.index: drop[index] = True # Just store the index once\n", + "\n", + " # Top 5\n", + " sort = df.sort_values(by=col, ascending=False)\n", + " if len(sort) > 5: sort=sort[:5]\n", + " for index in sort.index: drop[index] = True # Just store the index once" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Drop rows by index. We do this all at once in case there is a collision. This way, we don't end up dropping more rows than we have to, if there is a single row that satisfies the drop for multiple columns. Since there are 6 rows, if we end up dropping < 5*6*2 = 60 rows, that means there indeed were collisions:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dropping 42 Outliers...\n" + ] + }, + { + "data": { + "text/html": [ + "
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FreshMilkGroceryFrozenDetergents_PaperDelicassen
count398.000000398.000000398.000000398.000000398.000000398.000000
mean10996.2311565144.0904527091.7110552639.7211062562.9748741278.736181
std9933.0425965057.4065746923.0192932974.2469063608.1767761220.745297
min37.000000258.000000314.00000047.00000010.00000011.000000
25%3324.5000001571.2500002155.500000749.750000273.250000409.500000
50%8257.5000003607.5000004573.0000001526.000000812.000000946.500000
75%15828.5000006953.2500009922.2500003370.2500003841.5000001752.250000
max53205.00000029892.00000039694.00000017866.00000019410.0000007844.000000
\n", + "
" + ], + "text/plain": [ + " Fresh Milk Grocery Frozen \\\n", + "count 398.000000 398.000000 398.000000 398.000000 \n", + "mean 10996.231156 5144.090452 7091.711055 2639.721106 \n", + "std 9933.042596 5057.406574 6923.019293 2974.246906 \n", + "min 37.000000 258.000000 314.000000 47.000000 \n", + "25% 3324.500000 1571.250000 2155.500000 749.750000 \n", + "50% 8257.500000 3607.500000 4573.000000 1526.000000 \n", + "75% 15828.500000 6953.250000 9922.250000 3370.250000 \n", + "max 53205.000000 29892.000000 39694.000000 17866.000000 \n", + "\n", + " Detergents_Paper Delicassen \n", + "count 398.000000 398.000000 \n", + "mean 2562.974874 1278.736181 \n", + "std 3608.176776 1220.745297 \n", + "min 10.000000 11.000000 \n", + "25% 273.250000 409.500000 \n", + "50% 812.000000 946.500000 \n", + "75% 3841.500000 1752.250000 \n", + "max 19410.000000 7844.000000 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Dropping {0} Outliers...\".format(len(drop)))\n", + "df.drop(inplace=True, labels=drop.keys(), axis=0)\n", + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What are you interested in?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Depending on what you're interested in, you might take a different approach to normalizing/standardizing your data.\n", + " \n", + "You should note that all columns left in the dataset are of the same unit. You might ask yourself, do I even need to normalize / standardize the data? The answer depends on what you're trying to accomplish. For instance, although all the units are the same (generic money unit), the price per item in your store isn't. There may be some cheap items and some expensive one. If your goal is to find out what items people tend to buy together but you didn't \"unitize\" properly before running kMeans, the contribution of the lesser priced item would be dwarfed by the more expensive item. This is an issue of scale.\n", + "\n", + "For a great overview on a few of the normalization methods supported in SKLearn, please check out: https://stackoverflow.com/questions/30918781/right-function-for-normalizing-input-of-sklearn-svm\n", + "\n", + "Suffice to say, at the end of the day, you're going to have to know what question you want answered and what data you have available in order to select the best method for your purpose. Luckily, SKLearn's interfaces are easy to switch out so in the mean time, you can experiment with all of them and see how they alter your results.\n", + "\n", + "5-sec summary before you dive deeper online:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### Normalization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's say your user spend a LOT. Normalization divides each item by the average overall amount of spending. Stated differently, your new feature is = the contribution of overall spending going into that particular item: \\$spent on feature / \\$overall spent by sample." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MinMax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What % in the overall range of $spent by all users on THIS particular feature is the current sample's feature at? When you're dealing with all the same units, this will produce a near face-value amount. Be careful though: if you have even a single outlier, it can cause all your data to get squashed up in lower percentages.\n", + "\n", + "Imagine your buyers usually spend \\$100 on wholesale milk, but today only spent \\$20. This is the relationship you're trying to capture with MinMax. NOTE: MinMax doesn't standardize (std. dev.); it only normalizes / unitizes your feature, in the mathematical sense. MinMax can be used as an alternative to zero mean, unit variance scaling. [(sampleFeatureValue-min) / (max-min)] * (max-min) + min Where min and max are for the overall feature values for all samples." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Back to The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un-comment just ***ONE*** of lines at a time and see how alters your results. Pay attention to the direction of the arrows, as well as their LENGTHS:" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot.hist()\n", + "plt.show()\n", + "#T = preprocessing.StandardScaler().fit_transform(df)\n", + "#T = preprocessing.MinMaxScaler().fit_transform(df)\n", + "#T = preprocessing.MaxAbsScaler().fit_transform(df)\n", + "#T = preprocessing.Normalizer().fit_transform(df)\n", + "T = df # No Change\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Sometimes people perform PCA before doing KMeans, so that KMeans only operates on the most meaningful features. In our case, there are so few features that doing PCA ahead of time isn't really necessary, and you can do KMeans in feature space. But keep in mind you have the option to transform your data to bring down its dimensionality. If you take that route, then your Clusters will already be in PCA-transformed feature space, and you won't have to project them again for visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 4.69505333e+03 1.21565600e+04 1.86295333e+04 1.68488000e+03\n", + " 8.47348000e+03 1.60065333e+03 1.00000000e+00]\n", + " [ 2.53947292e+04 4.04512500e+03 5.21907292e+03 3.80859375e+03\n", + " 1.13041667e+03 1.61495833e+03 1.75000000e+00]\n", + " [ 6.98888546e+03 3.29195595e+03 4.07160793e+03 2.46087225e+03\n", + " 1.21600441e+03 1.03018502e+03 1.15418502e+00]]\n" + ] + } + ], + "source": [ + "# Do KMeans\n", + "\n", + "n_clusters = 3\n", + "centroids, labels = doKMeans(T, n_clusters)\n", + "print centroids" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print out your centroids. They're currently in feature-space, which is good. Print them out before you transform them into PCA space for viewing" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we've clustered our KMeans, let's do PCA, using it as a tool to visualize the results. Project the centroids as well as the samples into the new 2D feature space for visualization purposes:" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [], + "source": [ + "display_pca = doPCA(T)\n", + "T = display_pca.transform(T)\n", + "CC = display_pca.transform(centroids)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize all the samples. Give them the color of their cluster label" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "if PLOT_TYPE_TEXT:\n", + " # Plot the index of the sample, so you can further investigate it in your dset\n", + " for i in range(len(T)): ax.text(T[i,0], T[i,1], df.index[i], color=c[labels[i]], alpha=0.75, zorder=600000)\n", + " ax.set_xlim(min(T[:,0])*1.2, max(T[:,0])*1.2)\n", + " ax.set_ylim(min(T[:,1])*1.2, max(T[:,1])*1.2)\n", + "else:\n", + " # Plot a regular scatter plot\n", + " sample_colors = [ c[labels[i]] for i in range(len(T)) ]\n", + " ax.scatter(T[:, 0], T[:, 1], c=sample_colors, marker='o', alpha=0.2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the Centroids as X's, and label them" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "ax.scatter(CC[:, 0], CC[:, 1], marker='x', s=169, linewidths=3, zorder=1000, c=c)\n", + "for i in range(len(centroids)):\n", + " ax.text(CC[i, 0], CC[i, 1], str(i), zorder=500010, fontsize=18, color=c[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Projected Features by importance:\\n', [(37457.23794304464, 'Fresh'), (29687.70550064635, 'Grocery'), (19639.849685386165, 'Milk'), (14205.581952696693, 'Detergents_Paper'), (2827.86199836946, 'Frozen'), (2050.9699497575675, 'Delicassen'), (1.2129529520209268, 'label')])\n" + ] + } + ], + "source": [ + "# Display feature vectors for investigation:\n", + "if PLOT_VECTORS:\n", + " drawVectors(T, display_pca.components_, df.columns, plt)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Fresh Milk Grocery Frozen Detergents_Paper Delicassen label\n", + "0 12669 9656 7561 214 2674 1338 2\n", + "1 7057 9810 9568 1762 3293 1776 2\n", + "2 6353 8808 7684 2405 3516 7844 2\n", + "3 13265 1196 4221 6404 507 1788 2\n", + "4 22615 5410 7198 3915 1777 5185 1\n", + "5 9413 8259 5126 666 1795 1451 2\n", + "6 12126 3199 6975 480 3140 545 2\n", + "7 7579 4956 9426 1669 3321 2566 2\n", + "8 5963 3648 6192 425 1716 750 2\n", + "9 6006 11093 18881 1159 7425 2098 0\n", + "10 3366 5403 12974 4400 5977 1744 0\n", + "11 13146 1124 4523 1420 549 497 2\n", + "12 31714 12319 11757 287 3881 2931 1\n", + "13 21217 6208 14982 3095 6707 602 1\n", + "14 24653 9465 12091 294 5058 2168 1\n", + "15 10253 1114 3821 397 964 412 2\n", + "16 1020 8816 12121 134 4508 1080 0\n", + "17 5876 6157 2933 839 370 4478 2\n", + "18 18601 6327 10099 2205 2767 3181 1\n", + "19 7780 2495 9464 669 2518 501 2\n", + "20 17546 4519 4602 1066 2259 2124 1\n", + "21 5567 871 2010 3383 375 569 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3213 249 1\n", + "425 11243 2408 2593 15348 108 1886 2\n", + "426 13134 9347 14316 3141 5079 1894 0\n", + "427 31012 16687 5429 15082 439 1163 1\n", + "428 3047 5970 4910 2198 850 317 2\n", + "429 8607 1750 3580 47 84 2501 2\n", + "430 3097 4230 16483 575 241 2080 0\n", + "431 8533 5506 5160 13486 1377 1498 2\n", + "432 21117 1162 4754 269 1328 395 1\n", + "433 1982 3218 1493 1541 356 1449 2\n", + "434 16731 3922 7994 688 2371 838 1\n", + "435 29703 12051 16027 13135 182 2204 1\n", + "436 39228 1431 764 4510 93 2346 1\n", + "437 14531 15488 30243 437 14841 1867 0\n", + "438 10290 1981 2232 1038 168 2125 2\n", + "439 2787 1698 2510 65 477 52 2\n", + "\n", + "[398 rows x 7 columns]" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Add the cluster label back into the dataframe and display it:\n", + "df['label'] = pd.Series(labels, index=df.index)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YkgTRKFIshuF0wvjxvTtRgUDwiUdkzXVA2bYNubERnE7kUAj27yd19tlgt4MkYbpc2Z7i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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab5-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab5-checkpoint.ipynb new file mode 100644 index 0000000..4dc21a7 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab5-checkpoint.ipynb @@ -0,0 +1,1265 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab5" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "from sklearn import preprocessing\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "matplotlib.style.use('ggplot') # Look Pretty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def plotDecisionBoundary(model, X, y):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + "\n", + " padding = 0.6\n", + " resolution = 0.0025\n", + " colors = ['royalblue','forestgreen','ghostwhite']\n", + "\n", + " # Calculate the boundaris\n", + " x_min, x_max = X[:, 0].min(), X[:, 0].max()\n", + " y_min, y_max = X[:, 1].min(), X[:, 1].max()\n", + " x_range = x_max - x_min\n", + " y_range = y_max - y_min\n", + " x_min -= x_range * padding\n", + " y_min -= y_range * padding\n", + " x_max += x_range * padding\n", + " y_max += y_range * padding\n", + "\n", + " # Create a 2D Grid Matrix. The values stored in the matrix\n", + " # are the predictions of the class at at said location\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # What class does the classifier say?\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + "\n", + " # Plot the contour map\n", + " cs = plt.contourf(xx, yy, Z, cmap=plt.cm.terrain)\n", + "\n", + " # Plot the test original points as well...\n", + " for label in range(len(np.unique(y))):\n", + " indices = np.where(y == label)\n", + " plt.scatter(X[indices, 0], X[indices, 1], c=colors[label], label=str(label), alpha=0.8)\n", + "\n", + " p = model.get_params()\n", + " plt.axis('tight')\n", + " plt.title('K = ' + str(p['n_neighbors']))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load up the dataset into a variable called `X`. Check `.head` and `dtypes` to make sure you're loading your data properly--don't fail on the 1st step!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copy the `wheat_type` series slice out of `X`, and into a series called `y`. Then drop the original `wheat_type` column from the `X`:" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " area perimeter compactness length width asymmetry groove wheat_type\n", + "id \n", + "0 15.26 14.84 0.8710 5.763 3.312 2.221 5.220 kama\n", + "1 14.88 14.57 0.8811 5.554 3.333 1.018 4.956 kama\n", + "2 14.29 14.09 0.9050 5.291 3.337 2.699 4.825 kama\n", + "3 13.84 13.94 0.8955 5.324 3.379 2.259 4.805 kama\n", + "4 16.14 14.99 0.9034 5.658 3.562 1.355 5.175 kama\n" + ] + }, + { + "data": { + "image/png": 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On98fCg6mZY0oAeyjkyPmn5ihLyArW+fFI3/nP/7+CB2+Fqbl5ZPndA6bMxiJ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\nkxdjE5MDBw6wbds2LMuiqqq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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv('Datasets/wheat.data', index_col=0)\n", + "print df.head()\n", + "x = df\n", + "y = x['wheat_type'].copy()\n", + "y = y.astype('category', ordered=True).cat.codes\n", + "\n", + "x.drop(labels=['wheat_type'],axis=1, inplace = True)\n", + " \n", + "x.fillna(x.mean(), inplace=True)\n", + "\n", + "X_train, X_test, Y_train, Y_test = train_test_split(x, y, test_size=0.33, random_state=1 )\n", + "X_train = preprocessing.Normalizer().fit_transform(X_train,Y_train)\n", + "X_test = preprocessing.Normalizer().fit_transform(X_test, Y_test)\n", + "pca = PCA(n_components = 2)\n", + "pca.fit(X_train)\n", + "X_train = pca.transform(X_train, Y_train)\n", + "X_test = pca.transform(X_test, Y_test)\n", + "knn = KNeighborsClassifier(n_neighbors=9)\n", + "knn.fit(X_train, Y_train)\n", + "knn.score(X_test, Y_test)\n", + "\n", + "plotDecisionBoundary(knn, X_train, Y_train)\n", + "plotDecisionBoundary(knn, X_test, Y_test)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do a quick, \"ordinal\" conversion of `y`. In actuality our classification isn't ordinal, but just as an experiment..." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "y = x['wheat_type'].copy()\n", + "x.drop(labels=['wheat_type'],axis=1, inplace = True)\n", + "y.unique()\n", + "y = y.astype('category', ordered=True).cat.codes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do some basic nan munging. Fill each row's nans with the mean of the feature:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idareaperimetercompactnesslengthwidthasymmetrygroove
0015.2614.840.87105.7633.3122.22105.220000
1114.8814.570.88115.5543.3331.01804.956000
2214.2914.090.90505.2913.3372.69904.825000
3313.8413.940.89555.3243.3792.25904.805000
4416.1414.990.90345.6583.5621.35505.175000
5514.3814.210.89515.3863.3122.46204.956000
6614.6914.490.87995.5633.2593.58605.219000
7714.1114.100.89115.4203.3022.70005.407529
8816.6315.460.87476.0533.4652.04005.877000
9916.4415.250.88805.8843.5051.96905.533000
101015.2614.850.86965.7143.2424.54305.314000
111114.0314.160.87965.4383.2011.71705.001000
121213.8914.020.88805.4393.1993.98604.738000
131313.7814.060.87595.4793.1563.13604.872000
141413.7414.050.87445.4823.1142.93204.825000
151514.5914.280.89935.3513.3334.18504.781000
161613.9913.830.91835.1193.3835.23404.781000
171715.6914.750.90585.5273.5141.59905.046000
181814.7014.210.91535.2053.4661.76704.649000
191912.7213.570.86865.2263.0494.10204.914000
202014.1614.400.85845.6583.1293.07205.176000
212114.1114.260.87225.5203.1682.68805.219000
222215.8814.900.89885.6183.5070.76515.091000
232312.0813.230.86645.0992.9361.41504.961000
242415.0114.760.86575.7893.2451.79105.001000
252516.1915.160.88495.8333.4210.90305.307000
262613.0213.760.86415.3953.0263.37304.825000
272712.7413.670.85645.3952.9562.50404.869000
282814.1114.180.88205.5413.2212.75405.038000
292913.4514.020.86045.5163.0653.53105.097000
...........................
18018011.4112.950.85605.0902.7754.95704.825000
18118112.4613.410.87065.2363.0174.98705.147000
18218212.1913.360.85795.2402.9094.85705.158000
18318311.6513.070.85755.1082.8505.20905.135000
18418412.8913.770.85415.4953.0266.18505.316000
18518511.5613.310.81985.3632.6834.06205.182000
18618611.8113.450.81985.4132.7164.89805.352000
18718710.9112.800.83725.0882.6754.17904.956000
18818811.2312.820.85945.0892.8217.52404.957000
18918910.5912.410.86484.8992.7874.97504.794000
19019010.9312.800.83905.0462.7175.39805.045000
19119111.2712.860.85635.0912.8043.98505.001000
19219211.8713.020.87955.1322.9533.59705.132000
19319310.8212.830.82565.1802.6304.85305.089000
19419412.1113.270.86395.2362.9754.13205.012000
19519512.8013.470.88605.1603.1264.87304.914000
19619612.7913.530.87865.2243.0545.48304.958000
19719713.3713.780.88495.3203.1284.67005.091000
19819812.6213.670.84815.4102.9113.30605.231000
19919912.7613.380.89645.0733.1552.82804.830000
20020012.3813.440.86095.2192.9895.47205.045000
20120112.6713.320.89774.9843.1352.30005.407529
20220211.1812.720.86805.0092.8104.05104.828000
20320312.7013.410.88745.1833.0918.45605.000000
20420412.3713.470.85675.2042.9603.91905.001000
20520512.1913.200.87835.1372.9813.63104.870000
20620611.2312.880.85115.1402.7954.32505.003000
20720713.2013.660.88835.2363.2328.31505.056000
20820811.8413.210.85215.1752.8363.59805.044000
20920912.3013.340.86845.2432.9745.63705.063000
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210 rows × 8 columns

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" + ], + "text/plain": [ + " id area perimeter compactness length width asymmetry groove\n", + "0 0 15.26 14.84 0.8710 5.763 3.312 2.2210 5.220000\n", + "1 1 14.88 14.57 0.8811 5.554 3.333 1.0180 4.956000\n", + "2 2 14.29 14.09 0.9050 5.291 3.337 2.6990 4.825000\n", + "3 3 13.84 13.94 0.8955 5.324 3.379 2.2590 4.805000\n", + "4 4 16.14 14.99 0.9034 5.658 3.562 1.3550 5.175000\n", + "5 5 14.38 14.21 0.8951 5.386 3.312 2.4620 4.956000\n", + "6 6 14.69 14.49 0.8799 5.563 3.259 3.5860 5.219000\n", + "7 7 14.11 14.10 0.8911 5.420 3.302 2.7000 5.407529\n", + "8 8 16.63 15.46 0.8747 6.053 3.465 2.0400 5.877000\n", + "9 9 16.44 15.25 0.8880 5.884 3.505 1.9690 5.533000\n", + "10 10 15.26 14.85 0.8696 5.714 3.242 4.5430 5.314000\n", + "11 11 14.03 14.16 0.8796 5.438 3.201 1.7170 5.001000\n", + "12 12 13.89 14.02 0.8880 5.439 3.199 3.9860 4.738000\n", + "13 13 13.78 14.06 0.8759 5.479 3.156 3.1360 4.872000\n", + "14 14 13.74 14.05 0.8744 5.482 3.114 2.9320 4.825000\n", + "15 15 14.59 14.28 0.8993 5.351 3.333 4.1850 4.781000\n", + "16 16 13.99 13.83 0.9183 5.119 3.383 5.2340 4.781000\n", + "17 17 15.69 14.75 0.9058 5.527 3.514 1.5990 5.046000\n", + "18 18 14.70 14.21 0.9153 5.205 3.466 1.7670 4.649000\n", + "19 19 12.72 13.57 0.8686 5.226 3.049 4.1020 4.914000\n", + "20 20 14.16 14.40 0.8584 5.658 3.129 3.0720 5.176000\n", + "21 21 14.11 14.26 0.8722 5.520 3.168 2.6880 5.219000\n", + "22 22 15.88 14.90 0.8988 5.618 3.507 0.7651 5.091000\n", + "23 23 12.08 13.23 0.8664 5.099 2.936 1.4150 4.961000\n", + "24 24 15.01 14.76 0.8657 5.789 3.245 1.7910 5.001000\n", + "25 25 16.19 15.16 0.8849 5.833 3.421 0.9030 5.307000\n", + "26 26 13.02 13.76 0.8641 5.395 3.026 3.3730 4.825000\n", + "27 27 12.74 13.67 0.8564 5.395 2.956 2.5040 4.869000\n", + "28 28 14.11 14.18 0.8820 5.541 3.221 2.7540 5.038000\n", + "29 29 13.45 14.02 0.8604 5.516 3.065 3.5310 5.097000\n", + ".. ... ... ... ... ... ... ... ...\n", + "180 180 11.41 12.95 0.8560 5.090 2.775 4.9570 4.825000\n", + "181 181 12.46 13.41 0.8706 5.236 3.017 4.9870 5.147000\n", + "182 182 12.19 13.36 0.8579 5.240 2.909 4.8570 5.158000\n", + "183 183 11.65 13.07 0.8575 5.108 2.850 5.2090 5.135000\n", + "184 184 12.89 13.77 0.8541 5.495 3.026 6.1850 5.316000\n", + "185 185 11.56 13.31 0.8198 5.363 2.683 4.0620 5.182000\n", + "186 186 11.81 13.45 0.8198 5.413 2.716 4.8980 5.352000\n", + "187 187 10.91 12.80 0.8372 5.088 2.675 4.1790 4.956000\n", + "188 188 11.23 12.82 0.8594 5.089 2.821 7.5240 4.957000\n", + "189 189 10.59 12.41 0.8648 4.899 2.787 4.9750 4.794000\n", + "190 190 10.93 12.80 0.8390 5.046 2.717 5.3980 5.045000\n", + "191 191 11.27 12.86 0.8563 5.091 2.804 3.9850 5.001000\n", + "192 192 11.87 13.02 0.8795 5.132 2.953 3.5970 5.132000\n", + "193 193 10.82 12.83 0.8256 5.180 2.630 4.8530 5.089000\n", + "194 194 12.11 13.27 0.8639 5.236 2.975 4.1320 5.012000\n", + "195 195 12.80 13.47 0.8860 5.160 3.126 4.8730 4.914000\n", + "196 196 12.79 13.53 0.8786 5.224 3.054 5.4830 4.958000\n", + "197 197 13.37 13.78 0.8849 5.320 3.128 4.6700 5.091000\n", + "198 198 12.62 13.67 0.8481 5.410 2.911 3.3060 5.231000\n", + "199 199 12.76 13.38 0.8964 5.073 3.155 2.8280 4.830000\n", + "200 200 12.38 13.44 0.8609 5.219 2.989 5.4720 5.045000\n", + "201 201 12.67 13.32 0.8977 4.984 3.135 2.3000 5.407529\n", + "202 202 11.18 12.72 0.8680 5.009 2.810 4.0510 4.828000\n", + "203 203 12.70 13.41 0.8874 5.183 3.091 8.4560 5.000000\n", + "204 204 12.37 13.47 0.8567 5.204 2.960 3.9190 5.001000\n", + "205 205 12.19 13.20 0.8783 5.137 2.981 3.6310 4.870000\n", + "206 206 11.23 12.88 0.8511 5.140 2.795 4.3250 5.003000\n", + "207 207 13.20 13.66 0.8883 5.236 3.232 8.3150 5.056000\n", + "208 208 11.84 13.21 0.8521 5.175 2.836 3.5980 5.044000\n", + "209 209 12.30 13.34 0.8684 5.243 2.974 5.6370 5.063000\n", + "\n", + "[210 rows x 8 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x.fillna(x.mean(), inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Split `X` into training and testing data sets using `train_test_split()`. Use `0.33` test size, and use `random_state=1`. This is important so that your answers are verifiable. In the real world, you wouldn't specify a random_state:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, Y_train, Y_test = train_test_split(x, y, test_size=0.33, random_state=1 )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create an instance of SKLearn's Normalizer class and then train it using its .fit() method against your _training_ data. The reason you only fit against your training data is because in a real-world situation, you'll only have your training data to train with! In this lab setting, you have both train+test data; but in the wild, you'll only have your training data, and then unlabeled data you want to apply your models to." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Normalizer(copy=True, norm='l2')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "norm = preprocessing.Normalizer()\n", + "norm.fit(X_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With your trained pre-processor, transform both your training AND testing data. Any testing data has to be transformed with your preprocessor that has ben fit against your training data, so that it exist in the same feature-space as the original data used to train your models." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "X_train = norm.transform(X_train, Y_train)\n", + "X_test = norm.transform(X_test, Y_test)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Just like your preprocessing transformation, create a PCA transformation as well. Fit it against your training data, and then project your training and testing features into PCA space using the PCA model's `.transform()` method. This has to be done because the only way to visualize the decision boundary in 2D would be if your KNN algo ran in 2D as well:" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "pca = PCA(n_components = 2)\n", + "pca.fit(X_train)\n", + "X_train = pca.transform(X_train)\n", + "X_test = pca.transform(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create and train a KNeighborsClassifier. Start with `K=9` neighbors. Be sure train your classifier against the pre-processed, PCA- transformed training data above! You do not, of course, need to transform your labels." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", + " metric_params=None, n_jobs=1, n_neighbors=9, p=2,\n", + " weights='uniform')" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "knn = KNeighborsClassifier(n_neighbors=9)\n", + "knn.fit(X_train, Y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# I hope your KNeighbors classifier model from earlier was named 'knn'\n", + "# If not, adjust the following line:\n", + "plotDecisionBoundary(knn, train, Y_train)\n", + "plotDecisionBoundary(knn, test, Y_test)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the accuracy score of your test data/labels, computed by your KNeighbors model. You do NOT have to run `.predict` before calling `.score`, since `.score` will take care of running your predictions for you automatically." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.88571428571428568" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "knn.score(test, Y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bonus" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Instead of the ordinal conversion, try and get this assignment working with a proper Pandas get_dummies for feature encoding. You might have to update some of the `plotDecisionBoundary()` code." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab6-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab6-checkpoint.ipynb new file mode 100644 index 0000000..545c5d9 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab6-checkpoint.ipynb @@ -0,0 +1,710 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab6" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import random, math\n", + "import pandas as pd\n", + "import numpy as np\n", + "import scipy.io\n", + "\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "matplotlib.style.use('ggplot') # Look Pretty\n", + "\n", + "from sklearn.decomposition import PCA #PCA\n", + "from sklearn import manifold # for ISOMap\n", + "from sklearn.neighbors import KNeighborsClassifier #KNN\n", + "from sklearn.model_selection import train_test_split\n", + "# Leave this alone until indicated:\n", + "Test_PCA = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This method is for your visualization convenience only. You aren't expected to know how to put this together yourself, although you should be able to follow the code by now:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def Plot2DBoundary(model, DTrain, LTrain, DTest, LTest):\n", + " # The dots are training samples (img not drawn), and the pics are testing samples (images drawn)\n", + " # Play around with the K values. This is very controlled dataset so it should be able to get perfect classification on testing entries\n", + " # Play with the K for isomap, play with the K for neighbors. \n", + "\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Transformed Boundary, Image Space -> 2D')\n", + "\n", + " padding = 0.1 # Zoom out\n", + " resolution = 1 # Don't get too detailed; smaller values (finer rez) will take longer to compute\n", + " colors = ['blue','green','orange','red']\n", + "\n", + "\n", + " # ------\n", + "\n", + " # Calculate the boundaries of the mesh grid. The mesh grid is\n", + " # a standard grid (think graph paper), where each point will be\n", + " # sent to the classifier (KNeighbors) to predict what class it\n", + " # belongs to. This is why KNeighbors has to be trained against\n", + " # 2D data, so we can produce this countour. Once we have the \n", + " # label for each point on the grid, we can color it appropriately\n", + " # and plot it.\n", + " x_min, x_max = DTrain[:, 0].min(), DTrain[:, 0].max()\n", + " y_min, y_max = DTrain[:, 1].min(), DTrain[:, 1].max()\n", + " x_range = x_max - x_min\n", + " y_range = y_max - y_min\n", + " x_min -= x_range * padding\n", + " y_min -= y_range * padding\n", + " x_max += x_range * padding\n", + " y_max += y_range * padding\n", + "\n", + " # Using the boundaries, actually make the 2D Grid Matrix:\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # What class does the classifier say about each spot on the chart?\n", + " # The values stored in the matrix are the predictions of the model\n", + " # at said location:\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + "\n", + " # Plot the mesh grid as a filled contour plot:\n", + " plt.contourf(xx, yy, Z, cmap=plt.cm.terrain, z=-100)\n", + "\n", + "\n", + " # ------\n", + "\n", + " # When plotting the testing images, used to validate if the algorithm\n", + " # is functioning correctly, size them as 5% of the overall chart size\n", + " x_size = x_range * 0.05\n", + " y_size = y_range * 0.05\n", + "\n", + " # First, plot the images in your TEST dataset\n", + " img_num = 0\n", + " for index in LTest.index:\n", + " # DTest is a regular NDArray, so you'll iterate over that 1 at a time.\n", + " x0, y0 = DTest[img_num,0]-x_size/2., DTest[img_num,1]-y_size/2.\n", + " x1, y1 = DTest[img_num,0]+x_size/2., DTest[img_num,1]+y_size/2.\n", + "\n", + " # DTest = our images isomap-transformed into 2D. But we still want\n", + " # to plot the original image, so we look to the original, untouched\n", + " # dataset (at index) to get the pixels:\n", + " img = df.iloc[index,:].reshape(num_pixels, num_pixels)\n", + " ax.imshow(img,\n", + " aspect='auto',\n", + " cmap=plt.cm.gray,\n", + " interpolation='nearest',\n", + " zorder=100000,\n", + " extent=(x0, x1, y0, y1),\n", + " alpha=0.8)\n", + " img_num += 1\n", + "\n", + "\n", + " # Plot your TRAINING points as well... as points rather than as images\n", + " for label in range(len(np.unique(LTrain))):\n", + " indices = np.where(LTrain == label)\n", + " ax.scatter(DTrain[indices, 0], DTrain[indices, 1], c=colors[label], alpha=0.8, marker='o')\n", + "\n", + " # Plot\n", + " plt.show() " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Use the same code from Module4/assignment4.ipynb to load up the `face_data.mat` file into a dataframe called `df`. Be sure to calculate the `num_pixels` value, and to rotate the images to being right-side-up instead of sideways. This was demonstrated in the [Lab Assignment 4](https://github.com/authman/DAT210x/blob/master/Module4/assignment4.ipynb) code." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('pixels', 64, (698, 4096))\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:9: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " if __name__ == '__main__':\n" + ] + }, + { + "data": { + "text/html": [ + "
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It only has a single column, and you're only interested in that single column. You will have to slice the column out so that you have access to it as a \"Series\" rather than as a \"Dataframe\". This was discussed in the the \"Slicin'\" lecture of the \"Manipulating Data\" reading on the course website. Use an appropriate indexer to take care of that. Be sure to print out the labels and compare what you see to the raw `face_labels.csv` so you know you loaded it correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(698, 1)\n" + ] + } + ], + "source": [ + "labels = pd.read_csv('Datasets/face_labels.csv', header=None)\n", + "print labels.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data_train, data_test, label_train, label_test = train_test_split(df,labels,test_size=0.1,random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do `train_test_split`. Use the same code as on the EdX platform in the reading material, but set the random_state=7 for reproducibility, and the test_size to 0.15 (150%). Your labels are actually passed in as a series (instead of as an NDArray) so that you can access their underlying indices later on. This is necessary so you can find your samples in the original dataframe. The convenience methods we've written for you that handle drawing expect this, so that they can plot your testing data as images rather than as points:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "shapes:\n", + "('data_train: ', (628, 4096))\n", + "('label_train: ', (628, 1))\n", + "('data_test', (70, 4096))\n", + "('label_test', (70, 1))\n" + ] + } + ], + "source": [ + "print ('shapes:')\n", + "print ('data_train: ', data_train.shape)\n", + "print ('label_train: ', label_train.shape)\n", + "print ('data_test', data_test.shape)\n", + "print ('label_test', label_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dimensionality Reduction" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('ISOMap - data_train: ', (628L, 2L), ' data_test: ', (70L, 2L))\n" + ] + } + ], + "source": [ + "if Test_PCA:\n", + " # INFO: PCA is used *before* KNeighbors to simplify your high dimensionality\n", + " # image samples down to just 2 principal components! A lot of information\n", + " # (variance) is lost during the process, as I'm sure you can imagine. But\n", + " # you have to drop the dimension down to two, otherwise you wouldn't be able\n", + " # to visualize a 2D decision surface / boundary. In the wild, you'd probably\n", + " # leave in a lot more dimensions, which is better for higher accuracy, but\n", + " # worse for visualizing the decision boundary;\n", + " #\n", + " # Your model should only be trained (fit) against the training data (data_train)\n", + " # Once you've done this, you need use the model to transform both data_train\n", + " # and data_test from their original high-D image feature space, down to 2D\n", + " pca = PCA(n_components = 2)\n", + " pca.fit(data_train, label_train)\n", + " # TODO: Implement PCA here. ONLY train against your training data, but\n", + " # transform both your training + test data, storing the results back into\n", + " # data_train, and data_test.\n", + " data_train = pca.transform(data_train)\n", + " data_test = pca.transform(data_test)\n", + " print ('PCA - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n", + " \n", + "else:\n", + " # INFO: Isomap is used *before* KNeighbors to simplify your high dimensionality\n", + " # image samples down to just 2 components! A lot of information has been is\n", + " # lost during the process, as I'm sure you can imagine. But if you have\n", + " # non-linear data that can be represented on a 2D manifold, you probably will\n", + " # be left with a far superior dataset to use for classification. Plus by\n", + " # having the images in 2D space, you can plot them as well as visualize a 2D\n", + " # decision surface / boundary. In the wild, you'd probably leave in a lot more\n", + " # dimensions, which is better for higher accuracy, but worse for visualizing the\n", + " # decision boundary;\n", + " \n", + " # Your model should only be trained (fit) against the training data (data_train)\n", + " # Once you've done this, you need use the model to transform both data_train\n", + " # and data_test from their original high-D image feature space, down to 2D\n", + "\n", + " # TODO: Implement Isomap here. ONLY train against your training data, but\n", + " # transform both your training + test data, storing the results back into\n", + " # data_train, and data_test.\n", + " iso = manifold.Isomap(n_neighbors=5, n_components=2)\n", + " iso.fit(data_train)\n", + " data_train = iso.transform(data_train)\n", + " data_test = iso.transform(data_test)\n", + " print ('ISOMap - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Implement `KNeighborsClassifier` here. You can use any K value from 1 through 20, so play around with it and attempt to get good accuracy. Fit the classifier against your training data and labels." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(628, 1)\n" + ] + }, + { + "data": { + "text/plain": [ + "0.95714285714285718" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print label_train.shape\n", + "knn = KNeighborsClassifier()\n", + "knn.fit(data_train, label_train.values.ravel())\n", + "knn.score(data_test, label_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate and display the accuracy of the testing set (data_test and label_test):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's chart the combined decision boundary, the training data as 2D plots, and the testing data as small images so we can visually validate performance:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:64: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n" + ] + }, + { + "data": { + "image/png": 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2Zn+MMdFOMo/oGuqxJwRzw6G6y+hesBW2cJFPPcXWGowWRwACr++ERoNktZ71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\ncuUqbrcby7QQCP766Sc898x3URSVfZ/sQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Plot2DBoundary(knn, data_train, label_train, data_test, label_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "After submitting your answers, experiment with using using PCA instead of ISOMap. Are the results what you expected? Also try tinkering around with the test/train split percentage from 10-20%. Notice anything?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 10% is higher accurate than 20% testing data set. PCA much sucks than ISOMap on this problem" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab7-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab7-checkpoint.ipynb new file mode 100644 index 0000000..614e548 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab7-checkpoint.ipynb @@ -0,0 +1,506 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab7" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import random, math\n", + "import pandas as pd\n", + "import numpy as np\n", + "import scipy.io\n", + "\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "matplotlib.style.use('ggplot') # Look Pretty\n", + "from sklearn import preprocessing\n", + "from sklearn import manifold\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "#data = pd.read_csv('Datasets/breast-cancer-wisconsin.data', names=['sample', 'thickness', 'size', 'shape', 'adhesion', 'epithelial', 'nuclei', 'chromatin', 'nucleoli', 'mitoses', 'status'], na_values=['?'])\n", + "data = pd.read_csv('Datasets/breast-cancer-wisconsin.data', names=['sample', 'thickness', 'size', 'shape', 'adhesion', 'epithelial', 'nuclei', 'chromatin', 'nucleoli', 'mitoses', 'status'], na_values=['?'])\n", + "label = data.status.copy()\n", + "data.drop(['status','sample'], axis=1, inplace=True)\n", + "data.nuclei = pd.to_numeric(data.nuclei, errors='coerce')\n", + "data.nuclei.fillna(data.nuclei.mean(), inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This method is for your visualization convenience only. You aren't expected to know how to put this together yourself, although you should be able to follow the code by now:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def plotDecisionBoundary(model, X, y):\n", + " print(\"Plotting...\")\n", + "\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + "\n", + " padding = 0.1\n", + " resolution = 0.1\n", + "\n", + " #(2 for benign, 4 for malignant)\n", + " colors = {2:'royalblue', 4:'lightsalmon'} \n", + "\n", + "\n", + " # Calculate the boundaris\n", + " x_min, x_max = X[:, 0].min(), X[:, 0].max()\n", + " y_min, y_max = X[:, 1].min(), X[:, 1].max()\n", + " x_range = x_max - x_min\n", + " y_range = y_max - y_min\n", + " x_min -= x_range * padding\n", + " y_min -= y_range * padding\n", + " x_max += x_range * padding\n", + " y_max += y_range * padding\n", + "\n", + " # Create a 2D Grid Matrix. The values stored in the matrix\n", + " # are the predictions of the class at at said location\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # What class does the classifier say?\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + "\n", + " # Plot the contour map\n", + " plt.contourf(xx, yy, Z, cmap=plt.cm.seismic)\n", + " plt.axis('tight')\n", + "\n", + " # Plot your testing points as well...\n", + " for label in np.unique(y):\n", + " indices = np.where(y == label)\n", + " plt.scatter(X[indices, 0], X[indices, 1], c=colors[label], alpha=0.8)\n", + "\n", + " p = model.get_params()\n", + " plt.title('K = ' + str(p['n_neighbors']))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load in the dataset, identify nans, and set proper headers. Be sure to verify the rows line up by looking at the file in a text editor." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "print data.dtypes\n", + "print data.head().shape\n", + "\n", + "#nuclei is object thus it must have non-numeric value, clean it\n", + "data.nuclei = pd.to_numeric(data.nuclei, errors='coerce')\n", + "\n", + "data.nuclei.fillna(data.nuclei.mean(), inplace=True)\n", + "\n", + "#check missing data for each column\n", + "for n in data.columns:\n", + " print (n,data[n].isnull().unique())\n", + "print (data.head(1), data.dtypes)\n", + "\n", + "print data.nuclei.mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copy out the status column into a slice, then drop it from the main dataframe. Always verify you properly executed the drop by double checking (printing out the resulting operating)! Many people forget to set the right axis here.\n", + "\n", + "If you goofed up on loading the dataset and notice you have a `sample` column, this would be a good place to drop that too if you haven't already." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "label = data.status.copy()\n", + "data.drop(['status','sample'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the labels safely extracted from the dataset, replace any nan values with the mean feature / column value:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print ('Before transform:', data.head(1), data.dtypes, data.shape)\n", + "#none - 0.959999999\n", + "#7-0.95428571428571429\n", + "#data = preprocessing.MaxAbsScaler().fit_transform(data)\n", + "#15-0.95428571428571429 9-0.94857142857142862 7-0.95428571428571429 1-0.93999999999999995\n", + "#data = preprocessing.MinMaxScaler().fit_transform(data)\n", + "#7-0.95428571428571429\n", + "#data = preprocessing.StandardScaler().fit_transform(data)\n", + "#7-0.83142857142857141\n", + "#data = preprocessing.Normalizer().fit_transform(data)\n", + "#\n", + "data = preprocessing.RobustScaler().fit_transform(data)\n", + "#data = pd.DataFrame(data,columns=['thickness', 'size', 'shape', 'adhesion', 'epithelial', 'nuclei', 'chromatin', 'nucleoli', 'mitoses'])\n", + "print ('After transform:', data.shape)\n", + "\n", + "data_train, data_test, label_train, label_test = train_test_split(data,label,test_size = 0.5, random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do train_test_split. Use the same variable names as on the EdX platform in the reading material, but set the random_state=7 for reproducibility, and keep the test_size at 0.5 (50%)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Experiment with the basic SKLearn preprocessing scalers. We know that the features consist of different units mixed in together, so it might be reasonable to assume feature scaling is necessary. Print out a description of the dataset, post transformation. Recall: when you do pre-processing, which portion of the dataset is your model trained upon? Also which portion(s) of your dataset actually get transformed?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print (data_train.shape,label_train.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dimensionality Reduction" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PCA and Isomap are your new best friends" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = None\n", + "# Leave this alone until indicated:\n", + "Test_PCA = False\n", + "\n", + "if Test_PCA:\n", + " print('Computing 2D Principle Components')\n", + " # TODO: Implement PCA here. Save your model into the variable 'model'.\n", + " # You should reduce down to two dimensions.\n", + " \n", + " # .. your code here ..\n", + " model = PCA(n_components=2)\n", + " model.fit(data_train, label_train)\n", + " data_train = model.transform(data_train)\n", + " data_test = model.transform(data_test)\n", + " print ('PCA - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n", + " \n", + "else:\n", + " print('Computing 2D Isomap Manifold')\n", + " # TODO: Implement Isomap here. Save your model into the variable 'model'\n", + " # Experiment with K values from 5-10.\n", + " # You should reduce down to two dimensions.\n", + "\n", + " # .. your code here ..\n", + " model = manifold.Isomap(n_neighbors=5, n_components=2)\n", + " model.fit(data_train, label_train)\n", + " data_train = model.transform(data_train)\n", + " data_test = model.transform(data_test)\n", + " print ('ISOMap - data_train: ', data_train.shape, ' data_test: ', data_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train your model against data_train, then transform both `data_train` and `data_test` using your model. You can save the results right back into the variables themselves." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Implement and train `KNeighborsClassifier` on your projected 2D training data here. You can name your variable `knmodel`. You can use any `K` value from 1 - 15, so play around with it and see what results you can come up. Your goal is to find a good balance where you aren't too specific (low-K), nor are you too general (high-K). You should also experiment with how changing the weights parameter affects the results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# .. your code here ..\n", + "knn = KNeighborsClassifier(n_neighbors=7)\n", + "knn.fit(data_train, label_train)\n", + "knn.score(data_test, label_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Be sure to always keep the domain of the problem in mind! It's WAY more important to errantly classify a benign tumor as malignant, and have it removed, than to incorrectly leave a malignant tumor, believing it to be benign, and then having the patient progress in cancer. Since the UDF weights don't give you any class information, the only way to introduce this data into SKLearn's KNN Classifier is by \"baking\" it into your data. For example, randomly reducing the ratio of benign samples compared to malignant samples from the training set." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Calculate and display the accuracy of the testing set:" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Computing 2D Isomap Manifold\n", + "('ISOMap - data_train: ', (349, 2), ' data_test: ', (350, 2))\n", + "0.897142857143\n" + ] + } + ], + "source": [ + "#none - 0.92\n", + "#0.885714285714\n", + "#data = preprocessing.MaxAbsScaler().fit_transform(data)\n", + "#0.885714285714\n", + "#data = preprocessing.MinMaxScaler().fit_transform(data)\n", + "#0.854285714286\n", + "#data = preprocessing.StandardScaler().fit_transform(data)\n", + "#0.885714285714\n", + "#data = preprocessing.Normalizer().fit_transform(data)\n", + "#0.905714285714\n", + "#data = preprocessing.RobustScaler().fit_transform(data)\n", + "data_train, data_test, label_train, label_test = train_test_split(data,label,test_size = 0.5, random_state=7)\n", + "model = None\n", + "# Leave this alone until indicated:\n", + "Test_PCA = False\n", + "\n", + "if Test_PCA:\n", + " print('Computing 2D Principle Components')\n", + " # TODO: Implement PCA here. Save your model into the variable 'model'.\n", + " # You should reduce down to two dimensions.\n", + " \n", + " # .. your code here ..\n", + " model = PCA(n_components=2)\n", + " model.fit(data_train, label_train)\n", + " data_train = model.transform(data_train)\n", + " data_test = model.transform(data_test)\n", + " print ('PCA - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n", + " \n", + "else:\n", + " print('Computing 2D Isomap Manifold')\n", + " # TODO: Implement Isomap here. Save your model into the variable 'model'\n", + " # Experiment with K values from 5-10.\n", + " # You should reduce down to two dimensions.\n", + "\n", + " # .. your code here ..\n", + " model = manifold.Isomap(n_neighbors=5, n_components=2)\n", + " model.fit(data_train, label_train)\n", + " data_train = model.transform(data_train)\n", + " data_test = model.transform(data_test)\n", + " print ('ISOMap - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n", + "knn = KNeighborsClassifier(n_neighbors=7,weights='distance')\n", + "\n", + "#knn = KNeighborsClassifier(n_neighbors=7,weights='uniform')\n", + "knn.fit(data_train, label_train)\n", + "print(knn.score(data_test, label_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Plotting...\n" + ] + }, + { + "data": { + "image/png": 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pW4SqaYT8flxuNyVKL6sqDqBr/X05NKi2d2D4g/ytfpICWxRMgwUVfZQ4QkTa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\nrQM5jPCEt/Zn03bbZYAcfi3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d73yHmTNnsmDBgmwPK6coioKiSEfWTMQRCeyDfOMb3xjT\n8xoaGvjXf/3XNI8m95SVldHe3h5/3N7eTllZWRZHlBtiP4OSkhIuuugi9u3bJ4Ed6+fR2dmJx+Oh\ns7NzSq9BxJSWlsb/nK44Ijn2cejs7Iz/+c0332TWrFlZHE12zJ07l6NHj3LixAkikQivvfYaS5Ys\nyfawsioQCOD3++N/bmlpYfbs2VkeVW5YsmQJzc3NADQ3N3PRRRdleUTZl4k4IjtPx+HRRx/l448/\nRlEUKisr+fKXvxzPH04lb7/9Nk8++SSGYVBfX891112X7SFl1fHjx/m3f/s3AKLRKJdeeumU/Jn8\n4Ac/YPfu3fT29lJSUsKNN97IRRddxCOPPEJbW9uULHcc7meya9eutMcRCexCCJFnJBUjhBB5RgK7\nEELkGQnsQgiRZySwCyFEnpHALoQQeUYCuxBC5BkJ7EIIkWf+H51hiilxVEtcAAAAAElFTkSuQmCC\n", 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bR5Wz7z3T7h+wez+md+AuqixjStX0RCuA+auXnSthBOzBdlxlJh5c/hf2txaA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\n6P01W6EDX6cnkcOfv3oZrrJ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4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab8-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab8-checkpoint.ipynb new file mode 100644 index 0000000..25fa089 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab8-checkpoint.ipynb @@ -0,0 +1,435 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab8" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "matplotlib.style.use('ggplot') # Look Pretty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This convenience method will take care of plotting your test observations, comparing them to the regression line, and displaying the R2 coefficient" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawLine(model, X_test, y_test, title):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(X_test, y_test, c='g', marker='o')\n", + " ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7)\n", + "\n", + " print(\"Est 2014 \" + title + \" Life Expectancy: \", model.predict([[2014]])[0])\n", + " print(\"Est 2030 \" + title + \" Life Expectancy: \", model.predict([[2030]])[0])\n", + " print(\"Est 2045 \" + title + \" Life Expectancy: \", model.predict([[2045]])[0])\n", + "\n", + " score = model.score(X_test, y_test)\n", + " title += \" R2: \" + str(score)\n", + " ax.set_title(title)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load up the data here into a variable called `X`. As usual, do a .describe and a print of your dataset and compare it to the dataset loaded in a text file or in a spread sheet application:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Year WhiteMale WhiteFemale BlackMale BlackFemale\n", + "0 1900 46.6 48.7 32.5 33.5\n", + "1 1950 66.5 72.2 59.1 62.9\n", + "2 1960 67.4 74.1 61.1 66.3\n", + "3 1970 68.0 75.6 60.0 68.3\n", + "4 1975 69.5 77.3 62.4 71.3\n", + "Year int64\n", + "WhiteMale float64\n", + "WhiteFemale float64\n", + "BlackMale float64\n", + "BlackFemale float64\n", + "dtype: object\n", + "('Year', array([False], dtype=bool))\n", + "('WhiteMale', array([False], dtype=bool))\n", + "('WhiteFemale', array([False], dtype=bool))\n", + "('BlackMale', array([False], dtype=bool))\n", + "('BlackFemale', array([False], dtype=bool))\n", + " Year WhiteMale WhiteFemale BlackMale BlackFemale\n", + "count 40.000000 40.000000 40.000000 40.000000 40.000000\n", + "mean 1991.250000 72.730000 78.592500 65.912500 73.262500\n", + "std 20.536085 4.968681 5.200561 6.422284 7.157592\n", + "min 1900.000000 46.600000 48.700000 32.500000 33.500000\n", + "25% 1984.750000 71.800000 78.700000 64.575000 73.400000\n", + "50% 1994.500000 73.350000 79.650000 65.250000 73.900000\n", + "75% 2004.250000 75.500000 80.500000 69.425000 76.125000\n", + "max 2014.000000 76.700000 81.400000 72.500000 78.400000\n" + ] + } + ], + "source": [ + "from sklearn import linear_model\n", + "\n", + "df = pd.read_csv('Datasets/life_expectancy.csv', delimiter='\\t')\n", + "print df.head()\n", + "print df.dtypes\n", + "for n in df.columns:\n", + " print (n,df[n].isnull().unique())\n", + "print(df.describe())\n", + "#print (data.head(1), data.dtypes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create your linear regression model here and store it in a variable called `model`. Don't actually train or do anything else with it yet:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data = df.copy()\n", + "model = linear_model.LinearRegression()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Slice out your data manually (e.g. don't use `train_test_split`, but actually do the indexing yourself. Set `X_train` to be year values LESS than 1986, and `y_train` to be corresponding 'WhiteMale' age values. You might also want to read the note about slicing on the bottom of this document before proceeding:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "((11, 1), (11, 1))\n" + ] + } + ], + "source": [ + "temp = data[data.Year < 1986]\n", + "x_train = temp[['Year']]\n", + "y_train = temp[['WhiteMale']]\n", + "print(x_train.shape, y_train.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train your model then pass it into `drawLine` with your training set and labels. You can title it 'WhiteMale'. `drawLine` will output to the console a 2014 extrapolation / approximation for what it believes the WhiteMale's life expectancy in the U.S. will be... given the pre-1986 data you trained it with. It'll also produce a 2030 and 2045 extrapolation:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Est 2014 WhiteMale pre1986 Life Expectancy: ', array([ 80.85635426]))\n", + "('Est 2030 WhiteMale pre1986 Life Expectancy: ', array([ 85.39349384]))\n", + "('Est 2045 WhiteMale pre1986 Life Expectancy: ', array([ 89.6470622]))\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.fit(x_train,y_train)\n", + "drawLine(model, x_train, y_train, \"WhiteMale pre1986\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print the actual 2014 'WhiteMale' life expectancy from your loaded dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39 76.7\n", + "Name: WhiteMale, dtype: float64\n" + ] + } + ], + "source": [ + "print(df[df.Year == 2014].WhiteMale)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Repeat the process, but instead of for WhiteMale, this time select BlackFemale. Create a slice for BlackFemales, fit your model, and then call `drawLine`. Lastly, print out the actual 2014 BlackFemale life expectancy:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Est 2014 BlackFemale pre1986 Life Expectancy: ', array([ 88.6988994]))\n", + "('Est 2030 BlackFemale pre1986 Life Expectancy: ', array([ 96.11438808]))\n", + "('Est 2045 BlackFemale pre1986 Life Expectancy: ', array([ 103.06640871]))\n" + ] + }, + { + "data": { + "image/png": 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HqwVup2vXrpDL5bhw4QLi4+Nr/dQ39no7mZmZMBqNWLBgAe6//34kJSXVujzvVsnJybhw\n4YL9P6Cbf6Kiourd9tSpU9Dr9fbbe/fuBYB630tojuNXKpWIioqC2WzG+vXrkZaWBpHo+lO6srLS\nPi5bo+Yxan7vAwYMABHhzJkz9nWKi4tRVFSE9u3bN6iWf/7zn1i+fLnDZXpWqxXPP/881q1bh127\ndqF79+4NPkYAuP/++5GTk4OzZ8/al508eRKXL19G//79b7t9fX2q8csvvyA3NxevvPKKSzVlZWVB\noVAgNDQUQN39FolEEIlEDn9n58+fx4ABA9ClSxds3LgRMpnMYZvk5GQoFAqcPn3aYfmff/5529+J\nzWaDyWSqtfyLL75AaGgo/vKXv7h0bLequaJJp9M51AOgwc+TZueW1wV3YOzYsTRgwADKy8ujvLw8\nOnPmDM2cObPWy/ObXz4VFhaSTCaj8ePH07lz5ygjI4OSk5NJEARavnw5EV0f401MTKSePXvS9u3b\n6cKFC5SRkUFr164lotrv9C9YsIDkcjn99NNP9se83VUuM2fOJH9/f1q0aBGdPn2ajh8/TmvWrKHJ\nkyfXWXeNjh070owZMxyWJSUl0XvvvUdEREeOHCFBEGjWrFl04cIF2rRpEyUlJTlcBXHrkIvRaKSu\nXbtScnIybd26lXJycmj//v300Ucf0aZNm+rtv7+/P40YMYKOHTtGu3fvpoSEBBo+fLjDOnW95HTl\n+IuLiyk7O5uys7MJAM2ePZuys7MpNzfXvs62bdvoxx9/pPPnz9OuXbto4MCBFBER4TAOPXPmTFIo\nFLRixQq6cOEC7dmzh3r16kV33303Wa1WIrr+O4+Li6P77ruPMjMz6ciRI/TII49QYmLibcfQ6zq+\ntLQ0euihh4iIqLq6mp588kkKDg6mPXv22J+veXl5DR5Dt1qt1KtXL+rTpw8dOHCA9u/fT/fccw/1\n7dvXYQw3KSnJ4X0VV/pUY/jw4bWG0mr8+9//pvXr19OpU6fo9OnT9Mknn5BCoXAYFtm1axcJgkBT\npkyh06dP09GjR2n06NGkVqspJyeHiIhOnDhBkZGR9PDDD9OVK1ccemKxWOz7mjx5MqnValq9ejWd\nPXuW5s+fTyKRiH799Vciun511vTp02n//v108eJF+uOPP2jKlCkkCILDlW5ERFVVVRQWFkbvvPNO\nncdWXl5uf75FRkbSxIkTKTs72/5+ENH19xYCAwNp+PDhdOzYMTpw4AAlJydTSkqKQ/9r9vP444/T\nvffea7/dkrwy0HHjTSgApFarqXv37rR06VKH9W4NxnXr1lF8fDzJZDLq0aMH7dq1i8RisT3Qia6/\nSfPss89SSEgIyWQySkpKst9f16VbixcvJplMRunp6UTk2mWLS5cupe7du5NMJqPAwEDq06cPLV68\n2GndRLcPdCKiRYsWUXR0NMnlcrr//vvp559/rjfQiYiKioro73//O0VFRZGfnx9FRUVRWloaZWVl\nOa2/Jsz+53/+hyIiIkihUNBf/vIXKioqqrVOY45/+fLlDr/fmp+xY8fa11m/fj3Fx8eTVCql4OBg\nevrpp+nixYsOj2OxWGj27NmUmJhIcrmcIiMjafTo0Q7/MRARnT9/nh5//HFSqVQUFhZGTz75JF26\ndMnp8dd3fL///ru95zX9ruvn5t9lzfHWhJ4zWq2WnnzySVKr1eTv70+jRo2qdRndrft2pU9ERFeu\nXCGxWEzLli2r87HnzZtHiYmJpFAoSKPRUK9eveiLL76w/8d48+P17t2b/P39KSgoiAYPHuzwfJsx\nY4bTntx8/BaLhd5//31q27YtKZVKuueee+zvzxARlZSU0IgRIygyMpL8/PyoTZs2lJqaWusNdyKi\nNWvWkCAIDgF9s5q/61t/bh1vz8rKokGDBpFcLqeoqCh68cUXHcbUicjpsbUk4UYhjLlk3LhxuHLl\nSp1juowx9/KZMXTGGGvtONAZY8xH8JALY4z5CD5DZ4wxH8GBzhhjPqLFPymq1WobtV1oaCiKioqa\nuBrfwf1xjntTP+5P/TyhP7f7sF8NPkNnjDEfwYHOGGM+ggOdMcZ8BAc6Y4z5CA50xhjzERzojDHm\nIzjQGWPMR3CgM8ZYcyKCpPJcizwUBzpjjDUTUVUe/HPmQaldCVhrz6bU1LxyTlHGGPNoNjMUhT9C\nVvwrTOHDYQpJBYTGTzPpKg50xhhrQn7lR6HUfg2rPAb6+FmwSV2fAP1OcaAzxlgTEJlLoMxbDbHp\nMgxRY1Dtf3eL18CBzhhjd4KskBdth7zwB1SFPIiKdq8AIqlbSuFAZ4yxBrqkv4R5h+ZBZryAZ5Xl\nuDtyIMwdp8Emi7Tfl2/IR4QyApOTJyNGE9MidXGgM8ZYA1zSX8ILv4zCg7iMe+TAnCtA9sV8JJ0+\nilB5KE6UnMDVyqv29bflbkNSUBJiNbHNHu4c6Iwxdhv/d9adh/ZV5/APeRH2GIEJ1wADAYABWYVZ\ndW5baalEVmGW/Wfto2ubLdQ50BljrB45ZTl46uenAEMuJgQAYhEwowS4UN3wfeXqczHv0DwsemBR\n0xcKDnTGGKvX7F3v4wHk4oEQYHU5sNUA0B3sr8BQ0GS13YoDnTHG6nBJl4v0w1PxsGEfDouAVwsB\nne3O99tG2ebOd+IEBzpjjN0ir/gP7N03GjEWHebogBPm2utEq6MRrgjH6dLTMFgM9uVRqijcFXIX\nioxFte6reWO0uXCgM8ZYDVs15EU/o/LEbOwt1yG9ArDWsVqsJtb+5mbNG6YFhgK0UbZxuJKlvvua\nAwc6Y4wBkFSchOrqSlhlEfhvQwS2VFyptY7GT4MHYx50COYYTYzTNznru685cKAzxlo1oboMyvy1\nkFSehSHqGVRrekF24TyAQ7XWfTDmwRYN6Ibir89ljLVOZIOsOAMBZ6fB5hcMXcJsVGt6AQAmJ09G\nrCbWYfXmHv9uCnyGzhjzKa589F5suACVdiVIJEd5h3/AKm/rcH+MJgZrH12LeYfmoaS6BMF+wS36\nEf7G4kBnjPmMS/pLeOrnp5Crz7Uvu/nTmYLVAEX+Okj1h2CIGAVzYH9AEOrcV834d2hoKIqKilrq\nEO4ID7kwxnzGvEPzHMIcqPl05n9DWvo7As5MBUDQJcyBOWiA0zD3VnyGzhjzGfmG/FrL2kqAEZZM\nyItCUB47CVZlvBsqaxkc6IwxnxGhjLD/WyoAo9TAoyogV9IO+vgZLTINnDvxkAtjzGfUXJ2SLAM+\nCwOiJMB/G6MxOHm+z4c54MIZularxfz58+23r127hlGjRiElJQXz589HYWEhwsLC8MYbb0CtVjdr\nsYwxVp/2chX29HgEp7Vb8Y1RA71/RyzxgqtTmopARC5/cZjNZsMrr7yCjz76CFu3boVarUZaWhrS\n09NRUVGBMWPG3HYfWq22UYV60zvN7sD9cY57Uz+f6I/NAnnxNsgLf0JVyBAYw4Y22TRwntCfqKgo\nl9Zr0JDLsWPHEBERgbCwMGRmZiIlJQUAkJKSgszMzIZXyRhjd0hSeQYB52bAr+IE9B3fh7FNmtvm\n9HS3Br0p+vvvv+P+++8HAOh0OgQFBQEAAgMDodPp6twmIyMDGRkZAIC5c+ciNDS0cYVKJI3etjXg\n/jjHvamf1/anWgfRxa8glB2BLfE5UEg/yJrhMkRv6o/LgW6xWHD48GGMHj261n2CIEBw0sjU1FSk\npqbabzf2pYsnvOzxZNwf57g39fO6/hBBVrobivwNMAfeB2PMDBAUQHFxszycJ/TH1SEXlwM9Ozsb\ncXFxCAwMBAAEBASgtLQUQUFBKC0thUajaVyljDHmIrHxElTalQARyuPehlURe/uNWhGXx9BvHm4B\ngOTkZOzevRsAsHv3bvTu3bvpq2OMMQCwGqHUfgP/nP9BVWB/6Du+z2FeB5cC3WQy4ejRo7j33nvt\ny9LS0nD06FFMmjQJx44dQ1paWrMVyRhrpYgg1WUi8Mw/IFgroUucjaqQwT73kf2m4tKQi1wux5df\nfumwzN/fH9OnT2+Wohhjrc+t35L4XvfnkajfCVF1MSpixsOiSnJ3iR6PP/rPGHO7m78lUQLg/6mB\nKwe3wr/LNKjjXwdEHFWu4I/+M8bcruZbErtLgUXhQLwf8FKeAVPPZ3KYNwB3ijHmdpWGy3g7EOgk\nBZbogMyq68sLDAXuLczL8Bk6Y8x9yApZ0Ta8p8pHgRWYUPh/YQ4AbZRt3FebF+JAZ4y5hdhwHppz\nH0CqPwx1t0XYI8TCfNM3S3nDHJ6ehodcGGMtSrBUQlGwDlJ9FgwRf4U5sB8iBME+h2eBoQBtlG28\nYg5PT8OBzhhrGUSQlu2FMv9bmDX3QJcwByRR2e+umcOTNR4HOmOs2YlMV6HSfgXBakR57OuwKju6\nuySfxIHOGGs+tioorm2GrGQPjOHDURWSCgj81l1z4UBnrJWq+WRmSXUJgv2Cm3zM2k+fDaX2a1iU\n8dAlzAL5BTXZvlndONAZa4Vu/mRmjazCLKx9dO0dh7rIXAyldhXEVXmobPscLP533Wm5zEX82oex\nVqjmk5k3y9XnYt6heY3fqc0CeeFP0JybDosiDrqEDznMWxifoTPWCuUb8utc3thPZkoqTkOlXQmb\nXyj0HafDJuMPBLkDBzpjrVCEMqLO5Q39ZKZg0UOZ9y38Kk+iMnI0qjXJ/NW2bsRDLoy1QpOTJyNW\n4zhBRIM+mUkEWfFOBJx5DyRRoyzhI1QH9OYwdzM+Q2esFYrRxNg/mdnQq1zExlyorq4EBAHlcZNh\nVbRrgYqZKzjQGWulaj6Z6eokyILVCEXBRkjL9sMYMRJVQQP4jNzDcKAzxup3Yxo4Zd43qPbvBl3i\nRyCJv7urYnXgQGeMOSWqKoBK+xVE1WWoiJkAiyrR3SWxenCgM8Zqs5mhKPwJsuIMmMIegylkCM8c\n5AX4N8QYcyApPw6V9itY5e2gj58FmzTY3SUxF3GgM8YAAEJ1CVR5ayA25MAQ9SyqNd3dXRJrIA50\nxlo7skJetBXya9+jKngwKqJfBEQyd1fFGoEDnbFWTGw4B/GV7+BnFkHfcRpsskh3l8TuAAc6Y62Q\nYKmAomA9pPps2JJeRrnQha8p9wEc6Iy1kJrvH8835CNCGeGeOTOJIC37Dcr872DW9IYucQ5CwmMA\nFz5YxDwfBzpjLaA5v3/cVWLTVSivroRAVSiPfQNWZYcWeVzWcvjLuRhrAc3y/eOuspqgyPsW/hfm\nwBx4L/QdZ3CY+yg+Q2esBTT194+7yk+fBZX2a1SrEqFL+BDkF9isj8fciwOdsRbQVN8/7iqRuejG\nNHD5qIh+ERZ1l2Z5HOZZeMiFsRZwx98/7iqbBfJrP0BzbgYsyo7Xp4HjMG81+AydsRZw8/ePFxgK\n0EbZpsmvcpFUnLr+kX1pGPTx/4RNGtZk+2begQOdsRZS8/3jTU2o1kGZvxZ+ladRGfkMqjX38DXl\nrRQHOmPeimyQleyEomATqoL6oyxhDiCWu7sq5kYc6Ix5IbHxIlRXVwCCBOVxU3gaOAaAA50xryJY\nDVAUbIC07CAMESNh5mng2E040BnzBkSQ6g5AmbcG1f7doUucA5Ko3V0V8zAc6Ix5OFFVHlTaVRAs\nelTEvAqLKsHdJTEP5VKgV1ZW4vPPP8fly5chCALGjx+PqKgozJ8/H4WFhQgLC8Mbb7wBtZrPGBhr\nMjYzFIU/Qlb8K0zhw2EKSQUEsburYh7MpUBfvnw5evTogbfeegsWiwVVVVXYtGkTunXrhrS0NKSn\npyM9PR1jxoxp7noZaxX8yo9CqV0FqzyWp4FjLrvtJ0UNBgNOnTqFBx54AAAgkUigUqmQmZmJlJQU\nAEBKSgoyMzObt1LGWgGRuQTq3E+h1K6CIepZVMS+ymHOXHbbM/Rr165Bo9Fg8eLFyM3NRYcOHTBu\n3DjodDoEBQUBAAIDA6HT6ercPiMjAxkZGQCAuXPnIjQ0tHGFSiSN3rY14P445xW9ISsE7Y8QXdkA\ninwUtuj3ECCStshDe0V/3Mib+nPbQLdarcjJycHzzz+PhIQELF++HOnp6Q7rCIIAwcmlU6mpqUhN\nTbXfLmrkF+mHhoY2etvWgPvjnKf3RlJ5FkrtSpDYH5XR71yfBq5E32KP7+n9cTdP6E9UVJRL6902\n0ENCQhDov1jcAAAVCElEQVQSEoKEhOvvrPft2xfp6ekICAhAaWkpgoKCUFpaCo1Gc2cVM9bKCJYK\nKPO/hV/5URgin4Y54F6+ppzdkduOoQcGBiIkJARarRYAcOzYMURHRyM5ORm7d+8GAOzevRu9e/du\n3koZ8xVEkJXsQcCZf4BEMugS58Ac2JfDnN0xl65yef7557Fw4UJYLBaEh4djwoQJICLMnz8fO3bs\nsF+2yBirn9h4GSrtSoAsKG//JqzKOHeXxHyIQETUkg9Yc6bfUJ4wjuXJuD/OeURvrCYorqVDVvob\njG2eQFXwYEDwjOkIPKI/HswT+tNkY+iMsTtABD/9IajyvkG1qhN0CbNBfgHuror5KA50xpqJqOoa\nlHlfQ2wuREX0y7CoO7u7JObjONAZa2q2asiLfoa8aCtMoY+gImYSIOI/Ndb8+FnGWBOSVJyE6upK\nWGUR0Md/AJvUOz6QwnwDBzpjTUCoLoMyby38DGdQGTUG1Zpe7i6JtUIc6IzdCbJBVrIDioJ0VAUN\nQFnCRzwNHHMbDnTGGklsuACVdiVIkKG8w1RY5dHuLom1chzojDWQYDVAkb8OUv0hGCJGwRzYnz/l\nyTwCBzpjriKCtGwflPnfwqzpCV0CTwPHPAsHOmMuEJm0UGm/gmCtRHnsa7Aq491dEmO1cKAzVh9b\nFRTXfoCsZCeM4SNQFfIgTwPHPBYHOmNO+On/gFL7NazKOOgSZoH8eOYg5tk40Bm7hchccv0j+6Yr\nqGw7Dhb/u9xdEmMu4UBnrIbNAnnxNsgLf0JVSCoq2v0daKFp4BhrChzojAGQVJ6B6upK2PwCoO/4\nPmyyCHeXxFiDcaCzVk2w6KHM/w5+5cdhiBwNc0BvvqaceS0OdNY6EUFWugeK/PUwB/aFLnEOSKxw\nd1WM3REOdNbqiI2XbkwDRyiPextWRay7S2KsSXCgs9bDaoSyYBOkZftgbPMXVAUP4uEV5lM40Jnv\nI4JUlwll3jeoVnWBLnE2SKJxd1WMNTkOdObTRFUFEJ/8/6DQXUJF9CuwqDu5uyTGmg0HOvNNtmrI\nC7dAXrwNtg5/hS7sJZ4Gjvk8foYznyMpPw6V9itYZVHQx3+A4KhOQFGRu8tirNlxoDOfIVSXQpm3\nFhLDORiixqBa09PdJTHWojjQmfcjG2TFGVBc24yq4BTo2j7H08CxVokDnXk1seE8VFdXgsQK6Du8\nC5u8rbtLYsxtONCZVxIslVAUrINUnwVDxF9hDuzH15SzVo8DnXkXIkjL9t6YBq7XjWngVO6uijGP\nwIHOvIbIdPXGNHBGlMe+Dquyo7tLYsyjcKAzz2erguLaZshKdvM0cIzVgwOdeTQ/fTaU2q9hUcZD\nl/AhyC/I3SUx5rE40JlHEpmLodSugrhKi8q2z/E0cIy5gAOdeRabBfLirZAXboEp5CFUxEzgaeAY\ncxEHOvMYkorTUGlXwuYXCn3H6bDJ2ri7JMa8Cgc6czvBoocy71v4VZ68Pg2cJpmvKWesETjQmfsQ\nQVayC4qCjTAH3oeyhI8AngaOsUbjQGduITbmQnV1JSAIKI97B1ZFjLtLYszrcaCzFiVYjVAUbIS0\nbD+MEU+iKmggD68w1kQ40FnLIIJUd/D6NHD+3XgaOMaagUuBPnHiRMjlcohEIojFYsydOxcVFRWY\nP38+CgsLERYWhjfeeANqtbq562VeSFSVD5V2FUTVZaiImQiLKtHdJTHmk1w+Q58xYwY0mv87o0pP\nT0e3bt2QlpaG9PR0pKenY8yYMc1SJPNSNjMUhT9BVpwBU9hjMIUM4WngGGtGosZumJmZiZSUFABA\nSkoKMjMzm6wo5v0k5ccRcHYaxKbL0MfPginsUQ5zxpqZy39hs2bNgkgkwpAhQ5CamgqdToegoOvf\nqxEYGAidTlfndhkZGcjIyAAAzJ07F6GhoY0rVCJp9Latgcf0p6oYopzlECrOwdZ5Aig4Ge6eO8hj\neuOhuD/186b+uBTos2bNQnBwMHQ6HT788ENERUU53C8IAgQnVyqkpqYiNTXVfruokZP1hoaGNnrb\n1sDt/SEr5MUZkF/7HlXBg2GMeR+wyTxicma398bDcX/q5wn9uTVznXEp0IODgwEAAQEB6N27N86d\nO4eAgACUlpYiKCgIpaWlDuPrrHURG85BdfUrkFjJ08Ax5ka3HUM3mUwwGo32fx89ehQxMTFITk7G\n7t27AQC7d+9G7969m7dS5nEESwWUV1fAP3chTKGPoDxuCoc5Y2502zN0nU6Hjz/+GABgtVrRv39/\n9OjRAx07dsT8+fOxY8cO+2WLrJUggrTsNyjzv4NZkwxd4lyQWOnuqhhr9QQiopZ8QK1W26jtPGEc\ny5O1VH/EpqtQXl0JgapQGTUWVmWHZn/MO8XPnfpxf+rnCf1p0jF0xmA1XZ8GrvQ/MLZJQ1XwA4DQ\n6KteGWPNgAOd3ZafPgsq7deoVibemAYu0N0lMcbqwIHOnBKZi25MA5ePiugXYVF3cXdJjLF6cKCz\n2mwWyIt+hrzoF5hCH0ZFzKuAyM/dVTHGboMDnTmQVJyCSvsVrNIw6DvOgE0W7u6SGGMu4kBnAACh\nWgdl/lr4VZ5GZeRoVPM0cIx5HQ701o5skJXshKJgE6qC+qMsYQ4gdve3rzDGGoMDvRUTGy/emAZO\njPK4KbAq2rm7JMbYHeBAb4UEq+HGNHAHYIwYiaqgATy8wpgP4EBvTYgg1R2AMm8Nqv27Q5c4ByTh\nWaYY8xUc6K2EqCoPKu0qCBY9KmJehUWV4O6SGGNNjAPd19nMUBT+CFnxrzCFPQ5TSCrPHMSYj+K/\nbB/mV34USu0qWOUx0MfPgk0a7O6SGGPNiAPdB4nMJVDmrYbYdAmGqGdR7X+3u0tijLUADnRfQlbI\ni7ZDXvgDqkIeREW7VwCR1N1VMcZaCAe6r9CfgubcJyCxP/Qdp8Emi3R3RYyxFsaB7uUESwWU+d9B\nXP0nTGFPwBxwL19TzlgrxYHurYggK/0PFPnrYA68F9aeC2EuM7q7KsaYG3GgeyGx8TJU2pUAWVDe\n/k1YlXFQSlQAONAZa8040L2J1QTFtXTISn+Dsc0TqAoezNPAMcbsONC9ARH89IegyvsG1apO0CXM\nBvkFuLsqxpiH4UD3cKKqa1DmfQ2x+Roqol/iaeAYY05xoHsqW/WNaeC2whT6CCpiJvFH9hlj9eKE\n8ECSipNQXV0JqywC+vh/wiYNc3dJjDEvwIHuQYTqshvTwJ1BZeQzqNb04mvKGWMu40D3BGSDrGQH\nFAXpqAoagLKEj3gaOMZYg3Ggu5nYcAEq7VcgQYryDlNhlUe7uyTGmJfiQHcTwWqAIn89pPpMGCJG\nwRzYn4dXGGN3hAO9pRFBWrYPyvxvYfbvAV0CTwPHGGsaHOgtSGTSQqX9CoK1EuWxr8GqjHd3SYwx\nH8KB3hJsZiiufQ9ZyU6YwodfnwZOELu7KsaYj+FAb2Z++iPXp4FTxkGXMAvkx9PAMcaaBwd6M7k+\nDdzXEJuuwNB2LKr9u7m7JMaYj+NAb2o2C+TF2yEv/BFVIamoaPd3ngaOMdYiONCbkKTyLFRXV8Dm\nFwB9x/dhk0W4uyTGWCvCgd4EBEs5lPnfwq/8GAyRo2EO6MPXlDPGWhwH+p0ggqx0DxT562EO7Atd\n4lyQWOHuqhhjrRQHeiNdnwZuBUCE8ri3YVXEurskxlgr53Kg22w2TJ06FcHBwZg6dSoqKiowf/58\nFBYWIiwsDG+88QbU6lbwiUerEcpr6ZCW7oWxzV9QFTyIh1cYYx7B5Qkpt2zZgrZt29pvp6eno1u3\nbli4cCG6deuG9PT0ZinQYxBBqstE4Nl3IVgqoEucjaqQwRzmjDGP4VKgFxcXIysrCw8++KB9WWZm\nJlJSUgAAKSkpyMzMbJ4KPYCoqgD+F/8NRcFGVES/gsp2L4EkGneXxRhjDlwaclmxYgXGjBkDo9Fo\nX6bT6RAUFAQACAwMhE6nq3PbjIwMZGRkAADmzp2L0NDQxhUqkTR620azVUN0dRME7Y+wtU0DRQ1H\noIdOA+eW/ngJ7k39uD/186b+3DadDh8+jICAAHTo0AEnTpyocx1BECA4GXpITU1Famqq/XZRUVGj\nCg0NDW30to0hKT8OlfYrWGVRMLR7FzZpKFBS1mKP31At3R9vwr2pH/enfp7Qn6ioKJfWu22g//nn\nnzh06BCys7NhNpthNBqxcOFCBAQEoLS0FEFBQSgtLYVG4xtDEEJ1KZR5ayExnIMh6sY0cIwx5gVu\nG+ijR4/G6NGjAQAnTpzADz/8gEmTJmHVqlXYvXs30tLSsHv3bvTu3bvZi21WZIOsOAOKa9+jKngg\ndG2f42ngGGNepdEDwmlpaZg/fz527Nhhv2zRW4kNF6C6ugIkVkDf4R+wydvedhvGGPM0DQr0rl27\nomvXrgAAf39/TJ8+vVmKaimCpRKKgvWQ6g/BEPFXmAPv58sQGWNeyzMv2WhuRJCW7b0+DZymF3QJ\nc0ESlburYoyxO9LqAl1kunpjGjgjymMn8TRwjDGf0XoC3VZ1Yxq4XTCGj0BVyIM8DRxjzKe0ikD3\n02dDqf0aVmVH6BI+BPkFubskxhhrcj4d6CJzMZTaVRBXaVHZ9jlY/O9yd0mMMdZsfDPQbRbIi7dC\nXrgFppCHUBEzgaeBY4z5PJ8LdEnln1BdXQmbXzD0HafDJmvj7pIYY6xF+EygCxY9lHnfwq/iBAxR\nz8CsSeZryhljrYr3BzoRZCW7oCjYCHPgfShLnAPwNHCMsVbIqwNdbMyF6upKAEB53DuwKmLcXBFj\njLmPVwa6YDVCUbAR0rL9MEb8P1QFpfDwCmOs1fOuQL8xDZwy7xtUq7tClzibZw5ijLEbvCfQjXnw\nv7gAoupSVMSMh0WV5O6KGGPMo3hFoEsqTkN8/gtUa1JhCnkI8NBp4BhjzJ28Ihktyo6w9vgXTOU8\nTs4YY86I3F2AS0R+gCzM3VUwxphH845AZ4wxdlsc6Iwx5iM40BljzEdwoDPGmI/gQGeMMR/Bgc4Y\nYz7C469Dv6S/hHmH5qGkugTBfsGYnDwZMRr+Ei7GGLuVRwf6Jf0lPPXzU8jV59qXZRVmYe2jaznU\nGWPsFh495DLv0DyHMAeAXH0u5h2a56aKGGPMc3l0oOcb8utcXmAoaOFKGGPM83l0oEcoI+pc3kbJ\n84QyxtitPDrQJydPRqwm1mFZrCYWk5Mnu6kixhjzXB79pmiMJgZrH13LV7kwxpgLPDrQgeuhvuiB\nRQgNDUVRUZG7y2GMMY/l0UMujDHGXMeBzhhjPoIDnTHGfAQHOmOM+QgOdMYY8xECEZG7i2CMMXbn\nvOYMferUqe4uwaNxf5zj3tSP+1M/b+qP1wQ6Y4yx+nGgM8aYj/CaQE9NTXV3CR6N++Mc96Z+3J/6\neVN/+E1RxhjzEV5zhs4YY6x+HOiMMeYj3Ppti4sXL0ZWVhYCAgLwr3/9CwBw8eJFLF26FCaTCWFh\nYZg0aRKUSiUAYNOmTdixYwdEIhGee+459OjRAwBw4cIFfPbZZzCbzejZsyeee+45CILgtuNqCg3p\nzdGjR7F69WpYLBZIJBI8++yzuOuuuwD4Zm+Ahj93AKCoqAhvvPEGRo4cieHDhwPwzf40tDe5ubn4\n4osvYDQaIQgC5syZA6lU6pO9ARrWH4vFgs8//xw5OTmw2WwYOHAgnnjiCQAe+twhNzpx4gSdP3+e\n3nzzTfuyqVOn0okTJ4iI6Ndff6U1a9YQEdHly5fp7bffJrPZTAUFBfTqq6+S1Wq1b/Pnn3+SzWaj\n2bNnU1ZWVssfTBNrSG8uXLhAxcXFRESUm5tLL7/8ssM2vtYboob1p8bHH39M//rXv2jz5s0O2/ha\nfxrSG4vFQm+99Rbl5OQQEZFer/fpvyuihvXnP//5D82fP5+IiEwmE02YMIEKCgrs23haf9w65NKl\nSxeo1WqHZVqtFp07dwYA3H333Thw4AAAIDMzE/369YOfnx/Cw8MRERGBc+fOobS0FEajEYmJiRAE\nAQMHDkRmZmaLH0tTa0hv4uLiEBwcDABo164dzGYzqqurfbY3QMP6AwAHDx5EeHg4oqOj7ct8tT8N\n6c2RI0cQExOD9u3bAwD8/f0hEol8tjdAw587JpMJVqsVZrMZEokESqXSY/vjcWPo7dq1szdm//79\nKC4uBgCUlJQgJCTEvl5wcDBKSkpqLQ8JCUFJSUnLFt1CnPXmZgcOHECHDh3g5+fXqnoDOO+PyWTC\n5s2bMXLkSIf1W1N/nPUmLy8PgiBg9uzZmDJlCjZv3gygdfUGcN6fvn37Qi6X4+WXX8aECRPw+OOP\nQ61We2x/PC7Qx48fj23btmHKlCkwGo2QSDx+UqUWc7veXL58GatXr8ZLL73kpgrdy1l/vvvuOwwb\nNgxyudzNFbqPs95YrVacPn0ar732GmbOnImDBw/i2LFjbq625Tnrz7lz5yASibBkyRIsWrQIP/zw\nAwoKCtxcrXMel5Zt27bFtGnTAFx/GZSVlQXg+hn5zWekJSUlCA4OrrW8uLjYPvzga5z1Brh+3B9/\n/DEmTpyIiIgIALV75su9AZz359y5czhw4ABWr16NyspKCIIAqVSKe++9t9X0x1lvQkJC0LlzZ2g0\nGgBAz549kZOTgwEDBrSa3gDO+/Pbb7+hR48ekEgkCAgIQFJSEs6fP4/OnTt7ZH887gxdp9MBAGw2\nGzZu3IghQ4YAAJKTk7F3715UV1fj2rVryMvLQ3x8PIKCgqBQKHDmzBkQEfbs2YPk5GR3HkKzcdab\nyspKzJ07F6NHj0anTp3s67em3gDO+zNz5kx89tln+OyzzzB06FA88cQTeOSRR1pVf5z1pnv37rh8\n+TKqqqpgtVpx6tQpREdHt6reAM77ExoaiuPHjwO4PnR39uxZtG3b1mP749ZPii5YsAAnT55EeXk5\nAgICMGrUKJhMJmzduhUA0KdPH4wePdp+KdDGjRuxc+dOiEQijBs3Dj179gQAnD9/HosXL4bZbEaP\nHj3w/PPPu//yoTvUkN5s2LAB6enp9jNzAJg2bRoCAgJ8sjdAw587Nb777jvI5XL7ZYu+2J+G9mbP\nnj1IT0+HIAjo2bMnxowZA8A3ewM0rD8mkwmLFy/GlStXQEQYPHiwRz93+KP/jDHmIzxuyIUxxljj\ncKAzxpiP4EBnjDEfwYHOGGM+ggOdMcZ8BAc6Y4z5CA50xhjzEf8/XAU59iKWfucAAAAASUVORK5C\nYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39 78.4\n", + "Name: BlackFemale, dtype: float64\n" + ] + } + ], + "source": [ + "y_train = temp[['BlackFemale']]\n", + "model.fit(x_train,y_train)\n", + "drawLine(model, x_train, y_train, \"BlackFemale pre1986\")\n", + "print(df[df.Year == 2014].BlackFemale)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly, print out a correlation matrix for your entire dataset, and display a visualization of the correlation matrix, just as we described in the visualization section of the course:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Year WhiteMale WhiteFemale BlackMale BlackFemale\n", + "Year 1.000000 0.974154 0.913907 0.960635 0.940429\n", + "WhiteMale 0.974154 1.000000 0.975164 0.987974 0.985009\n", + "WhiteFemale 0.913907 0.975164 1.000000 0.956689 0.994656\n", + "BlackMale 0.960635 0.987974 0.956689 1.000000 0.975922\n", + "BlackFemale 0.940429 0.985009 0.994656 0.975922 1.000000\n" + ] + }, + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", + " )" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(df.corr())\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.imshow(df.corr(), cmap=plt.cm.Blues, interpolation='nearest')\n", + "plt.colorbar()\n", + "tick_marks = [i for i in range(len(df.columns))]\n", + "plt.xticks(tick_marks, df.columns, rotation='vertical')\n", + "plt.yticks(tick_marks, df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MGRkZ9tmnbtqxYwe+vr6kpqZis9mYPHlyo/GfeeYZBg8e3OL39/35ZZ96+/MWP9NWf35+\nmOJxz36wXdF4Nx3cNIeRk1cqHrfPz8crHhNgS9J9PPnWEcXjns8rVDzmgZRfcP+8DxSP69XJS/GY\nAHuWjGX04k8UjVn2btM/822hb6dfTO2tXWbBi4iI4MSJE3Tu3Bm9Xk/nzp2pqKggLy+P8PDWj+bc\n3d3tJxkHDhzI4cOHuXr1KlC/hlhxcbHD9sOGDWP8+PENCm1lZSXdunVDr9ezf//+Rn8hDB48mF27\ndtn3991331FdXd2m71sIoV5avbqjXUbSJpOJ69evM3LkSIfXqqurHVoULRk9ejTJycmEhoYya9Ys\nJk6cyGuvvYbNZsPNzY2pU6fSo0cP+/adOnVqsCAkwNixY0lLS2P//v1ERUXh5dVwFDFq1CjMZjNz\n584FoEuXLiQnJ7fl2xZCqJhW2x06m81mc3YSWjdo0W7FY0q7Q9odIO0OUK7dEf3a3lZtd2xhrCL7\nU4rccSiEcAlaHUlLkRZCuAStnjiUIi2EcAlKDqRzcnLIzMzEarUyevToBufCysvLWb9+PZcuXcLD\nw4Np06ZhMpn47rvvWL16tX07s9nMhAkTePjhh5vclxRpIYRLUKrdYbVaycjIYOHChRiNRubPn090\ndLR9Oguon9IiJCSE5ORkCgsLycjIYNGiRfTq1YvU1FR7nOeff55hw5q/H0IWohVCuASlLsHLz88n\nICCAnj174u7uTkxMDEePHnXYpqCggAEDBgAQGBhIcXExV65ccdjmzJkzBAQEOFyh1hgZSQshXEJb\nRtLz5s2zf/39m9fKysrsd0sDGI1Gzp496/D53r17c+TIESIjI8nPz6e4uJiysjK6du1q3+bmHEMt\nkSIthHAJbel2NDWVcmvFx8eTlZVFcnIyJpOJ0NBQ+2RwABaLhePHjzd7B/VNUqSFEC7h1iL5Q/j5\n+VFaWmp/Xlpaip+fn8M2BoPBPj2FzWZjxowZDvMAnTx5ktDQUIeRdZN5K5K1EEKonFI96bCwMIqK\nijCbzVgsFrKzsx1m3QSoqKiwTzGxZ88eIiMjMRgM9vdb2+oAGUkLIVyEUld3uLm5kZCQwLJly7Ba\nrcTGxhIcHMyuXbsAiIuLo7CwkPT0dACCg4NJTEy0f766uprTp0/z3HPPtWp/UqSFEC5Byeukhw4d\nytChQx1ei4uLs38dHh7OmjVrGv2st7c3GzdubPW+pEgLIVyC3BYuhBAq5ia3hQshhHppdCAtRVoI\n4Rqk3SGEECqm0W6HFGklfL5oTMsbtZGnm/Jx761rfh3J2+Xl69suE/R/89H7iscEuDG5f7vEnrpo\nuuIxu/v58Myk4YrHzVjzN8VjAlhrblD17dftEvuHkpG0EEKomEZrtBRpIYRrcNNolZYiLYRwCdLu\nEEIIFdNojZYiLYRwDXqNVmkp0kIIl6DRGi1FWgjhGqQnLYQQKiZzdwghhIpps0RLkRZCuAhpdwgh\nhIop2e3IyckhMzMTq9XK6NGjiY+Pd3i/vLyc9evXc+nSJTw8PJg2bRomkwmoX1prw4YNXLhwAZ1O\nx7Rp0wgPD29yX1KkhRAuQamRtNVqJSMjg4ULF2I0Gpk/fz7R0dEEBQXZt9m2bRshISEkJydTWFhI\nRkYGixYtAiAzM5PBgwcze/ZsLBYLN27caHZ/shCtEMIl6PW6Vj1akp+fT0BAAD179sTd3Z2YmBiO\nHj3qsE1BQQEDBgwAIDAwkOLiYq5cuUJlZSX//Oc/GTVqFADu7u74+Pg0uz8ZSQshXIJS7Y6ysjKM\nRqP9udFo5OzZsw7b9O7dmyNHjhAZGUl+fj7FxcWUlZWh1+vp0qULb731Fv/7v/9Lnz59ePrpp/H2\n9m5yf1KkhRAuoS3tjnnz5tm/HjNmDGPGtG3a4Pj4eLKyskhOTsZkMhEaGoper6euro5z586RkJBA\nv379yMzMZPv27UycOLHJWFKkhRAuoS0D6ZSUlCbf8/Pzo7S01P68tLQUPz8/h20MBgNJSUkA2Gw2\nZsyYgb+/PzU1NRiNRvr16wfA8OHD2b59e7O5SE9aCOES9Dpdqx4tCQsLo6ioCLPZjMViITs7m+jo\naIdtKioqsFgsAOzZs4fIyEgMBgNdu3bFaDTy3XffAXDmzBmHE46NkZG0EMIlKHWZtJubGwkJCSxb\ntgyr1UpsbCzBwcHs2rULgLi4OAoLC0lPTwcgODiYxMRE++cTEhJYu3YtFosFf39/+4i7KS0W6ays\nLHr06MHDDz8MwLJlyzAajfadvvvuu/j5+fHFF1849HFu2rBhA+PGjSMoKIitW7fy2GOPtXgQpk+f\njre3N3p9/UD/2WefJSIiosXP3Y4vv/ySDz74oNHchRAdR2uu3GitoUOHMnToUIfX4uLi7F+Hh4ez\nZs2aRj8bEhLSbDvl+1os0v379yc7O5uHH34Yq9XKtWvXqKystL+fm5vLj3/84yY/f+tvkG3btrWq\nSAMsXryYLl26tGpbIYRoSYedqjQ8PJx33nkHqL/2Lzg4mCtXrlBeXo6XlxeFhYVMmDCBnJwc0tLS\nuHDhAn369GHmzJnodDpeeeUVpkyZwuHDh6mpqSE5OZng4GBmzZrF/v372blzJxaLhX79+vHss8/a\nR8+Nef/99/nss8+ora1l2LBhTJgwAbPZzPLly+nXrx95eXmEhYXx4IMP8t5773H16lVmzZpF3759\nyc/PJzMzk9raWjw9PUlKSqJXr14O8aurq9m4cSMXLlygrq6OJ554otlfQEII7dBojW65SPv5+aHX\n6ykpKSE3N5fw8HDKysrIy8vDYDBgMplwd3fn3LlzrFq1im7duvHb3/6W3Nxc+vfvb48zefJkPv74\nY1JTU4H6gp+dnc2rr76Ku7s7f/jDHzhw4AAPPPAAAEuWLEGv1+Ph4cHy5cs5deoURUVFLF++HJvN\nxsqVK/nqq6/o3r07Fy9e5De/+Q1BQUHMnz+fgwcPsnTpUo4dO8bWrVuZM2cOvXr1YunSpbi5uXH6\n9Gk2b97MSy+95PC9bt26lQEDBpCUlERFRQULFixg4MCBDa5h3L17N7t37wbqzwJ7uv2w/wmN0YHi\ncbck3adswP8T1sOnXWLfmNy/5Y1uQ//QnhzcNEfxuD3u7qF4zJ53eTHnwRDF4z7zo6mKxwTo37s7\nB99un9g/VIeeuyMiIoLc3Fxyc3MZN26cQ5G+2Svu27ev/QLvkJAQzGazQ5H+vi+++IJz584xf/58\nAGpqahzaG99vd5w6dYrTp08zZ079D1d1dTUXL16ke/fu+Pv72++LDw4OZuDAgeh0OkwmE8XFxQBU\nVlaSnp7OxYsXAairq2uQ0+nTpzl+/DgffPCBPaeSkpIGZ1+/f91kTcNQP5inm/Jxn3zriLIB/8+W\npPvaJfY3H72veEyAg5vmMHLySsXjTl00XfGYcx4MYeW+84rHzVjzN8VjAhx8eyojn89QNGbVvt8q\nEkerl7K1qUhfuHABk8lE9+7d2bFjB506dSI2NhYADw8P+/Z6vR6r1dpsTJvNxgMPPMCkSZNanWx8\nfDwPPfSQw2tms9lh3zqdzv5cp9PZ89iyZQv33HMPycnJmM1mlixZ0mhOs2fPbtAGEUJon1ZH0q36\n5RIREcGJEyfo3Lkzer2ezp07U1FRQV5eXrOzN32fu7u7/drBgQMHcvjwYa5evQrUzxp1c9TbmKio\nKPbu3Ut1dTVQf2vmzc+2RmVlpf2C83379jW5j507d2Kz2QA4d+5cq+MLIdTNXd+6h9q0aiRtMpm4\nfv06I0eOdHiturq6TVdgjB49muTkZEJDQ5k1axYTJ07ktddew2az4ebmxtSpU+nRo/G+XlRUFIWF\nhbz88ssAeHt7M3PmzGZPNN7qkUceIT09na1btza4dOamxx9/nKysLF566SVsNhv+/v5yaZ4QHYRW\nR9I6281ho7ht1RblY7ZHT/rexbuUDfh/pCddT3rS6u5JJ+/IbdV2qePa556M2yV3HAohXIJGB9JS\npIUQrqHD3swihBAdgZs2a7QUaSGEa5CRtBBCqJhGa7QUaSGEa1BytfA7SYq0EMIlSLtDCCFUTKM1\nWoq0EMI1uClYpXNycsjMzMRqtTJ69Gji4+Md3i8vL2f9+vVcunQJDw8Ppk2bZp8E7tZFTdzc3Fpc\nAECKtBDCJSjVk7ZarWRkZLBw4UKMRiPz588nOjraYbbMbdu2ERISQnJyMoWFhWRkZLBo0SL7+21Z\n1ESF04kIIYTy9LrWPVqSn59PQEAAPXv2xN3dnZiYGI4ePeqwTUFBAQMGDAAgMDCQ4uJirly5cnt5\n39anhBBCY3Q6XaseLSkrK7PPnQ9gNBopKytz2KZ3794cOVI/n01+fj7FxcUO27z66qvMnTvXvnhI\nc6TdIYRwCW1pd9w6++X3F/lojfj4eLKyskhOTsZkMhEaGmqfsfPVV1/Fz8+Pq1ev8tprr9GrVy9+\n9KMfNRlLirQQwiW05bxhcyfz/Pz8KC0ttT8vLS21z1V/k8FgICkpCahfTGTGjBn4+/vbPw/g6+vL\nj3/8Y/Lz85st0tLuEEK4BHe9rlWPloSFhVFUVITZbMZisZCdnU10dLTDNhUVFfYFTvbs2UNkZCQG\ng4Hq6mqqqqqA+iUAT58+bb/qo8m8b/P7FUIITVHqCjw3NzcSEhJYtmwZVquV2NhYgoOD2bWrfr72\nuLg4CgsLSU9PB+rXXU1MTATg6tWrvPHGG0D9OqsjR45k8ODBzectk/7/cP+16ZTiMZf8rB+LPz6r\naMy/bz+haLybDqT8gvvnfaB43GcmDVc8JrTjRPpL0xWP2V4LFIT87BeKxwR4b/pwnkg/rGjMf64Y\nq0ic9EPnW7Xd9J+EKLI/pchIWgjhEuSOQyGEUDGZYEkIIVTMTaNVWoq0EMIlyCx4QgihYhqt0VKk\nhRCuQas3hUiRFkK4hNbMy6FGUqSFEC5BmyVairQQwkUoOen/nSRFWgjhEjRao6VICyFcg/SkhRBC\nxeTqDiGEUDEZSQshhIpps0RLkRZCuAi5ukMIIVRM2h1CCKFi2izR7Vykn3zySfv6XXq9noSEBCIi\nIjCbzbz++uukpaW1OeYrr7zClClTCAsLc3h9+vTpGI1Gli5dan8tOTkZq9Xa7H5+SC5CCO1QciCd\nk5NDZmYmVquV0aNHEx8f7/B+eXk569ev59KlS3h4eDBt2jSHtQytVivz5s3Dz8/PYWXyxrTrVSme\nnp6kpqaSmprKU089xebNm9tzd1RVVVFSUgJAQUFBu+5LCKEtenSterTEarWSkZHBggULWL16NYcO\nHWpQb7Zt20ZISAhvvPEGM2bMICsry+H9jz76iMDAwFblfcfaHVVVVfj4+DR43Ww2s27dOm7cuAFg\nH20DbN++nQMHDqDX6xk8eDCTJ0+2f85qtbJ+/XqMRiMTJ04EYMSIEWRnZzN+/HgOHTrET37yEw4c\nONDifm6NuWnTJr766itqa2sZO3YsDz30kPIHQwhxxyk1n3R+fj4BAQH07NkTgJiYGI4ePUpQUJB9\nm4KCAvvoOjAwkOLiYq5cuULXrl0pLS3lxIkTPPbYY+zYsaPF/bVrka6pqSE5OZna2louX77M4sWL\nG2zj6+vLwoUL8fT0pKioiDVr1pCSksLJkyc5duwYy5cvx8vLi/Lycvtn6urqWLt2LSaTiccee8z+\n+vDhw3nrrbcYP348x48fZ9asWfYi3dR+bvXpp59iMBhYsWIFtbW1/Pa3vyUqKgp/f/92OkJCiDul\nLTX61hbEmDFjGDNmjP15WVkZRqPR/txoNHL2rOOi0b179+bIkSNERkaSn59PcXExZWVldO3alays\nLP7f//t/VFVVtSqXdi3SN9sdAHl5eaxbt65B77euro6MjAzOnz+PXq+nqKgIgDNnzvDggw/i5eUF\nQOfOne2f+f3vf8+IESMcCvTNbXx8fDh06BCBgYF4enq2uJ9bnTp1im+//ZbDh+tXO66srKSoqKhB\nkd69eze7d+8GICUlhSU/63dbx6c5vXy9FI/74vDW/XnVVhGBvhxIUX716e5+Df/yUkLPu7yY82CI\n4nGfiZijeMz+oT05uEn5uF5dfBWPCRDm78N709tnlfcfqjWtjJu+P4Brq/j4eLKyskhOTsZkMhEa\nGoper+e7eFlZAAAbAElEQVT48eP4+vrSp08fvvzyy1bFumPtjvDwcK5fv861a9ccXt+xYwe+vr6k\npqZis9kcWhrNxfryyy8ZN26cQyGG+j89MjIySEpKavN+bDYbzzzzDIMHD252/9//zbr447PNbH17\nlvysn+Jx/779hKLxbjqQ8gvun/eB4nGfmdQ+P+xzHgxh5b7zisfNWJqueMyDm+YwcvJKxeOG/Ez5\nX6oA700fzhPphxWN+c8VYxWJo9SJQz8/P0pLS+3PS0tL8fPzc9jGYDDYa5DNZmPGjBn4+/uTnZ3N\nsWPHOHnyJDU1NVRVVbF27VpmzZrV5P7u2O3shYWFWK1W7rrrLofXKysr6datG3q9nv3792O1WgEY\nNGgQ+/bts/eQb213jBo1iiFDhrB69Wrq6uoc4g0bNozx48c3KLRN7edWgwcPZteuXVgsFgC+++47\nqqurf/g3L4RwOp2udY+WhIWFUVRUhNlsxmKxkJ2dTXR0tMM2FRUV9jqyZ88eIiMjMRgMTJo0iQ0b\nNpCens6LL77IgAEDmi3QcId60jdNnz4dvd7x98LYsWNJS0tj//79REVF2dsbgwcP5vz588ybNw93\nd3eGDBnCpEmT7J8bN24clZWVvPnmmw7fZKdOnRpcDtPcfm41atQozGYzc+fOBaBLly4O+QshtEun\n0JXSbm5uJCQksGzZMqxWK7GxsQQHB7Nr1y4A4uLiKCwsJD29/i+r4OBgEhMTbz9vm81mUyRzF/Zf\nm04pHlPaHdLuAGl3gHLtjk//VdryRsCo/saWN7qD5I5DIYRL0Ohd4VKkhRCuQal2x50mRVoI4RL0\n2qzRUqSFEK5BRtJCCKFiMpIWQggVU2rujjtNirQQwiVos0RLkRZCuAqNVmkp0kIIlyAnDoUQQsU0\n2pKWIi2EcA1SpIUQQsWk3SGEEComI2khhFAxjdZoKdJCCBeh0SotRVoI4RKkJ+3CnowKUDxmN4OH\n4nF3fNJwNRol6PQ6vDopHztjzd8UjwnwzI+mtkvs9phI36uLb7vEPf+x8os0ANyYEql8bIUm/Vdy\n7o6cnBwyMzOxWq2MHj26wWpQ5eXlrF+/nkuXLuHh4cG0adMwmUzU1NSwePFiLBYLdXV1DB8+nAkT\nJjS7LynSQgjXoFCRtlqtZGRksHDhQoxGI/Pnzyc6OpqgoCD7Ntu2bSMkJITk5GQKCwvJyMhg0aJF\neHh4sHjxYry9vbFYLCxatIjBgwcTHh7e5P7u2EK0QgjhTLpW/teS/Px8AgIC6NmzJ+7u7sTExHD0\n6FGHbQoKChgwYAAAgYGBFBcXc+XKFXQ6Hd7e3gDU1dVRV1eHroXLTmQkLYRwCW25BG/evHn2r8eM\nGcOYMWPsz8vKyjAa/70OotFo5OxZx/VIe/fuzZEjR4iMjCQ/P5/i4mLKysro2rUrVquVuXPncvHi\nRcaOHUu/fv2azUWKtBDCJbSl25GSkvKD9hUfH09WVhbJycmYTCZCQ0PR6+sbF3q9ntTUVCoqKnjj\njTf49ttvMZlMTcaSIi2EcAkttRVay8/Pj9LSf688Xlpaip+fn8M2BoOBpKQkAGw2GzNmzMDf399h\nGx8fH+655x5ycnKaLdLSkxZCuASdrnWPloSFhVFUVITZbMZisZCdnU10dLTDNhUVFVgsFgD27NlD\nZGQkBoOBa9euUVFRAUBNTQ2nT58mMDCw2f3JSFoI4RKUugLPzc2NhIQEli1bhtVqJTY2luDgYHbt\n2gVAXFwchYWFpKenAxAcHExiYiIAly9fJj09HavVis1mY8SIEdx7773N7k+KtBDCNSh4nfTQoUMZ\nOnSow2txcXH2r8PDw1mzZk2Dz/Xu3ZuVK1e2aV9SpIUQLkHuOBRCCBWTWfCEEELFpEgLIYSKSbtD\nCCFUTEbSQgihYhqt0VKkhRAuQqNVWoq0EMIlSE9aCCFUTMlJ/+8kKdJCCNfQ0Yv0k08+aZ+pSa/X\nk5CQQEREBGazmddff520tLQ27/yVV15hypQphIWFObw+ffp0vL297VP7Pfvss0RERLQ5fmt8+eWX\nfPDBBw7zxwohOp4O3+7w9PQkNTUVqF/fa/PmzSxZsqTdElu8eDFdunRpt/hCCNfiUpfgVVVV4ePj\n0+B1s9nMunXruHHjBoB9tA2wfft2Dhw4gF6vZ/DgwUyePNn+OavVyvr16zEajUycOLHJ/b7//vt8\n9tln1NbWMmzYMCZMmIDZbGb58uX069ePvLw8wsLCePDBB3nvvfe4evUqs2bNom/fvuTn55OZmUlt\nbS2enp4kJSXRq1cvh/jV1dVs3LiRCxcuUFdXxxNPPMGPf/zj2zlEQgiV0WiNbn2RrqmpITk5mdra\nWi5fvszixYsbbOPr68vChQvx9PSkqKiINWvWkJKSwsmTJzl27BjLly/Hy8uL8vJy+2fq6upYu3Yt\nJpOJxx57zP76kiVL0Ov1eHh4sHz5ck6dOkVRURHLly/HZrOxcuVKvvrqK7p3787Fixf5zW9+Q1BQ\nEPPnz+fgwYMsXbqUY8eOsXXrVubMmUOvXr1YunQpbm5unD59ms2bN/PSSy855L9161YGDBhAUlIS\nFRUVLFiwgIEDB9rXJLtp9+7d7N69G6hfweEnYY4Tfiuhs5eb4nH3LFFm1eXvi+jl2y6xrTU3FI8J\n0L93dw6+PVXxuF6NDFx+qDB/H96bPlzxuDemRCoeE6B/aE8ObprTLrF/KKUm/b/TbqvdkZeXx7p1\n6xr0oevq6sjIyOD8+fPo9XqKiooAOHPmDA8++CBeXl4AdO7c2f6Z3//+94wYMcKhQEPDdsepU6c4\nffo0c+bU/wOorq7m4sWLdO/eHX9/f3u/PDg4mIEDB6LT6TCZTBQXFwNQWVlJeno6Fy9etOf6fadP\nn+b48eN88EH9kvQ1NTWUlJQ4rAIMDdc8O/R1WauOYVv8JMxP8bhTVu5RNN5Ne5aMZfTiTxSPW/Xt\n14rHBDj49lRGPp+heNyQEcMUj/ne9OE8kX5Y8bjnP/5A8ZgABzfNYeTktk3F2ZKqk+sUiaPRGn17\n7Y7w8HCuX7/OtWvXHF7fsWMHvr6+pKamYrPZHFoazcX68ssvGTduHJ6ens1uGx8fz0MPPeTwmtls\nxsPDw/5cp9PZn+t0OqxWKwBbtmzhnnvuITk5GbPZ3Gg/3WazMXv27AZtECGE9mm0Rt/e8lmFhYVY\nrVbuuusuh9crKyvp1q0ber2e/fv32wvkoEGD2Ldvn71XfWu7Y9SoUQwZMoTVq1c3Orq9KSoqir17\n91JdXQ3Ur9h79erVVudcWVlpX4ds3759Te5j586d2Gw2AM6dO9fq+EIIdVNq+Syov3jihRdeYObM\nmWzfvr3B++Xl5aSmpvLSSy8xf/58vv32WwBKSkpYsmQJv/71r/nNb37DRx991OK+2tyTvmn69On2\nS+RuGjt2LGlpaezfv5+oqCh7e2Pw4MGcP3+eefPm4e7uzpAhQ5g0aZL9c+PGjaOyspI333yTWbNm\nNbr/qKgoCgsLefnllwHw9vZm5syZDXJoyiOPPEJ6ejpbt25tsKLCTY8//jhZWVm89NJL2Gw2/P39\n5dI8IToIpS7Bs1qtZGRksHD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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Notes On Fitting, Scoring, and Predicting:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Here's a hint to help you complete the assignment without pulling your hair out! When you use `.fit()`, `.score()`, and `.predict()` on your model, SciKit-Learn expects your training data to be in spreadsheet (2D Array-Like) form. This means you can't simply pass in a 1D Array (slice) and get away with it.\n", + "\n", + "To properly prep your data, you have to pass in a 2D Numpy Array, or a dataframe. But what happens if you really only want to pass in a single feature?\n", + "\n", + "If you slice your dataframe using `df[['ColumnName']]` syntax, the result that comes back is actually a _dataframe_. Go ahead and do a `type()` on it to check it out. Since it's already a dataframe, you're good -- no further changes needed.\n", + "\n", + "But if you slice your dataframe using the `df.ColumnName` syntax, OR if you call `df['ColumnName']`, the result that comes back is actually a series (1D Array)! This will cause SKLearn to bug out. So if you are slicing using either of those two techniques, before sending your training or testing data to `.fit` / `.score`, do `any_column = my_column.reshape(-1,1)`. \n", + "\n", + "This will convert your 1D array of `[n_samples]`, to a 2D array shaped like `[n_samples, 1]`. A single feature, with many samples.\n", + "\n", + "If you did something like `my_column = [my_column]`, that would produce an array in the shape of `[1, n_samples]`, which is incorrect because SKLearn expects your data to be arranged as `[n_samples, n_features]`. Keep in mind, all of the above only relates to your `X` or input data, and does not apply to your `y` or labels." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module5 - Lab9-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module5 - Lab9-checkpoint.ipynb new file mode 100644 index 0000000..961a994 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module5 - Lab9-checkpoint.ipynb @@ -0,0 +1,717 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab9" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "matplotlib.style.use('ggplot') # Look Pretty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This convenience method will take care of plotting your test observations, comparing them to the regression line, and displaying the R2 coefficient" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawLine(model, X_test, y_test, title, R2):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(X_test, y_test, c='g', marker='o')\n", + " ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7)\n", + "\n", + " title += \" R2: \" + str(R2)\n", + " ax.set_title(title)\n", + " print(title)\n", + " print(\"Intercept(s): \", model.intercept_)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawPlane(model, X_test, y_test, title, R2):\n", + " # This convenience method will take care of plotting your\n", + " # test observations, comparing them to the regression plane,\n", + " # and displaying the R2 coefficient\n", + " fig = plt.figure()\n", + " ax = Axes3D(fig)\n", + " ax.set_zlabel('prediction')\n", + "\n", + " \n", + " # You might have passed in a DataFrame, a Series (slice),\n", + " # an NDArray, or a Python List... so let's keep it simple:\n", + " X_test = np.array(X_test)\n", + " col1 = X_test[:,0]\n", + " col2 = X_test[:,1]\n", + "\n", + " \n", + " # Set up a Grid. We could have predicted on the actual\n", + " # col1, col2 values directly; but that would have generated\n", + " # a mesh with WAY too fine a grid, which would have detracted\n", + " # from the visualization\n", + " x_min, x_max = col1.min(), col1.max()\n", + " y_min, y_max = col2.min(), col2.max()\n", + " x = np.arange(x_min, x_max, (x_max-x_min) / 10)\n", + " y = np.arange(y_min, y_max, (y_max-y_min) / 10)\n", + " x, y = np.meshgrid(x, y)\n", + "\n", + " \n", + " # Predict based on possible input values that span the domain\n", + " # of the x and y inputs:\n", + " z = model.predict( np.c_[x.ravel(), y.ravel()] )\n", + " z = z.reshape(x.shape)\n", + "\n", + " \n", + " ax.scatter(col1, col2, y_test, c='g', marker='o')\n", + " ax.plot_wireframe(x, y, z, color='orange', alpha=0.7)\n", + "\n", + " title += \" R2: \" + str(R2)\n", + " ax.set_title(title)\n", + " print(title)\n", + " print(\"Intercept(s): \", model.intercept_)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Let's get started!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, as is your habit, inspect your dataset in a text editor, or spread sheet application. The first thing you should notice is that the first column is both unique (the name of each) college, as well as unlabeled. This is a HINT that it must be the index column. If you do not indicate to Pandas that you already have an index column, it'll create one for you, which would be undesirable since you already have one.\n", + "\n", + "Review the `.read_csv()` documentation and discern how to load up a dataframe while indicating which existing column is to be taken as an index. Then, load up the College dataset into a variable called `X`:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "( Private Apps Accept Enroll Top10perc \\\n", + "Abilene Christian University Yes 1660 1232 721 23 \n", + "Adelphi University Yes 2186 1924 512 16 \n", + "Adrian College Yes 1428 1097 336 22 \n", + "Agnes Scott College Yes 417 349 137 60 \n", + "Alaska Pacific University Yes 193 146 55 16 \n", + "\n", + " Top25perc F.Undergrad P.Undergrad Outstate \\\n", + "Abilene Christian University 52 2885 537 7440 \n", + "Adelphi University 29 2683 1227 12280 \n", + "Adrian College 50 1036 99 11250 \n", + "Agnes Scott College 89 510 63 12960 \n", + "Alaska Pacific University 44 249 869 7560 \n", + "\n", + " Room.Board Books Personal PhD Terminal \\\n", + "Abilene Christian University 3300 450 2200 70 78 \n", + "Adelphi University 6450 750 1500 29 30 \n", + "Adrian College 3750 400 1165 53 66 \n", + "Agnes Scott College 5450 450 875 92 97 \n", + "Alaska Pacific University 4120 800 1500 76 72 \n", + "\n", + " S.F.Ratio perc.alumni Expend Grad.Rate \n", + "Abilene Christian University 18.1 12 7041 60 \n", + "Adelphi University 12.2 16 10527 56 \n", + "Adrian College 12.9 30 8735 54 \n", + "Agnes Scott College 7.7 37 19016 59 \n", + "Alaska Pacific University 11.9 2 10922 15 , (777, 18))\n", + "Private object\n", + "Apps int64\n", + "Accept int64\n", + "Enroll int64\n", + "Top10perc int64\n", + "Top25perc int64\n", + "F.Undergrad int64\n", + "P.Undergrad int64\n", + "Outstate int64\n", + "Room.Board int64\n", + "Books int64\n", + "Personal int64\n", + "PhD int64\n", + "Terminal int64\n", + "S.F.Ratio float64\n", + "perc.alumni int64\n", + "Expend int64\n", + "Grad.Rate int64\n", + "dtype: object\n", + "('Private', array([False], dtype=bool))\n", + "('Apps', array([False], dtype=bool))\n", + "('Accept', array([False], dtype=bool))\n", + "('Enroll', array([False], dtype=bool))\n", + "('Top10perc', array([False], dtype=bool))\n", + "('Top25perc', array([False], dtype=bool))\n", + "('F.Undergrad', array([False], dtype=bool))\n", + "('P.Undergrad', array([False], dtype=bool))\n", + "('Outstate', array([False], dtype=bool))\n", + "('Room.Board', array([False], dtype=bool))\n", + "('Books', array([False], dtype=bool))\n", + "('Personal', array([False], dtype=bool))\n", + "('PhD', array([False], dtype=bool))\n", + "('Terminal', array([False], dtype=bool))\n", + "('S.F.Ratio', array([False], dtype=bool))\n", + "('perc.alumni', array([False], dtype=bool))\n", + "('Expend', array([False], dtype=bool))\n", + "('Grad.Rate', array([False], dtype=bool))\n", + " Apps Accept Enroll Top10perc Top25perc \\\n", + "count 777.000000 777.000000 777.000000 777.000000 777.000000 \n", + "mean 3001.638353 2018.804376 779.972973 27.558559 55.796654 \n", + "std 3870.201484 2451.113971 929.176190 17.640364 19.804778 \n", + "min 81.000000 72.000000 35.000000 1.000000 9.000000 \n", + "25% 776.000000 604.000000 242.000000 15.000000 41.000000 \n", + "50% 1558.000000 1110.000000 434.000000 23.000000 54.000000 \n", + "75% 3624.000000 2424.000000 902.000000 35.000000 69.000000 \n", + "max 48094.000000 26330.000000 6392.000000 96.000000 100.000000 \n", + "\n", + " F.Undergrad P.Undergrad Outstate Room.Board Books \\\n", + "count 777.000000 777.000000 777.000000 777.000000 777.000000 \n", + "mean 3699.907336 855.298584 10440.669241 4357.526384 549.380952 \n", + "std 4850.420531 1522.431887 4023.016484 1096.696416 165.105360 \n", + "min 139.000000 1.000000 2340.000000 1780.000000 96.000000 \n", + "25% 992.000000 95.000000 7320.000000 3597.000000 470.000000 \n", + "50% 1707.000000 353.000000 9990.000000 4200.000000 500.000000 \n", + "75% 4005.000000 967.000000 12925.000000 5050.000000 600.000000 \n", + "max 31643.000000 21836.000000 21700.000000 8124.000000 2340.000000 \n", + "\n", + " Personal PhD Terminal S.F.Ratio perc.alumni \\\n", + "count 777.000000 777.000000 777.000000 777.000000 777.000000 \n", + "mean 1340.642214 72.660232 79.702703 14.089704 22.743887 \n", + "std 677.071454 16.328155 14.722359 3.958349 12.391801 \n", + "min 250.000000 8.000000 24.000000 2.500000 0.000000 \n", + "25% 850.000000 62.000000 71.000000 11.500000 13.000000 \n", + "50% 1200.000000 75.000000 82.000000 13.600000 21.000000 \n", + "75% 1700.000000 85.000000 92.000000 16.500000 31.000000 \n", + "max 6800.000000 103.000000 100.000000 39.800000 64.000000 \n", + "\n", + " Expend Grad.Rate \n", + "count 777.000000 777.00000 \n", + "mean 9660.171171 65.46332 \n", + "std 5221.768440 17.17771 \n", + "min 3186.000000 10.00000 \n", + "25% 6751.000000 53.00000 \n", + "50% 8377.000000 65.00000 \n", + "75% 10830.000000 78.00000 \n", + "max 56233.000000 118.00000 \n" + ] + } + ], + "source": [ + "x = pd.read_csv('http://www-bcf.usc.edu/~gareth/ISL/College.csv', index_col=0)\n", + "print (x.head(), x.shape)\n", + "print x.dtypes\n", + "for n in x.columns:\n", + " print (n,x[n].isnull().unique())\n", + "print(x.describe())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This line isn't necessary for your purposes; but we'd just like to show you an additional way to encode features directly. The `.map()` method is like `.apply()`, but instead of taking in a lambda / function, you simply provide a mapping of keys:values. If you decide to embark on the \"Data Scientist Challenge\", this line of code will save you the trouble of converting it through other means:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "x.Private = x.Private.map({'Yes':1, 'No':0})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create your linear regression model here and store it in a variable called `model`. Don't actually train or do anything else with it yet:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn import linear_model\n", + "model = linear_model.LinearRegression()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first relationship we're interested in is the number of accepted students, as a function of the amount charged for room and board." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using indexing, create two slices (series). One will just store the room and board column, the other will store the accepted students column. Then use train_test_split to cut your data up into `X_train`, `X_test`, `y_train`, `y_test`, with a `test_size` of 30% and a random_state of 7." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Room.Board\n", + "Abilene Christian University 3300\n", + "Adelphi University 6450\n", + "Adrian College 3750\n", + "Agnes Scott College 5450\n", + "Alaska Pacific University 4120\n", + " Accept\n", + "Abilene Christian University 1232\n", + "Adelphi University 1924\n", + "Adrian College 1097\n", + "Agnes Scott College 349\n", + "Alaska Pacific University 146\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "data = x[['Room.Board']]\n", + "label = x[['Accept']]\n", + "print(data.head())\n", + "print(label.head())\n", + "x_train, x_test, y_train, y_test = train_test_split(data,label,test_size = 0.3, random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Fit and score your model appropriately. Store the score in the `score` variable." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "model.fit(x_train,y_train)\n", + "score = model.score(x_test,y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll take it from here, buddy:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accept(Room&Board) R2: -0.00266698641455\n", + "('Intercept(s): ', array([ 1340.61956519]))\n" + ] + }, + { + "data": { + "image/png": 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Rg4UDwzAMo0eH3kqbN29GdnY2/P39sXbtWgBATU0N1q9fj+vXryM4OBiLFi2C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\n/wcZNNPc64k4YQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drawLine(model, x_test, y_test, \"Accept(Room&Board)\", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Duplicate the process above; this time, model the number of accepted students, as a function of the number of enrolled students per college." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Enroll\n", + "Abilene Christian University 721\n", + "Adelphi University 512\n", + "Adrian College 336\n", + "Agnes Scott College 137\n", + "Alaska Pacific University 55\n", + " Accept\n", + "Abilene Christian University 1232\n", + "Adelphi University 1924\n", + "Adrian College 1097\n", + "Agnes Scott College 349\n", + "Alaska Pacific University 146\n" + ] + } + ], + "source": [ + "data = x[['Enroll']]\n", + "label = x[['Accept']]\n", + "print(data.head())\n", + "print(label.head())\n", + "x_train, x_test, y_train, y_test = train_test_split(data,label,test_size = 0.3, random_state=7)\n", + "model.fit(x_train,y_train)\n", + "score = model.score(x_test,y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accept(Enroll) R2: 0.857820486736\n", + "('Intercept(s): ', array([ 151.72611242]))\n" + ] + }, + { + "data": { + "image/png": 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3lUF8bRUAx+tXMIeCAyGEGKNruvO+wp1+hWEboXPx7+dC9R0KDoQQ0h5jcCvZ\nC1flNwCAuuBXoRE/2M+F6nsUHAgh5A7n6kx4cP0Kj6Ah4HmH7lcwh4IDIWTA4zeVQnxtNQBA6+yD\n6og/AXyXfi5V/6LgQAgZuHRN8L62FoLm2wAGXr+CORQcCCEDSlFNETad+zMmaH7EZBc1RN5haAl7\nA83eY/u7aDaFggMhZMAoqinCX1NnIs65dQTSjmrgeLkL9oX7IqSfy2ZrurWeAyGE2Bt+YwkE52dh\nrvMtlGiBp0qBHTVAYU0hNp3b1N/Fszn05EAIcWzaRoivvwl+cyVytU14qRwo0+pnudVwq3/KZsPo\nyYEQ4pgYg9vN3ZBeWQR+cyVqQ+KxhT/ZIDAAgK+bZQuMDST05EAIcTjOVd/D48Y2AECjbCoaAp4D\nAKxU+CLrdhYKawq5vKFeoVipWNkv5bRlFBwIsTOto202oayhDH5uflipWIkQL+pOBVr7FcTX1wAA\ntM5+qI54B+A7c5+HeIVg36/2YdO5TbjVcAu+br5UfyZQcCDEjhTVFOHpo0/r3flm3c7Cvl/tG9gX\nOG0jxNfXgN+sBABUDdsEnYvxpqIQrxBsfXhrX5bOLlGfAyF2ZNO5TXqBARjgo20Yg1vxrjv9CkrU\nhiyBctQek4GBWI6eHAixI2UNZUbTB+JoG+eqs/C48TcAQKNsOhoCnunnEjkWCg6E2BE/Nz+j6fY4\n2qa7fSf8xpsQX38TAKB1CUB1+Hq9fgViHRQcCLEjKxUrHWK0Tbf6TrSNEF9bBX5LFQCgathfoHPx\n6YviDkgUHAixI44y2sZc34lBZzFjcL/5CVxUpwAAtaFL0ew1pq+KOmBRcCDEzjjCaBtL+06cVRnw\nKP4IANAo/yUa/H/X62UjrXoUHI4cOYK0tDTweDwEBwdj8eLF0Gg0SExMxO3btzFo0CAsX74cHh4e\nAICUlBSkpaWBz+cjLi4OkZGRAID8/HwkJydDo9EgKioKcXFx4A3QBTYIGQg66zsRNN6EN9evEIjq\n8ATqV+hj3R7KqlQqcfToUWzcuBGbN2+GTqdDRkYGDh06hFGjRiEpKQmjRo3CoUOHAADFxcXIyMjA\nli1bsHbtWuzcuRM6nQ4AsGPHDixatAhJSUkoKytDdna2dc6OEGKTVipWItQrVC8t1CsUq8Ysgfjq\n77nAUDX8r6ge9h4Fhn7Qo/ccdDodNBoNtFotNBoNJBIJMjMzERMTAwCIiYlBZmYmACAzMxPR0dFw\ncnKCj481MhBcAAAgAElEQVQP/Pz8kJubC5VKBbVajWHDhoHH42HSpEncPoQQx9TWdzIrbBai/aMx\nK2wmTj4wC6NvvAt+Sw1qQ5e1vq/gPKi/izpgdbtZSSqV4vHHH8crr7wCZ2dnjB49GqNHj0Z1dTUk\nEgkAQCwWo7q6GkDrk0ZERITe/kqlEgKBADKZjEuXyWRQKpVGj5mamorU1FQAwMaNGyGXyy0ur1Ao\n7FL+gYbqxzyqH/O6Uz9yuRz7hu4Dr/wkBNc/ALTXoBv8G+iGzIM3gIKqAiSkJ6C0rhT+Hv5IiEnA\nEPGQ3jmBXmaPvz/dDg51dXXIzMxEcnIy3NzcsGXLFpw6dUovD4/Hs2rfQWxsLGJjY7ntiooKi/eV\ny+Vdyj/QUP2YR/VjXnfqR9BYDO/rawEATa7BqAl7u7X5qKLC6FDXM8Vn7HaaEFv6/QkICLAoX7eb\nlS5evAgfHx94eXlBKBRi3LhxuHbtGry9vaFSqQAAKpUKXl5eAFqfFCorK7n9lUolpFKpQXplZSWk\nUml3i0UIsXE8rRriK7/nAkPV8M2oifiTXr8CTRPS/7odHORyOa5fv46mpiYwxnDx4kUEBgZCoVAg\nPT0dAJCeno6xY1vXZVUoFMjIyEBzczPKy8tRWlqK8PBwSCQSiEQiXLt2DYwxnDp1CgqFwjpnR4iD\nKqopQnxaPGYfmY34tHgU1RT1d5E6xxjcb/wdkisvg6+tQW3o8jv9CobNLTRNSP/rdrNSREQExo8f\nj1WrVkEgEGDw4MGIjY1FY2MjEhMTkZaWxg1lBYDg4GBMmDABK1asAJ/Px4IFC8Dnt8amhQsXYtu2\nbdBoNIiMjERUVJR1zo4QB2SPM7M6q07Do3gHAEAtfxRq/9+aze9I04TYKx5jjPV3IbqrpKTE4ry2\n1OZni6h+zLOl+olPi0dKXopB+qywWf32cpyp+hGob8A79y0AQItryJ1+BadOv89YAAz1CrXpAGiO\nLf3+WNrnQG9IE2Jn7KHJha9RQpyznNuuGr7ZaPORKY4yTYg9o+BAiJ2x6SYXxiC9NI/brA1dgWav\n0d36KkumCaFV8XoPBQdC7Iytzszqmb8BTvU/c9vKUXt69Xj22PdiT2glOELsjOHbxbP69YLorPoO\nwu9mcYHhx+C1eOa2Z6+PpKLhrr2LnhwIsSMdm1E2T9rcb0FBr1/B2Rk1Q9ciX+vaZ3fz9tD3Ys8o\nOBBiJ6zVjNLjdvoO/QqNsmng378ULRUV2JQWb/k6DT1k030vDoCCAyF2oksL5JjQ0wDjlfcnCBuu\nc9tt/Qpud7b78m7eVvteHAUFB0LshDUuvN0NMM6qb+FR/DG3rRzxESBwNcjXl3fzNNy1d1FwIMRO\nWOPC29UAw9dUQJzzGrddM/QttLhHGM0L9P3dvCOsimerKDgQYiesceG1OMB07FewcIlOupt3HBQc\nCLET1rjwWhJgvHL/CKE6j9vu6vsKdDfvGCg4EGJHenrhNRdgnJWn4HFzJ5fXVL8CGRgoOBAywHQM\nMHxNBcQX53LbNUP/gBb38P4oGrEhFBwIGag69CtYMpU2GTgoOBAyAHnlJkCoLuC2e3seJGJ/KDgQ\nMoC4KNPhfvMTbls58u8A36UfS0RsFQUHQgYAflM5xNfe4Larw/4ArRv1KxDTKDgQ4siYDtJLcdym\netBjUPvN6ccCEXtBwYEQB+V1/W0IG1vfZ2DgQzVqVz+XiNgTCg6EOBiXyhNwL9nNbStH7gD4zv1X\nIGKXKDgQ4iD4Tbcgvnb3TefqsHXQug3txxIRe0bBgRB7Z9Cv8DjUfrP7sUDEEVBwIMSOeV1/C8LG\nGwAAxnOC6r6PO9mDEMtQcCDEDrlUfgP3kn9w29SvQKyNggMhdsSwXyEBWrch/Vgi4qh6FBzq6+ux\nfft23LhxAzweD6+88goCAgKQmJiI27dvY9CgQVi+fDk8PDwAACkpKUhLSwOfz0dcXBwiIyMBAPn5\n+UhOToZGo0FUVBTi4uLA4/F6fnZkQOrxGsm2iGkhvTSf21T7/Bpq3yf7sUDE0fUoOOzatQuRkZF4\n7bXX0NLSgqamJqSkpGDUqFGYOXMmDh06hEOHDuG5555DcXExMjIysGXLFqhUKrzzzjv44IMPwOfz\nsWPHDixatAgRERHYsGEDsrOzERUVZa1zJANIT9dItkXe19ZA0FQCAGB8F6hG/r2fS0QGAn53d2xo\naMDVq1fx8MMPAwCEQiHc3d2RmZmJmJgYAEBMTAwyMzMBAJmZmYiOjoaTkxN8fHzg5+eH3NxcqFQq\nqNVqDBs2DDweD5MmTeL2IaSrzK2RbG9cKv4L6cW5XGBQjtxBgYH0mW4/OZSXl8PLywvbtm1DYWEh\nhg4dinnz5qG6uhoSiQQAIBaLUV1dDQBQKpWIiLi79qxUKoVSqYRAIIBMJuPSZTIZlEql0WOmpqYi\nNTUVALBx40bI5XKLyysUCruUf6BxlPpRNhv/3VE2K3t0fn1aP+oSCLNeBQA08FqwtsodP9bXwb9m\nDRJiEjBEbHt9DI7y+9Nb7LF+uh0ctFotCgoKMH/+fERERGDXrl04dOiQXh4ej2fVvoPY2FjExsZy\n2xUVFRbvK5fLu5R/oHGU+pE6SU2m9+T8+qR+2vUraADc8JyIqdmf6D0JnSk+Y5NNZI7y+9NbbKl+\nAgICLMrX7WYlmUwGmUzGPQ2MHz8eBQUF8Pb2hkqlAgCoVCp4eXkBaH1SqKys5PZXKpWQSqUG6ZWV\nlZBKjf+BE9KZlYqVCPUK1UvruEayLfLOWcUFBsZ3g3LUHqzKz7ZqE1lRTRHi0+Ix+8hsxKfFo6im\nqMflJo6r28FBLBZDJpOhpKS1PfTixYsICgqCQqFAeno6ACA9PR1jx44FACgUCmRkZKC5uRnl5eUo\nLS1FeHg4JBIJRCIRrl27BsYYTp06BYVCYYVTIwNR2xrJs8JmIdo/GrPCZtnknXYbl4rjrf0KmjIA\ngHLkx1CN/BsAoKyhzOg+txpudfk4bR31KXkpOFN6Bil5KXj66NMUIIhJPRqtNH/+fCQlJaGlpQU+\nPj5YvHgxGGNITExEWloaN5QVAIKDgzFhwgSsWLECfD4fCxYsAJ/fGpsWLlyIbdu2QaPRIDIykkYq\nDUDWHH7acY1kW8RvLIH4+hpuuzr8HWhF+ufr5+ZndF9fN98uH89cR72t1xXpHzzGGOvvQnRX21OL\nJWypzc8W9Xb9mLv4Gxt+GuoValN3/FarH10LpJcXcJsNvk+i0efXelna6up/Nf9DjioHDS0N3Gfd\nrZfZR2bjTOkZg/Ro/2jsn7G/iydhyJ7/vvrivRhbqh9L+xzoDWnS6zp792Cg3NV657wBgaYcAKAT\neKBqRLJBHmN15S50x3DpcIR6hnb7wmXNpxBH4ojvxVhLt/scCLFUZ+8eWLNt3Ra53v76Tr9Ca2BQ\njvzYaGAAjNdVfUs9Qj1DsfXhrd2+YNlrR31vc6T3YqyNnhxIr+vs4u+od7X8xpsQX3+T264O/xO0\nomCz+/RWoGzrqN90bhNuNdyCr5uvY0wr0kOOfmPSExQcSK/r7OK/UrESWbezDPoc7Pau1qBf4Sk0\n+jxh0a69GSjtoaO+rznqjYk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tLUV4eDgkEglEIhGuXbsGxhhOnTrlMPXHGMP2\n7dsRGBiIGTNmcOlUR61qampQX18PoHXk0k8//YTAwECqHwDPPPMMtm/fjuTkZCxbtgz33XcflixZ\n4nB14/BvSGdlZWHPnj3c2tRPPvlkfxepT7z//vu4cuUKamtr4e3tjTlz5mDs2LFITExERUWFwVC7\ngwcP4sSJE+Dz+Zg3bx6ioqIAAHl5edi2bRs0Gg0iIyMxf/58u39cBv6/HTumgRCIoij6lEyHCHzQ\n4IRqXKAELSS0aKAHus0mU+2Wk3Mc/Nfc5CfHcaTWmlLK5555njMMg42SnOeZdV1z33ee58k4jpmm\nKdd12efLvu/Zti3LsnS3TfdxAOB3Xb+VAPiPOADQEAcAGuIAQEMcAGiIAwANcQCg8QJDJ9ej6Uhh\npAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drawLine(model, x_test, y_test, \"Accept(Enroll)\", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Duplicate the process above; this time, model the number of accepted students, as as function of the number of failed undergraduate students per college." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " F.Undergrad\n", + "Abilene Christian University 2885\n", + "Adelphi University 2683\n", + "Adrian College 1036\n", + "Agnes Scott College 510\n", + "Alaska Pacific University 249\n", + " Accept\n", + "Abilene Christian University 1232\n", + "Adelphi University 1924\n", + "Adrian College 1097\n", + "Agnes Scott College 349\n", + "Alaska Pacific University 146\n" + ] + } + ], + "source": [ + "data = x[['F.Undergrad']]\n", + "label = x[['Accept']]\n", + "print(data.head())\n", + "print(label.head())\n", + "x_train, x_test, y_train, y_test = train_test_split(data,label,test_size = 0.3, random_state=7)\n", + "model.fit(x_train,y_train)\n", + "score = model.score(x_test,y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accept(F.Undergrad) R2: 0.777991797375\n", + "('Intercept(s): ', array([ 380.9429105]))\n" + ] + }, + { + "data": { + "image/png": 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Tpa7/9Od33ucGbh6PB94AXcSYmBjExMRwy9euXev1Mby8vIzab7Cz1XwDtpt3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\n+MDPzw/5+fmQy+VQKBQYOXIkeDwepk+fbpHXZuz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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drawLine(model, x_test, y_test, \"Accept(F.Undergrad)\", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Duplicate the process above (almost). This time is going to be a bit more complicated. Instead of modeling one feature as a function of another, you will attempt to do multivariate linear regression to model one feature as a function of TWO other features.\n", + "\n", + "Model the number of accepted students as a function of the amount charged for room and board _and_ the number of enrolled students. To do this, instead of creating a regular slice for a single-feature input, simply create a slice that contains both columns you wish to use as inputs. Your training labels will remain a single slice." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Room.Board Enroll\n", + "Abilene Christian University 3300 721\n", + "Adelphi University 6450 512\n", + "Adrian College 3750 336\n", + "Agnes Scott College 5450 137\n", + "Alaska Pacific University 4120 55\n", + " Accept\n", + "Abilene Christian University 1232\n", + "Adelphi University 1924\n", + "Adrian College 1097\n", + "Agnes Scott College 349\n", + "Alaska Pacific University 146\n" + ] + } + ], + "source": [ + "data = x[['Room.Board','Enroll']]\n", + "label = x[['Accept']]\n", + "print(data.head())\n", + "print(label.head())\n", + "x_train, x_test, y_train, y_test = train_test_split(data,label,test_size = 0.3, random_state=7)\n", + "model.fit(x_train,y_train)\n", + "score = model.score(x_test,y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accept(Room&Board,Enroll) R2: 0.876437177421\n", + "('Intercept(s): ', array([-1176.62848249]))\n" + ] + }, + { + "data": { + "image/png": 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n8xk5ljabzajeE1nqrr0UUTcxaQxTFE2aRf3GvjqNWXC6GPp8vhYRwyPRUtzs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r6hOzAlH/qSz0O08POoNCtmS3XlL9AH996HK/o6W+VVKGofZ6nt/Gnfn3JpX2Xd1HLwDd+b84O8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K5Vv4iCeHwyGbc1Yy/qRaFGn7lERwOBxobW3F/PnzpceoHSR9x48fR29vL55//nmYTCZ0d3fD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\ndFwAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drawPlane(model, x_test, y_test, \"Accept(Room&Board,Enroll)\", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That concludes this assignment!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Notes On Fitting, Scoring, and Predicting:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here's a hint to help you complete the assignment without pulling your hair out! When you use `.fit()`, `.score()`, and `.predict()` on your model, SciKit-Learn expects your training data to be in spreadsheet (2D Array-Like) form. This means you can't simply pass in a 1D Array (slice) and get away with it.\n", + "\n", + "To properly prep your data, you have to pass in a 2D Numpy Array, or a dataframe. But what happens if you really only want to pass in a single feature?\n", + "\n", + "If you slice your dataframe using `df[['ColumnName']]` syntax, the result that comes back is actually a _dataframe_. Go ahead and do a `type()` on it to check it out. Since it's already a dataframe, you're good -- no further changes needed.\n", + "\n", + "But if you slice your dataframe using the `df.ColumnName` syntax, OR if you call `df['ColumnName']`, the result that comes back is actually a series (1D Array)! This will cause SKLearn to bug out. So if you are slicing using either of those two techniques, before sending your training or testing data to `.fit` / `.score`, do `any_column = my_column.reshape(-1,1)`. \n", + "\n", + "This will convert your 1D array of `[n_samples]`, to a 2D array shaped like `[n_samples, 1]`. A single feature, with many samples.\n", + "\n", + "If you did something like `my_column = [my_column]`, that would produce an array in the shape of `[1, n_samples]`, which is incorrect because SKLearn expects your data to be arranged as `[n_samples, n_features]`. Keep in mind, all of the above only relates to your `X` or input data, and does not apply to your `y` or labels." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Scientist Challenge" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You've experimented with a number of feature scaling techniques already, such as `MaxAbsScaler`, `MinMaxScaler`, `Normalizer`, `StandardScaler` and more from http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing.\n", + "\n", + "What happens if you apply scaling to your data before doing linear regression? Would it alter the quality of your results? Do the scalers that work on a per-feature basis, such as `MinMaxScaler` behave differently that those that work on a multi-feature basis, such as normalize? And moreover, once your features have been scaled, you won't be able to use the resulting regression directly... unless you're able to `.inverse_transform()` the scaling. Do all of the SciKit-Learn scalers support that?\n", + "\n", + "This is your time to shine and to show how much of an explorer you are: Dive deeper into uncharted lands, browse SciKit-Learn's documentation, scour Google, ask questions on Quora, Stack-Overflow, and the course message board, and see if you can discover something that will be of benefit to you in the future!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module6 - Lab1-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module6 - Lab1-checkpoint.ipynb new file mode 100644 index 0000000..88aad77 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module6 - Lab1-checkpoint.ipynb @@ -0,0 +1,731 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module6- Lab1" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import pandas as pd\n", + "import numpy as np \n", + "import time" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Feel free to adjust and experiment with these parameters after you have completed the lab:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "C = 1\n", + "kernel = 'linear'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# TODO: Change to 200000 once you get to Question#2\n", + "iterations = 200000\n", + "\n", + "# You can set this to false if you want to draw the full square matrix:\n", + "FAST_DRAW = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convenience Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawPlots(model, X_train, X_test, y_train, y_test, wintitle='Figure 1'):\n", + " # You can use this to break any higher-dimensional space down,\n", + " # And view cross sections of it.\n", + "\n", + " # If this line throws an error, use plt.style.use('ggplot') instead\n", + " mpl.style.use('ggplot') # Look Pretty\n", + "\n", + " padding = 3\n", + " resolution = 0.5\n", + " max_2d_score = 0\n", + "\n", + " y_colors = ['#ff0000', '#00ff00', '#0000ff']\n", + " my_cmap = mpl.colors.ListedColormap(['#ffaaaa', '#aaffaa', '#aaaaff'])\n", + " colors = [y_colors[i] for i in y_train]\n", + " num_columns = len(X_train.columns)\n", + "\n", + " fig = plt.figure()\n", + " fig.canvas.set_window_title(wintitle)\n", + " fig.set_tight_layout(True)\n", + " \n", + " cnt = 0\n", + " for col in range(num_columns):\n", + " for row in range(num_columns):\n", + " \n", + " # Easy out\n", + " if FAST_DRAW and col > row:\n", + " cnt += 1\n", + " continue\n", + "\n", + " ax = plt.subplot(num_columns, num_columns, cnt + 1)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + "\n", + " # Intersection:\n", + " if col == row:\n", + " plt.text(0.5, 0.5, X_train.columns[row], verticalalignment='center', horizontalalignment='center', fontsize=12)\n", + " cnt += 1\n", + " continue\n", + "\n", + "\n", + " # Only select two features to display, then train the model\n", + " X_train_bag = X_train.ix[:, [row,col]]\n", + " X_test_bag = X_test.ix[:, [row,col]]\n", + " model.fit(X_train_bag, y_train)\n", + "\n", + " # Create a mesh to plot in\n", + " x_min, x_max = X_train_bag.ix[:, 0].min() - padding, X_train_bag.ix[:, 0].max() + padding\n", + " y_min, y_max = X_train_bag.ix[:, 1].min() - padding, X_train_bag.ix[:, 1].max() + padding\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # Plot Boundaries\n", + " plt.xlim(xx.min(), xx.max())\n", + " plt.ylim(yy.min(), yy.max())\n", + "\n", + " # Prepare the contour\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + " plt.contourf(xx, yy, Z, cmap=my_cmap, alpha=0.8)\n", + " plt.scatter(X_train_bag.ix[:, 0], X_train_bag.ix[:, 1], c=colors, alpha=0.5)\n", + "\n", + "\n", + " score = round(model.score(X_test_bag, y_test) * 100, 3)\n", + " plt.text(0.5, 0, \"Score: {0}\".format(score), transform = ax.transAxes, horizontalalignment='center', fontsize=8)\n", + " max_2d_score = score if score > max_2d_score else max_2d_score\n", + "\n", + " cnt += 1\n", + "\n", + " print(\"Max 2D Score: \", max_2d_score)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def benchmark(model, X_train, X_test, y_train, y_test, wintitle='Figure 1'):\n", + " print(wintitle + ' Results')\n", + " s = time.time()\n", + " \n", + " for i in range(iterations):\n", + " # TODO: train the classifier on the training data / labels:\n", + " model.fit(X_train,y_train)\n", + " # .. your code here ..\n", + " \n", + " print(\"{0} Iterations Training Time: \".format(iterations), time.time() - s)\n", + "\n", + "\n", + " s = time.time()\n", + " for i in range(iterations):\n", + " # TODO: score the classifier on the testing data / labels:\n", + " score = model.score(X_test, y_test)\n", + " # .. your code here ..\n", + " \n", + " print(\"{0} Iterations Scoring Time: \".format(iterations), time.time() - s)\n", + " print(\"High-Dimensionality Score: \", round((score*100), 3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the wheat dataset into dataframe `X` and verify you did it properly. Indices shouldn't be doubled, nor should you have any headers with weird characters..." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "X = pd.read_csv('Datasets/wheat.data', index_col='id')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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areaperimetercompactnesslengthwidthasymmetrygroovewheat_type
id
714.1114.100.89115.42003.3022.700NaNcanadian
3516.1215.00NaN0.9000NaN5.7093.485canadian
6011.4212.860.86835.00802.8502.700NaNcanadian
13515.3814.660.89905.47703.4653.600NaNcanadian
16911.2413.00NaN0.83595.0902.7153.521canadian
17011.0213.00NaN0.81895.3252.7016.735canadian
20112.6713.320.89774.98403.1352.300NaNcanadian
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" + ], + "text/plain": [ + " area perimeter compactness length width asymmetry groove \\\n", + "id \n", + "7 14.11 14.10 0.8911 5.4200 3.302 2.700 NaN \n", + "35 16.12 15.00 NaN 0.9000 NaN 5.709 3.485 \n", + "60 11.42 12.86 0.8683 5.0080 2.850 2.700 NaN \n", + "135 15.38 14.66 0.8990 5.4770 3.465 3.600 NaN \n", + "169 11.24 13.00 NaN 0.8359 5.090 2.715 3.521 \n", + "170 11.02 13.00 NaN 0.8189 5.325 2.701 6.735 \n", + "201 12.67 13.32 0.8977 4.9840 3.135 2.300 NaN \n", + "\n", + " wheat_type \n", + "id \n", + "7 canadian \n", + "35 canadian \n", + "60 canadian \n", + "135 canadian \n", + "169 canadian \n", + "170 canadian \n", + "201 canadian " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# An easy way to show which rows have nans in them:\n", + "X[pd.isnull(X).any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Go ahead and drop any row with a nan:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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areaperimetercompactnesslengthwidthasymmetrygroovewheat_type
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [area, perimeter, compactness, length, width, asymmetry, groove, wheat_type]\n", + "Index: []" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.dropna(axis=0, inplace=True)\n", + "X[pd.isnull(X).any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the future, you might try setting the nan values to the mean value of that column, the mean should only be calculated for the specific class rather than across all classes, now that you have the labels." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copy the labels out of the dataframe into variable `y`, then remove them from `X`.\n", + "\n", + "Encode the labels, using the `.map()` trick we showed you in Module 5, such that `canadian:0`, `kama:1`, and `rosa:2`." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "X.wheat_type = X.wheat_type.map({'canadian':0, 'kama':1, 'rosa':2})\n", + "y = X.wheat_type.copy()\n", + "X.drop('wheat_type', axis=1, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Split your data into a `test` and `train` set. Your `test` size should be 30% with `random_state` 7. Please use variable names: `X_train`, `X_test`, `y_train`, and `y_test`:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create an SVC classifier named `svc` and use a linear kernel. You already have `C` defined at the top of the lab, so just set `C=C`." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn.svm import SVC\n", + "svc = SVC(C=C, kernel='linear')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create an KNeighbors classifier named `knn` and set the neighbor count to `5`:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.neighbors import KNeighborsClassifier\n", + "knn = KNeighborsClassifier(n_neighbors=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fire it Up:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KNeighbors Results\n", + "('200000 Iterations Training Time: ', 56.61500000953674)\n", + "('200000 Iterations Scoring Time: ', 210.06199979782104)\n", + "('High-Dimensionality Score: ', 83.607)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:42: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:43: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:47: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Max 2D Score: ', 90.164)\n" + ] + } + ], + "source": [ + "benchmark(knn, X_train, X_test, y_train, y_test, 'KNeighbors')\n", + "drawPlots(knn, X_train, X_test, y_train, y_test, 'KNeighbors')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SVC Results\n", + "('200000 Iterations Training Time: ', 108.88199996948242)\n", + "('200000 Iterations Scoring Time: ', 43.68500018119812)\n", + "('High-Dimensionality Score: ', 86.885)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:47: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Max 2D Score: ', 93.443)\n" + ] + } + ], + "source": [ + "benchmark(svc, X_train, X_test, y_train, y_test, 'SVC')\n", + "drawPlots(svc, X_train, X_test, y_train, y_test, 'SVC')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\matplotlib\\figure.py:1743: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n", + " warnings.warn(\"This figure includes Axes that are not \"\n" + ] + }, + { + "data": { + "image/png": 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6v3wzfz3/lyLT7KrPy9PbQBTRrVhx22NWHncyZv3jIyyDwcDo0aM5fPgwAwcO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HDUOv1VIpOLjYOg0QExPDtm3byMzMZOXKlTet7+S1kzH5mvjhvR9489s3mb55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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bonus:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After submitting your answers, mess around with the gamma, kernel, and C values." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module6 - Lab2-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module6 - Lab2-checkpoint.ipynb new file mode 100644 index 0000000..4fb16ad --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module6 - Lab2-checkpoint.ipynb @@ -0,0 +1,546 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module6- Lab2" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn import svm" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "The dataset used in this lab comes from https://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits\n", + "\n", + "At face value, this looks like an easy lab, but it has many parts to it, so prepare yourself by rading through it fully before starting." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convenience Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def load(path_train, path_test):\n", + " # Load up the data.\n", + " \n", + " # You probably could have written this easily:\n", + " with open(path_test, 'r') as f: testing = pd.read_csv(f)\n", + " with open(path_train, 'r') as f: training = pd.read_csv(f)\n", + "\n", + " # The number of samples between training and testing can vary\n", + " # But the number of features better remain the same!\n", + " n_features = testing.shape[1]\n", + "\n", + " X_test = testing.ix[:,:n_features-1]\n", + " X_train = training.ix[:,:n_features-1]\n", + " y_test = testing.ix[:,n_features-1:].values.ravel()\n", + " y_train = training.ix[:,n_features-1:].values.ravel()\n", + "\n", + " # Special:\n", + " # ...\n", + " \n", + " reduced_length = int(np.ceil(training.shape[0]*0.04))\n", + " \n", + " X_train = X_train.loc[:reduced_length-1]\n", + " y_train = y_train[:reduced_length]\n", + " print ('special: ', reduced_length, X_train.shape, y_train.shape)\n", + " return X_train, X_test, y_train, y_test" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def peekData(X_train):\n", + " # The 'targets' or labels are stored in y. The 'samples' or data is stored in X\n", + " print(\"Peeking your data...\")\n", + " fig = plt.figure()\n", + " fig.set_tight_layout(True)\n", + "\n", + " cnt = 0\n", + " for col in range(5):\n", + " for row in range(10):\n", + " plt.subplot(5, 10, cnt + 1)\n", + " plt.imshow(X_train.ix[cnt,:].reshape(8,8), cmap=plt.cm.gray_r, interpolation='nearest')\n", + " plt.axis('off')\n", + " cnt += 1\n", + " \n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawPredictions(model, X_train, X_test, y_train, y_test):\n", + " fig = plt.figure()\n", + " fig.set_tight_layout(True)\n", + " \n", + " # Make some guesses\n", + " y_guess = model.predict(X_test)\n", + "\n", + " # INFO: This is the second lab we're demonstrating how to\n", + " # do multi-plots using matplot lab. In the next assignment(s),\n", + " # it'll be your responsibility to use this and assignment #1\n", + " # as tutorials to add in the plotting code yourself!\n", + " num_rows = 10\n", + " num_cols = 5\n", + "\n", + " index = 0\n", + " for col in range(num_cols):\n", + " for row in range(num_rows):\n", + " plt.subplot(num_cols, num_rows, index + 1)\n", + "\n", + " # 8x8 is the size of the image, 64 pixels\n", + " plt.imshow(X_test.ix[index,:].reshape(8,8), cmap=plt.cm.gray_r, interpolation='nearest')\n", + "\n", + " # Green = Guessed right\n", + " # Red = Fail!\n", + " fontcolor = 'g' if y_test[index] == y_guess[index] else 'r'\n", + " plt.title('Label: %i' % y_guess[index], fontsize=6, color=fontcolor)\n", + " plt.axis('off')\n", + " index += 1\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('special: ', 153, (153, 64), (153L,))\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:12: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + " if sys.path[0] == '':\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:13: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + " del sys.path[0]\n" + ] + } + ], + "source": [ + "# TODO: Pass in the file paths to the .tra and the .tes files:\n", + "X_train, X_test, y_train, y_test = load('Datasets/optdigits.tra', 'Datasets/optdigits.tes')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get to know your data. It seems its already well organized in `[n_samples, n_features]` form. Your dataset looks like (4389, 784). Also your labels are already shaped as `[n_samples]`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:11: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + " # This is added back by InteractiveShellApp.init_path()\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:11: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " # This is added back by InteractiveShellApp.init_path()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Peeking your data...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\matplotlib\\figure.py:1743: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n", + " warnings.warn(\"This figure includes Axes that are not \"\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "peekData(X_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create an SVC classifier. Leave `C=1`, but set `gamma` to `0.001` and set the `kernel` to `linear`. Then train the model on the training data and labels:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training SVC Classifier...\n" + ] + }, + { + "data": { + "text/plain": [ + "SVC(C=1, cache_size=200, class_weight=None, coef0=0.0,\n", + " decision_function_shape=None, degree=3, gamma=0.001, kernel='linear',\n", + " max_iter=-1, probability=False, random_state=None, shrinking=True,\n", + " tol=0.001, verbose=False)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Training SVC Classifier...\")\n", + "from sklearn.svm import SVC\n", + "svc = SVC(C=1, kernel='linear', gamma=0.001)\n", + "svc.fit(X_train, y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate the score of your SVC against the testing data:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scoring SVC Classifier...\n", + "('Score:\\n', 0.8541202672605791)\n" + ] + } + ], + "source": [ + "print(\"Scoring SVC Classifier...\")\n", + "score = svc.score(X_test, y_test)\n", + "# .. your code here ..\n", + "print(\"Score:\\n\", score)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:21: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:21: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n" + ] + }, + { + "data": { + "image/png": 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lWVZWVrKTwC9YxeVBKtxZk8/kJ0bxpnrO1HN6W/kxvnbtWlZQ/YJaXGohwO6v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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Let's get some visual confirmation of accuracy:\n", + "drawPredictions(svc, X_train, X_test, y_train, y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print out the TRUE value of the 1000th digit in the test set. By TRUE value, we mean, the actual provided, ground-truth label for that sample:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('1000th test label: ', 1)\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "true_1000th_test_value = y_test[999]\n", + "print(\"1000th test label: \", true_1000th_test_value)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Predict the value of the 1000th digit in the test set. Was your model's prediction correct? If you get a warning on your predict line, look at the notes from the previous module's labs." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('1000th test prediction: ', array([1], dtype=int64))\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "guess_1000th_test_value = svc.predict(X_test.loc[999].values.reshape(1,-1))\n", + "print(\"1000th test prediction: \", guess_1000th_test_value)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use `imshow()` to display the 1000th test image, so you can visually check if it was a hard image, or an easy image:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(X_test.loc[999].values.reshape(8,8))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### To the Goal" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Were you able to beat the USPS advertised accuracy score of 98%? If so, STOP and answer the lab questions. But if you weren't able to get that high of an accuracy score, go back and change your SVC's kernel to 'poly' and re-run your lab again.\n", + "\n", + "\n", + "- Were you able to beat the USPS advertised accuracy score of 98%? If so, STOP and answer the lab questions. But if you weren't able to get that high of an accuracy score, go back and change your SVC's kernel to 'rbf' and re-run your lab again.\n", + "\n", + "\n", + "- Were you able to beat the USPS advertised accuracy score of 98%? If so, STOP and answer the lab questions. But if you weren't able to get that high of an accuracy score, go back and tinker with your gamma value and C value until you're able to beat the USPS. Don't stop tinkering until you do. =)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### More Tasks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Only after you're able to beat the +98% accuracy score of the USPS, go back into the `load()` method and look for the line that reads `# Special:`\n", + "\n", + "Immediately under that line, ONLY alter `X_train` and `y_train`. Keep just the ___FIRST___ 4% of the samples. In other words, for every 100 samples found, throw away 96 of them. To make this easy, keep the samples and labels from th beginning of your `X_train` and `y_train` vectors.\n", + "\n", + "If the first 4% of your train vector's size yields is a decimal number, then use `ceil` to round up to the nearest whole integer.\n", + "\n", + "This operation might require some Pandas indexing skills, or rather some _numpy_ indexing skills, if you'd like to go that route. Feel free to ask on the class forum if you'd like a tip on how to do this; but try to exercise your own muscles first! \n", + "\n", + "Re-Run your application after throwing away 96% your training data. What accuracy score do you get now? 0.85467706013363032" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Even More Tasks..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Change your kernel back to linear and run your assignment one last time. What's the accuracy score this time? 0.8541202672605791\n", + "\n", + "Surprised?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Why?" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module6 - Lab3-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module6 - Lab3-checkpoint.ipynb new file mode 100755 index 0000000..fc8554b --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module6 - Lab3-checkpoint.ipynb @@ -0,0 +1,195 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module6- Lab3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This code is intentionally missing! Read the directions on the course lab page!" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape BEFORE PCA: X_train:(136, 22) X_test(59, 22)\n", + "Q2 This will be a long run...\n", + "(array([ 0.05, 0.1 , 0.15, 0.2 , 0.25, 0.3 , 0.35, 0.4 , 0.45,\n", + " 0.5 , 0.55, 0.6 , 0.65, 0.7 , 0.75, 0.8 , 0.85, 0.9 ,\n", + " 0.95, 1. , 1.05, 1.1 , 1.15, 1.2 , 1.25, 1.3 , 1.35,\n", + " 1.4 , 1.45, 1.5 , 1.55, 1.6 , 1.65, 1.7 , 1.75, 1.8 ,\n", + " 1.85, 1.9 , 1.95]), array([ 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007, 0.008,\n", + " 0.009, 0.01 , 0.011, 0.012, 0.013, 0.014, 0.015, 0.016,\n", + " 0.017, 0.018, 0.019, 0.02 , 0.021, 0.022, 0.023, 0.024,\n", + " 0.025, 0.026, 0.027, 0.028, 0.029, 0.03 , 0.031, 0.032,\n", + " 0.033, 0.034, 0.035, 0.036, 0.037, 0.038, 0.039, 0.04 ,\n", + " 0.041, 0.042, 0.043, 0.044, 0.045, 0.046, 0.047, 0.048,\n", + " 0.049, 0.05 , 0.051, 0.052, 0.053, 0.054, 0.055, 0.056,\n", + " 0.057, 0.058, 0.059, 0.06 , 0.061, 0.062, 0.063, 0.064,\n", + " 0.065, 0.066, 0.067, 0.068, 0.069, 0.07 , 0.071, 0.072,\n", + " 0.073, 0.074, 0.075, 0.076, 0.077, 0.078, 0.079, 0.08 ,\n", + " 0.081, 0.082, 0.083, 0.084, 0.085, 0.086, 0.087, 0.088,\n", + " 0.089, 0.09 , 0.091, 0.092, 0.093, 0.094, 0.095, 0.096,\n", + " 0.097, 0.098, 0.099]))\n", + "NN:2 NC:4\n", + "New best_score find: 0.796610169492 C=0.05 gamma=0.001 Isomap(neighbors=2,components=4)\n", + "NN:3 NC:4\n", + "NN:4 NC:4\n", + "NN:5 NC:4\n", + "NN:2 NC:5\n", + "NN:3 NC:5\n", + "NN:4 NC:5\n", + "NN:5 NC:5\n", + "NN:2 NC:6\n", + "NN:3 NC:6\n", + "NN:4 NC:6\n", + "NN:5 NC:6\n", + "('Final best_score:', 0.79661016949152541)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn import svm\n", + "\n", + "X = pd.read_csv('Datasets/parkinsons.data', index_col='name')\n", + "y = X['status'].copy()\n", + "X.drop('status', axis=1, inplace=True)\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)\n", + "\n", + "from sklearn import preprocessing\n", + "#PCA 0.84745762711864403\n", + "#ISO 0.79661016949152541\n", + "preprocessor = preprocessing.Normalizer().fit(X_train) \n", + "\n", + "#PCA 0.9152542372881356\n", + "#ISO 0.88135593220338981\n", + "#preprocessor = preprocessing.MaxAbsScaler().fit(X_train) \n", + "\n", + "#PCA 0.94915254237288138\n", + "#ISO 0.83050847457627119\n", + "#preprocessor = preprocessing.MinMaxScaler().fit(X_train) \n", + "\n", + "#PCA 0.9152542372881356\n", + "#ISO 0.81355932203389836\n", + "#preprocessor = preprocessing.KernelCenterer().fit(X_train) \n", + "\n", + "#PCA 0.949152542373\n", + "#ISO 0.93220338983050843\n", + "#preprocessor = preprocessing.StandardScaler().fit(X_train) \n", + "X_train = preprocessor.transform(X_train)\n", + "X_test = preprocessor.transform(X_test)\n", + "print('Shape BEFORE PCA: X_train:{0} X_test{1}'.format(X_train.shape,X_test.shape))\n", + "from sklearn.decomposition import PCA\n", + "from sklearn import manifold\n", + "\n", + "from sklearn.svm import SVC\n", + "#svc = SVC()\n", + "#svc.fit(X_train, y_train)\n", + "#score = svc.score(X_test, y_test)\n", + "#print ('Q1 score:',score)\n", + "\n", + "print ('Q2 This will be a long run...')\n", + "c_range = np.arange(0.05, 2, 0.05)\n", + "gamma_range = np.arange(0.001, 0.1, 0.001)\n", + "print (c_range, gamma_range)\n", + "\n", + "best_score = 0\n", + "for NC in range(4,7):\n", + " for NN in range(2,6):\n", + " #for N in range(4,15):\n", + " #pca = PCA(n_components=4)\n", + " #pca.fit(X_train,y_train)\n", + " iso = manifold.Isomap(n_neighbors=NN, n_components=NC)\n", + " iso.fit(X_train,y_train)\n", + " X_train = iso.transform(X_train)\n", + " X_test = iso.transform(X_test)\n", + " print('NN:{0} NC:{1}'.format(NN,NC))\n", + " #print('N:{0}'.format(N))\n", + " for C in c_range:\n", + " for gamma in gamma_range:\n", + " svc = SVC(C=C, gamma=gamma, kernel='rbf')\n", + " svc.fit(X_train, y_train)\n", + " score = svc.score(X_test, y_test)\n", + " if score > best_score:\n", + " best_score = score\n", + " #print('New best_score find: {0} C={1} gamma={2} PCA({3})'.format(best_score, C, gamma, N))\n", + " print('New best_score find: {0} C={1} gamma={2} Isomap(neighbors={3},components={4})'.format(best_score, C, gamma, NN, NC))\n", + "print('Final best_score:', best_score)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "0.89830508474576276 PCA" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module6 - Lab4-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module6 - Lab4-checkpoint.ipynb new file mode 100644 index 0000000..84df900 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module6 - Lab4-checkpoint.ipynb @@ -0,0 +1,246 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module6- Lab4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This code is intentionally missing! Read the directions on the course lab page!" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tree Results\n", + "('5000 Iterations Training Time: ', 1.7780001163482666)\n", + "('5000 Iterations Scoring Time: ', 0.871999979019165)\n", + "('High-Dimensionality Score: ', 85.246)\n", + "KNeighbors Results\n", + "('5000 Iterations Training Time: ', 1.5150001049041748)\n", + "('5000 Iterations Scoring Time: ', 5.483999967575073)\n", + "('High-Dimensionality Score: ', 83.607)\n", + "SVC Results\n", + "('5000 Iterations Training Time: ', 2.939000129699707)\n", + "('5000 Iterations Scoring Time: ', 1.2149999141693115)\n", + "('High-Dimensionality Score: ', 86.885)\n" + ] + } + ], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import pandas as pd\n", + "import numpy as np \n", + "import time\n", + "C = 1\n", + "kernel = 'linear'\n", + "# TODO: Change to 200000 once you get to Question#2\n", + "iterations = 5000\n", + "\n", + "# You can set this to false if you want to draw the full square matrix:\n", + "FAST_DRAW = True\n", + "def drawPlots(model, X_train, X_test, y_train, y_test, wintitle='Figure 1'):\n", + " # You can use this to break any higher-dimensional space down,\n", + " # And view cross sections of it.\n", + "\n", + " # If this line throws an error, use plt.style.use('ggplot') instead\n", + " mpl.style.use('ggplot') # Look Pretty\n", + "\n", + " padding = 3\n", + " resolution = 0.5\n", + " max_2d_score = 0\n", + "\n", + " y_colors = ['#ff0000', '#00ff00', '#0000ff']\n", + " my_cmap = mpl.colors.ListedColormap(['#ffaaaa', '#aaffaa', '#aaaaff'])\n", + " colors = [y_colors[i] for i in y_train]\n", + " num_columns = len(X_train.columns)\n", + "\n", + " fig = plt.figure()\n", + " fig.canvas.set_window_title(wintitle)\n", + " fig.set_tight_layout(True)\n", + " \n", + " cnt = 0\n", + " for col in range(num_columns):\n", + " for row in range(num_columns):\n", + " \n", + " # Easy out\n", + " if FAST_DRAW and col > row:\n", + " cnt += 1\n", + " continue\n", + "\n", + " ax = plt.subplot(num_columns, num_columns, cnt + 1)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + "\n", + " # Intersection:\n", + " if col == row:\n", + " plt.text(0.5, 0.5, X_train.columns[row], verticalalignment='center', horizontalalignment='center', fontsize=12)\n", + " cnt += 1\n", + " continue\n", + "\n", + "\n", + " # Only select two features to display, then train the model\n", + " X_train_bag = X_train.ix[:, [row,col]]\n", + " X_test_bag = X_test.ix[:, [row,col]]\n", + " model.fit(X_train_bag, y_train)\n", + "\n", + " # Create a mesh to plot in\n", + " x_min, x_max = X_train_bag.ix[:, 0].min() - padding, X_train_bag.ix[:, 0].max() + padding\n", + " y_min, y_max = X_train_bag.ix[:, 1].min() - padding, X_train_bag.ix[:, 1].max() + padding\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # Plot Boundaries\n", + " plt.xlim(xx.min(), xx.max())\n", + " plt.ylim(yy.min(), yy.max())\n", + "\n", + " # Prepare the contour\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + " plt.contourf(xx, yy, Z, cmap=my_cmap, alpha=0.8)\n", + " plt.scatter(X_train_bag.ix[:, 0], X_train_bag.ix[:, 1], c=colors, alpha=0.5)\n", + "\n", + "\n", + " score = round(model.score(X_test_bag, y_test) * 100, 3)\n", + " plt.text(0.5, 0, \"Score: {0}\".format(score), transform = ax.transAxes, horizontalalignment='center', fontsize=8)\n", + " max_2d_score = score if score > max_2d_score else max_2d_score\n", + "\n", + " cnt += 1\n", + "\n", + " print(\"Max 2D Score: \", max_2d_score)\n", + " \n", + "def benchmark(model, X_train, X_test, y_train, y_test, wintitle='Figure 1'):\n", + " print(wintitle + ' Results')\n", + " s = time.time()\n", + " \n", + " for i in range(iterations):\n", + " # TODO: train the classifier on the training data / labels:\n", + " model.fit(X_train,y_train)\n", + " # .. your code here ..\n", + " \n", + " print(\"{0} Iterations Training Time: \".format(iterations), time.time() - s)\n", + "\n", + "\n", + " s = time.time()\n", + " for i in range(iterations):\n", + " # TODO: score the classifier on the testing data / labels:\n", + " score = model.score(X_test, y_test)\n", + " # .. your code here ..\n", + " \n", + " print(\"{0} Iterations Scoring Time: \".format(iterations), time.time() - s)\n", + " print(\"High-Dimensionality Score: \", round((score*100), 3))\n", + " \n", + "X = pd.read_csv('Datasets/wheat.data', index_col='id')\n", + "# An easy way to show which rows have nans in them:\n", + "X[pd.isnull(X).any(axis=1)]\n", + "X.dropna(axis=0, inplace=True)\n", + "X[pd.isnull(X).any(axis=1)]\n", + "X.wheat_type = X.wheat_type.map({'canadian':0, 'kama':1, 'rosa':2})\n", + "y = X.wheat_type.copy()\n", + "X.drop('wheat_type', axis=1, inplace=True)\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)\n", + "\n", + "from sklearn import tree\n", + "dt = tree.DecisionTreeClassifier(max_depth=1, random_state=2)\n", + "#dt.fit(X,y)\n", + "#tree.export_graphviz(dt.tree_, out_file='tree.dot', feature_names=X.columns)\n", + "#from subprocess import call\n", + "#call(['dot', '-T', 'png', 'C:\\Users\\ferryto\\Documents\\GitHub\\DAT210x\\Module6\\tree.dot', '-o', 'C:\\Users\\ferryto\\Documents\\GitHub\\DAT210x\\Module6\\tree.png'])\n", + "benchmark(dt, X_train, X_test, y_train, y_test, 'Tree')\n", + "#drawPlots(dt, X_train, X_test, y_train, y_test, 'Tree')\n", + "\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "knn = KNeighborsClassifier(n_neighbors=5)\n", + "benchmark(knn, X_train, X_test, y_train, y_test, 'KNeighbors')\n", + "#drawPlots(knn, X_train, X_test, y_train, y_test, 'KNeighbors')\n", + "\n", + "from sklearn.svm import SVC\n", + "svc = SVC(C=1, kernel='linear')\n", + "benchmark(svc, X_train, X_test, y_train, y_test, 'SVC')\n", + "#drawPlots(svc, X_train, X_test, y_train, y_test, 'SVC')\n", + "#plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module6 - Lab5-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module6 - Lab5-checkpoint.ipynb new file mode 100644 index 0000000..c80e757 --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module6 - Lab5-checkpoint.ipynb @@ -0,0 +1,728 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module6- Lab5" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Useful information about the dataset used in this assignment can be [found here](https://archive.ics.uci.edu/ml/machine-learning-databases/mushroom/agaricus-lepiota.names)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the mushroom dataset into dataframe `X` and verify you did it properly, and that you have not included any features that clearly shouldn't be part of the dataset.\n", + "\n", + "You should not have any doubled indices. You can check out information about the headers present in the dataset using the link we provided above. Also make sure you've properly captured any NA values." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [cap-shape_b, cap-shape_c, cap-shape_f, cap-shape_k, cap-shape_s, cap-shape_x, cap-surface_f, cap-surface_g, cap-surface_s, cap-surface_y, cap-color_b, cap-color_c, cap-color_e, cap-color_g, cap-color_n, cap-color_p, cap-color_w, cap-color_y, bruises_f, bruises_t, odor_a, odor_c, odor_f, odor_l, odor_m, odor_n, odor_p, gill-attachment_a, gill-attachment_f, gill-spacing_c, gill-spacing_w, gill-size_b, gill-size_n, gill-color_g, gill-color_h, gill-color_k, gill-color_n, gill-color_p, gill-color_r, gill-color_u, gill-color_w, gill-color_y, stalk-shape_e, stalk-shape_t, stalk-root_b, stalk-root_c, stalk-root_e, stalk-root_r, stalk-surface-above-ring_f, stalk-surface-above-ring_k, stalk-surface-above-ring_s, stalk-surface-above-ring_y, stalk-surface-below-ring_f, stalk-surface-below-ring_k, stalk-surface-below-ring_s, stalk-surface-below-ring_y, stalk-color-above-ring_b, stalk-color-above-ring_c, stalk-color-above-ring_g, stalk-color-above-ring_n, stalk-color-above-ring_p, stalk-color-above-ring_w, stalk-color-above-ring_y, stalk-color-below-ring_b, stalk-color-below-ring_c, stalk-color-below-ring_g, stalk-color-below-ring_n, stalk-color-below-ring_p, stalk-color-below-ring_w, stalk-color-below-ring_y, veil-type_p, veil-color_w, veil-color_y, ring-number_n, ring-number_o, ring-number_t, ring-type_e, ring-type_l, ring-type_n, ring-type_p, spore-print-color_h, spore-print-color_k, spore-print-color_n, spore-print-color_r, spore-print-color_u, spore-print-color_w, population_a, population_c, population_n, population_s, population_v, population_y, habitat_d, habitat_g, habitat_l, habitat_m, habitat_p, habitat_u]\n", + "Index: []\n", + "\n", + "[0 rows x 98 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X = pd.get_dummies(X)\n", + "X[pd.isnull(X).any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Encode the entire dataframe using dummies:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Split your data into `test` and `train` sets. Your `test` size should be 30% with `random_state` 7.\n", + "\n", + "Please use variable names: `X_train`, `X_test`, `y_train`, and `y_test`:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "( cap-shape_b cap-shape_c cap-shape_f cap-shape_k cap-shape_s \\\n", + "0 0 0 0 0 0 \n", + "1 0 0 0 0 0 \n", + "2 1 0 0 0 0 \n", + "3 0 0 0 0 0 \n", + "4 0 0 0 0 0 \n", + "\n", + " cap-shape_x cap-surface_f cap-surface_g cap-surface_s cap-surface_y \\\n", + "0 1 0 0 1 0 \n", + "1 1 0 0 1 0 \n", + "2 0 0 0 1 0 \n", + "3 1 0 0 0 1 \n", + "4 1 0 0 1 0 \n", + "\n", + " ... population_n population_s population_v population_y \\\n", + "0 ... 0 1 0 0 \n", + "1 ... 1 0 0 0 \n", + "2 ... 1 0 0 0 \n", + "3 ... 0 1 0 0 \n", + "4 ... 0 0 0 0 \n", + "\n", + " habitat_d habitat_g habitat_l habitat_m habitat_p habitat_u \n", + "0 0 0 0 0 0 1 \n", + "1 0 1 0 0 0 0 \n", + "2 0 0 0 1 0 0 \n", + "3 0 0 0 0 0 1 \n", + "4 0 1 0 0 0 0 \n", + "\n", + "[5 rows x 98 columns], (5644, 98), 0 0\n", + "1 1\n", + "2 1\n", + "3 0\n", + "4 1\n", + "5 1\n", + "6 1\n", + "7 1\n", + "8 0\n", + "9 1\n", + "10 1\n", + "11 1\n", + "12 1\n", + "13 0\n", + "14 1\n", + "15 1\n", + "16 1\n", + "17 0\n", + "18 0\n", + "19 0\n", + "20 1\n", + "21 0\n", + "22 1\n", + "23 1\n", + "24 1\n", + "25 0\n", + "26 1\n", + "27 1\n", + "28 1\n", + "29 1\n", + " ..\n", + "7704 1\n", + "7705 1\n", + "7706 0\n", + "7709 0\n", + "7714 0\n", + "7717 1\n", + "7721 1\n", + "7727 0\n", + "7739 0\n", + "7779 1\n", + "7801 0\n", + "7805 0\n", + "7820 0\n", + "7887 1\n", + "7898 1\n", + "7910 0\n", + "7919 1\n", + "7931 1\n", + "7940 1\n", + "7941 0\n", + "7946 1\n", + "7952 1\n", + "7965 1\n", + "7981 0\n", + "7984 1\n", + "7986 1\n", + "8001 1\n", + "8038 1\n", + "8095 0\n", + "8114 0\n", + "Name: edibile, Length: 5644, dtype: int64)\n", + "[1 0]\n" + ] + } + ], + "source": [ + "print (X.head(), X.shape, y)\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)\n", + "print(y_train.unique())" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Create an DT classifier. No need to set any parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn import tree\n", + "dt = tree.DecisionTreeClassifier()\n", + "dt.fit(X_train,y_train)\n", + "score = dt.score(X_test,y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train the classifier on the `training` data and labels; then, score the classifier on the `testing` data and labels:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('High-Dimensionality Score: ', 100.0)\n" + ] + } + ], + "source": [ + "print(\"High-Dimensionality Score: \", round((score*100), 3))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the code on the course's SciKit-Learn page to output a .DOT file, then render the .DOT to .PNGs.\n", + "\n", + "You will need graphviz installed to do this. On macOS, you can `brew install graphviz`. On Windows 10, graphviz installs via a .msi installer that you can download from the graphviz website. Also, a graph editor, gvedit.exe can be used to view the tree directly from the exported tree.dot file without having to issue a call. On other systems, use analogous commands.\n", + "\n", + "If you encounter issues installing graphviz or don't have the rights to, you can always visualize your .dot file on the website: http://webgraphviz.com/." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "tree.export_graphviz(dt.tree_, out_file='lab5_tree.dot', feature_names=X.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/.ipynb_checkpoints/Module6 - Lab6-checkpoint.ipynb b/Module6/.ipynb_checkpoints/Module6 - Lab6-checkpoint.ipynb new file mode 100644 index 0000000..150eadd --- /dev/null +++ b/Module6/.ipynb_checkpoints/Module6 - Lab6-checkpoint.ipynb @@ -0,0 +1,811 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module6- Lab6" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import time" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### How to Get The Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Grab the DLA HAR dataset from:\n", + "\n", + "- http://groupware.les.inf.puc-rio.br/har\n", + "- http://groupware.les.inf.puc-rio.br/static/har/dataset-har-PUC-Rio-ugulino.zip\n", + "- A cached copy of the dataset is included in the course repository.\n", + "\n", + "After extracting it out, load up the dataset into dataframe named `X` and do your regular dataframe examination:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2717: DtypeWarning: Columns (17) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " interactivity=interactivity, compiler=compiler, result=result)\n" + ] + } + ], + "source": [ + "X = pd.read_csv('Datasets/dataset-har-PUC-Rio-ugulino.csv',delimiter=';')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Encode the gender column such that: `0` is male, and `1` as female:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "X.drop('gender',axis=1,inplace=True)\n", + "#X.gender = X.gender.map({'Man':0, 'Woman':1})\n", + "#X.gender = pd.get_dummies(X.gender)\n", + "#print(X.gender.unique())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Clean up any columns with commas in them so that they're properly represented as decimals:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "X['how_tall_in_meters'].replace({',':'.'}, regex=True, inplace=True)\n", + "X['body_mass_index'].replace({',':'.'}, regex=True, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a peek at your data types:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "user object\n", + "age int64\n", + "how_tall_in_meters object\n", + "weight int64\n", + "body_mass_index object\n", + "x1 int64\n", + "y1 int64\n", + "z1 int64\n", + "x2 int64\n", + "y2 int64\n", + "z2 int64\n", + "x3 int64\n", + "y3 int64\n", + "z3 int64\n", + "x4 int64\n", + "y4 int64\n", + "z4 object\n", + "class object\n", + "dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Convert any column that needs to be converted into numeric use `errors='raise'`. This will alert you if something ends up being problematic." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "X['how_tall_in_meters'] = pd.to_numeric(X['how_tall_in_meters'], errors='raise')\n", + "X['body_mass_index'] = pd.to_numeric(X['body_mass_index'], errors='raise')\n", + "X.z4 = pd.to_numeric(X.z4, errors='coerce')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you find any problematic records, drop them before calling the `to_numeric` methods above." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Okay, now encode your `y` value as a Pandas dummies version of your dataset's `class` column:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "user False\n", + "age False\n", + "how_tall_in_meters False\n", + "weight False\n", + "body_mass_index False\n", + "x1 False\n", + "y1 False\n", + "z1 False\n", + "x2 False\n", + "y2 False\n", + "z2 False\n", + "x3 False\n", + "y3 False\n", + "z3 False\n", + "x4 False\n", + "y4 False\n", + "z4 True\n", + "class False\n", + "dtype: bool\n" + ] + } + ], + "source": [ + "print(X.isnull().any())\n", + "X.dropna(axis=0, inplace=True)\n", + "y = X['class'].astype(\"category\").cat.codes\n", + "#y = pd.get_dummies(X['class'])\n", + "#print(y)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "In fact, get rid of the `user` and `class` columns:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 165632 entries, 0 to 165632\n", + "Data columns (total 16 columns):\n", + "age 165632 non-null int64\n", + "how_tall_in_meters 165632 non-null float64\n", + "weight 165632 non-null int64\n", + "body_mass_index 165632 non-null float64\n", + "x1 165632 non-null int64\n", + "y1 165632 non-null int64\n", + "z1 165632 non-null int64\n", + "x2 165632 non-null int64\n", + "y2 165632 non-null int64\n", + "z2 165632 non-null int64\n", + "x3 165632 non-null int64\n", + "y3 165632 non-null int64\n", + "z3 165632 non-null int64\n", + "x4 165632 non-null int64\n", + "y4 165632 non-null int64\n", + "z4 165632 non-null float64\n", + "dtypes: float64(3), int64(13)\n", + "memory usage: 21.5 MB\n", + "None\n" + ] + } + ], + "source": [ + "X.drop(['class','user'],axis=1,inplace=True)\n", + "print(X.info())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at your handy-work:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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agehow_tall_in_metersweightbody_mass_indexx1y1z1x2y2z2x3y3z3x4y4z4
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [age, how_tall_in_meters, weight, body_mass_index, x1, y1, z1, x2, y2, z2, x3, y3, z3, x4, y4, z4]\n", + "Index: []" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X[pd.isnull(X).any(axis=1)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create an RForest classifier named `model` and set `n_estimators=30`, the `max_depth` to 10, `oob_score=True`, and `random_state=0`:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "model = RandomForestClassifier(n_estimators=30,max_depth=10,oob_score=True,random_state=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Split your data into `test` / `train` sets. Your `test` size can be 30%, with `random_state` 7. Use variable names: `X_train`, `X_test`, `y_train`, and `y_test`:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Now the Fun Stuff" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting...\n", + "('Fitting completed in: ', 3.450000047683716)\n" + ] + } + ], + "source": [ + "print(\"Fitting...\")\n", + "s = time.time()\n", + "\n", + "# TODO: train your model on your training set\n", + "model.fit(X_train,y_train)\n", + "# .. your code here ..\n", + "\n", + "print(\"Fitting completed in: \", time.time() - s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the OOB Score of your data:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('OOB Score: ', 97.379)\n" + ] + } + ], + "source": [ + "score = model.oob_score_\n", + "print(\"OOB Score: \", round(score*100, 3))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scoring...\n", + "('Score: ', 97.517)\n", + "('Scoring completed in: ', 0.19100022315979004)\n" + ] + } + ], + "source": [ + "print(\"Scoring...\")\n", + "s = time.time()\n", + "\n", + "# TODO: score your model on your test set\n", + "score = model.score(X_test,y_test)\n", + "# .. your code here ..\n", + "\n", + "print(\"Score: \", round(score*100, 3))\n", + "print(\"Scoring completed in: \", time.time() - s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At this point, go ahead and answer the lab questions, then return here to experiment more --" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try playing around with the gender column. For example, encode `gender` `Male:1`, and `Female:0`. Also try encoding it as a Pandas dummies variable and seeing what changes that has. You can also try dropping gender entirely from the dataframe. How does that change the score of the model? This will be a key insight on how your feature encoding alters your overall scoring, and why it's important to choose good ones." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# dropping the gender column largely increase OOB score, however it does drop a bit when y is encoded in 1 column " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After that, try messing with `y`. Right now its encoded with dummies, but try other encoding methods to what effects they have." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# higher score achieved when y encoded in 1 column instaed of 4, but OOB score drops a bit" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module1/Course Golden Ratio.png b/Module6/Course Golden Ratio.png similarity index 100% rename from Module1/Course Golden Ratio.png rename to Module6/Course Golden Ratio.png diff --git a/Module1/Course Map.pdf b/Module6/Course Map.pdf similarity index 100% rename from Module1/Course Map.pdf rename to Module6/Course Map.pdf diff --git a/Module4/Datasets/ALOI/32/32_r0.png b/Module6/Datasets/ALOI/32/32_r0.png old mode 100644 new mode 100755 similarity index 100% rename from Module4/Datasets/ALOI/32/32_r0.png rename to Module6/Datasets/ALOI/32/32_r0.png diff --git a/Module4/Datasets/ALOI/32/32_r10.png b/Module6/Datasets/ALOI/32/32_r10.png old mode 100644 new mode 100755 similarity index 100% rename from Module4/Datasets/ALOI/32/32_r10.png rename to Module6/Datasets/ALOI/32/32_r10.png 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similarity index 100% rename from Module5/Datasets/College.csv rename to Module6/Datasets/College.csv diff --git a/Module6/Datasets/Crimes.csv b/Module6/Datasets/Crimes.csv new file mode 100644 index 0000000..fb46648 --- /dev/null +++ b/Module6/Datasets/Crimes.csv @@ -0,0 +1,14164 @@ +ID,Case Number,Date,Block,IUCR,Primary Type,Description,Location Description,Arrest,Domestic,Beat,District,Ward,Community Area,FBI Code,X Coordinate,Y Coordinate,Year,Updated On,Latitude,Longitude,Location +4647776,HM172874,02/09/2006 10:29:07 PM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194833,1855572,2006,04/15/2016 08:55:02 AM,41.758607126,-87.561510616,"(41.758607126, -87.561510616)" +4649196,HM157167,02/01/2006 12:30:27 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150871,1903067,2006,04/15/2016 08:55:02 AM,41.889909247,-87.721389051,"(41.889909247, -87.721389051)" +4649661,HM159623,02/02/2006 07:02:12 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142605,1904502,2006,04/15/2016 08:55:02 AM,41.89400481,-87.751710086,"(41.89400481, -87.751710086)" +4650448,HM158020,02/01/2006 08:13:00 PM,056XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1512,015,29,25,19,1138430,1900175,2006,04/15/2016 08:55:02 AM,41.882207608,-87.767148598,"(41.882207608, -87.767148598)" +4650940,HM156984,02/01/2006 10:10:00 AM,015XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167231,1856980,2006,04/15/2016 08:55:02 AM,41.763105901,-87.66262925,"(41.763105901, -87.66262925)" +4651151,HM161364,02/03/2006 04:40:00 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141360,1900477,2006,04/15/2016 08:55:02 AM,41.882982785,-87.756382024,"(41.882982785, -87.756382024)" +4656683,HM161437,02/03/2006 04:30:00 PM,002XX W ALEXANDER ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1174969,1889230,2006,04/15/2016 08:55:02 AM,41.851433926,-87.633305383,"(41.851433926, -87.633305383)" +4656759,HM161911,02/03/2006 08:00:00 PM,044XX N MILWAUKEE AVE,1680,GAMBLING,OTHER,ALLEY,true,false,1623,016,45,15,19,1141580,1928940,2006,04/15/2016 08:55:02 AM,41.961084206,-87.754869118,"(41.961084206, -87.754869118)" +4657274,HM159750,02/02/2006 07:30:00 PM,084XX S PULASKI RD,1680,GAMBLING,OTHER,OTHER,true,false,0834,008,18,70,19,1151210,1848126,2006,04/15/2016 08:55:02 AM,41.739136801,-87.721580463,"(41.739136801, -87.721580463)" +4657315,HM159804,02/02/2006 06:50:00 PM,049XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,45,12,19,1142277,1934118,2006,04/15/2016 08:55:02 AM,41.975280123,-87.752177413,"(41.975280123, -87.752177413)" +4660220,HM259820,03/29/2006 03:35:00 PM,016XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142298,1910593,2006,04/15/2016 08:55:02 AM,41.910724913,-87.752686197,"(41.910724913, -87.752686197)" +4662776,HM168656,02/07/2006 05:20:00 PM,002XX E 61ST ST,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,0311,003,20,40,19,1178800,1864618,2006,04/15/2016 08:55:02 AM,41.783810008,-87.61999476,"(41.783810008, -87.61999476)" +4663539,HM166553,02/06/2006 03:18:40 PM,095XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,21,49,19,1175958,1841741,2006,04/15/2016 08:55:02 AM,41.721096996,-87.631099091,"(41.721096996, -87.631099091)" +4663794,HM263708,03/31/2006 01:00:00 PM,059XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136288,1910021,2006,04/15/2016 08:55:02 AM,41.909264799,-87.774778781,"(41.909264799, -87.774778781)" +4667660,HM172239,02/09/2006 03:45:24 PM,119XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0532,005,9,53,19,1179716,1826020,2006,04/15/2016 08:55:02 AM,41.677871461,-87.617812794,"(41.677871461, -87.617812794)" +4668207,HM146972,01/26/2006 10:05:00 PM,034XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1412,014,35,21,19,1153042,1921070,2006,04/15/2016 08:55:02 AM,41.939268304,-87.712937877,"(41.939268304, -87.712937877)" +4669202,HM168718,02/07/2006 05:50:00 PM,050XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2522,025,31,19,19,1142305,1912825,2006,04/15/2016 08:55:02 AM,41.916849633,-87.752604962,"(41.916849633, -87.752604962)" +4669446,HM170157,02/08/2006 02:15:00 PM,004XX E 63RD ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180239,1863334,2006,04/15/2016 08:55:02 AM,41.780253707,-87.61475825,"(41.780253707, -87.61475825)" +4669852,HM174694,02/10/2006 08:40:00 PM,068XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,38,17,19,1129855,1925824,2006,04/15/2016 08:55:02 AM,41.952742671,-87.798048765,"(41.952742671, -87.798048765)" +4669874,HM175392,02/11/2006 07:30:00 AM,061XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0311,003,20,40,19,1179972,1864490,2006,04/15/2016 08:55:02 AM,41.783432002,-87.615701737,"(41.783432002, -87.615701737)" +4669934,HM180514,02/14/2006 11:25:00 AM,023XX S WENTWORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175345,1888637,2006,04/15/2016 08:55:02 AM,41.84979827,-87.631943164,"(41.84979827, -87.631943164)" +4670791,HL780947,12/09/2005 08:55:00 PM,031XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1713,017,33,14,19,1154644,1931723,2005,04/15/2016 08:55:02 AM,41.968468875,-87.706763807,"(41.968468875, -87.706763807)" +4671669,HM184475,02/16/2006 12:51:59 PM,103XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2232,022,21,73,19,1169846,1836216,2006,04/15/2016 08:55:02 AM,41.706070186,-87.653645803,"(41.706070186, -87.653645803)" +4786596,HL655523,10/05/2005 05:32:26 PM,003XX E 29TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,002,2,35,19,,,2005,08/17/2015 03:03:40 PM,,, +4786593,HL645291,09/30/2005 05:57:52 PM,003XX E 29TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,002,4,35,19,,,2005,08/17/2015 03:03:40 PM,,, +4675582,HM199572,02/24/2006 09:10:00 PM,031XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1713,017,33,14,19,1154644,1931723,2006,04/15/2016 08:55:02 AM,41.968468875,-87.706763807,"(41.968468875, -87.706763807)" +4684365,HM243673,03/20/2006 09:38:00 PM,001XX E 70TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,6,69,19,1178591,1858641,2006,04/15/2016 08:55:02 AM,41.767413258,-87.620942554,"(41.767413258, -87.620942554)" +4685491,HM199419,02/24/2006 08:57:58 PM,054XX S BISHOP ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0933,009,16,61,19,1167590,1868722,2006,04/15/2016 08:55:02 AM,41.795319727,-87.660976952,"(41.795319727, -87.660976952)" +4685568,HM214684,03/05/2006 11:05:00 AM,051XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1141945,1900001,2006,04/15/2016 08:55:02 AM,41.88166577,-87.754245643,"(41.88166577, -87.754245643)" +4686417,HM220309,03/08/2006 01:40:00 PM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2006,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +4686861,HM174731,02/10/2006 09:55:25 PM,079XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0422,004,7,46,19,1195891,1852756,2006,04/15/2016 08:55:02 AM,41.750853701,-87.557726247,"(41.750853701, -87.557726247)" +4687668,HM191630,02/20/2006 08:31:23 PM,014XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1231,012,2,28,19,1166925,1894158,2006,04/15/2016 08:55:02 AM,41.865132942,-87.662687356,"(41.865132942, -87.662687356)" +4687748,HM191859,02/20/2006 11:29:19 PM,041XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148833,1900653,2006,04/15/2016 08:55:02 AM,41.883324606,-87.728935993,"(41.883324606, -87.728935993)" +4691218,HM234382,03/15/2006 07:47:24 PM,078XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0421,004,7,43,19,1194880,1853485,2006,04/15/2016 08:55:02 AM,41.752879083,-87.561406996,"(41.752879083, -87.561406996)" +4692039,HM173752,02/10/2006 01:27:26 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150483,1894425,2006,04/15/2016 08:55:02 AM,41.866202226,-87.723039647,"(41.866202226, -87.723039647)" +4695848,HM221613,03/09/2006 07:02:31 AM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0731,007,6,69,19,1176614,1858376,2006,04/15/2016 08:55:02 AM,41.766730773,-87.628197023,"(41.766730773, -87.628197023)" +4695855,HM221882,03/09/2006 10:24:21 AM,008XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151235,1905294,2006,04/15/2016 08:55:02 AM,41.896013231,-87.719993809,"(41.896013231, -87.719993809)" +4695903,HM222337,03/09/2006 02:37:32 PM,009XX N CAMBRIDGE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1823,018,27,8,19,1172507,1906425,2006,04/15/2016 08:55:02 AM,41.898672896,-87.641832995,"(41.898672896, -87.641832995)" +4696836,HM181194,02/14/2006 05:04:58 PM,074XX S VERNON AVE,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,0323,003,6,69,19,1180535,1855720,2006,04/15/2016 08:55:02 AM,41.759353323,-87.613906569,"(41.759353323, -87.613906569)" +4703345,HM203688,02/27/2006 12:00:00 PM,111XX S LONGWOOD DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2212,022,19,75,19,1164888,1830970,2006,04/15/2016 08:55:02 AM,41.691780225,-87.671949274,"(41.691780225, -87.671949274)" +4703421,HM203996,02/27/2006 12:50:00 PM,023XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175345,1888623,2006,04/15/2016 08:55:02 AM,41.849759853,-87.631943583,"(41.849759853, -87.631943583)" +4707928,HM214081,03/04/2006 09:50:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153229,1905292,2006,04/15/2016 08:55:02 AM,41.895968393,-87.71267027,"(41.895968393, -87.71267027)" +4708059,HM213532,03/04/2006 03:51:00 PM,027XX W 26TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1034,010,12,30,19,1158544,1886653,2006,04/15/2016 08:55:02 AM,41.844713964,-87.693659473,"(41.844713964, -87.693659473)" +4708251,HM212141,03/03/2006 08:14:00 PM,002XX E 55TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,3,40,19,1178713,1868273,2006,04/15/2016 08:55:02 AM,41.793841661,-87.62020258,"(41.793841661, -87.62020258)" +4709054,HM222294,03/09/2006 01:45:00 PM,032XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1913,019,32,5,19,1159836,1921652,2006,04/15/2016 08:55:02 AM,41.940727712,-87.687951908,"(41.940727712, -87.687951908)" +4709122,HM223152,03/09/2006 07:45:00 PM,039XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2324,019,46,6,19,1170128,1926466,2006,04/15/2016 08:55:02 AM,41.953718654,-87.649984242,"(41.953718654, -87.649984242)" +4709208,HM220216,03/08/2006 12:45:00 PM,050XX N SHERIDAN RD,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2024,020,46,3,19,1168712,1934120,2006,04/15/2016 08:55:02 AM,41.974752346,-87.654966809,"(41.974752346, -87.654966809)" +4712981,HM209967,03/02/2006 05:00:00 PM,003XX S HALSTED ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1213,012,27,28,19,1171097,1898751,2006,04/15/2016 08:55:02 AM,41.877646013,-87.647237171,"(41.877646013, -87.647237171)" +4713026,HM224388,03/10/2006 03:24:56 PM,003XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,2,28,19,1160449,1898500,2006,04/15/2016 08:55:02 AM,41.877184166,-87.686340752,"(41.877184166, -87.686340752)" +4716276,HM202944,02/26/2006 10:41:44 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150472,1894425,2006,04/15/2016 08:55:02 AM,41.866202441,-87.723080029,"(41.866202441, -87.723080029)" +4716835,HM225117,03/10/2006 09:39:19 PM,072XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0324,003,5,69,19,1184473,1857325,2006,04/15/2016 08:55:02 AM,41.763666319,-87.599423896,"(41.763666319, -87.599423896)" +4721107,HM218226,03/07/2006 12:26:40 PM,052XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166233,1869886,2006,04/15/2016 08:55:02 AM,41.798542899,-87.665919964,"(41.798542899, -87.665919964)" +4721142,HM218283,03/07/2006 12:52:14 PM,021XX E 97TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1192029,1841061,2006,04/15/2016 08:55:02 AM,41.718856199,-87.572257189,"(41.718856199, -87.572257189)" +4722127,HM218650,03/07/2006 03:24:54 PM,005XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153282,1903492,2006,04/15/2016 08:55:02 AM,41.891027965,-87.712523445,"(41.891027965, -87.712523445)" +4724502,HM213029,03/04/2006 11:00:00 AM,047XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,33,14,19,1152859,1931351,2006,04/15/2016 08:55:02 AM,41.967483718,-87.7133371,"(41.967483718, -87.7133371)" +4727494,HM336142,05/07/2006 04:00:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155644,1910481,2006,04/15/2016 08:55:02 AM,41.910159188,-87.703660553,"(41.910159188, -87.703660553)" +4728543,HM183094,02/15/2006 05:13:18 PM,008XX E 65TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1183143,1862099,2006,04/15/2016 08:55:02 AM,41.776797668,-87.604150228,"(41.776797668, -87.604150228)" +4729155,HM252782,03/25/2006 08:37:24 PM,005XX E PERSHING RD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180410,1879233,2006,04/15/2016 08:55:02 AM,41.823878015,-87.613643295,"(41.823878015, -87.613643295)" +4730516,HM187762,02/18/2006 10:31:13 AM,070XX W BELMONT AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1632,016,36,17,19,1128620,1920464,2006,04/15/2016 08:55:02 AM,41.938055284,-87.802710758,"(41.938055284, -87.802710758)" +4730542,HM234130,03/15/2006 05:05:59 PM,083XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0614,006,21,71,19,1168447,1849549,2006,04/15/2016 08:55:02 AM,41.742688122,-87.658386049,"(41.742688122, -87.658386049)" +4730627,HM225975,03/11/2006 08:45:00 AM,051XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178912,1871028,2006,04/15/2016 08:55:02 AM,41.801397102,-87.619388961,"(41.801397102, -87.619388961)" +4730647,HM225972,03/11/2006 07:30:00 AM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873742,2006,04/15/2016 08:55:02 AM,41.808856306,-87.621198838,"(41.808856306, -87.621198838)" +4731325,HM235276,03/16/2006 10:00:00 AM,063XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0725,007,16,67,19,1166755,1862773,2006,04/15/2016 08:55:02 AM,41.779012821,-87.664208692,"(41.779012821, -87.664208692)" +4733517,HM240025,03/18/2006 04:41:00 PM,014XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153271,1892823,2006,04/15/2016 08:55:02 AM,41.861751313,-87.712847101,"(41.861751313, -87.712847101)" +4735300,HM213876,03/04/2006 07:40:00 PM,0000X W 69TH ST,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,0722,007,6,69,19,1176955,1859265,2006,04/15/2016 08:55:02 AM,41.769162609,-87.626920371,"(41.769162609, -87.626920371)" +4735203,HM213576,03/04/2006 04:01:38 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144777,1897934,2006,04/15/2016 08:55:02 AM,41.875940763,-87.743898624,"(41.875940763, -87.743898624)" +4735396,HM236438,03/16/2006 08:30:00 PM,048XX N SPAULDING AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,39,14,19,1153508,1931886,2006,04/15/2016 08:55:02 AM,41.968938879,-87.710936491,"(41.968938879, -87.710936491)" +4735533,HM233513,03/15/2006 12:30:00 PM,066XX S UNION AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0723,007,6,68,19,1172657,1860673,2006,04/15/2016 08:55:02 AM,41.773122117,-87.642633303,"(41.773122117, -87.642633303)" +4738543,HM258276,03/28/2006 06:50:00 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176681,1888910,2006,04/15/2016 08:55:02 AM,41.850517353,-87.627031661,"(41.850517353, -87.627031661)" +4740322,HM284322,04/11/2006 11:58:18 AM,015XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166329,1894478,2006,04/15/2016 08:55:02 AM,41.866023805,-87.664866131,"(41.866023805, -87.664866131)" +4742299,HM284352,04/11/2006 11:38:51 AM,0000X N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1139952,1899774,2006,04/15/2016 08:55:02 AM,41.881079522,-87.761569538,"(41.881079522, -87.761569538)" +4743925,HM234418,03/15/2006 08:00:00 PM,039XX W 63RD ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0823,008,13,65,19,1151171,1862535,2006,04/15/2016 08:55:02 AM,41.778678267,-87.721347792,"(41.778678267, -87.721347792)" +4745160,HM248446,03/23/2006 03:37:27 PM,049XX W ADAMS ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1533,015,28,25,19,1143652,1898881,2006,04/15/2016 08:55:02 AM,41.878560575,-87.748005559,"(41.878560575, -87.748005559)" +4745372,HM248702,03/23/2006 05:27:57 PM,056XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138796,1901453,2006,04/15/2016 08:55:02 AM,41.885707971,-87.765773588,"(41.885707971, -87.765773588)" +4745991,HM250302,03/24/2006 01:23:02 PM,053XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167245,1869227,2006,04/15/2016 08:55:02 AM,41.796712904,-87.662227617,"(41.796712904, -87.662227617)" +4746652,HM234585,03/15/2006 10:25:00 PM,055XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166618,1867962,2006,04/15/2016 08:55:02 AM,41.793255003,-87.66456298,"(41.793255003, -87.66456298)" +4746902,HM279551,04/08/2006 05:50:00 PM,051XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1141926,1900000,2006,04/15/2016 08:55:02 AM,41.881663378,-87.754315436,"(41.881663378, -87.754315436)" +4747081,HM254434,03/26/2006 08:10:40 PM,019XX W FOSTER AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2012,020,40,4,19,1162360,1934543,2006,04/15/2016 08:55:02 AM,41.976048724,-87.678313153,"(41.976048724, -87.678313153)" +4747579,HM280627,04/09/2006 10:40:00 AM,031XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,28,27,19,1155353,1900182,2006,04/15/2016 08:55:02 AM,41.881903633,-87.705006655,"(41.881903633, -87.705006655)" +4748123,HM285459,04/11/2006 09:53:02 PM,072XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0735,007,17,67,19,1164608,1856667,2006,04/15/2016 08:55:02 AM,41.762302706,-87.672251869,"(41.762302706, -87.672251869)" +4752987,HM258259,03/28/2006 07:00:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154157,1893254,2006,04/15/2016 08:55:02 AM,41.862916408,-87.709583233,"(41.862916408, -87.709583233)" +4755994,HM257382,03/28/2006 11:20:00 AM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1115,011,28,26,19,1148191,1898674,2006,04/15/2016 08:55:02 AM,41.877906388,-87.731344454,"(41.877906388, -87.731344454)" +4757257,HM242683,03/20/2006 11:20:00 AM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1139483,1900399,2006,04/15/2016 08:55:02 AM,41.882803164,-87.763276458,"(41.882803164, -87.763276458)" +4757829,HM263625,03/31/2006 12:51:33 PM,018XX S KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1147916,1890801,2006,04/15/2016 08:55:02 AM,41.856307213,-87.732556505,"(41.856307213, -87.732556505)" +4758002,HM254688,03/26/2006 11:35:00 PM,014XX W 73RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167695,1856331,2006,04/15/2016 08:55:02 AM,41.761315018,-87.660947197,"(41.761315018, -87.660947197)" +4758141,HM263858,03/31/2006 02:15:23 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147422,1898657,2006,04/15/2016 08:55:02 AM,41.877874504,-87.734168497,"(41.877874504, -87.734168497)" +4758157,HM263956,03/31/2006 03:02:31 PM,070XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172524,1858160,2006,04/15/2016 08:55:02 AM,41.766229075,-87.643194765,"(41.766229075, -87.643194765)" +4759893,HM260316,03/29/2006 07:30:00 PM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1531,015,37,25,19,1141722,1904839,2006,04/15/2016 08:55:02 AM,41.894945957,-87.75494476,"(41.894945957, -87.75494476)" +4767224,HM380553,05/29/2006 03:12:00 PM,014XX N HUMBOLDT DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1156308,1909475,2006,04/15/2016 08:55:02 AM,41.907385236,-87.701248505,"(41.907385236, -87.701248505)" +4772195,HM205809,02/28/2006 11:30:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182669,1862517,2006,04/15/2016 08:55:02 AM,41.777955715,-87.605874912,"(41.777955715, -87.605874912)" +4775881,HM273427,04/05/2006 01:50:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,28,29,19,1157412,1894580,2006,04/15/2016 08:55:02 AM,41.866489573,-87.697598373,"(41.866489573, -87.697598373)" +4775887,HM262133,03/30/2006 05:49:42 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1170975,1868995,2006,04/15/2016 08:55:02 AM,41.795995548,-87.648556132,"(41.795995548, -87.648556132)" +4777126,HM270049,04/03/2006 08:19:00 PM,019XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155333,1890362,2006,04/15/2016 08:55:02 AM,41.854956912,-87.705343887,"(41.854956912, -87.705343887)" +4780913,HM293148,04/15/2006 05:45:00 PM,080XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183298,1851901,2006,04/15/2016 08:55:02 AM,41.748809737,-87.603899033,"(41.748809737, -87.603899033)" +4783940,HM303965,04/21/2006 12:13:30 PM,015XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154614,1892304,2006,04/15/2016 08:55:02 AM,41.860300379,-87.707931028,"(41.860300379, -87.707931028)" +4784262,HM295890,04/17/2006 01:20:00 PM,021XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,2,28,19,1162210,1898676,2006,04/15/2016 08:55:02 AM,41.877630516,-87.679869946,"(41.877630516, -87.679869946)" +4784288,HM269492,04/03/2006 02:00:00 PM,023XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1211,012,2,28,19,1160781,1898641,2006,04/15/2016 08:55:02 AM,41.877564209,-87.685117833,"(41.877564209, -87.685117833)" +4784342,HM272237,04/04/2006 09:31:57 PM,131XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183245,1818393,2006,04/15/2016 08:55:02 AM,41.656860716,-87.605131469,"(41.656860716, -87.605131469)" +4784345,HM286491,04/12/2006 01:10:00 PM,005XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151293,1903265,2006,04/15/2016 08:55:02 AM,41.89044431,-87.71983407,"(41.89044431, -87.71983407)" +4784403,HM288485,04/13/2006 12:45:00 PM,021XX W ADAMS ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1211,012,2,28,19,1161985,1899054,2006,04/15/2016 08:55:02 AM,41.878672479,-87.680685532,"(41.878672479, -87.680685532)" +4784517,HM287561,04/12/2006 10:30:00 PM,085XX S BISHOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0614,006,21,71,19,1168157,1848072,2006,04/15/2016 08:55:02 AM,41.738641261,-87.659490991,"(41.738641261, -87.659490991)" +4785022,HM292457,04/15/2006 12:40:00 PM,061XX S BISHOP ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0713,007,16,67,19,1167718,1864059,2006,04/15/2016 08:55:02 AM,41.782521148,-87.660641362,"(41.782521148, -87.660641362)" +4785113,HM292302,04/15/2006 11:15:00 AM,004XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150978,1902700,2006,04/15/2016 08:55:02 AM,41.888900066,-87.721005715,"(41.888900066, -87.721005715)" +4785307,HM295075,04/17/2006 01:05:00 AM,032XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1022,010,24,29,19,1154787,1893268,2006,04/15/2016 08:55:02 AM,41.862942242,-87.707270181,"(41.862942242, -87.707270181)" +4786924,HM269755,04/03/2006 05:36:29 PM,064XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157819,1861892,2006,04/15/2016 08:55:02 AM,41.776781366,-87.696992972,"(41.776781366, -87.696992972)" +4787167,HM246318,03/22/2006 01:03:15 PM,062XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0313,003,20,42,19,1181967,1863786,2006,04/15/2016 08:55:02 AM,41.781454237,-87.608409219,"(41.781454237, -87.608409219)" +4788114,HM302137,04/20/2006 01:53:45 PM,070XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172524,1858174,2006,04/15/2016 08:55:02 AM,41.766267493,-87.643194354,"(41.766267493, -87.643194354)" +4788709,HM309718,04/24/2006 11:43:49 AM,001XX E 60TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0311,003,20,40,19,1178331,1865264,2006,04/15/2016 08:55:02 AM,41.78559336,-87.621694669,"(41.78559336, -87.621694669)" +4791746,HM289232,04/13/2006 07:15:27 PM,011XX W THORNDALE AVE,1680,GAMBLING,OTHER,STREET,true,false,2433,024,48,77,19,1167645,1939685,2006,04/15/2016 08:55:02 AM,41.99004597,-87.658729305,"(41.99004597, -87.658729305)" +4793681,HM275919,04/06/2006 07:01:04 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188698,1860534,2006,04/15/2016 08:55:02 AM,41.772372122,-87.5838361,"(41.772372122, -87.5838361)" +4794124,HM310503,04/24/2006 06:01:27 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1139741,1897139,2006,04/15/2016 08:55:02 AM,41.873852593,-87.76240869,"(41.873852593, -87.76240869)" +4794427,HM291184,04/14/2006 07:05:37 PM,091XX S HARPER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1188041,1844739,2006,04/15/2016 08:55:02 AM,41.72904484,-87.586746843,"(41.72904484, -87.586746843)" +4794880,HM291313,04/14/2006 09:14:26 PM,0000X W 95TH ST,1661,GAMBLING,GAME/DICE,CTA TRAIN,true,false,0634,006,21,49,19,1177762,1841949,2006,04/15/2016 08:55:02 AM,41.721627204,-87.624485177,"(41.721627204, -87.624485177)" +4795747,HM310702,04/24/2006 08:20:59 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1821,018,27,8,19,1173073,1909336,2006,04/15/2016 08:55:02 AM,41.906648299,-87.639667671,"(41.906648299, -87.639667671)" +4795920,HM310574,04/24/2006 07:30:00 PM,085XX S BURNHAM AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,7,46,19,1196305,1848879,2006,04/15/2016 08:55:02 AM,41.740204661,-87.55633747,"(41.740204661, -87.55633747)" +4796056,HM310207,04/24/2006 04:44:58 PM,070XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,6,68,19,1171853,1858081,2006,04/15/2016 08:55:02 AM,41.766027037,-87.645656532,"(41.766027037, -87.645656532)" +4796622,HM410956,06/12/2006 09:00:00 PM,057XX W ERIE ST,1610,GAMBLING,BOOKMAKING/HORSES,ALLEY,true,false,1511,015,29,25,19,1137998,1903721,2006,04/15/2016 08:55:02 AM,41.891946099,-87.768649243,"(41.891946099, -87.768649243)" +4796865,HM302162,04/20/2006 02:56:04 PM,034XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153093,1905117,2006,04/15/2016 08:55:02 AM,41.895490875,-87.713174418,"(41.895490875, -87.713174418)" +4796936,HM302190,04/20/2006 02:22:59 PM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1139483,1900407,2006,04/15/2016 08:55:02 AM,41.882825117,-87.763276263,"(41.882825117, -87.763276263)" +4797300,HM273263,04/05/2006 11:40:00 AM,004XX E 79TH ST,1631,GAMBLING,WIREROOM/SPORTS,SMALL RETAIL STORE,true,false,0624,006,6,44,19,1180754,1852732,2006,04/15/2016 08:55:02 AM,41.751148898,-87.613195613,"(41.751148898, -87.613195613)" +4798476,HM274168,04/05/2006 06:30:00 PM,107XX S GREEN BAY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0432,004,10,52,19,1200530,1834448,2006,04/15/2016 08:55:02 AM,41.700499127,-87.541344359,"(41.700499127, -87.541344359)" +4798581,HM274170,04/05/2006 07:10:00 PM,133XX S BALTIMORE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0433,004,10,55,19,1199102,1817091,2006,04/15/2016 08:55:02 AM,41.652905626,-87.547152913,"(41.652905626, -87.547152913)" +4798632,HM291533,04/14/2006 10:58:22 PM,052XX W CHICAGO AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1524,015,28,25,19,1141103,1904825,2006,04/15/2016 08:55:02 AM,41.894918968,-87.757218557,"(41.894918968, -87.757218557)" +4798663,HM274174,04/05/2006 07:35:00 PM,133XX S BALTIMORE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0433,004,10,55,19,1199102,1817091,2006,04/15/2016 08:55:02 AM,41.652905626,-87.547152913,"(41.652905626, -87.547152913)" +4798721,HM305279,04/21/2006 11:41:12 PM,003XX S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156100,1898271,2006,04/15/2016 08:55:02 AM,41.876644619,-87.702315265,"(41.876644619, -87.702315265)" +4798890,HM304911,04/21/2006 08:16:16 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,16,67,19,1167628,1867333,2006,04/15/2016 08:55:02 AM,41.791507332,-87.660877447,"(41.791507332, -87.660877447)" +4800093,HM411412,06/13/2006 01:10:00 PM,053XX W ADAMS ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1140845,1898815,2006,04/15/2016 08:55:02 AM,41.878431532,-87.758314045,"(41.878431532, -87.758314045)" +4800502,HM318083,04/28/2006 02:32:28 PM,063XX W BARRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2511,025,36,19,19,1133588,1919932,2006,04/15/2016 08:55:02 AM,41.936509582,-87.78446451,"(41.936509582, -87.78446451)" +4800979,HM305005,04/21/2006 08:27:06 PM,009XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1149218,1905953,2006,04/15/2016 08:55:02 AM,41.897860924,-87.727384797,"(41.897860924, -87.727384797)" +4801795,HM227696,03/12/2006 07:05:22 AM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176685,1888774,2006,04/15/2016 08:55:02 AM,41.85014407,-87.627021086,"(41.85014407, -87.627021086)" +4803313,HM306305,04/22/2006 02:20:00 PM,038XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150844,1899387,2006,04/15/2016 08:55:02 AM,41.879811462,-87.721584549,"(41.879811462, -87.721584549)" +4803570,HM298323,04/18/2006 04:43:00 PM,066XX S GREEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,16,68,19,1171782,1860778,2006,04/15/2016 08:55:02 AM,41.773429489,-87.645837753,"(41.773429489, -87.645837753)" +4803605,HM285360,04/11/2006 08:40:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144165,1899224,2006,04/15/2016 08:55:02 AM,41.879492192,-87.746113289,"(41.879492192, -87.746113289)" +4803706,HM306389,04/22/2006 01:59:23 PM,069XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1178792,1859065,2006,04/15/2016 08:55:02 AM,41.768572188,-87.620192923,"(41.768572188, -87.620192923)" +4803831,HM267606,04/02/2006 03:56:03 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157199,1894905,2006,04/15/2016 08:55:02 AM,41.867385732,-87.698371495,"(41.867385732, -87.698371495)" +4804513,HM267923,04/02/2006 07:11:41 PM,070XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172524,1858180,2006,04/15/2016 08:55:02 AM,41.766283958,-87.643194177,"(41.766283958, -87.643194177)" +4804581,HM267950,04/02/2006 07:39:00 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144003,1901151,2006,04/15/2016 08:55:02 AM,41.884783153,-87.746659765,"(41.884783153, -87.746659765)" +4805002,HM418671,06/16/2006 08:15:00 PM,013XX N HOMAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1422,014,26,23,19,1153446,1908903,2006,04/15/2016 08:55:02 AM,41.905873007,-87.71177718,"(41.905873007, -87.71177718)" +4805228,HM330148,05/04/2006 02:30:49 PM,006XX N TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155265,1904001,2006,04/15/2016 08:55:02 AM,41.892385108,-87.705227146,"(41.892385108, -87.705227146)" +4805238,HM273501,04/05/2006 02:45:00 PM,082XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0622,006,21,44,19,1175724,1850184,2006,04/15/2016 08:55:02 AM,41.744270923,-87.631704085,"(41.744270923, -87.631704085)" +4805889,HM310832,04/24/2006 09:45:00 PM,110XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2233,022,34,49,19,1174932,1831535,2006,04/15/2016 08:55:02 AM,41.693113162,-87.635160184,"(41.693113162, -87.635160184)" +4806176,HM316411,04/27/2006 04:00:00 PM,063XX S CICERO AVE,1680,GAMBLING,OTHER,OTHER,true,false,0813,008,13,64,19,1145464,1862238,2006,04/15/2016 08:55:02 AM,41.777972797,-87.742277863,"(41.777972797, -87.742277863)" +4928049,HK676982,10/09/2004 05:35:23 PM,067XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0723,007,17,68,19,,,2004,08/17/2015 03:03:40 PM,,, +4807904,HM330814,05/04/2006 08:04:38 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,21,71,19,1167716,1852031,2006,04/15/2016 08:55:02 AM,41.749514782,-87.660993393,"(41.749514782, -87.660993393)" +4808470,HM318922,04/28/2006 10:08:37 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150593,1893505,2006,04/15/2016 08:55:02 AM,41.863675492,-87.722659849,"(41.863675492, -87.722659849)" +4927885,HK489119,07/11/2004 07:36:43 PM,013XX W 74TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0734,007,17,67,19,,,2004,08/17/2015 03:03:40 PM,,, +4808838,HM267843,04/02/2006 06:27:56 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156699,1900211,2006,04/15/2016 08:55:02 AM,41.881956064,-87.700063361,"(41.881956064, -87.700063361)" +4808982,HM267964,04/02/2006 07:52:27 PM,053XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140828,1898814,2006,04/15/2016 08:55:02 AM,41.8784291,-87.758376491,"(41.8784291, -87.758376491)" +4809671,HM275243,04/06/2006 12:39:14 PM,041XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148769,1901914,2006,04/15/2016 08:55:02 AM,41.886786166,-87.729138405,"(41.886786166, -87.729138405)" +4809786,HM275694,04/06/2006 04:37:06 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171002,1868996,2006,04/15/2016 08:55:02 AM,41.795997702,-87.648457092,"(41.795997702, -87.648457092)" +4809975,HM300788,04/19/2006 08:00:57 PM,091XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185142,1844645,2006,04/15/2016 08:55:02 AM,41.728855403,-87.597369397,"(41.728855403, -87.597369397)" +4811126,HM239335,03/18/2006 11:12:54 AM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139232,1901464,2006,04/15/2016 08:55:02 AM,41.885730232,-87.764172215,"(41.885730232, -87.764172215)" +4813494,HM325998,05/02/2006 02:07:49 PM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177878,1831693,2006,04/15/2016 08:55:02 AM,41.693480704,-87.624369572,"(41.693480704, -87.624369572)" +4814874,HM326842,05/02/2006 09:30:00 PM,008XX W 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172004,1859103,2006,04/15/2016 08:55:02 AM,41.768828215,-87.64507309,"(41.768828215, -87.64507309)" +4815005,HM275256,04/06/2006 01:05:42 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1013,010,22,30,19,1152393,1888682,2006,04/15/2016 08:55:02 AM,41.850405289,-87.71617937,"(41.850405289, -87.71617937)" +4815377,HM326946,05/02/2006 10:40:00 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1013,010,22,30,19,1152387,1888865,2006,04/15/2016 08:55:02 AM,41.850907581,-87.716196564,"(41.850907581, -87.716196564)" +4815411,HM326991,05/02/2006 11:11:42 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152974,1891574,2006,04/15/2016 08:55:02 AM,41.858329799,-87.71397042,"(41.858329799, -87.71397042)" +4815502,HM304045,04/21/2006 01:16:06 PM,048XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143861,1906208,2006,04/15/2016 08:55:02 AM,41.898662812,-87.747054331,"(41.898662812, -87.747054331)" +4816338,HM318855,04/28/2006 08:59:45 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906046,2006,04/15/2016 08:55:02 AM,41.898083752,-87.721277957,"(41.898083752, -87.721277957)" +4816579,HM304763,04/21/2006 06:15:00 PM,061XX S VERNON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0313,003,20,42,19,1180305,1864393,2006,04/15/2016 08:55:02 AM,41.783158191,-87.614483829,"(41.783158191, -87.614483829)" +4816590,HM231803,03/14/2006 02:15:00 PM,081XX S MAY ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0613,006,21,71,19,1170069,1850820,2006,04/15/2016 08:55:02 AM,41.746140855,-87.652406156,"(41.746140855, -87.652406156)" +4816606,HM303300,04/21/2006 01:39:55 AM,075XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170621,1854770,2006,04/15/2016 08:55:02 AM,41.756968172,-87.650268603,"(41.756968172, -87.650268603)" +4816900,HM232676,03/14/2006 10:50:00 PM,004XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139130,1897332,2006,04/15/2016 08:55:02 AM,41.874393341,-87.76464733,"(41.874393341, -87.76464733)" +4816986,HM317930,04/28/2006 01:34:33 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153228,1905319,2006,04/15/2016 08:55:02 AM,41.896042504,-87.712673225,"(41.896042504, -87.712673225)" +4817050,HM327203,05/03/2006 03:38:41 AM,007XX N LOREL AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1524,015,37,25,19,1140540,1904431,2006,04/15/2016 08:55:02 AM,41.893848139,-87.759296014,"(41.893848139, -87.759296014)" +4817070,HM324954,05/02/2006 12:50:23 AM,033XX W MONROE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1124,011,28,27,19,1154060,1899336,2006,04/15/2016 08:55:02 AM,41.879608002,-87.709777125,"(41.879608002, -87.709777125)" +4817216,HM323915,05/01/2006 02:20:00 PM,018XX W 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1165433,1858928,2006,04/15/2016 08:55:02 AM,41.768489759,-87.669164134,"(41.768489759, -87.669164134)" +4817361,HM246752,03/22/2006 05:14:22 PM,052XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140972,1908148,2006,04/15/2016 08:55:02 AM,41.904040084,-87.75761779,"(41.904040084, -87.75761779)" +4817347,HM327619,05/03/2006 11:00:33 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141349,1902645,2006,04/15/2016 08:55:02 AM,41.888932248,-87.756368891,"(41.888932248, -87.756368891)" +4817400,HM274053,04/05/2006 07:04:35 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165548,1870647,2006,04/15/2016 08:55:02 AM,41.800645741,-87.668410415,"(41.800645741, -87.668410415)" +4817436,HM310491,04/24/2006 06:52:00 PM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142760,1906189,2006,04/15/2016 08:55:02 AM,41.898631249,-87.751098767,"(41.898631249, -87.751098767)" +4817478,HM310588,04/24/2006 07:40:00 PM,029XX E 80TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0422,004,7,46,19,1197424,1852172,2006,04/15/2016 08:55:02 AM,41.749213103,-87.552128148,"(41.749213103, -87.552128148)" +4817528,HM310651,04/24/2006 08:00:00 PM,079XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0422,004,7,46,19,1194893,1852925,2006,04/15/2016 08:55:02 AM,41.751342079,-87.56137777,"(41.751342079, -87.56137777)" +4817667,HM291524,04/14/2006 10:42:02 PM,034XX W 83RD ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",false,false,0834,008,18,70,19,1154800,1849339,2006,04/15/2016 08:55:02 AM,41.742394696,-87.708394929,"(41.742394696, -87.708394929)" +4818859,HM318104,04/28/2006 03:01:47 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188713,1860026,2006,04/15/2016 08:55:02 AM,41.77097777,-87.583797344,"(41.77097777, -87.583797344)" +4818825,HM324470,05/01/2006 07:35:00 PM,005XX N WALLER AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1512,015,29,25,19,1138238,1903169,2006,04/15/2016 08:55:02 AM,41.890427004,-87.767781176,"(41.890427004, -87.767781176)" +4819676,HM282740,04/10/2006 02:50:00 PM,071XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0333,003,5,43,19,1191788,1858204,2006,04/15/2016 08:55:02 AM,41.76590397,-87.572584799,"(41.76590397, -87.572584799)" +4819763,HM283238,04/10/2006 07:50:00 PM,050XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,STREET,true,false,0223,002,3,38,19,1179756,1871522,2006,04/15/2016 08:55:02 AM,41.802733403,-87.616278617,"(41.802733403, -87.616278617)" +4819890,HM326398,05/02/2006 04:55:00 PM,079XX S EUCLID AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,46,19,1190579,1852771,2006,04/15/2016 08:55:02 AM,41.751024616,-87.577191154,"(41.751024616, -87.577191154)" +4820138,HM326203,05/02/2006 03:40:12 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2533,025,37,25,19,1142561,1910502,2006,04/15/2016 08:55:02 AM,41.91047031,-87.751722286,"(41.91047031, -87.751722286)" +4821242,HM329089,05/03/2006 11:58:52 PM,059XX S STATE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,40,19,1177290,1865686,2006,04/15/2016 08:55:02 AM,41.786774951,-87.625498694,"(41.786774951, -87.625498694)" +4821344,HM326166,05/02/2006 03:50:00 PM,066XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,DRIVEWAY - RESIDENTIAL,true,false,0321,003,5,42,19,1183366,1861207,2006,04/15/2016 08:55:02 AM,41.774344746,-87.603360484,"(41.774344746, -87.603360484)" +4822085,HM435505,06/25/2006 12:45:00 AM,036XX W SHAKESPEARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2525,025,26,22,19,1151697,1914044,2006,04/15/2016 08:55:02 AM,41.920014978,-87.718066452,"(41.920014978, -87.718066452)" +4824035,HM332717,05/05/2006 05:51:51 PM,005XX E 88TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0632,006,6,44,19,1181379,1846420,2006,04/15/2016 08:55:02 AM,41.733813677,-87.611099449,"(41.733813677, -87.611099449)" +4824462,HM318950,04/28/2006 09:40:00 PM,063XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1159169,1941957,2006,04/15/2016 08:55:02 AM,41.996459403,-87.689842859,"(41.996459403, -87.689842859)" +4824504,HM332823,05/05/2006 07:39:12 PM,065XX S JUSTINE ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0725,007,17,67,19,1167130,1861376,2006,04/15/2016 08:55:02 AM,41.77517126,-87.662873836,"(41.77517126, -87.662873836)" +4825051,HM326764,05/02/2006 06:30:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175325,1889412,2006,04/15/2016 08:55:02 AM,41.851925376,-87.631993335,"(41.851925376, -87.631993335)" +4825003,HM326575,05/02/2006 07:00:00 PM,055XX S RACINE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0713,007,16,67,19,1169264,1868049,2006,04/15/2016 08:55:02 AM,41.793436846,-87.654857841,"(41.793436846, -87.654857841)" +4825089,HM326765,05/02/2006 08:40:00 PM,069XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2411,024,50,2,19,1159054,1946206,2006,04/15/2016 08:55:02 AM,42.008121174,-87.690148478,"(42.008121174, -87.690148478)" +4826218,HM332881,05/05/2006 08:30:00 PM,084XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,7,46,19,1194965,1849587,2006,04/15/2016 08:55:02 AM,41.742180567,-87.561223691,"(41.742180567, -87.561223691)" +4827268,HM248554,03/23/2006 03:45:00 PM,049XX N WESTERN AVE,1650,GAMBLING,VIOL CHARITABLE GAME ACT,PARKING LOT/GARAGE(NON.RESID.),true,false,2031,020,47,4,19,1159472,1932689,2006,04/15/2016 08:55:02 AM,41.971021366,-87.688984734,"(41.971021366, -87.688984734)" +4828488,HM317744,04/28/2006 11:10:00 AM,053XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,3,37,19,1175190,1869646,2006,04/15/2016 08:55:02 AM,41.797688781,-87.633080103,"(41.797688781, -87.633080103)" +4828787,HM302398,04/20/2006 04:25:37 PM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160835,1861169,2006,04/15/2016 08:55:02 AM,41.774735579,-87.68595631,"(41.774735579, -87.68595631)" +4828969,HM333973,05/06/2006 12:15:00 PM,057XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167315,1866749,2006,04/15/2016 08:55:02 AM,41.789911478,-87.662041878,"(41.789911478, -87.662041878)" +4830045,HM336481,05/07/2006 07:09:00 PM,005XX E 44TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0222,002,3,38,19,1180683,1875629,2006,04/15/2016 08:55:02 AM,41.813982079,-87.612752644,"(41.813982079, -87.612752644)" +4830385,HM315827,04/27/2006 01:13:55 PM,035XX W CHICAGO AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1121,011,27,23,19,1152487,1905105,2006,04/15/2016 08:55:02 AM,41.895469944,-87.715400443,"(41.895469944, -87.715400443)" +4830590,HM443120,06/28/2006 08:20:00 PM,036XX W SHAKESPEARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2525,025,26,22,19,1151731,1914045,2006,04/15/2016 08:55:02 AM,41.920017052,-87.717941503,"(41.920017052, -87.717941503)" +4831162,HM308231,04/23/2006 03:18:19 PM,039XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,28,26,19,1149994,1899720,2006,04/15/2016 08:55:02 AM,41.880741835,-87.724696987,"(41.880741835, -87.724696987)" +4832040,HM328192,05/03/2006 04:16:48 PM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151587,1904653,2006,04/15/2016 08:55:02 AM,41.89424735,-87.718717842,"(41.89424735, -87.718717842)" +4832063,HM308442,04/23/2006 04:44:15 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168606,1867928,2006,04/15/2016 08:55:02 AM,41.793119033,-87.657274157,"(41.793119033, -87.657274157)" +4832069,HM328204,05/03/2006 03:43:08 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192111,1858331,2006,04/15/2016 08:55:02 AM,41.766244623,-87.571396792,"(41.766244623, -87.571396792)" +4832117,HM307206,04/22/2006 11:09:03 PM,018XX W 56TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165209,1867548,2006,04/15/2016 08:55:02 AM,41.792148898,-87.669741373,"(41.792148898, -87.669741373)" +4832515,HM307246,04/22/2006 11:18:13 PM,064XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,20,42,19,1184162,1862562,2006,04/15/2016 08:55:02 AM,41.778044411,-87.600400189,"(41.778044411, -87.600400189)" +4832651,HM307263,04/23/2006 12:08:53 AM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141386,1899740,2006,04/15/2016 08:55:02 AM,41.880959885,-87.756304746,"(41.880959885, -87.756304746)" +4837550,HM450130,07/02/2006 12:30:00 PM,014XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142107,1909094,2006,04/15/2016 08:55:02 AM,41.906615036,-87.753425101,"(41.906615036, -87.753425101)" +4838165,HM334265,05/06/2006 02:29:36 PM,069XX S DANTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187163,1859056,2006,04/15/2016 08:55:02 AM,41.768352933,-87.589509739,"(41.768352933, -87.589509739)" +4841614,HM339724,05/09/2006 12:45:00 PM,076XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1194520,1854777,2006,04/15/2016 08:55:02 AM,41.756433286,-87.562683814,"(41.756433286, -87.562683814)" +4841782,HM339773,05/09/2006 12:45:00 PM,117XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0522,005,34,53,19,1177368,1827066,2006,04/15/2016 08:55:02 AM,41.680795031,-87.626375806,"(41.680795031, -87.626375806)" +4841964,HM313164,04/26/2006 03:07:07 AM,073XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0324,003,5,43,19,1189646,1856571,2006,04/15/2016 08:55:02 AM,41.761474599,-87.580488215,"(41.761474599, -87.580488215)" +4842595,HM341031,05/10/2006 11:45:00 PM,0000X E 117TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0532,005,9,53,19,1178597,1827387,2006,04/15/2016 08:55:02 AM,41.681648141,-87.621867369,"(41.681648141, -87.621867369)" +4842662,HM341062,05/09/2006 11:55:00 PM,008XX E 82ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183443,1850811,2006,04/15/2016 08:55:02 AM,41.745815287,-87.603401588,"(41.745815287, -87.603401588)" +4842749,HM281311,04/09/2006 06:45:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139664,1899116,2006,04/15/2016 08:55:02 AM,41.879279146,-87.762643138,"(41.879279146, -87.762643138)" +4842773,HM281511,04/09/2006 08:45:00 PM,099XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0431,004,7,51,19,1193141,1839540,2006,04/15/2016 08:55:02 AM,41.714655377,-87.568233885,"(41.714655377, -87.568233885)" +4842789,HM281512,04/09/2006 09:00:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192096,1858754,2006,04/15/2016 08:55:02 AM,41.767405732,-87.571438037,"(41.767405732, -87.571438037)" +4844310,HM308999,04/23/2006 11:58:41 PM,031XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155394,1899366,2006,04/15/2016 08:55:02 AM,41.879663624,-87.704878045,"(41.879663624, -87.704878045)" +4844532,HM342852,05/10/2006 08:32:00 PM,070XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191100,1858528,2006,04/15/2016 08:55:02 AM,41.766809722,-87.575096041,"(41.766809722, -87.575096041)" +4844625,HM300770,04/19/2006 06:55:59 PM,005XX E 87TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0632,006,6,44,19,1181469,1847089,2006,04/15/2016 08:55:02 AM,41.735647418,-87.610749159,"(41.735647418, -87.610749159)" +4845894,HM328555,05/03/2006 06:21:26 PM,014XX W 84TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,false,false,0614,006,18,71,19,1168095,1849042,2006,04/15/2016 08:55:02 AM,41.741304411,-87.659690327,"(41.741304411, -87.659690327)" +4846196,HM354733,05/16/2006 05:35:03 PM,049XX S DORCHESTER AVE,1680,GAMBLING,OTHER,VACANT LOT/LAND,true,false,2124,002,4,39,19,1186394,1872494,2006,04/15/2016 08:55:02 AM,41.805246101,-87.591903697,"(41.805246101, -87.591903697)" +4846244,HM328698,05/03/2006 07:28:31 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163469,1861953,2006,04/15/2016 08:55:02 AM,41.776832165,-87.67627847,"(41.776832165, -87.67627847)" +4846307,HM258456,03/28/2006 08:36:07 PM,019XX S ST LOUIS AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1024,010,24,29,19,1153404,1890290,2006,04/15/2016 08:55:02 AM,41.854797832,-87.71242612,"(41.854797832, -87.71242612)" +4846354,HM286958,04/12/2006 04:54:29 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2006,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +4846420,HM270201,04/03/2006 09:50:00 PM,053XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166247,1869385,2006,04/15/2016 08:55:02 AM,41.797167797,-87.665882888,"(41.797167797, -87.665882888)" +4846447,HM237924,03/17/2006 05:05:03 PM,044XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146557,1901082,2006,04/15/2016 08:55:02 AM,41.884545513,-87.737282755,"(41.884545513, -87.737282755)" +4846479,HM354988,05/16/2006 07:29:38 PM,006XX E BOWEN AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,4,38,19,1181295,1877621,2006,04/15/2016 08:55:02 AM,41.819434177,-87.61044633,"(41.819434177, -87.61044633)" +4846653,HM340236,05/09/2006 02:50:00 PM,025XX E 79TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0421,004,7,43,19,1194311,1853075,2006,04/15/2016 08:55:02 AM,41.751768,-87.563505555,"(41.751768, -87.563505555)" +4846728,HM340865,05/09/2006 08:10:00 PM,039XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1723,017,39,14,19,1149062,1931603,2006,04/15/2016 08:55:02 AM,41.968249772,-87.727291823,"(41.968249772, -87.727291823)" +4846804,HM354308,05/16/2006 02:52:00 PM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151587,1904667,2006,04/15/2016 08:55:02 AM,41.894285768,-87.718717474,"(41.894285768, -87.718717474)" +4847062,HM296744,04/17/2006 09:03:09 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167625,1867441,2006,04/15/2016 08:55:02 AM,41.791803761,-87.66088535,"(41.791803761, -87.66088535)" +4847186,HM278171,04/07/2006 09:20:00 PM,075XX W ADDISON ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1125002,1923012,2006,04/15/2016 08:55:02 AM,41.945107994,-87.815951431,"(41.945107994, -87.815951431)" +4847332,HM335049,05/06/2006 10:45:44 PM,053XX S MARSHFIELD AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0932,009,16,61,19,1166247,1869385,2006,04/15/2016 08:55:02 AM,41.797167797,-87.665882888,"(41.797167797, -87.665882888)" +4847421,HM287350,04/12/2006 08:50:00 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0312,003,20,42,19,1180006,1863186,2006,04/15/2016 08:55:02 AM,41.77985292,-87.615616987,"(41.77985292, -87.615616987)" +4850240,HM465490,07/09/2006 11:40:00 PM,014XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2533,025,37,25,19,1142107,1909101,2006,04/15/2016 08:55:02 AM,41.906634245,-87.753424927,"(41.906634245, -87.753424927)" +4850811,HM335298,05/07/2006 03:02:07 AM,049XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143262,1904188,2006,04/15/2016 08:55:02 AM,41.893130911,-87.749304956,"(41.893130911, -87.749304956)" +4850848,HM297089,04/18/2006 12:13:03 AM,006XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142905,1903988,2006,04/15/2016 08:55:02 AM,41.892588748,-87.750621089,"(41.892588748, -87.750621089)" +4851080,HM335871,05/07/2006 01:03:19 PM,035XX W LAKE ST,1680,GAMBLING,OTHER,STREET,true,false,1123,011,28,27,19,1152849,1901224,2006,04/15/2016 08:55:02 AM,41.884812928,-87.714173749,"(41.884812928, -87.714173749)" +4851283,HM297610,04/18/2006 10:07:37 AM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1140297,1898801,2006,04/15/2016 08:55:02 AM,41.878403171,-87.760326555,"(41.878403171, -87.760326555)" +4851737,HM326898,05/02/2006 09:45:00 PM,045XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146202,1898303,2006,04/15/2016 08:55:02 AM,41.87692637,-87.738657089,"(41.87692637, -87.738657089)" +4852033,HM312831,04/25/2006 09:49:11 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167591,1868675,2006,04/15/2016 08:55:02 AM,41.795190732,-87.660974633,"(41.795190732, -87.660974633)" +4852082,HM326522,05/02/2006 06:39:00 PM,018XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155320,1890798,2006,04/15/2016 08:55:02 AM,41.856153606,-87.7053799,"(41.856153606, -87.7053799)" +4852289,HM355446,05/17/2006 12:53:29 AM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174385,1862249,2006,04/15/2016 08:55:02 AM,41.777408581,-87.636252076,"(41.777408581, -87.636252076)" +4852310,HM320990,04/29/2006 10:45:04 PM,032XX W 64TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1155975,1862006,2006,04/15/2016 08:55:02 AM,41.777131444,-87.703750007,"(41.777131444, -87.703750007)" +4854382,HM285215,04/11/2006 07:15:00 PM,048XX W ADAMS ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1533,015,28,25,19,1144158,1898893,2006,04/15/2016 08:55:02 AM,41.878584019,-87.746147308,"(41.878584019, -87.746147308)" +4854648,HM355287,05/16/2006 10:59:59 PM,018XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151033,1890634,2006,04/15/2016 08:55:02 AM,41.855788527,-87.721119775,"(41.855788527, -87.721119775)" +4855546,HM341852,05/10/2006 12:48:11 PM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148166,1907489,2006,04/15/2016 08:55:02 AM,41.902096192,-87.731209125,"(41.902096192, -87.731209125)" +4855636,HM342576,05/10/2006 06:32:33 PM,048XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143837,1905536,2006,04/15/2016 08:55:02 AM,41.896819218,-87.747159347,"(41.896819218, -87.747159347)" +4855670,HM334272,05/06/2006 02:25:53 PM,006XX N TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155263,1904062,2006,04/15/2016 08:55:02 AM,41.892552538,-87.705232851,"(41.892552538, -87.705232851)" +4855720,HM340211,05/09/2006 04:12:00 PM,070XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172524,1858160,2006,04/15/2016 08:55:02 AM,41.766229075,-87.643194765,"(41.766229075, -87.643194765)" +4856089,HM354406,05/16/2006 03:00:00 PM,014XX W 51ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0933,009,16,61,19,1167778,1870932,2006,04/15/2016 08:55:02 AM,41.801380185,-87.660224092,"(41.801380185, -87.660224092)" +4856536,HM370580,05/24/2006 04:18:01 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1124,011,28,27,19,1156095,1899864,2006,04/15/2016 08:55:02 AM,41.88101607,-87.702290618,"(41.88101607, -87.702290618)" +4856759,HM342709,05/10/2006 08:12:17 PM,072XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0731,007,17,69,19,1176211,1857009,2006,04/15/2016 08:55:02 AM,41.762988626,-87.629715154,"(41.762988626, -87.629715154)" +4856777,HM357077,05/17/2006 06:00:00 PM,053XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166579,1869372,2006,04/15/2016 08:55:02 AM,41.797125043,-87.664665772,"(41.797125043, -87.664665772)" +4856973,HM340167,05/09/2006 03:43:20 PM,035XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0211,002,2,35,19,1179099,1881485,2006,04/15/2016 08:55:02 AM,41.830087711,-87.618384098,"(41.830087711, -87.618384098)" +4857211,HM370869,05/24/2006 06:20:05 PM,054XX W LE MOYNE ST,1680,GAMBLING,OTHER,SIDEWALK,true,true,2532,025,37,25,19,1139648,1909439,2006,04/15/2016 08:55:02 AM,41.907607019,-87.762449687,"(41.907607019, -87.762449687)" +4858541,HM370891,05/24/2006 06:44:33 PM,054XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139644,1908120,2006,04/15/2016 08:55:02 AM,41.903987602,-87.762496625,"(41.903987602, -87.762496625)" +4859196,HM347880,05/13/2006 04:47:55 AM,033XX W MADISON ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1123,011,28,27,19,1154225,1899821,2006,04/15/2016 08:55:02 AM,41.8809356,-87.709158314,"(41.8809356, -87.709158314)" +4860703,HM371130,05/24/2006 08:17:42 PM,066XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,5,42,19,1183034,1861220,2006,04/15/2016 08:55:02 AM,41.774388146,-87.60457712,"(41.774388146, -87.60457712)" +4862631,HM342645,05/10/2006 06:46:05 PM,033XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1422,014,26,23,19,1153827,1908781,2006,04/15/2016 08:55:02 AM,41.905530644,-87.710380878,"(41.905530644, -87.710380878)" +4862811,HM302772,04/20/2006 06:14:41 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153229,1905299,2006,04/15/2016 08:55:02 AM,41.895987602,-87.712670084,"(41.895987602, -87.712670084)" +4864840,HM479485,07/16/2006 04:30:00 PM,017XX N LINDER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139465,1910988,2006,04/15/2016 08:55:02 AM,41.911860994,-87.763084109,"(41.911860994, -87.763084109)" +4865394,HM349614,05/14/2006 12:21:11 AM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139741,1897139,2006,04/15/2016 08:55:02 AM,41.873852593,-87.76240869,"(41.873852593, -87.76240869)" +4865661,HM316048,04/27/2006 02:42:25 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904728,2006,04/15/2016 08:55:02 AM,41.894459717,-87.719942561,"(41.894459717, -87.719942561)" +4868112,HM373425,05/25/2006 09:22:09 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909509,2006,04/15/2016 08:55:02 AM,41.907123131,-87.639680899,"(41.907123131, -87.639680899)" +4868706,HM373469,05/25/2006 11:04:43 PM,049XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143322,1906868,2006,04/15/2016 08:55:02 AM,41.900484017,-87.749017562,"(41.900484017, -87.749017562)" +4868752,HM315880,04/27/2006 12:30:00 PM,055XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0713,007,16,67,19,1166617,1867978,2006,04/15/2016 08:55:02 AM,41.79329893,-87.66456619,"(41.79329893, -87.66456619)" +4868902,HM373505,05/25/2006 11:07:12 PM,062XX S HONORE ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0714,007,15,67,19,1165091,1863256,2006,04/15/2016 08:55:02 AM,41.780373605,-87.670295426,"(41.780373605, -87.670295426)" +4869092,HM371872,05/25/2006 09:48:21 AM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2006,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +4869115,HM373419,05/25/2006 09:45:00 PM,023XX N NEVA AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2512,025,36,25,19,1128201,1914867,2006,04/15/2016 08:55:02 AM,41.922703525,-87.804377607,"(41.922703525, -87.804377607)" +4869179,HM374218,05/25/2006 10:30:00 AM,054XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166596,1868742,2006,04/15/2016 08:55:02 AM,41.795395886,-87.664621403,"(41.795395886, -87.664621403)" +4869412,HM296394,04/17/2006 05:18:31 PM,059XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,15,67,19,1164376,1865199,2006,04/15/2016 08:55:02 AM,41.785720547,-87.672862027,"(41.785720547, -87.672862027)" +4869450,HM371931,05/25/2006 12:49:41 PM,049XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175121,1872240,2006,04/15/2016 08:55:02 AM,41.804808514,-87.633255658,"(41.804808514, -87.633255658)" +4869510,HM373657,05/26/2006 01:24:36 AM,038XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,3,35,19,1179488,1879543,2006,04/15/2016 08:55:02 AM,41.824749822,-87.617016277,"(41.824749822, -87.617016277)" +4870176,HM385868,05/31/2006 10:19:35 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157198,1894945,2006,04/15/2016 08:55:02 AM,41.867495517,-87.69837408,"(41.867495517, -87.69837408)" +4870523,HM372769,05/25/2006 04:25:00 PM,078XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1164722,1852630,2006,04/15/2016 08:55:02 AM,41.751222201,-87.671947793,"(41.751222201, -87.671947793)" +4870607,HM368881,05/23/2006 07:00:00 PM,055XX W CONGRESS PKWY,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1522,015,29,25,19,1139741,1897139,2006,04/15/2016 08:55:02 AM,41.873852593,-87.76240869,"(41.873852593, -87.76240869)" +4871773,HM287330,04/12/2006 07:45:00 PM,075XX W ADDISON ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1124982,1923014,2006,04/15/2016 08:55:02 AM,41.945113814,-87.816024901,"(41.945113814, -87.816024901)" +4871846,HM372286,05/25/2006 01:04:32 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152581,1904749,2006,04/15/2016 08:55:02 AM,41.894491187,-87.715064623,"(41.894491187, -87.715064623)" +4872002,HM372393,05/25/2006 02:03:12 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0134,001,3,33,19,1176682,1888876,2006,04/15/2016 08:55:02 AM,41.850424032,-87.627029017,"(41.850424032, -87.627029017)" +10510010,HZ251574,05/04/2016 07:15:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169299,1866781,2016,05/11/2016 03:50:55 PM,41.78995655,-87.654766198,"(41.78995655, -87.654766198)" +4874089,HM355199,05/16/2006 08:00:00 PM,065XX W ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,23,56,19,1133861,1867378,2006,04/15/2016 08:55:02 AM,41.79228888,-87.784695505,"(41.79228888, -87.784695505)" +4874224,HM358616,05/18/2006 07:45:39 AM,033XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154121,1899819,2006,04/15/2016 08:55:02 AM,41.880932187,-87.70954025,"(41.880932187, -87.70954025)" +4874397,HM348708,05/13/2006 03:15:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1821,018,27,8,19,1173068,1909515,2006,04/15/2016 08:55:02 AM,41.907139595,-87.63968072,"(41.907139595, -87.63968072)" +4875235,HM367949,05/23/2006 11:55:00 AM,016XX W 51ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0931,009,16,61,19,1166389,1870896,2006,04/15/2016 08:55:02 AM,41.801311132,-87.665319094,"(41.801311132, -87.665319094)" +4876096,HM359377,05/18/2006 09:48:25 PM,088XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,71,19,1168541,1846243,2006,04/15/2016 08:55:02 AM,41.733613962,-87.658136666,"(41.733613962, -87.658136666)" +4877995,HM415458,06/15/2006 11:35:22 AM,051XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142028,1898842,2006,04/15/2016 08:55:02 AM,41.878483791,-87.753969595,"(41.878483791, -87.753969595)" +4878440,HM492463,07/22/2006 05:50:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155868,1910486,2006,04/15/2016 08:55:02 AM,41.910168393,-87.702837528,"(41.910168393, -87.702837528)" +4879322,HM493587,07/23/2006 10:40:00 AM,015XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142094,1909660,2006,04/15/2016 08:55:02 AM,41.908168445,-87.753458801,"(41.908168445, -87.753458801)" +4880350,HM377096,05/27/2006 04:25:00 PM,055XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174917,1868023,2006,04/15/2016 08:55:02 AM,41.793241202,-87.634129641,"(41.793241202, -87.634129641)" +4880803,HM350463,05/14/2006 03:07:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904640,2006,04/15/2016 08:55:02 AM,41.894165637,-87.71017546,"(41.894165637, -87.71017546)" +4882424,HM368968,05/23/2006 08:30:00 PM,0000X W 112TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1178006,1830704,2006,04/15/2016 08:55:02 AM,41.690763852,-87.623930758,"(41.690763852, -87.623930758)" +4882770,HM359478,05/18/2006 11:40:01 PM,004XX W 57TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1174393,1866813,2006,04/15/2016 08:55:02 AM,41.789932514,-87.636087072,"(41.789932514, -87.636087072)" +4883037,HM327970,05/03/2006 02:09:30 PM,072XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166265,1856710,2006,04/15/2016 08:55:02 AM,41.762385599,-87.666177499,"(41.762385599, -87.666177499)" +4883507,HM374496,05/26/2006 01:01:47 PM,052XX W GRAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2515,025,37,19,19,1140906,1912969,2006,04/15/2016 08:55:02 AM,41.917270665,-87.757741389,"(41.917270665, -87.757741389)" +4883841,HM373195,05/25/2006 08:25:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0931,009,16,61,19,1166857,1871318,2006,04/15/2016 08:55:02 AM,41.802459155,-87.663590708,"(41.802459155, -87.663590708)" +4884022,HM374803,05/26/2006 03:50:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141268,1902644,2006,04/15/2016 08:55:02 AM,41.888930998,-87.756666383,"(41.888930998, -87.756666383)" +4884805,HM357424,05/17/2006 10:37:21 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1142937,1903047,2006,04/15/2016 08:55:02 AM,41.890005936,-87.750527038,"(41.890005936, -87.750527038)" +4885617,HM380790,05/29/2006 05:56:13 PM,002XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142002,1901120,2006,04/15/2016 08:55:02 AM,41.884735389,-87.754008599,"(41.884735389, -87.754008599)" +4886365,HM359443,05/18/2006 09:25:52 PM,081XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0614,006,18,71,19,1166425,1850810,2006,04/15/2016 08:55:02 AM,41.746191769,-87.665758868,"(41.746191769, -87.665758868)" +4887613,HM379391,05/28/2006 09:16:56 PM,005XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140943,1902905,2006,04/15/2016 08:55:02 AM,41.889653202,-87.757853497,"(41.889653202, -87.757853497)" +4887967,HM360900,05/19/2006 05:00:04 PM,103XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,21,73,19,1169151,1836304,2006,04/15/2016 08:55:02 AM,41.706326697,-87.656188319,"(41.706326697, -87.656188319)" +4888971,HM389779,06/02/2006 07:29:35 PM,093XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,73,19,1167974,1842778,2006,04/15/2016 08:55:02 AM,41.724117674,-87.660313128,"(41.724117674, -87.660313128)" +4889089,HM379293,05/28/2006 08:16:17 PM,051XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2033,020,48,3,19,1167940,1934412,2006,04/15/2016 08:55:02 AM,41.975570342,-87.657797212,"(41.975570342, -87.657797212)" +4889147,HM349145,05/13/2006 07:31:47 PM,057XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137958,1903398,2006,04/15/2016 08:55:02 AM,41.891060468,-87.768803952,"(41.891060468, -87.768803952)" +4889150,HM368426,05/23/2006 04:00:00 PM,055XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1138922,1909422,2006,04/15/2016 08:55:02 AM,41.907573597,-87.765117071,"(41.907573597, -87.765117071)" +4889552,HM317913,04/28/2006 12:48:55 PM,063XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1180341,1863050,2006,04/15/2016 08:55:02 AM,41.779472044,-87.61439301,"(41.779472044, -87.61439301)" +4889715,HM379384,05/28/2006 09:12:17 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1160793,1862591,2006,04/15/2016 08:55:02 AM,41.778638613,-87.686071041,"(41.778638613, -87.686071041)" +4889800,HM380278,05/29/2006 11:42:14 AM,011XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150838,1907363,2006,04/15/2016 08:55:02 AM,41.901698553,-87.721397716,"(41.901698553, -87.721397716)" +4889916,HM382389,05/30/2006 01:21:56 PM,074XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,8,43,19,1188832,1855777,2006,04/15/2016 08:55:02 AM,41.759315304,-87.583496917,"(41.759315304, -87.583496917)" +4890025,HM352468,05/15/2006 05:03:34 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2006,04/15/2016 08:55:02 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +4895625,HM368926,05/23/2006 07:45:00 PM,002XX N MICHIGAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0124,001,42,32,19,1177256,1901958,2006,04/15/2016 08:55:02 AM,41.886308866,-87.62452591,"(41.886308866, -87.62452591)" +4895850,HM368784,05/23/2006 06:40:00 PM,099XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0431,004,7,51,19,1193471,1839529,2006,04/15/2016 08:55:02 AM,41.714617139,-87.567025666,"(41.714617139, -87.567025666)" +4896076,HM368546,05/23/2006 05:10:36 PM,001XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138139,1900416,2006,04/15/2016 08:55:02 AM,41.882874207,-87.768211339,"(41.882874207, -87.768211339)" +4896115,HM368156,05/23/2006 02:00:00 PM,047XX W POLK ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,25,19,1144873,1895942,2006,04/15/2016 08:55:02 AM,41.870472659,-87.743596393,"(41.870472659, -87.743596393)" +4896667,HM352434,05/15/2006 04:18:46 PM,012XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149582,1893996,2006,04/15/2016 08:55:02 AM,41.865042528,-87.726358457,"(41.865042528, -87.726358457)" +4896696,HM378494,05/28/2006 11:20:45 AM,053XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1140879,1898815,2006,04/15/2016 08:55:02 AM,41.878430907,-87.758189202,"(41.878430907, -87.758189202)" +4896727,HM379041,05/28/2006 06:30:28 PM,027XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,27,19,1158326,1897654,2006,04/15/2016 08:55:02 AM,41.874906311,-87.694158947,"(41.874906311, -87.694158947)" +4896852,HM394036,06/04/2006 11:12:01 PM,043XX W 18TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1147710,1891023,2006,04/15/2016 08:55:02 AM,41.856920362,-87.733306945,"(41.856920362, -87.733306945)" +4896859,HM379373,05/28/2006 08:52:30 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153229,1905285,2006,04/15/2016 08:55:02 AM,41.895949185,-87.712670456,"(41.895949185, -87.712670456)" +4896924,HM394052,06/05/2006 12:15:00 AM,070XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,5,43,19,1186750,1858747,2006,04/15/2016 08:55:02 AM,41.7675148,-87.591033336,"(41.7675148, -87.591033336)" +4897578,HM513952,08/01/2006 10:45:00 PM,013XX N MASON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1136451,1908207,2006,04/15/2016 08:55:02 AM,41.904284047,-87.774223418,"(41.904284047, -87.774223418)" +4899428,HM364278,05/21/2006 02:04:26 PM,061XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171684,1864269,2006,04/15/2016 08:55:02 AM,41.78301135,-87.646094726,"(41.78301135, -87.646094726)" +4899873,HM515997,08/02/2006 09:30:00 PM,017XX N LINDER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2532,025,37,25,19,1139463,1911022,2006,04/15/2016 08:55:02 AM,41.911954331,-87.763090626,"(41.911954331, -87.763090626)" +4899930,HM414461,06/14/2006 06:24:59 PM,080XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,44,19,1175022,1851627,2006,04/15/2016 08:55:02 AM,41.748246374,-87.634233322,"(41.748246374, -87.634233322)" +4901636,HM341946,05/10/2006 01:20:00 PM,013XX W TAYLOR ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1213,012,2,28,19,1167764,1895710,2006,04/15/2016 08:55:02 AM,41.86937373,-87.659562663,"(41.86937373, -87.659562663)" +4901697,HM342685,05/10/2006 07:49:16 PM,068XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0725,007,17,67,19,1167184,1859353,2006,04/15/2016 08:55:02 AM,41.769618732,-87.662733705,"(41.769618732, -87.662733705)" +4902609,HM340039,05/09/2006 03:06:32 PM,012XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149582,1893991,2006,04/15/2016 08:55:02 AM,41.865028808,-87.726358587,"(41.865028808, -87.726358587)" +4903282,HM394745,06/05/2006 11:25:00 AM,069XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166207,1858781,2006,04/15/2016 08:55:02 AM,41.768069936,-87.666331217,"(41.768069936, -87.666331217)" +4903324,HM378580,05/28/2006 01:15:00 PM,043XX S DR MARTIN LUTHER KING JR DR,1680,GAMBLING,OTHER,SIDEWALK,true,false,0222,002,3,38,19,1179580,1876354,2006,04/15/2016 08:55:02 AM,41.815996847,-87.616776328,"(41.815996847, -87.616776328)" +4903419,HM382393,05/30/2006 12:21:57 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2006,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +4903657,HM342627,05/10/2006 06:24:32 PM,009XX W 95TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1171489,1841817,2006,04/15/2016 08:55:02 AM,41.721404419,-87.647465859,"(41.721404419, -87.647465859)" +4904530,HM520006,08/04/2006 06:30:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155857,1910486,2006,04/15/2016 08:55:02 AM,41.910168614,-87.702877937,"(41.910168614, -87.702877937)" +4905078,HM501183,07/26/2006 07:59:30 PM,0000X E 114TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1178495,1829357,2006,04/15/2016 08:55:02 AM,41.687056423,-87.622181217,"(41.687056423, -87.622181217)" +4907324,HM419018,06/17/2006 12:24:41 AM,068XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1165528,1859320,2006,04/15/2016 08:55:02 AM,41.769563446,-87.66880481,"(41.769563446, -87.66880481)" +4908165,HM507300,07/29/2006 05:00:00 PM,074XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164995,1949681,2006,04/15/2016 08:55:02 AM,42.017532073,-87.668190845,"(42.017532073, -87.668190845)" +4908475,HM366586,05/22/2006 05:14:01 PM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151503,1907314,2006,04/15/2016 08:55:02 AM,41.901551049,-87.718956364,"(41.901551049, -87.718956364)" +4909078,HM316525,04/27/2006 05:10:00 PM,007XX N HARDING AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1112,011,27,23,19,1149920,1904750,2006,04/15/2016 08:55:02 AM,41.894546133,-87.724837739,"(41.894546133, -87.724837739)" +4910056,HM274342,04/05/2006 10:26:00 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152972,1891647,2006,04/15/2016 08:55:02 AM,41.858530159,-87.713975828,"(41.858530159, -87.713975828)" +4910309,HM271291,04/04/2006 01:15:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139724,1897139,2006,04/15/2016 08:55:02 AM,41.873852904,-87.762471107,"(41.873852904, -87.762471107)" +4910772,HM359011,05/18/2006 07:44:21 PM,062XX S CARPENTER ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0712,007,16,68,19,1170386,1863343,2006,04/15/2016 08:55:02 AM,41.780498666,-87.650880543,"(41.780498666, -87.650880543)" +4911219,HM359301,05/18/2006 08:45:16 PM,083XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0613,006,21,71,19,1171416,1849543,2006,04/15/2016 08:55:02 AM,41.74260724,-87.647507755,"(41.74260724, -87.647507755)" +4911283,HM365830,05/22/2006 11:13:40 AM,078XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,18,71,19,1164390,1852622,2006,04/15/2016 08:55:02 AM,41.751207245,-87.673164639,"(41.751207245, -87.673164639)" +4912625,HM366456,05/22/2006 04:59:15 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153122,1904450,2006,04/15/2016 08:55:02 AM,41.893659987,-87.713085616,"(41.893659987, -87.713085616)" +4913212,HM367295,05/23/2006 12:43:32 AM,008XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141872,1905007,2006,04/15/2016 08:55:02 AM,41.895404193,-87.754389679,"(41.895404193, -87.754389679)" +4913240,HM364512,05/21/2006 04:45:01 PM,009XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150217,1905971,2006,04/15/2016 08:55:02 AM,41.897890897,-87.723715073,"(41.897890897, -87.723715073)" +4913461,HM424449,06/19/2006 07:00:12 PM,042XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2123,002,4,36,19,1182316,1876929,2006,04/15/2016 08:55:02 AM,41.817511646,-87.606722405,"(41.817511646, -87.606722405)" +4913850,HM383319,05/30/2006 07:08:49 PM,082XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0622,006,21,44,19,1175724,1850184,2006,04/15/2016 08:55:02 AM,41.744270923,-87.631704085,"(41.744270923, -87.631704085)" +4913896,HM501344,07/26/2006 08:21:27 PM,010XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140834,1906434,2006,04/15/2016 08:55:02 AM,41.899339208,-87.758166918,"(41.899339208, -87.758166918)" +4913988,HM425852,06/20/2006 12:55:02 PM,035XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152873,1894479,2006,04/15/2016 08:55:02 AM,41.866303448,-87.714264266,"(41.866303448, -87.714264266)" +4914075,HM384793,05/31/2006 01:30:07 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899770,2006,04/15/2016 08:55:02 AM,41.881042228,-87.756307677,"(41.881042228, -87.756307677)" +4915418,HM395367,06/05/2006 04:20:00 PM,043XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,28,26,19,1147417,1898000,2006,04/15/2016 08:55:02 AM,41.876071715,-87.734203695,"(41.876071715, -87.734203695)" +4915565,HM395585,06/05/2006 06:15:00 PM,004XX W 57TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1174207,1866808,2006,04/15/2016 08:55:02 AM,41.789922931,-87.636769226,"(41.789922931, -87.636769226)" +4917329,HM398053,06/06/2006 08:30:00 PM,094XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0633,006,9,49,19,1182723,1842512,2006,04/15/2016 08:55:02 AM,41.723058613,-87.606296659,"(41.723058613, -87.606296659)" +4917333,HM387684,06/01/2006 06:26:48 PM,002XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150431,1898567,2006,04/15/2016 08:55:02 AM,41.87756936,-87.723122448,"(41.87756936, -87.723122448)" +4917489,HM387798,06/01/2006 07:27:19 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152972,1891637,2006,04/15/2016 08:55:02 AM,41.858502718,-87.713976093,"(41.858502718, -87.713976093)" +4917621,HM391370,06/03/2006 02:44:05 PM,113XX S STEWART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1175651,1829676,2006,04/15/2016 08:55:02 AM,41.687995762,-87.632583156,"(41.687995762, -87.632583156)" +4917673,HM364765,05/21/2006 06:40:39 PM,069XX S MORGAN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,17,68,19,1170845,1858730,2006,04/15/2016 08:55:02 AM,41.767830029,-87.649332281,"(41.767830029, -87.649332281)" +4917876,HM418889,06/16/2006 10:25:05 PM,033XX W 28TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1032,010,22,30,19,1154672,1885208,2006,04/15/2016 08:55:02 AM,41.840826971,-87.707907834,"(41.840826971, -87.707907834)" +4918747,HM424730,06/19/2006 09:15:25 PM,001XX W 115TH ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0522,005,34,53,19,1177453,1828702,2006,04/15/2016 08:55:02 AM,41.685282547,-87.626015499,"(41.685282547, -87.626015499)" +4919216,HM339850,05/09/2006 01:30:00 PM,078XX S JEFFERY BLVD,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0414,004,8,43,19,1190896,1853388,2006,04/15/2016 08:55:02 AM,41.752710067,-87.576009627,"(41.752710067, -87.576009627)" +4922018,HM397039,06/06/2006 12:00:00 PM,047XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0223,002,3,38,19,1180398,1873719,2006,04/15/2016 08:55:02 AM,41.808747436,-87.613856692,"(41.808747436, -87.613856692)" +4922159,HM397970,06/06/2006 07:55:00 PM,056XX N MOZART ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2011,020,40,2,19,1156333,1937394,2006,04/15/2016 08:55:02 AM,41.983996332,-87.700399345,"(41.983996332, -87.700399345)" +4923486,HM398198,06/06/2006 10:47:35 PM,049XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143291,1908199,2006,04/15/2016 08:55:02 AM,41.90413701,-87.749098133,"(41.90413701, -87.749098133)" +4923537,HM387713,06/01/2006 07:33:15 PM,065XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,20,42,19,1183684,1861769,2006,04/15/2016 08:55:02 AM,41.775879513,-87.60217725,"(41.775879513, -87.60217725)" +4924480,HM398133,06/06/2006 08:00:00 PM,094XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,9,49,19,1182723,1842512,2006,04/15/2016 08:55:02 AM,41.723058613,-87.606296659,"(41.723058613, -87.606296659)" +4924549,HM398173,06/06/2006 10:36:48 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152947,1896475,2006,04/15/2016 08:55:02 AM,41.871779228,-87.713939731,"(41.871779228, -87.713939731)" +4924696,HM312579,04/25/2006 07:20:20 PM,004XX S PULASKI RD,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,1132,011,24,26,19,1149797,1897611,2006,04/15/2016 08:55:02 AM,41.874958334,-87.725475207,"(41.874958334, -87.725475207)" +4925561,HM338819,05/08/2006 10:38:00 PM,062XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1166411,1863325,2006,04/15/2016 08:55:02 AM,41.780534918,-87.665454111,"(41.780534918, -87.665454111)" +4926044,HM375522,05/26/2006 09:15:00 PM,011XX N LAWNDALE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1112,011,27,23,19,1151504,1907267,2006,04/15/2016 08:55:02 AM,41.901422057,-87.718953928,"(41.901422057, -87.718953928)" +4926133,HM375526,05/26/2006 09:15:00 PM,011XX N LAWNDALE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1112,011,27,23,19,1151505,1907253,2006,04/15/2016 08:55:02 AM,41.90138362,-87.718950623,"(41.90138362, -87.718950623)" +4926145,HM340693,05/09/2006 07:30:00 PM,018XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153330,1890711,2006,04/15/2016 08:55:02 AM,41.855954573,-87.712686564,"(41.855954573, -87.712686564)" +4926177,HM340799,05/09/2006 09:09:12 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160796,1862476,2006,04/15/2016 08:55:02 AM,41.778322975,-87.686063217,"(41.778322975, -87.686063217)" +4928725,HM543823,08/16/2006 02:10:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140802,1907592,2006,04/15/2016 08:55:02 AM,41.902517484,-87.758255943,"(41.902517484, -87.758255943)" +4929346,HM397242,06/06/2006 02:20:59 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1188697,1860541,2006,04/15/2016 08:55:02 AM,41.772391355,-87.583839542,"(41.772391355, -87.583839542)" +4930562,HM389934,06/02/2006 08:50:00 PM,072XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,17,68,19,1170564,1856874,2006,04/15/2016 08:55:02 AM,41.76274306,-87.650416285,"(41.76274306, -87.650416285)" +4930681,HM388088,06/01/2006 11:40:00 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168050,1851954,2006,04/15/2016 08:55:02 AM,41.749296315,-87.659771688,"(41.749296315, -87.659771688)" +4931648,HM388144,06/01/2006 11:40:00 PM,078XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1171002,1852912,2006,04/15/2016 08:55:02 AM,41.751861269,-87.648926472,"(41.751861269, -87.648926472)" +4931787,HM389719,06/02/2006 06:30:00 PM,046XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0221,002,3,38,19,1177938,1874256,2006,04/15/2016 08:55:02 AM,41.810277169,-87.622863089,"(41.810277169, -87.622863089)" +4931926,HM388004,06/01/2006 10:07:56 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167602,1894514,2006,04/15/2016 08:55:02 AM,41.866095296,-87.660191836,"(41.866095296, -87.660191836)" +4931942,HM393690,06/04/2006 08:17:14 PM,039XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150249,1895744,2006,04/15/2016 08:55:02 AM,41.869826277,-87.723864309,"(41.869826277, -87.723864309)" +4931992,HM390084,06/02/2006 09:00:00 PM,052XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,61,19,1172852,1870201,2006,04/15/2016 08:55:02 AM,41.799263703,-87.641637499,"(41.799263703, -87.641637499)" +4932247,HM389378,06/02/2006 03:45:00 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150483,1894425,2006,04/15/2016 08:55:02 AM,41.866202226,-87.723039647,"(41.866202226, -87.723039647)" +4932859,HM362311,05/20/2006 12:15:00 PM,049XX W IOWA ST,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,SIDEWALK,true,false,1531,015,37,25,19,1143360,1905530,2006,04/15/2016 08:55:02 AM,41.896811683,-87.748911462,"(41.896811683, -87.748911462)" +4932888,HM373150,05/25/2006 07:40:00 PM,053XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140325,1909455,2006,04/15/2016 08:55:02 AM,41.907638534,-87.759962328,"(41.907638534, -87.759962328)" +4933046,HM362241,05/20/2006 11:15:00 AM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150479,1903059,2006,04/15/2016 08:55:02 AM,41.889894956,-87.722828869,"(41.889894956, -87.722828869)" +4933347,HM392104,06/03/2006 09:10:00 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165550,1870565,2006,04/15/2016 08:55:02 AM,41.800420681,-87.668405407,"(41.800420681, -87.668405407)" +4936161,HM552074,08/20/2006 06:54:00 PM,026XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1423,014,26,24,19,1158474,1908544,2006,04/15/2016 08:55:02 AM,41.904786422,-87.693317323,"(41.904786422, -87.693317323)" +4936401,HM328570,05/03/2006 06:30:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,STREET,true,false,2111,009,25,34,19,1175321,1889596,2006,04/15/2016 08:55:02 AM,41.852430375,-87.6320025,"(41.852430375, -87.6320025)" +4936538,HM410708,06/13/2006 03:17:14 AM,054XX W FULTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,28,25,19,1139665,1901475,2006,04/15/2016 08:55:02 AM,41.885752526,-87.762581859,"(41.885752526, -87.762581859)" +4937233,HM383323,05/30/2006 07:00:05 PM,0000X E 102ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178347,1837020,2006,04/15/2016 08:55:02 AM,41.708088133,-87.622491493,"(41.708088133, -87.622491493)" +4938015,HM384913,05/31/2006 02:42:11 PM,012XX N HARDING AVE,1680,GAMBLING,OTHER,STREET,true,false,2535,025,27,23,19,1149825,1907941,2006,04/15/2016 08:55:02 AM,41.903304411,-87.725103562,"(41.903304411, -87.725103562)" +4938139,HM385777,05/31/2006 08:45:03 PM,115XX S ADA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,34,53,19,1169399,1828333,2006,04/15/2016 08:55:02 AM,41.684447628,-87.65550986,"(41.684447628, -87.65550986)" +4938142,HM391717,06/03/2006 06:11:11 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187172,1858714,2006,04/15/2016 08:55:02 AM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +4938191,HM411538,06/13/2006 02:43:16 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151903,1894170,2006,04/15/2016 08:55:02 AM,41.865474657,-87.717833381,"(41.865474657, -87.717833381)" +4938231,HM411558,06/13/2006 02:50:00 PM,024XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176702,1888138,2006,04/15/2016 08:55:02 AM,41.848398456,-87.626977894,"(41.848398456, -87.626977894)" +4938433,HM393681,06/04/2006 08:00:47 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1163893,1951001,2006,04/15/2016 08:55:02 AM,42.021177601,-87.67220843,"(42.021177601, -87.67220843)" +4940048,HM412182,06/13/2006 06:49:00 PM,043XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147606,1889014,2006,04/15/2016 08:55:02 AM,41.851409403,-87.733740179,"(41.851409403, -87.733740179)" +4940180,HM270067,04/03/2006 08:40:00 PM,003XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141649,1901749,2006,04/15/2016 08:55:02 AM,41.886467974,-87.755289326,"(41.886467974, -87.755289326)" +4940673,HM368490,05/23/2006 04:35:00 PM,062XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,16,67,19,1166412,1863270,2006,04/15/2016 08:55:02 AM,41.780383969,-87.665452011,"(41.780383969, -87.665452011)" +4940722,HM368011,05/23/2006 01:00:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153248,1904667,2006,04/15/2016 08:55:02 AM,41.894252955,-87.712617093,"(41.894252955, -87.712617093)" +4940779,HM374993,05/26/2006 04:10:00 PM,053XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140325,1909455,2006,04/15/2016 08:55:02 AM,41.907638534,-87.759962328,"(41.907638534, -87.759962328)" +4941321,HM390264,06/03/2006 12:38:04 AM,068XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166523,1859302,2006,04/15/2016 08:55:02 AM,41.769492898,-87.665158092,"(41.769492898, -87.665158092)" +4942003,HM375052,05/26/2006 05:00:00 PM,003XX E 29TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,001,2,35,19,1178628,1885836,2006,04/15/2016 08:55:02 AM,41.842037919,-87.619979608,"(41.842037919, -87.619979608)" +4942760,HM404539,06/09/2006 11:50:44 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161221,1859242,2006,04/15/2016 08:55:02 AM,41.769439636,-87.684594571,"(41.769439636, -87.684594571)" +4942944,HM365962,05/22/2006 12:12:37 PM,080XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0422,004,7,46,19,1195904,1852121,2006,04/15/2016 08:55:02 AM,41.749110891,-87.557699586,"(41.749110891, -87.557699586)" +4942998,HM366564,05/22/2006 04:47:08 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142518,1905845,2006,04/15/2016 08:55:02 AM,41.897691777,-87.751996192,"(41.897691777, -87.751996192)" +4943008,HM403778,06/09/2006 04:01:59 PM,060XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165387,1864541,2006,04/15/2016 08:55:02 AM,41.783893541,-87.66917385,"(41.783893541, -87.66917385)" +4943039,HM405589,06/10/2006 01:40:02 PM,009XX S ADA ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1213,012,2,28,19,1167607,1895964,2006,04/15/2016 08:55:02 AM,41.870074107,-87.660131736,"(41.870074107, -87.660131736)" +4943081,HM408123,06/11/2006 08:10:15 PM,128XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,34,53,19,1173663,1819849,2006,04/15/2016 08:55:02 AM,41.661073019,-87.64015044,"(41.661073019, -87.64015044)" +4943102,HM408347,06/11/2006 11:36:56 PM,049XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143222,1903538,2006,04/15/2016 08:55:02 AM,41.891347981,-87.749468108,"(41.891347981, -87.749468108)" +4943196,HM390019,06/02/2006 09:20:36 PM,012XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150574,1894144,2006,04/15/2016 08:55:02 AM,41.865429354,-87.722712913,"(41.865429354, -87.722712913)" +4943292,HM389714,06/02/2006 06:25:00 PM,017XX N SEDGWICK ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1814,018,43,7,19,1173330,1911717,2006,04/15/2016 08:55:02 AM,41.913176174,-87.638652778,"(41.913176174, -87.638652778)" +4943356,HM412055,06/13/2006 06:00:00 PM,003XX W OAK ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1173484,1907095,2006,04/15/2016 08:55:02 AM,41.900489748,-87.638224621,"(41.900489748, -87.638224621)" +4943436,HM388624,06/02/2006 10:07:00 AM,052XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141601,1897512,2006,04/15/2016 08:55:02 AM,41.874842001,-87.755570343,"(41.874842001, -87.755570343)" +4943471,HM366738,05/22/2006 06:39:38 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152580,1904804,2006,04/15/2016 08:55:02 AM,41.894642132,-87.71506684,"(41.894642132, -87.71506684)" +4943719,HM390267,06/03/2006 12:44:22 AM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152972,1891647,2006,04/15/2016 08:55:02 AM,41.858530159,-87.713975828,"(41.858530159, -87.713975828)" +4943995,HM469724,07/11/2006 08:00:00 PM,067XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,0833,008,13,65,19,1150867,1859407,2006,04/15/2016 08:55:02 AM,41.770100465,-87.722543736,"(41.770100465, -87.722543736)" +4944868,HM398090,06/06/2006 09:15:00 PM,047XX N KENNETH AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1722,017,45,16,19,1145602,1931183,2006,04/15/2016 08:55:02 AM,41.967163715,-87.740024854,"(41.967163715, -87.740024854)" +4945193,HM390931,06/03/2006 10:30:06 AM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2006,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +4945810,HM362353,05/20/2006 12:35:00 PM,040XX W 18TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1012,010,24,29,19,1149915,1891081,2006,04/15/2016 08:55:02 AM,41.857036951,-87.725211795,"(41.857036951, -87.725211795)" +4949311,HM377271,05/27/2006 06:40:00 PM,055XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139723,1898127,2006,04/15/2016 08:55:02 AM,41.876564124,-87.762450651,"(41.876564124, -87.762450651)" +4949989,HM396078,06/05/2006 10:14:58 PM,066XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160849,1860641,2006,04/15/2016 08:55:02 AM,41.773286383,-87.685919559,"(41.773286383, -87.685919559)" +4950040,HM404273,06/09/2006 08:35:00 PM,066XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,20,42,19,1181375,1861109,2006,04/15/2016 08:55:02 AM,41.774121967,-87.610662082,"(41.774121967, -87.610662082)" +4951653,HM413924,06/14/2006 04:12:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150362,1894752,2006,04/15/2016 08:55:02 AM,41.867101912,-87.723475324,"(41.867101912, -87.723475324)" +4951881,HM421732,06/18/2006 11:53:18 AM,002XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142003,1901096,2006,04/15/2016 08:55:02 AM,41.884669511,-87.754005522,"(41.884669511, -87.754005522)" +4952682,HM416648,06/15/2006 09:54:38 PM,013XX N MENARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137435,1908427,2006,04/15/2016 08:55:02 AM,41.904870098,-87.770603563,"(41.904870098, -87.770603563)" +4953273,HM433185,06/23/2006 07:59:22 PM,074XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0333,003,5,43,19,1191175,1855739,2006,04/15/2016 08:55:02 AM,41.759154666,-87.574911274,"(41.759154666, -87.574911274)" +4953486,HM393107,06/04/2006 01:59:20 PM,063XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,16,68,19,1170400,1862852,2006,04/15/2016 08:55:02 AM,41.779150999,-87.650843503,"(41.779150999, -87.650843503)" +4953567,HM393632,06/04/2006 07:08:48 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141268,1902644,2006,04/15/2016 08:55:02 AM,41.888930998,-87.756666383,"(41.888930998, -87.756666383)" +4953626,HM412434,06/13/2006 09:24:56 PM,071XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0831,008,18,66,19,1154938,1857110,2006,04/15/2016 08:55:02 AM,41.763716834,-87.707682236,"(41.763716834, -87.707682236)" +4953653,HM393960,06/04/2006 10:48:00 PM,036XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152145,1896121,2006,04/15/2016 08:55:02 AM,41.870823656,-87.71689355,"(41.870823656, -87.71689355)" +4954529,HM411417,06/13/2006 01:06:32 PM,015XX W 95TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2221,022,21,73,19,1167541,1841721,2006,04/15/2016 08:55:02 AM,41.721226384,-87.661929391,"(41.721226384, -87.661929391)" +4954550,HM413610,06/14/2006 12:58:17 PM,056XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0715,007,15,67,19,1164322,1867165,2006,04/15/2016 08:55:02 AM,41.79111664,-87.673004655,"(41.79111664, -87.673004655)" +4954638,HM435253,06/24/2006 10:30:05 PM,038XX W WILCOX ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1122,011,28,26,19,1150923,1899064,2006,04/15/2016 08:55:02 AM,41.878923569,-87.721302928,"(41.878923569, -87.721302928)" +4955205,HM435019,06/24/2006 07:30:00 PM,089XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197318,1846295,2006,04/15/2016 08:55:02 AM,41.733088802,-87.552711915,"(41.733088802, -87.552711915)" +4955369,HM364851,05/21/2006 08:09:47 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1121,011,27,23,19,1153913,1904640,2006,04/15/2016 08:55:02 AM,41.894165637,-87.71017546,"(41.894165637, -87.71017546)" +4955376,HM433165,06/23/2006 07:00:18 PM,032XX W MARQUETTE RD,1680,GAMBLING,OTHER,SIDEWALK,true,false,0831,008,15,66,19,1156032,1860014,2006,04/15/2016 08:55:02 AM,41.771663951,-87.703594519,"(41.771663951, -87.703594519)" +4955425,HM364855,05/21/2006 07:58:29 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1331,012,2,27,19,1156685,1900210,2006,04/15/2016 08:55:02 AM,41.881953603,-87.700114796,"(41.881953603, -87.700114796)" +4956265,HM441201,06/27/2006 09:16:28 PM,126XX S LOWE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0523,005,9,53,19,1174281,1821128,2006,04/15/2016 08:55:02 AM,41.664569148,-87.637851177,"(41.664569148, -87.637851177)" +4956423,HM440923,06/27/2006 07:10:00 PM,055XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169598,1867938,2006,04/15/2016 08:55:02 AM,41.79312501,-87.653636311,"(41.79312501, -87.653636311)" +4956828,HM414382,06/14/2006 07:50:00 PM,014XX E 67TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0332,003,5,43,19,1187002,1860525,2006,04/15/2016 08:55:02 AM,41.772387816,-87.590053339,"(41.772387816, -87.590053339)" +4956862,HM433136,06/23/2006 07:17:47 PM,052XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165567,1869948,2006,04/15/2016 08:55:02 AM,41.798727198,-87.668360567,"(41.798727198, -87.668360567)" +4957022,HM438971,06/26/2006 08:00:00 PM,020XX W NORWOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2413,024,40,2,19,1161423,1940297,2006,04/15/2016 08:55:02 AM,41.991857529,-87.681597854,"(41.991857529, -87.681597854)" +4957082,HM433821,06/24/2006 03:31:49 AM,013XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151247,1893269,2006,04/15/2016 08:55:02 AM,41.86301509,-87.720265223,"(41.86301509, -87.720265223)" +4957122,HM434932,06/24/2006 06:05:00 PM,014XX E 67TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1187036,1860525,2006,04/15/2016 08:55:02 AM,41.772387009,-87.589928706,"(41.772387009, -87.589928706)" +4957389,HM434458,06/24/2006 01:19:40 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0332,003,5,43,19,1188697,1860541,2006,04/15/2016 08:55:02 AM,41.772391355,-87.583839542,"(41.772391355, -87.583839542)" +4957602,HM434551,06/24/2006 03:12:44 PM,013XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150923,1893581,2006,04/15/2016 08:55:02 AM,41.863877597,-87.721446441,"(41.863877597, -87.721446441)" +4957660,HM434603,06/24/2006 03:23:55 PM,074XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0333,003,8,43,19,1189998,1855923,2006,04/15/2016 08:55:02 AM,41.759687972,-87.579218945,"(41.759687972, -87.579218945)" +4958029,HM377747,05/27/2006 11:15:00 PM,085XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0632,006,6,44,19,1179966,1848381,2006,04/15/2016 08:55:02 AM,41.739227316,-87.616216093,"(41.739227316, -87.616216093)" +4958392,HM364324,05/21/2006 03:26:17 PM,067XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167828,1860021,2006,04/15/2016 08:55:02 AM,41.771438007,-87.660353926,"(41.771438007, -87.660353926)" +4958594,HM364357,05/21/2006 02:36:12 PM,091XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",false,false,0413,004,8,47,19,1185475,1844606,2006,04/15/2016 08:55:02 AM,41.728740563,-87.596150779,"(41.728740563, -87.596150779)" +4958607,HM441232,06/27/2006 11:38:08 PM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151585,1904721,2006,04/15/2016 08:55:02 AM,41.894433989,-87.718723399,"(41.894433989, -87.718723399)" +4958986,HM392945,06/04/2006 02:34:01 PM,015XX W 72ND PL,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0734,007,17,67,19,1167226,1856649,2006,04/15/2016 08:55:02 AM,41.7621977,-87.662657035,"(41.7621977, -87.662657035)" +4959839,HM419150,06/17/2006 01:31:02 AM,031XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155771,1893291,2006,04/15/2016 08:55:02 AM,41.862985609,-87.703657382,"(41.862985609, -87.703657382)" +4960316,HM439255,06/26/2006 10:40:00 PM,005XX E 67TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,20,42,19,1181155,1860713,2006,04/15/2016 08:55:02 AM,41.773040374,-87.611480737,"(41.773040374, -87.611480737)" +4960725,HM438727,06/26/2006 05:40:00 PM,002XX S LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141755,1898647,2006,04/15/2016 08:55:02 AM,41.877953739,-87.754976831,"(41.877953739, -87.754976831)" +4960788,HM414215,06/14/2006 06:32:37 PM,014XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,30,23,19,1150118,1909225,2006,04/15/2016 08:55:02 AM,41.906822127,-87.7239938,"(41.906822127, -87.7239938)" +4961075,HM391807,06/03/2006 06:39:38 PM,006XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140566,1903638,2006,04/15/2016 08:55:02 AM,41.891671574,-87.759220011,"(41.891671574, -87.759220011)" +4961229,HM441128,06/27/2006 08:30:00 PM,077XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1631,016,36,17,19,1124032,1920372,2006,04/15/2016 08:55:02 AM,41.937879513,-87.819575016,"(41.937879513, -87.819575016)" +4962306,HM438633,06/26/2006 05:05:03 PM,009XX E 104TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,50,19,1184238,1836191,2006,04/15/2016 08:55:02 AM,41.705677782,-87.600944364,"(41.705677782, -87.600944364)" +4963125,HM350746,05/14/2006 06:45:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151521,1906778,2006,04/15/2016 08:55:02 AM,41.900079859,-87.718904349,"(41.900079859, -87.718904349)" +4963054,HM350716,05/14/2006 06:00:00 PM,008XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1150237,1905328,2006,04/15/2016 08:55:02 AM,41.89612605,-87.723658397,"(41.89612605, -87.723658397)" +4963085,HM432609,06/23/2006 02:30:00 PM,031XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,28,27,19,1155381,1900183,2006,04/15/2016 08:55:02 AM,41.881905815,-87.704903812,"(41.881905815, -87.704903812)" +4967489,HM581637,09/04/2006 07:30:00 PM,012XX N LEAVITT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1424,014,32,24,19,1161515,1908136,2006,04/15/2016 08:55:02 AM,41.903604036,-87.682158204,"(41.903604036, -87.682158204)" +4967641,HM436633,06/25/2006 04:10:23 PM,131XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183246,1818308,2006,04/15/2016 08:55:02 AM,41.65662744,-87.605130437,"(41.65662744, -87.605130437)" +4967757,HM437138,06/25/2006 10:17:35 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1531,015,28,25,19,1143911,1904525,2006,04/15/2016 08:55:02 AM,41.89404353,-87.746912933,"(41.89404353, -87.746912933)" +4967791,HM387886,06/01/2006 09:30:00 PM,040XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1712,017,39,14,19,1148401,1931589,2006,04/15/2016 08:55:02 AM,41.968224159,-87.729722663,"(41.968224159, -87.729722663)" +4968720,HM416771,06/15/2006 10:56:58 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152350,1894798,2006,04/15/2016 08:55:02 AM,41.867189154,-87.716175839,"(41.867189154, -87.716175839)" +4968822,HM419112,06/17/2006 01:00:00 AM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150355,1894752,2006,04/15/2016 08:55:02 AM,41.867102048,-87.723501022,"(41.867102048, -87.723501022)" +4968867,HM438159,06/26/2006 12:54:17 PM,119XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1174458,1825674,2006,04/15/2016 08:55:02 AM,41.677040192,-87.637069014,"(41.677040192, -87.637069014)" +4969567,HM436577,06/25/2006 03:56:40 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0431,004,7,51,19,1192690,1840768,2006,04/15/2016 08:55:02 AM,41.718036118,-87.569845728,"(41.718036118, -87.569845728)" +4969589,HM437013,06/25/2006 08:56:33 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1166912,1869279,2006,04/15/2016 08:55:02 AM,41.796862726,-87.663447277,"(41.796862726, -87.663447277)" +4969641,HM437067,06/25/2006 08:22:09 PM,078XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,6,69,19,1179832,1853099,2006,04/15/2016 08:55:02 AM,41.752177114,-87.616563052,"(41.752177114, -87.616563052)" +4969646,HM437114,06/25/2006 09:28:10 PM,074XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1193939,1855945,2006,04/15/2016 08:55:02 AM,41.75965263,-87.564774781,"(41.75965263, -87.564774781)" +4970851,HM442827,06/28/2006 06:27:12 PM,025XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,28,19,1159699,1898616,2006,04/15/2016 08:55:02 AM,41.877517962,-87.689091344,"(41.877517962, -87.689091344)" +4971354,HM442917,06/28/2006 05:55:23 PM,081XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1198232,1851690,2006,04/15/2016 08:55:02 AM,41.747870292,-87.549183485,"(41.747870292, -87.549183485)" +4971371,HM350774,05/14/2006 07:15:00 PM,039XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150118,1898063,2006,04/15/2016 08:55:02 AM,41.876192428,-87.724284843,"(41.876192428, -87.724284843)" +4971540,HM350853,05/14/2006 08:20:00 PM,094XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,2221,022,19,72,19,1162035,1841885,2006,04/15/2016 08:55:02 AM,41.721792493,-87.682092321,"(41.721792493, -87.682092321)" +4971556,HM443024,06/28/2006 07:41:19 PM,005XX N LAWLER AVE,1680,GAMBLING,OTHER,STREET,true,false,1532,015,28,25,19,1142602,1903116,2006,04/15/2016 08:55:02 AM,41.890201518,-87.751755607,"(41.890201518, -87.751755607)" +4971758,HM444594,06/29/2006 05:10:00 PM,007XX N WALLER AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1511,015,29,25,19,1138199,1904266,2006,04/15/2016 08:55:02 AM,41.893438015,-87.767897856,"(41.893438015, -87.767897856)" +4971775,HM443256,06/28/2006 05:55:23 PM,029XX E 80TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197424,1852172,2006,04/15/2016 08:55:02 AM,41.749213103,-87.552128148,"(41.749213103, -87.552128148)" +4971915,HM444918,06/29/2006 07:56:49 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1176426,1841946,2006,04/15/2016 08:55:02 AM,41.721649055,-87.629378772,"(41.721649055, -87.629378772)" +4972796,HM399511,06/07/2006 11:45:00 AM,020XX E 79TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0414,004,8,43,19,1190990,1852988,2006,04/15/2016 08:55:02 AM,41.751610161,-87.57567807,"(41.751610161, -87.57567807)" +4972992,HM400747,06/08/2006 07:00:00 AM,072XX S JEFFERY BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0333,003,5,43,19,1190792,1857540,2006,04/15/2016 08:55:02 AM,41.764106016,-87.576256836,"(41.764106016, -87.576256836)" +4973733,HM399082,06/07/2006 12:10:59 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165548,1870647,2006,04/15/2016 08:55:02 AM,41.800645741,-87.668410415,"(41.800645741, -87.668410415)" +4974360,HM386939,06/01/2006 01:37:32 PM,049XX W DIVISION ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1143170,1907535,2006,04/15/2016 08:55:02 AM,41.90231718,-87.7495592,"(41.90231718, -87.7495592)" +4974767,HM587617,09/07/2006 06:15:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155845,1910486,2006,04/15/2016 08:55:02 AM,41.910168856,-87.702922021,"(41.910168856, -87.702922021)" +4975229,HM447273,06/30/2006 11:20:00 PM,101XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169287,1837531,2006,04/15/2016 08:55:02 AM,41.709690841,-87.655654932,"(41.709690841, -87.655654932)" +4975360,HM446971,06/30/2006 08:10:00 PM,048XX N KENMORE AVE,1680,GAMBLING,OTHER,ALLEY,true,false,2024,020,46,3,19,1168375,1932533,2006,04/15/2016 08:55:02 AM,41.970404887,-87.656252181,"(41.970404887, -87.656252181)" +4975435,HM400313,06/07/2006 09:30:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175328,1889326,2006,04/15/2016 08:55:02 AM,41.851689318,-87.631984902,"(41.851689318, -87.631984902)" +4976699,HM430521,06/22/2006 03:51:53 PM,071XX S RHODES AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0323,003,6,69,19,1181143,1857742,2006,04/15/2016 08:55:02 AM,41.764887927,-87.611616114,"(41.764887927, -87.611616114)" +4976716,HM431362,06/22/2006 10:49:47 PM,035XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152781,1893058,2006,04/15/2016 08:55:02 AM,41.862405884,-87.714639603,"(41.862405884, -87.714639603)" +4981572,HM449066,07/01/2006 09:12:06 PM,001XX E 45TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,3,38,19,1178038,1875291,2006,04/15/2016 08:55:02 AM,41.81311503,-87.622464902,"(41.81311503, -87.622464902)" +4981754,HM448630,07/01/2006 04:43:05 PM,056XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1173911,1867868,2006,04/15/2016 08:55:02 AM,41.792838259,-87.637823125,"(41.792838259, -87.637823125)" +4981757,HM278346,04/07/2006 10:50:00 PM,027XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,POOL ROOM,true,false,1911,019,47,4,19,1157362,1931772,2006,04/15/2016 08:55:02 AM,41.968548354,-87.696768483,"(41.968548354, -87.696768483)" +4981930,HM448862,07/01/2006 06:30:00 PM,079XX S YATES BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0422,004,7,46,19,1193570,1852889,2006,04/15/2016 08:55:02 AM,41.751275763,-87.566227001,"(41.751275763, -87.566227001)" +4982635,HM431302,06/22/2006 09:50:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150335,1894751,2006,04/15/2016 08:55:02 AM,41.867099694,-87.723574471,"(41.867099694, -87.723574471)" +4982773,HM448316,07/01/2006 12:55:24 PM,037XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1151720,1894784,2006,04/15/2016 08:55:02 AM,41.867163142,-87.718489043,"(41.867163142, -87.718489043)" +4983477,HM431166,06/22/2006 07:44:02 PM,123XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,34,53,19,1173555,1823136,2006,04/15/2016 08:55:02 AM,41.670095481,-87.640448949,"(41.670095481, -87.640448949)" +4983942,HM446976,06/30/2006 08:00:00 PM,024XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161082,1859492,2006,04/15/2016 08:55:02 AM,41.770128548,-87.685097178,"(41.770128548, -87.685097178)" +4983990,HM447565,07/01/2006 03:14:59 AM,016XX S PULASKI RD,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1014,010,24,29,19,1149988,1891438,2006,04/15/2016 08:55:02 AM,41.858015184,-87.724934556,"(41.858015184, -87.724934556)" +4985040,HM449202,07/01/2006 10:18:52 PM,008XX E 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183077,1852804,2006,04/15/2016 08:55:02 AM,41.751292803,-87.604680828,"(41.751292803, -87.604680828)" +4986151,HM458217,07/06/2006 12:30:46 PM,016XX S DRAKE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1021,010,24,29,19,1152973,1891606,2006,04/15/2016 08:55:02 AM,41.85841763,-87.713973243,"(41.85841763, -87.713973243)" +4986385,HM458335,07/06/2006 01:22:16 PM,072XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0334,003,7,43,19,1193732,1857463,2006,04/15/2016 08:55:02 AM,41.763823209,-87.565483757,"(41.763823209, -87.565483757)" +4986744,HM404171,06/09/2006 08:02:36 PM,076XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,7,43,19,1192527,1854815,2006,04/15/2016 08:55:02 AM,41.75658632,-87.569986391,"(41.75658632, -87.569986391)" +4987013,HM450973,07/02/2006 09:47:39 PM,058XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1137505,1901419,2006,04/15/2016 08:55:02 AM,41.885638003,-87.770515295,"(41.885638003, -87.770515295)" +4987222,HM442286,06/28/2006 01:35:16 PM,087XX S THROOP ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2222,022,21,71,19,1169189,1846772,2006,04/15/2016 08:55:02 AM,41.73505164,-87.655747456,"(41.73505164, -87.655747456)" +4988063,HM232633,03/14/2006 09:15:00 PM,032XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1713,017,33,14,19,1154045,1931710,2006,04/15/2016 08:55:02 AM,41.968445202,-87.70896666,"(41.968445202, -87.70896666)" +4988129,HM407407,06/11/2006 12:41:09 PM,031XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,28,27,19,1155381,1900183,2006,04/15/2016 08:55:02 AM,41.881905815,-87.704903812,"(41.881905815, -87.704903812)" +4988133,HM453435,07/04/2006 02:15:21 AM,003XX W 70TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0731,007,6,69,19,1175171,1858533,2006,04/15/2016 08:55:02 AM,41.76719394,-87.633481471,"(41.76719394, -87.633481471)" +4988220,HM407472,06/11/2006 01:27:16 PM,039XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150420,1893756,2006,04/15/2016 08:55:02 AM,41.864367641,-87.723288379,"(41.864367641, -87.723288379)" +4988277,HM407897,06/11/2006 05:25:19 PM,080XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,46,19,1191590,1852175,2006,04/15/2016 08:55:02 AM,41.749364699,-87.573505702,"(41.749364699, -87.573505702)" +4988370,HM408036,06/11/2006 07:10:20 PM,009XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150547,1906074,2006,04/15/2016 08:55:02 AM,41.898167099,-87.722500313,"(41.898167099, -87.722500313)" +4988420,HM430571,06/22/2006 03:47:14 PM,011XX E 82ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1185128,1850849,2006,04/15/2016 08:55:02 AM,41.745880174,-87.597226297,"(41.745880174, -87.597226297)" +4988687,HM404187,06/09/2006 08:14:58 PM,012XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149583,1893954,2006,04/15/2016 08:55:02 AM,41.864927256,-87.726355876,"(41.864927256, -87.726355876)" +4988809,HM408083,06/11/2006 06:55:00 PM,014XX E 70TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187324,1858875,2006,04/15/2016 08:55:02 AM,41.767852431,-87.588925347,"(41.767852431, -87.588925347)" +4988762,HM404192,06/09/2006 08:10:00 PM,056XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163656,1867250,2006,04/15/2016 08:55:02 AM,41.791363902,-87.675444354,"(41.791363902, -87.675444354)" +4988909,HM403947,06/09/2006 05:23:52 PM,017XX N KEATING AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2533,025,37,25,19,1144460,1911073,2006,04/15/2016 08:55:02 AM,41.912001647,-87.744731601,"(41.912001647, -87.744731601)" +4989015,HM406476,06/10/2006 10:48:01 PM,012XX S KEDVALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148913,1894075,2006,04/15/2016 08:55:02 AM,41.865272267,-87.728812348,"(41.865272267, -87.728812348)" +4989121,HM407712,06/11/2006 03:58:25 PM,080XX S STEWART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0623,006,17,44,19,1175023,1851586,2006,04/15/2016 08:55:02 AM,41.748133843,-87.634230879,"(41.748133843, -87.634230879)" +4989166,HM408175,06/11/2006 07:55:00 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187173,1858703,2006,04/15/2016 08:55:02 AM,41.767384032,-87.589484274,"(41.767384032, -87.589484274)" +4989176,HM454300,07/04/2006 02:50:08 PM,013XX W LUNT AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2431,024,49,1,19,1165953,1946632,2006,04/15/2016 08:55:02 AM,42.009145091,-87.664753261,"(42.009145091, -87.664753261)" +4991488,HM415580,06/15/2006 11:45:00 AM,003XX S HALSTED ST,1680,GAMBLING,OTHER,STREET,true,false,1213,012,27,28,19,1171104,1898556,2006,04/15/2016 08:55:02 AM,41.877110766,-87.647217192,"(41.877110766, -87.647217192)" +4992403,HM314644,04/26/2006 06:25:00 PM,025XX W DIVISION ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1312,012,26,24,19,1159082,1907889,2006,04/15/2016 08:55:02 AM,41.902976579,-87.691101968,"(41.902976579, -87.691101968)" +4992841,HM477775,07/15/2006 06:59:09 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191430,1858666,2006,04/15/2016 08:55:02 AM,41.767180416,-87.573882016,"(41.767180416, -87.573882016)" +4994754,HM607775,09/17/2006 11:30:00 PM,056XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1138210,1910064,2006,04/15/2016 08:55:02 AM,41.909348234,-87.76771706,"(41.909348234, -87.76771706)" +4995229,HM328755,05/03/2006 08:15:00 PM,061XX W DIVERSEY AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2511,025,29,19,19,1135146,1917970,2006,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +4996011,HM457254,07/05/2006 10:00:00 PM,079XX S YATES BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,7,46,19,1193572,1852797,2006,04/15/2016 08:55:02 AM,41.751023259,-87.566222678,"(41.751023259, -87.566222678)" +4996643,HM465187,07/09/2006 08:17:58 PM,065XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,15,66,19,1158505,1861104,2006,04/15/2016 08:55:02 AM,41.774605023,-87.694499562,"(41.774605023, -87.694499562)" +4997673,HM431219,06/22/2006 06:55:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2006,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +4998105,HM460926,07/07/2006 05:50:16 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1179989,1863828,2006,04/15/2016 08:55:02 AM,41.78161502,-87.615659667,"(41.78161502, -87.615659667)" +4998602,HM457451,07/06/2006 12:16:46 AM,078XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1191562,1853446,2006,04/15/2016 08:55:02 AM,41.752853111,-87.573567176,"(41.752853111, -87.573567176)" +4998798,HM457333,07/05/2006 10:00:00 PM,014XX E 67TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1187002,1860525,2006,04/15/2016 08:55:02 AM,41.772387816,-87.590053339,"(41.772387816, -87.590053339)" +4999009,HM610346,09/19/2006 12:30:00 PM,016XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136842,1910288,2006,04/15/2016 08:55:02 AM,41.909987561,-87.772737189,"(41.909987561, -87.772737189)" +4999014,HM454594,07/04/2006 07:15:53 PM,001XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143280,1899070,2006,04/15/2016 08:55:02 AM,41.879086168,-87.749366761,"(41.879086168, -87.749366761)" +5000231,HM374370,05/26/2006 11:30:00 AM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2006,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +5000354,HM465177,07/09/2006 08:05:24 PM,043XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147606,1889014,2006,04/15/2016 08:55:02 AM,41.851409403,-87.733740179,"(41.851409403, -87.733740179)" +5001672,HM456880,07/05/2006 06:30:00 PM,025XX S WASHTENAW AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1034,010,12,30,19,1158775,1886844,2006,04/15/2016 08:55:02 AM,41.845233365,-87.692806506,"(41.845233365, -87.692806506)" +5001757,HM399874,06/07/2006 05:50:00 PM,013XX S CALIFORNIA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1157901,1893618,2006,04/15/2016 08:55:02 AM,41.863839795,-87.695829425,"(41.863839795, -87.695829425)" +5001822,HM468963,07/11/2006 03:30:00 PM,061XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1181950,1864484,2006,04/15/2016 08:55:02 AM,41.783370007,-87.608449971,"(41.783370007, -87.608449971)" +5001844,HM446356,06/30/2006 02:30:00 PM,071XX S RHODES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0323,003,6,69,19,1181141,1857831,2006,04/15/2016 08:55:02 AM,41.765132198,-87.611620707,"(41.765132198, -87.611620707)" +5003813,HM465409,07/09/2006 10:38:50 PM,046XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2123,002,4,39,19,1185973,1874400,2006,04/15/2016 08:55:02 AM,41.810486256,-87.593387544,"(41.810486256, -87.593387544)" +5004507,HM456151,07/05/2006 01:32:45 PM,122XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1174521,1823732,2006,04/15/2016 08:55:02 AM,41.671709633,-87.636895867,"(41.671709633, -87.636895867)" +5004533,HM456153,07/05/2006 01:44:43 PM,001XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1141684,1900723,2006,04/15/2016 08:55:02 AM,41.883651857,-87.755186179,"(41.883651857, -87.755186179)" +5005397,HM461527,07/07/2006 10:39:55 PM,051XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1178912,1871021,2006,04/15/2016 08:55:02 AM,41.801377893,-87.619389174,"(41.801377893, -87.619389174)" +5005835,HM459240,07/06/2006 08:43:32 PM,032XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154831,1893269,2006,04/15/2016 08:55:02 AM,41.862944105,-87.707108634,"(41.862944105, -87.707108634)" +5005877,HM443042,06/28/2006 07:30:00 PM,073XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1631,016,36,17,19,1126441,1925782,2006,04/15/2016 08:55:02 AM,41.952685246,-87.810600012,"(41.952685246, -87.810600012)" +5005917,HM462139,07/08/2006 08:41:54 AM,067XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,20,69,19,1177886,1860323,2006,04/15/2016 08:55:02 AM,41.772044841,-87.623475779,"(41.772044841, -87.623475779)" +5006393,HM466809,07/10/2006 03:50:00 PM,007XX N CENTRAL AVE,1651,GAMBLING,GAME/CARDS,MEDICAL/DENTAL OFFICE,true,false,1524,015,37,25,19,1138891,1904389,2006,04/15/2016 08:55:02 AM,41.893763001,-87.765353356,"(41.893763001, -87.765353356)" +5006869,HM462186,07/08/2006 09:00:00 AM,076XX S EXCHANGE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0421,004,7,43,19,1195776,1855003,2006,04/15/2016 08:55:02 AM,41.75702248,-87.558073456,"(41.75702248, -87.558073456)" +5006961,HM460410,07/07/2006 01:18:03 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139732,1897139,2006,04/15/2016 08:55:02 AM,41.873852758,-87.762441734,"(41.873852758, -87.762441734)" +5007888,HM420522,06/17/2006 07:40:00 PM,012XX W GREENLEAF AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2423,024,49,1,19,1166910,1947102,2006,04/15/2016 08:55:02 AM,42.010414215,-87.661218616,"(42.010414215, -87.661218616)" +5010847,HM462307,07/08/2006 11:01:17 AM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152972,1891642,2006,04/15/2016 08:55:02 AM,41.858516438,-87.71397596,"(41.858516438, -87.71397596)" +5011493,HM462365,07/08/2006 11:00:00 AM,049XX N SHERIDAN RD,1680,GAMBLING,OTHER,STREET,true,false,2024,020,46,3,19,1168736,1933251,2006,04/15/2016 08:55:02 AM,41.972367264,-87.654903861,"(41.972367264, -87.654903861)" +5011713,HM467656,07/10/2006 11:05:00 PM,051XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164886,1870574,2006,04/15/2016 08:55:02 AM,41.800459447,-87.670840252,"(41.800459447, -87.670840252)" +5012364,HM452966,07/03/2006 08:48:03 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142927,1903346,2006,04/15/2016 08:55:02 AM,41.890826614,-87.750556305,"(41.890826614, -87.750556305)" +5013196,HM513841,08/01/2006 09:36:56 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0824,008,16,66,19,1160723,1865156,2006,04/15/2016 08:55:02 AM,41.785678771,-87.686256904,"(41.785678771, -87.686256904)" +5013567,HM473527,07/13/2006 06:52:02 PM,051XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,37,19,1175153,1871027,2006,04/15/2016 08:55:02 AM,41.801479209,-87.633174536,"(41.801479209, -87.633174536)" +5014678,HM477368,07/15/2006 02:31:34 PM,012XX W 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169157,1856040,2006,04/15/2016 08:55:02 AM,41.760484992,-87.65559725,"(41.760484992, -87.65559725)" +5014772,HM477784,07/15/2006 06:45:56 PM,056XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165974,1867224,2006,04/15/2016 08:55:02 AM,41.791243564,-87.666945445,"(41.791243564, -87.666945445)" +5014906,HM514910,08/02/2006 01:30:38 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160724,1865108,2006,04/15/2016 08:55:02 AM,41.785547032,-87.686254562,"(41.785547032, -87.686254562)" +5015676,HM374378,05/26/2006 12:04:08 PM,071XX S PEORIA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0733,007,17,68,19,1171541,1857484,2006,04/15/2016 08:55:02 AM,41.764395635,-87.646817583,"(41.764395635, -87.646817583)" +5015715,HM465328,07/09/2006 10:04:05 PM,016XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1149986,1891505,2006,04/15/2016 08:55:02 AM,41.858199079,-87.724940155,"(41.858199079, -87.724940155)" +5015772,HM466527,07/10/2006 01:57:50 PM,008XX E 65TH ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0321,003,20,42,19,1183139,1862099,2006,04/15/2016 08:55:02 AM,41.776797761,-87.604164891,"(41.776797761, -87.604164891)" +5015859,HM338618,05/08/2006 08:45:00 PM,101XX S PERRY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0511,005,9,49,19,1177387,1837779,2006,04/15/2016 08:55:02 AM,41.710192627,-87.625984212,"(41.710192627, -87.625984212)" +5016423,HM332122,05/05/2006 02:26:48 PM,009XX S ADA ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1213,012,2,28,19,1167608,1895929,2006,04/15/2016 08:55:02 AM,41.869978042,-87.660129072,"(41.869978042, -87.660129072)" +5016608,HM377791,05/28/2006 12:15:00 AM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909520,2006,04/15/2016 08:55:02 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +5016983,HM446674,06/30/2006 05:10:00 PM,078XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1172663,1852789,2006,04/15/2016 08:55:02 AM,41.751487323,-87.642843297,"(41.751487323, -87.642843297)" +5017156,HM467685,07/10/2006 11:10:00 PM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2534,025,37,23,19,1148156,1907829,2006,04/15/2016 08:55:02 AM,41.90302938,-87.731237091,"(41.90302938, -87.731237091)" +5018009,HM448859,07/01/2006 06:00:00 PM,026XX E 79TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0421,004,7,43,19,1194972,1853092,2006,04/15/2016 08:55:02 AM,41.751798395,-87.561082787,"(41.751798395, -87.561082787)" +5018522,HM473148,07/13/2006 03:22:27 PM,047XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144694,1901370,2006,04/15/2016 08:55:02 AM,41.885371124,-87.744116759,"(41.885371124, -87.744116759)" +5019124,HM477798,07/15/2006 07:11:34 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0313,003,20,42,19,1180320,1863836,2006,04/15/2016 08:55:02 AM,41.781629386,-87.614445908,"(41.781629386, -87.614445908)" +5019355,HM478083,07/15/2006 10:14:50 PM,056XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138879,1901455,2006,04/15/2016 08:55:02 AM,41.885711953,-87.765468742,"(41.885711953, -87.765468742)" +5019459,HM458532,07/06/2006 02:39:17 PM,093XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0633,006,9,44,19,1182385,1842695,2006,04/15/2016 08:55:02 AM,41.723568614,-87.607529057,"(41.723568614, -87.607529057)" +5019575,HM476052,07/14/2006 09:48:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906026,2006,04/15/2016 08:55:02 AM,41.89802887,-87.721278481,"(41.89802887, -87.721278481)" +5020705,HM458761,07/06/2006 04:22:12 PM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151587,1904653,2006,04/15/2016 08:55:02 AM,41.89424735,-87.718717842,"(41.89424735, -87.718717842)" +5021099,HM458793,07/06/2006 05:09:55 PM,079XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166393,1852001,2006,04/15/2016 08:55:02 AM,41.749460724,-87.665842269,"(41.749460724, -87.665842269)" +5021189,HM481206,07/17/2006 02:04:34 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2006,04/15/2016 08:55:02 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +5021470,HM458917,07/06/2006 05:17:26 PM,074XX S COLES AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0334,003,7,43,19,1195320,1856449,2006,04/15/2016 08:55:02 AM,41.761001674,-87.559696929,"(41.761001674, -87.559696929)" +5021595,HM459028,07/06/2006 07:01:13 PM,013XX W TAYLOR ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1213,012,2,28,19,1167789,1895710,2006,04/15/2016 08:55:02 AM,41.869373191,-87.659470881,"(41.869373191, -87.659470881)" +5021766,HM476138,07/14/2006 10:29:58 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153503,1904457,2006,04/15/2016 08:55:02 AM,41.893671629,-87.71168614,"(41.893671629, -87.71168614)" +5025060,HM459143,07/06/2006 07:28:54 PM,014XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149282,1892827,2006,04/15/2016 08:55:02 AM,41.861840467,-87.727490057,"(41.861840467, -87.727490057)" +5025355,HM461575,07/07/2006 11:30:00 PM,047XX N SAWYER AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1713,017,33,14,19,1153856,1931371,2006,04/15/2016 08:55:02 AM,41.967518743,-87.709670681,"(41.967518743, -87.709670681)" +5027826,HM479259,07/16/2006 02:26:30 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899784,2006,04/15/2016 08:55:02 AM,41.881080645,-87.756307332,"(41.881080645, -87.756307332)" +5028097,HM517312,08/03/2006 02:00:00 PM,083XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0613,006,21,71,19,1170768,1849553,2006,04/15/2016 08:55:02 AM,41.742648828,-87.649881744,"(41.742648828, -87.649881744)" +5028237,HM520159,08/04/2006 07:04:23 PM,047XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1180398,1873719,2006,04/15/2016 08:55:02 AM,41.808747436,-87.613856692,"(41.808747436, -87.613856692)" +5030354,HM458290,07/06/2006 10:40:00 AM,010XX W ARGYLE ST,1680,GAMBLING,OTHER,STREET,true,false,2024,020,46,3,19,1168441,1933587,2006,04/15/2016 08:55:02 AM,41.973295663,-87.655978853,"(41.973295663, -87.655978853)" +5031233,HM520467,08/04/2006 10:34:19 PM,002XX W 87TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0622,006,21,44,19,1176442,1847223,2006,04/15/2016 08:55:02 AM,41.736129473,-87.629162044,"(41.736129473, -87.629162044)" +5033313,HM452396,07/03/2006 03:45:20 PM,007XX N THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1324,012,27,24,19,1167458,1905141,2006,04/15/2016 08:55:02 AM,41.895259688,-87.660414578,"(41.895259688, -87.660414578)" +5033467,HM452465,07/03/2006 04:34:06 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141581,1898502,2006,04/15/2016 08:55:02 AM,41.877559057,-87.75561931,"(41.877559057, -87.75561931)" +5033493,HM461573,07/07/2006 10:15:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1154388,1942272,2006,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +5033598,HM520608,08/05/2006 12:41:08 AM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1533,015,28,25,19,1142285,1899542,2006,04/15/2016 08:55:02 AM,41.880399914,-87.753008553,"(41.880399914, -87.753008553)" +5033771,HM516072,08/02/2006 10:49:27 PM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142444,1904846,2006,04/15/2016 08:55:02 AM,41.89495178,-87.752292839,"(41.89495178, -87.752292839)" +5034809,HM517905,08/03/2006 07:16:03 PM,062XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161446,1863118,2006,04/15/2016 08:55:02 AM,41.780071261,-87.683662489,"(41.780071261, -87.683662489)" +5035364,HM520607,08/05/2006 12:40:42 AM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151852,1906785,2006,04/15/2016 08:55:02 AM,41.900092556,-87.717688385,"(41.900092556, -87.717688385)" +5037093,HM486948,07/20/2006 01:02:24 AM,071XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1175196,1857542,2006,04/15/2016 08:55:02 AM,41.764473963,-87.633419394,"(41.764473963, -87.633419394)" +5037560,HM488611,07/20/2006 08:28:53 PM,070XX N GLENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2423,024,49,1,19,1165666,1946886,2006,04/15/2016 08:55:02 AM,42.009848217,-87.665801927,"(42.009848217, -87.665801927)" +5037568,HM488630,07/20/2006 07:51:26 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166079,1863343,2006,04/15/2016 08:55:02 AM,41.780591382,-87.666670772,"(41.780591382, -87.666670772)" +5037640,HM489930,07/21/2006 02:05:21 PM,007XX N ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1324,012,27,24,19,1167722,1905098,2006,04/15/2016 08:55:02 AM,41.895136007,-87.659446217,"(41.895136007, -87.659446217)" +5041130,HM490308,07/21/2006 05:05:06 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152846,1896472,2006,04/15/2016 08:55:02 AM,41.871772995,-87.714310625,"(41.871772995, -87.714310625)" +5041216,HM490420,07/21/2006 06:12:09 PM,003XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1148440,1898259,2006,04/15/2016 08:55:02 AM,41.876762784,-87.730440882,"(41.876762784, -87.730440882)" +5042316,HM480038,07/16/2006 09:53:00 PM,020XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164039,1858566,2006,04/15/2016 08:55:02 AM,41.767525807,-87.674284012,"(41.767525807, -87.674284012)" +5042805,HM475108,07/14/2006 01:19:00 PM,049XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,20,61,19,1166843,1871853,2006,04/15/2016 08:55:02 AM,41.803927556,-87.663626765,"(41.803927556, -87.663626765)" +5044711,HM490065,07/21/2006 03:09:02 PM,073XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0731,007,17,69,19,1175229,1856224,2006,04/15/2016 08:55:02 AM,41.76085648,-87.633337752,"(41.76085648, -87.633337752)" +5046202,HM475236,07/14/2006 02:45:00 PM,066XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182359,1861202,2006,04/15/2016 08:55:02 AM,41.774354421,-87.607052083,"(41.774354421, -87.607052083)" +5046362,HM476452,07/15/2006 02:20:00 AM,065XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1172632,1861606,2006,04/15/2016 08:55:02 AM,41.775682929,-87.64269748,"(41.775682929, -87.64269748)" +5047545,HM484400,07/18/2006 07:20:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175325,1889423,2006,04/15/2016 08:55:02 AM,41.851955561,-87.631993005,"(41.851955561, -87.631993005)" +5047615,HM483542,07/18/2006 02:47:35 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147997,1888795,2006,04/15/2016 08:55:02 AM,41.850800938,-87.732310727,"(41.850800938, -87.732310727)" +5047761,HM521409,08/05/2006 12:39:22 PM,083XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197316,1850435,2006,04/15/2016 08:55:02 AM,41.744449336,-87.552581647,"(41.744449336, -87.552581647)" +5048113,HM484563,07/18/2006 11:02:07 PM,031XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1155497,1901838,2006,04/15/2016 08:55:02 AM,41.886444966,-87.704433324,"(41.886444966, -87.704433324)" +5048119,HM484602,07/18/2006 10:46:29 PM,066XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182359,1861181,2006,04/15/2016 08:55:02 AM,41.774296795,-87.607052733,"(41.774296795, -87.607052733)" +5048820,HM475190,07/14/2006 02:00:00 PM,123XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0523,005,34,53,19,1173557,1823055,2006,04/15/2016 08:55:02 AM,41.669873159,-87.640444012,"(41.669873159, -87.640444012)" +5049421,HM479831,07/16/2006 07:25:00 PM,085XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0614,006,21,71,19,1168158,1848025,2006,04/15/2016 08:55:02 AM,41.738512264,-87.659488676,"(41.738512264, -87.659488676)" +5053405,HM661635,10/15/2006 02:40:00 PM,030XX W LUIS MUNOZ MARIN DR N,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155901,1910156,2006,04/15/2016 08:55:02 AM,41.909262179,-87.702725211,"(41.909262179, -87.702725211)" +5053883,HM491011,07/21/2006 11:47:00 PM,034XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153120,1905781,2006,04/15/2016 08:55:02 AM,41.89731242,-87.713057622,"(41.89731242, -87.713057622)" +5054018,HM490933,07/21/2006 05:00:00 PM,115XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0532,005,9,53,19,1178888,1828552,2006,04/15/2016 08:55:02 AM,41.684838474,-87.620766884,"(41.684838474, -87.620766884)" +5055037,HM485696,07/19/2006 02:15:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171049,1868997,2006,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +5055540,HM491622,07/22/2006 10:26:30 AM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2006,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +5055588,HM486228,07/19/2006 06:30:00 PM,099XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0431,004,7,51,19,1193143,1839411,2006,04/15/2016 08:55:02 AM,41.714301339,-87.568230759,"(41.714301339, -87.568230759)" +5056720,HM488046,07/20/2006 04:00:00 PM,0000X W 109TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0513,005,34,49,19,1177987,1832360,2006,04/15/2016 08:55:02 AM,41.695308585,-87.623950388,"(41.695308585, -87.623950388)" +5056743,HM490512,07/21/2006 06:39:52 PM,107XX S WABASH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,9,49,19,1178481,1833698,2006,04/15/2016 08:55:02 AM,41.698969068,-87.62210125,"(41.698969068, -87.62210125)" +5059432,HM491211,07/22/2006 02:18:44 AM,033XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154157,1900785,2006,04/15/2016 08:55:02 AM,41.883582271,-87.709382271,"(41.883582271, -87.709382271)" +5059618,HM491230,07/22/2006 02:50:43 AM,062XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164758,1863316,2006,04/15/2016 08:55:02 AM,41.780545292,-87.67151457,"(41.780545292, -87.67151457)" +5060113,HM492815,07/22/2006 09:42:10 PM,102XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178063,1836928,2006,04/15/2016 08:55:02 AM,41.707842101,-87.623534287,"(41.707842101, -87.623534287)" +5060337,HM476171,07/14/2006 11:03:00 PM,038XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150434,1906395,2006,04/15/2016 08:55:02 AM,41.899050162,-87.722906967,"(41.899050162, -87.722906967)" +5062193,HM457135,07/05/2006 08:39:00 PM,004XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174531,1861156,2006,04/15/2016 08:55:02 AM,41.774406018,-87.635749346,"(41.774406018, -87.635749346)" +5062590,HM447125,06/30/2006 09:40:30 PM,070XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1165899,1857933,2006,04/15/2016 08:55:02 AM,41.765749459,-87.667484246,"(41.765749459, -87.667484246)" +5063916,HM469084,07/11/2006 04:20:00 PM,008XX W 69TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0723,007,6,68,19,1172016,1859104,2006,04/15/2016 08:55:02 AM,41.768830696,-87.645029075,"(41.768830696, -87.645029075)" +5064211,HM496787,07/24/2006 08:10:36 PM,031XX S GILES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2112,002,2,35,19,1178784,1884146,2006,04/15/2016 08:55:02 AM,41.837396881,-87.619458688,"(41.837396881, -87.619458688)" +5064527,HM489812,07/21/2006 01:29:00 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156706,1900211,2006,04/15/2016 08:55:02 AM,41.881955922,-87.700037657,"(41.881955922, -87.700037657)" +5064687,HM519922,08/04/2006 04:57:47 PM,052XX W KAMERLING AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1141015,1908480,2006,04/15/2016 08:55:02 AM,41.904950338,-87.757451651,"(41.904950338, -87.757451651)" +5064751,HM555245,08/22/2006 11:19:49 AM,079XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183611,1852487,2006,04/15/2016 08:55:02 AM,41.750410496,-87.602733865,"(41.750410496, -87.602733865)" +5064936,HM525961,08/07/2006 05:19:12 PM,085XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170475,1848217,2006,04/15/2016 08:55:02 AM,41.738989041,-87.650994114,"(41.738989041, -87.650994114)" +5065096,HM526130,08/07/2006 06:24:43 PM,007XX N ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1324,012,27,24,19,1167721,1905136,2006,04/15/2016 08:55:02 AM,41.895240304,-87.659448793,"(41.895240304, -87.659448793)" +5065311,HM470953,07/12/2006 03:00:00 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150297,1892227,2006,04/15/2016 08:55:02 AM,41.860174281,-87.723779765,"(41.860174281, -87.723779765)" +5065477,HM496974,07/24/2006 10:15:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167401,1863415,2006,04/15/2016 08:55:02 AM,41.780760731,-87.661822015,"(41.780760731, -87.661822015)" +5108576,HM545676,08/17/2006 12:45:00 PM,002XX W 26TH ST,1680,GAMBLING,OTHER,STREET,true,false,2111,009,11,34,19,1174854,1887066,2006,04/15/2016 08:55:02 AM,41.845498317,-87.633792155,"(41.845498317, -87.633792155)" +5066079,HM521921,08/05/2006 05:10:00 PM,126XX S UNION AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0523,005,34,53,19,1173950,1821154,2006,04/15/2016 08:55:02 AM,41.664647819,-87.63906173,"(41.664647819, -87.63906173)" +5066643,HM556194,08/22/2006 07:32:30 PM,093XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,73,19,1168637,1842796,2006,04/15/2016 08:55:02 AM,41.724152819,-87.657884063,"(41.724152819, -87.657884063)" +5066933,HM524101,08/06/2006 08:05:12 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838877,2006,04/15/2016 08:55:02 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +5068881,HM281121,04/09/2006 04:13:06 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157200,1894877,2006,04/15/2016 08:55:02 AM,41.867308877,-87.698368584,"(41.867308877, -87.698368584)" +5069038,HM283438,04/10/2006 09:10:49 PM,078XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,18,71,19,1164723,1852596,2006,04/15/2016 08:55:02 AM,41.751128879,-87.671945086,"(41.751128879, -87.671945086)" +5069181,HM497040,07/24/2006 10:37:09 PM,050XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1178454,1871589,2006,04/15/2016 08:55:02 AM,41.802946964,-87.621051552,"(41.802946964, -87.621051552)" +5069380,HM376020,05/27/2006 03:02:21 AM,061XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,16,68,19,1172664,1864345,2006,04/15/2016 08:55:02 AM,41.783198353,-87.642499506,"(41.783198353, -87.642499506)" +5069711,HM505900,07/29/2006 12:12:11 AM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142031,1900341,2006,04/15/2016 08:55:02 AM,41.882597179,-87.75392142,"(41.882597179, -87.75392142)" +5069821,HM497168,07/25/2006 12:15:37 AM,039XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149784,1905717,2006,04/15/2016 08:55:02 AM,41.897202327,-87.725312063,"(41.897202327, -87.725312063)" +5070057,HM489725,07/21/2006 12:30:00 PM,051XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164885,1870615,2006,04/15/2016 08:55:02 AM,41.800571977,-87.670842761,"(41.800571977, -87.670842761)" +5070072,HM377630,05/27/2006 10:21:41 PM,053XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167241,1869376,2006,04/15/2016 08:55:02 AM,41.797121863,-87.66223802,"(41.797121863, -87.66223802)" +5070623,HM523430,08/06/2006 01:26:13 PM,062XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1156456,1863183,2006,04/15/2016 08:55:02 AM,41.780351628,-87.701954973,"(41.780351628, -87.701954973)" +5070897,HM506222,07/29/2006 04:20:27 AM,071XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166578,1857360,2006,04/15/2016 08:55:02 AM,41.764162619,-87.665011798,"(41.764162619, -87.665011798)" +5071600,HM522179,08/05/2006 07:49:50 PM,029XX E 81ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197046,1851824,2006,04/15/2016 08:55:02 AM,41.748267575,-87.553524814,"(41.748267575, -87.553524814)" +5071645,HM402387,06/08/2006 09:59:00 PM,039XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2122,002,4,36,19,1183393,1878975,2006,04/15/2016 08:55:02 AM,41.823100956,-87.602707889,"(41.823100956, -87.602707889)" +5071792,HM479535,07/16/2006 04:30:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153245,1904776,2006,04/15/2016 08:55:02 AM,41.894552122,-87.712625215,"(41.894552122, -87.712625215)" +5072127,HM502657,07/27/2006 01:55:18 PM,116XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1178931,1827512,2006,04/15/2016 08:55:02 AM,41.681983584,-87.620640967,"(41.681983584, -87.620640967)" +5072439,HM410064,06/12/2006 06:56:47 PM,102XX S MORGAN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2232,022,34,73,19,1171458,1836903,2006,04/15/2016 08:55:02 AM,41.707920353,-87.647722731,"(41.707920353, -87.647722731)" +5072607,HM492300,07/22/2006 04:00:31 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136780,1908249,2006,04/15/2016 08:55:02 AM,41.904393409,-87.773013885,"(41.904393409, -87.773013885)" +5072676,HM492973,07/22/2006 11:30:19 PM,009XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151548,1905923,2006,04/15/2016 08:55:02 AM,41.897733124,-87.718827671,"(41.897733124, -87.718827671)" +5072732,HM494290,07/23/2006 05:50:15 PM,068XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167514,1859389,2006,04/15/2016 08:55:02 AM,41.769710453,-87.66152304,"(41.769710453, -87.66152304)" +5072762,HM494490,07/23/2006 08:38:56 PM,013XX E 62ND ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0314,003,20,42,19,1185883,1864151,2006,04/15/2016 08:55:02 AM,41.782364337,-87.594040945,"(41.782364337, -87.594040945)" +5073246,HM505208,07/28/2006 03:41:27 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838877,2006,04/15/2016 08:55:02 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +5073869,HM519663,08/03/2006 03:35:00 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150717,1903063,2006,04/15/2016 08:55:02 AM,41.889901283,-87.721954716,"(41.889901283, -87.721954716)" +5074230,HM523885,08/06/2006 05:55:31 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155571,1893727,2006,04/15/2016 08:55:02 AM,41.864186063,-87.70437984,"(41.864186063, -87.70437984)" +5074353,HM484134,07/18/2006 07:32:37 PM,066XX S HALSTED ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0723,007,16,68,19,1172118,1860614,2006,04/15/2016 08:55:02 AM,41.772972076,-87.644610871,"(41.772972076, -87.644610871)" +5074612,HM501427,07/26/2006 09:45:28 PM,057XX W BLOOMINGDALE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2531,025,29,25,19,1138205,1911264,2006,04/15/2016 08:55:02 AM,41.912641265,-87.767706357,"(41.912641265, -87.767706357)" +5074672,HM408646,06/12/2006 06:44:16 AM,006XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142905,1903984,2006,04/15/2016 08:55:02 AM,41.892577771,-87.750621189,"(41.892577771, -87.750621189)" +5074795,HM409139,06/12/2006 11:51:29 AM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140799,1907719,2006,04/15/2016 08:55:02 AM,41.902866042,-87.758263836,"(41.902866042, -87.758263836)" +5074854,HM499036,07/25/2006 07:00:00 PM,033XX W 63RD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0823,008,15,66,19,1155196,1862651,2006,04/15/2016 08:55:02 AM,41.778917035,-87.706588602,"(41.778917035, -87.706588602)" +5074865,HM484253,07/18/2006 07:40:12 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149922,1904688,2006,04/15/2016 08:55:02 AM,41.89437596,-87.724832009,"(41.89437596, -87.724832009)" +5074890,HM519921,08/04/2006 05:40:12 PM,008XX E 65TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1183153,1862099,2006,04/15/2016 08:55:02 AM,41.776797435,-87.604113569,"(41.776797435, -87.604113569)" +5074951,HM522631,08/06/2006 12:26:25 AM,057XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137711,1906085,2006,04/15/2016 08:55:02 AM,41.89843839,-87.769646244,"(41.89843839, -87.769646244)" +5074979,HM555613,08/22/2006 02:53:36 PM,066XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1173180,1860912,2006,04/15/2016 08:55:02 AM,41.773766419,-87.640709064,"(41.773766419, -87.640709064)" +5074999,HM525612,08/07/2006 02:49:03 PM,015XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167331,1860965,2006,04/15/2016 08:55:02 AM,41.774039121,-87.662148754,"(41.774039121, -87.662148754)" +5075286,HM503607,07/27/2006 08:58:21 PM,070XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1180465,1858425,2006,04/15/2016 08:55:02 AM,41.766777734,-87.614080221,"(41.766777734, -87.614080221)" +5075291,HM503613,07/27/2006 08:20:04 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151031,1894438,2006,04/15/2016 08:55:02 AM,41.866227191,-87.721027537,"(41.866227191, -87.721027537)" +5075808,HM503491,07/27/2006 05:15:00 PM,011XX W ARGYLE ST,1680,GAMBLING,OTHER,SMALL RETAIL STORE,true,false,2033,020,48,3,19,1167751,1933570,2006,04/15/2016 08:55:02 AM,41.973263957,-87.65851662,"(41.973263957, -87.65851662)" +5076042,HM362472,05/20/2006 12:30:00 PM,049XX S ARCHER AVE,1680,GAMBLING,OTHER,STREET,true,false,0821,008,14,57,19,1150859,1871408,2006,04/15/2016 08:55:02 AM,41.803033217,-87.72226041,"(41.803033217, -87.72226041)" +5076770,HM410044,06/12/2006 07:10:09 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150606,1904088,2006,04/15/2016 08:55:02 AM,41.892716159,-87.722335556,"(41.892716159, -87.722335556)" +5076943,HM502167,07/27/2006 09:40:00 AM,052XX N ELSTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,12,19,1142251,1934225,2006,04/15/2016 08:55:02 AM,41.975574223,-87.752270356,"(41.975574223, -87.752270356)" +5076996,HM410303,06/12/2006 09:28:30 PM,019XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155335,1890284,2006,04/15/2016 08:55:02 AM,41.854742831,-87.70533864,"(41.854742831, -87.70533864)" +5077102,HM502291,07/27/2006 11:00:00 AM,055XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1159646,1867893,2006,04/15/2016 08:55:02 AM,41.793211646,-87.690130641,"(41.793211646, -87.690130641)" +5077380,HM462888,07/08/2006 04:15:00 PM,063XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180338,1863172,2006,04/15/2016 08:55:02 AM,41.779806892,-87.614400269,"(41.779806892, -87.614400269)" +5077420,HM500335,07/26/2006 12:30:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,STREET,true,false,2111,009,25,34,19,1175320,1889607,2006,04/15/2016 08:55:02 AM,41.852460582,-87.632005841,"(41.852460582, -87.632005841)" +5077909,HM508999,07/30/2006 04:35:59 PM,031XX W 64TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1156610,1862025,2006,04/15/2016 08:55:02 AM,41.777170802,-87.701421576,"(41.777170802, -87.701421576)" +5078554,HM502902,07/27/2006 03:57:26 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,OTHER,false,false,0331,003,5,43,19,1191766,1858541,2006,04/15/2016 08:55:02 AM,41.766829259,-87.572654511,"(41.766829259, -87.572654511)" +5078863,HM503374,07/27/2006 07:27:51 PM,009XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1149218,1905953,2006,04/15/2016 08:55:02 AM,41.897860924,-87.727384797,"(41.897860924, -87.727384797)" +5078898,HM509244,07/30/2006 05:52:16 PM,021XX E 97TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1192029,1841061,2006,04/15/2016 08:55:02 AM,41.718856199,-87.572257189,"(41.718856199, -87.572257189)" +5079097,HM509310,07/30/2006 07:26:29 PM,071XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,69,19,1185453,1857723,2006,04/15/2016 08:55:02 AM,41.764735467,-87.595819524,"(41.764735467, -87.595819524)" +5079869,HM506806,07/29/2006 12:38:35 PM,021XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1332,012,2,28,19,1162167,1900972,2006,04/15/2016 08:55:02 AM,41.883931838,-87.67996365,"(41.883931838, -87.67996365)" +5079958,HM509463,07/30/2006 09:14:00 PM,040XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149380,1900184,2006,04/15/2016 08:55:02 AM,41.882027029,-87.726939525,"(41.882027029, -87.726939525)" +5080134,HM503956,07/28/2006 01:54:01 AM,041XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148909,1899016,2006,04/15/2016 08:55:02 AM,41.878831025,-87.728699264,"(41.878831025, -87.728699264)" +5080233,HM486476,07/19/2006 08:10:00 PM,049XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1166178,1871832,2006,04/15/2016 08:55:02 AM,41.803884123,-87.666066261,"(41.803884123, -87.666066261)" +5080247,HM494555,07/23/2006 08:05:20 PM,024XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176702,1888138,2006,04/15/2016 08:55:02 AM,41.848398456,-87.626977894,"(41.848398456, -87.626977894)" +5080374,HM507116,07/29/2006 02:26:36 PM,007XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150257,1904654,2006,04/15/2016 08:55:02 AM,41.894276134,-87.723602532,"(41.894276134, -87.723602532)" +5080527,HM509664,07/30/2006 11:10:58 PM,002XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1114,011,28,26,19,1149028,1900850,2006,04/15/2016 08:55:02 AM,41.883861425,-87.728214833,"(41.883861425, -87.728214833)" +5081483,HM521554,08/05/2006 01:55:41 PM,012XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148579,1894059,2006,04/15/2016 08:55:02 AM,41.865234809,-87.730038897,"(41.865234809, -87.730038897)" +5081969,HM515560,08/02/2006 05:52:13 PM,059XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136713,1906058,2006,04/15/2016 08:55:02 AM,41.898382234,-87.773312537,"(41.898382234, -87.773312537)" +5082027,HM513980,08/01/2006 11:25:01 PM,079XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,44,19,1182600,1852595,2006,04/15/2016 08:55:02 AM,41.750730357,-87.606435251,"(41.750730357, -87.606435251)" +5082233,HM494200,07/23/2006 05:05:42 PM,051XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142096,1910491,2006,04/15/2016 08:55:02 AM,41.910448764,-87.753430815,"(41.910448764, -87.753430815)" +5082590,HM528964,08/09/2006 03:36:06 AM,070XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,6,68,19,1171851,1858135,2006,04/15/2016 08:55:02 AM,41.766175264,-87.64566228,"(41.766175264, -87.64566228)" +5084658,HM494528,07/23/2006 08:28:37 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160774,1863263,2006,04/15/2016 08:55:02 AM,41.780483067,-87.686122155,"(41.780483067, -87.686122155)" +5084668,HM494557,07/23/2006 08:05:20 PM,024XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176702,1888138,2006,04/15/2016 08:55:02 AM,41.848398456,-87.626977894,"(41.848398456, -87.626977894)" +5084858,HM507270,07/29/2006 05:01:01 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838877,2006,04/15/2016 08:55:02 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +5084959,HM494690,07/23/2006 09:37:59 PM,070XX N GLENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2423,024,49,1,19,1165656,1947186,2006,04/15/2016 08:55:02 AM,42.010671636,-87.665830114,"(42.010671636, -87.665830114)" +5085106,HM516065,08/02/2006 08:50:00 PM,062XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,1633,016,38,17,19,1134133,1923289,2006,04/15/2016 08:55:02 AM,41.945711966,-87.78238224,"(41.945711966, -87.78238224)" +5085304,HM507619,07/29/2006 08:30:00 PM,0000X E ROOSEVELT RD,1661,GAMBLING,GAME/DICE,CTA TRAIN,true,false,0132,001,2,32,19,1176818,1895074,2006,04/15/2016 08:55:02 AM,41.867428687,-87.626342565,"(41.867428687, -87.626342565)" +5085499,HM426486,06/20/2006 06:10:00 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187172,1858714,2006,04/15/2016 08:55:02 AM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +5085505,HM507653,07/29/2006 09:30:00 PM,015XX E 76TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,5,43,19,1187864,1854565,2006,04/15/2016 08:55:02 AM,41.756012564,-87.587083083,"(41.756012564, -87.587083083)" +5085574,HM527345,08/08/2006 11:51:37 AM,004XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1142952,1902630,2006,04/15/2016 08:55:02 AM,41.888861359,-87.750482353,"(41.888861359, -87.750482353)" +5085666,HM534148,08/11/2006 04:49:10 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899799,2006,04/15/2016 08:55:02 AM,41.881121826,-87.756310633,"(41.881121826, -87.756310633)" +5085689,HM507752,07/29/2006 10:26:45 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178484,1838353,2006,04/15/2016 08:55:02 AM,41.711742961,-87.621949466,"(41.711742961, -87.621949466)" +5085800,HM523720,08/06/2006 04:23:17 PM,068XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166191,1859328,2006,04/15/2016 08:55:02 AM,41.769571317,-87.666374317,"(41.769571317, -87.666374317)" +5085866,HM446916,06/30/2006 07:40:00 PM,013XX W 13TH ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,1231,012,2,28,19,1167742,1894186,2006,04/15/2016 08:55:02 AM,41.865192223,-87.659687336,"(41.865192223, -87.659687336)" +5086577,HM529454,08/09/2006 11:56:56 AM,010XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150193,1906754,2006,04/15/2016 08:55:02 AM,41.900039997,-87.72378279,"(41.900039997, -87.72378279)" +5087569,HM528357,08/08/2006 06:45:00 PM,061XX W DIVERSEY AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2511,025,29,19,19,1135146,1917970,2006,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +5087248,HM518115,08/03/2006 08:30:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,COMMERCIAL / BUSINESS OFFICE,true,false,2111,009,25,34,19,1175325,1889423,2006,04/15/2016 08:55:02 AM,41.851955561,-87.631993005,"(41.851955561, -87.631993005)" +5087289,HM530554,08/09/2006 06:05:00 PM,032XX W BRYN MAWR AVE,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,1711,017,40,13,19,1153833,1937036,2006,04/15/2016 08:55:02 AM,41.983064287,-87.709603588,"(41.983064287, -87.709603588)" +5087622,HM530967,08/10/2006 03:11:39 AM,070XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,6,68,19,1171851,1858149,2006,04/15/2016 08:55:02 AM,41.766213682,-87.64566187,"(41.766213682, -87.64566187)" +5088062,HM521398,08/05/2006 10:00:00 AM,046XX S RACINE AVE,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,STREET,true,false,0921,009,3,61,19,1169107,1873952,2006,04/15/2016 08:55:02 AM,41.809638732,-87.655262788,"(41.809638732, -87.655262788)" +5088558,HM530502,08/09/2006 08:20:47 PM,071XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166579,1857319,2006,04/15/2016 08:55:02 AM,41.764050088,-87.6650093,"(41.764050088, -87.6650093)" +5088767,HM536905,08/13/2006 12:22:19 AM,002XX W 92ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176346,1843940,2006,04/15/2016 08:55:02 AM,41.727122651,-87.629612091,"(41.727122651, -87.629612091)" +5088853,HM536922,08/12/2006 11:41:35 PM,081XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0614,006,21,71,19,1167749,1850858,2006,04/15/2016 08:55:02 AM,41.746295198,-87.660906059,"(41.746295198, -87.660906059)" +5089190,HM537098,08/13/2006 02:12:15 AM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150879,1906067,2006,04/15/2016 08:55:02 AM,41.898141397,-87.721281079,"(41.898141397, -87.721281079)" +5089341,HM530143,08/09/2006 05:38:10 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899806,2006,04/15/2016 08:55:02 AM,41.881141034,-87.75631046,"(41.881141034, -87.75631046)" +5090556,HM532426,08/10/2006 07:26:37 PM,041XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1148767,1898363,2006,04/15/2016 08:55:02 AM,41.877041862,-87.729237541,"(41.877041862, -87.729237541)" +5090707,HM515256,08/02/2006 03:30:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167591,1868675,2006,04/15/2016 08:55:02 AM,41.795190732,-87.660974633,"(41.795190732, -87.660974633)" +5090921,HM537164,08/13/2006 03:36:16 AM,085XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170476,1848176,2006,04/15/2016 08:55:02 AM,41.73887651,-87.650991641,"(41.73887651, -87.650991641)" +5091017,HM514715,08/02/2006 11:30:00 AM,002XX W 105TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1176555,1835314,2006,04/15/2016 08:55:02 AM,41.703447034,-87.629104948,"(41.703447034, -87.629104948)" +5091068,HM537366,08/13/2006 08:23:39 AM,047XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144749,1899145,2006,04/15/2016 08:55:02 AM,41.879264422,-87.743970898,"(41.879264422, -87.743970898)" +5091072,HM517365,08/03/2006 02:40:00 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1168843,1871390,2006,04/15/2016 08:55:02 AM,41.802614036,-87.656305119,"(41.802614036, -87.656305119)" +5091144,HM498078,07/25/2006 01:00:00 PM,047XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144702,1900080,2006,04/15/2016 08:55:02 AM,41.88183106,-87.744119906,"(41.88183106, -87.744119906)" +5091176,HM519151,08/04/2006 11:45:00 AM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153912,1904667,2006,04/15/2016 08:55:02 AM,41.894239748,-87.710178413,"(41.894239748, -87.710178413)" +5091236,HM531242,08/10/2006 08:30:00 AM,053XX S RACINE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0933,009,16,61,19,1169230,1869409,2006,04/15/2016 08:55:02 AM,41.797169577,-87.654943161,"(41.797169577, -87.654943161)" +5091609,HM514016,08/01/2006 11:44:09 PM,117XX S MORGAN ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0524,005,34,53,19,1171766,1827069,2006,04/15/2016 08:55:02 AM,41.680927574,-87.646881826,"(41.680927574, -87.646881826)" +5091815,HM312701,04/25/2006 07:30:00 PM,025XX W PETERSON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1158111,1939768,2006,04/15/2016 08:55:02 AM,41.99047445,-87.693794922,"(41.99047445, -87.693794922)" +5091830,HM534816,08/11/2006 09:05:00 PM,071XX W BELMONT AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2511,025,36,18,19,1127762,1920442,2006,04/15/2016 08:55:02 AM,41.938009443,-87.80586465,"(41.938009443, -87.80586465)" +5091845,HM540137,08/14/2006 05:07:29 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1157457,1894581,2006,04/15/2016 08:55:02 AM,41.866491403,-87.697433146,"(41.866491403, -87.697433146)" +5091849,HM405691,06/10/2006 02:15:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1331,012,2,27,19,1156710,1899877,2006,04/15/2016 08:55:02 AM,41.881039312,-87.700032019,"(41.881039312, -87.700032019)" +5091895,HM536590,08/12/2006 08:50:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,27,19,1152988,1896476,2006,04/15/2016 08:55:02 AM,41.87178116,-87.713789176,"(41.87178116, -87.713789176)" +5091940,HM540202,08/14/2006 05:50:44 PM,0000X N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140341,1899715,2006,04/15/2016 08:55:02 AM,41.880910498,-87.760142581,"(41.880910498, -87.760142581)" +5092205,HM540422,08/14/2006 06:41:21 PM,067XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1169814,1860041,2006,04/15/2016 08:55:02 AM,41.771450014,-87.653073352,"(41.771450014, -87.653073352)" +5092224,HM540469,08/14/2006 08:25:19 PM,003XX W SWANN ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0935,009,3,37,19,1174644,1874061,2006,04/15/2016 08:55:02 AM,41.809816162,-87.634950806,"(41.809816162, -87.634950806)" +5093118,HM528619,08/08/2006 09:48:13 PM,044XX S WELLS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175360,1875379,2006,04/15/2016 08:55:02 AM,41.81341688,-87.632285206,"(41.81341688, -87.632285206)" +5093674,HM528765,08/08/2006 11:30:12 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152145,1893209,2006,04/15/2016 08:55:02 AM,41.862832799,-87.716970311,"(41.862832799, -87.716970311)" +5093964,HM541749,08/15/2006 02:00:00 PM,056XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163653,1867345,2006,04/15/2016 08:55:02 AM,41.791624657,-87.675452689,"(41.791624657, -87.675452689)" +5094420,HM534957,08/12/2006 12:19:37 AM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148123,1898673,2006,04/15/2016 08:55:02 AM,41.877904952,-87.731594161,"(41.877904952, -87.731594161)" +5094442,HM513852,08/01/2006 10:01:44 PM,083XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171745,1849606,2006,04/15/2016 08:55:02 AM,41.742772919,-87.646300453,"(41.742772919, -87.646300453)" +5094457,HM534962,08/11/2006 11:26:09 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168042,1852249,2006,04/15/2016 08:55:02 AM,41.750106007,-87.659792541,"(41.750106007, -87.659792541)" +5094663,HM541811,08/15/2006 03:00:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171049,1868997,2006,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +5094974,HM540659,08/14/2006 10:25:11 PM,042XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1174989,1877032,2006,04/15/2016 08:55:02 AM,41.817961161,-87.633596672,"(41.817961161, -87.633596672)" +5095751,HM540759,08/14/2006 11:48:55 PM,078XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172663,1852789,2006,04/15/2016 08:55:02 AM,41.751487323,-87.642843297,"(41.751487323, -87.642843297)" +5096332,HM542313,08/15/2006 06:18:03 PM,019XX S TROY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1022,010,24,29,19,1155664,1890338,2006,04/15/2016 08:55:02 AM,41.854884404,-87.704129611,"(41.854884404, -87.704129611)" +5096866,HM542462,08/15/2006 08:14:57 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,28,25,19,1141353,1900678,2006,04/15/2016 08:55:02 AM,41.883534484,-87.756402767,"(41.883534484, -87.756402767)" +5097173,HM524208,08/06/2006 09:25:00 PM,020XX N ORLEANS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1814,018,43,7,19,1173569,1913787,2006,04/15/2016 08:55:02 AM,41.918851034,-87.637713073,"(41.918851034, -87.637713073)" +5097288,HM546676,08/17/2006 10:28:18 PM,050XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,46,3,19,1168713,1934066,2006,04/15/2016 08:55:02 AM,41.974604146,-87.654964705,"(41.974604146, -87.654964705)" +5097309,HM519890,08/04/2006 05:24:11 PM,090XX S BRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1198893,1845698,2006,04/15/2016 08:55:02 AM,41.731411244,-87.54696206,"(41.731411244, -87.54696206)" +5097462,HM545694,08/17/2006 02:06:24 PM,061XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161092,1863855,2006,04/15/2016 08:55:02 AM,41.782101022,-87.68493994,"(41.782101022, -87.68493994)" +5097467,HM546766,08/18/2006 12:09:40 AM,037XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1151616,1894782,2006,04/15/2016 08:55:02 AM,41.867159697,-87.718870896,"(41.867159697, -87.718870896)" +5097538,HM542609,08/15/2006 09:15:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1157394,1894579,2006,04/15/2016 08:55:02 AM,41.866487195,-87.69766448,"(41.866487195, -87.69766448)" +5097707,HM546701,08/17/2006 10:54:06 PM,056XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169611,1867495,2006,04/15/2016 08:55:02 AM,41.791909085,-87.653601485,"(41.791909085, -87.653601485)" +5098163,HM538229,08/13/2006 06:03:25 PM,066XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164173,1860586,2006,04/15/2016 08:55:02 AM,41.773066144,-87.673736058,"(41.773066144, -87.673736058)" +5098378,HM400071,06/07/2006 05:34:00 PM,092XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,7,48,19,1195489,1844195,2006,04/15/2016 08:55:02 AM,41.727371545,-87.559481433,"(41.727371545, -87.559481433)" +5098932,HM547487,08/18/2006 12:19:39 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167591,1868675,2006,04/15/2016 08:55:02 AM,41.795190732,-87.660974633,"(41.795190732, -87.660974633)" +5098943,HM471594,07/12/2006 08:33:45 PM,002XX E 29TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,001,2,35,19,1178201,1885818,2006,04/15/2016 08:55:02 AM,41.841998247,-87.621547099,"(41.841998247, -87.621547099)" +5099011,HM538220,08/13/2006 06:13:48 PM,102XX S BENSLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0431,004,10,51,19,1194500,1837593,2006,04/15/2016 08:55:02 AM,41.709279371,-87.563320512,"(41.709279371, -87.563320512)" +5099059,HM556387,08/22/2006 09:25:41 PM,062XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159777,1863275,2006,04/15/2016 08:55:02 AM,41.78053653,-87.689777024,"(41.78053653, -87.689777024)" +5101525,HM575540,09/01/2006 02:40:00 PM,065XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167129,1861424,2006,04/15/2016 08:55:02 AM,41.775303,-87.66287613,"(41.775303, -87.66287613)" +5102494,HM548182,08/18/2006 05:11:57 PM,031XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1022,010,24,29,19,1155663,1893123,2006,04/15/2016 08:55:02 AM,41.862526771,-87.704058362,"(41.862526771, -87.704058362)" +5102551,HM545776,08/17/2006 02:48:49 PM,042XX S WELLS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175322,1876820,2006,04/15/2016 08:55:02 AM,41.817371966,-87.632381475,"(41.817371966, -87.632381475)" +5104125,HM602017,09/15/2006 02:36:32 AM,004XX W 57TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0711,007,3,68,19,1174357,1867137,2006,04/15/2016 08:55:02 AM,41.790822406,-87.63620944,"(41.790822406, -87.63620944)" +5104595,HM619076,09/23/2006 08:18:31 PM,068XX S HERMITAGE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0725,007,17,67,19,1165857,1859435,2006,04/15/2016 08:55:02 AM,41.76987204,-87.667595578,"(41.76987204, -87.667595578)" +5104631,HM614218,09/21/2006 10:30:00 AM,055XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0712,007,20,68,19,1171913,1868122,2006,04/15/2016 08:55:02 AM,41.793579386,-87.645142068,"(41.793579386, -87.645142068)" +5104844,HM642553,10/05/2006 07:39:13 PM,072XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171891,1856783,2006,04/15/2016 08:55:02 AM,41.762464332,-87.64555529,"(41.762464332, -87.64555529)" +5104865,HM632977,09/30/2006 09:42:00 PM,068XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1171817,1859480,2006,04/15/2016 08:55:02 AM,41.769866853,-87.645747491,"(41.769866853, -87.645747491)" +5104909,HM605588,09/16/2006 07:55:46 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,15,67,19,1166081,1863254,2006,04/15/2016 08:55:02 AM,41.780347112,-87.666665969,"(41.780347112, -87.666665969)" +5104925,HM622581,09/25/2006 06:18:22 PM,068XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,68,19,1173750,1859551,2006,04/15/2016 08:55:02 AM,41.770019061,-87.638659869,"(41.770019061, -87.638659869)" +5104965,HM579076,09/03/2006 10:25:00 AM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163309,1867782,2006,04/15/2016 08:55:02 AM,41.792831057,-87.676701837,"(41.792831057, -87.676701837)" +5104985,HM606679,09/17/2006 12:09:00 PM,059XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0713,007,16,67,19,1169008,1865298,2006,04/15/2016 08:55:02 AM,41.785893321,-87.655876058,"(41.785893321, -87.655876058)" +5105317,HM679202,10/24/2006 01:02:47 PM,074XX S RACINE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,17,68,19,1169605,1855636,2006,04/15/2016 08:55:02 AM,41.759366666,-87.653967008,"(41.759366666, -87.653967008)" +5106277,HM607652,09/17/2006 09:50:00 PM,070XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169207,1858054,2006,04/15/2016 08:55:02 AM,41.766010588,-87.65535582,"(41.766010588, -87.65535582)" +5106376,HM626611,09/27/2006 05:22:28 PM,062XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164428,1863328,2006,04/15/2016 08:55:02 AM,41.780585185,-87.672724074,"(41.780585185, -87.672724074)" +5106579,HM583413,09/05/2006 05:22:00 PM,062XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165088,1863379,2006,04/15/2016 08:55:02 AM,41.780711196,-87.670302947,"(41.780711196, -87.670302947)" +5106587,HM628362,09/28/2006 03:54:56 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167630,1867245,2006,04/15/2016 08:55:02 AM,41.791265806,-87.660872637,"(41.791265806, -87.660872637)" +5106644,HM583601,09/05/2006 06:53:00 PM,057XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170956,1866760,2006,04/15/2016 08:55:02 AM,41.789862875,-87.648691077,"(41.789862875, -87.648691077)" +5106683,HM583907,09/05/2006 09:13:00 PM,014XX W 70TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167778,1858322,2006,04/15/2016 08:55:02 AM,41.766776804,-87.660585923,"(41.766776804, -87.660585923)" +5106984,HM646430,10/07/2006 04:16:00 PM,020XX W 68TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163920,1859227,2006,04/15/2016 08:55:02 AM,41.769342184,-87.674701647,"(41.769342184, -87.674701647)" +5107102,HM585227,09/06/2006 03:47:00 PM,057XX S UNION AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0711,007,3,68,19,1172612,1866889,2006,04/15/2016 08:55:02 AM,41.790180517,-87.642615225,"(41.790180517, -87.642615225)" +5107226,HM648352,10/08/2006 05:28:34 PM,058XX S HALSTED ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1171974,1865924,2006,04/15/2016 08:55:02 AM,41.787546491,-87.644982919,"(41.787546491, -87.644982919)" +5107291,HM585798,09/06/2006 08:15:00 PM,061XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167718,1864032,2006,04/15/2016 08:55:02 AM,41.782447056,-87.660642136,"(41.782447056, -87.660642136)" +5107326,HM661359,10/15/2006 10:00:00 AM,068XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,69,19,1176579,1859610,2006,04/15/2016 08:55:02 AM,41.770117794,-87.628288234,"(41.770117794, -87.628288234)" +5107329,HM653045,10/11/2006 02:35:06 AM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169186,1858825,2006,04/15/2016 08:55:02 AM,41.768126764,-87.655410518,"(41.768126764, -87.655410518)" +5107348,HM585566,09/06/2006 06:08:37 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163469,1861953,2006,04/15/2016 08:55:02 AM,41.776832165,-87.67627847,"(41.776832165, -87.67627847)" +5107512,HM656796,10/13/2006 12:29:57 AM,066XX S HALSTED ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0723,007,6,68,19,1172109,1860955,2006,04/15/2016 08:55:02 AM,41.773908018,-87.644633853,"(41.773908018, -87.644633853)" +5107622,HM587389,09/07/2006 05:00:00 PM,057XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0713,007,16,67,19,1167977,1866645,2006,04/15/2016 08:55:02 AM,41.78961188,-87.659617502,"(41.78961188, -87.659617502)" +5107981,HM590022,09/08/2006 08:47:00 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174198,1857479,2006,04/15/2016 08:55:02 AM,41.76432331,-87.637079178,"(41.76432331, -87.637079178)" +5108252,HM548359,08/18/2006 06:37:18 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1136779,1908282,2006,04/15/2016 08:55:02 AM,41.904483983,-87.773016767,"(41.904483983, -87.773016767)" +5108383,HM545297,08/17/2006 08:45:00 AM,054XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166602,1868527,2006,04/15/2016 08:55:02 AM,41.794805772,-87.664605534,"(41.794805772, -87.664605534)" +5108401,HM545300,08/17/2006 09:45:00 AM,051XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0934,009,3,61,19,1171836,1870955,2006,04/15/2016 08:55:02 AM,41.801355133,-87.645341277,"(41.801355133, -87.645341277)" +5108580,HM545679,08/17/2006 01:15:00 PM,007XX W GRAND AVE,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,1323,012,27,24,19,1171259,1903691,2006,04/15/2016 08:55:02 AM,41.891198145,-87.646497181,"(41.891198145, -87.646497181)" +5110053,HM550646,08/19/2006 11:10:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906033,2006,04/15/2016 08:55:02 AM,41.898048078,-87.721278297,"(41.898048078, -87.721278297)" +5110146,HM548648,08/18/2006 10:04:06 PM,019XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1333,012,27,28,19,1163439,1900703,2006,04/15/2016 08:55:02 AM,41.883167009,-87.675300318,"(41.883167009, -87.675300318)" +5110594,HM551732,08/20/2006 03:15:48 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898720,2006,04/15/2016 08:55:02 AM,41.8781255,-87.749331443,"(41.8781255, -87.749331443)" +5111256,HM552130,08/20/2006 07:06:44 PM,002XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139462,1901064,2006,04/15/2016 08:55:02 AM,41.884628392,-87.763337352,"(41.884628392, -87.763337352)" +5111275,HM552155,08/20/2006 07:08:21 PM,035XX N CLARK ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2331,019,44,6,19,1168463,1923924,2006,04/15/2016 08:55:02 AM,41.946779572,-87.65617875,"(41.946779572, -87.65617875)" +5115647,HM554390,08/21/2006 09:30:00 PM,067XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168490,1860005,2006,04/15/2016 08:55:02 AM,41.77137986,-87.65792772,"(41.77137986, -87.65792772)" +5116671,HM429014,06/21/2006 06:05:00 PM,053XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,2011,020,40,4,19,1158456,1935539,2006,04/15/2016 08:55:02 AM,41.978862812,-87.692642294,"(41.978862812, -87.692642294)" +5116908,HM429072,06/21/2006 08:50:00 PM,078XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,43,19,1188598,1853350,2006,04/15/2016 08:55:02 AM,41.752660991,-87.584431935,"(41.752660991, -87.584431935)" +5117178,HM429119,06/21/2006 09:12:00 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1022,010,24,29,19,1155571,1893727,2006,04/15/2016 08:55:02 AM,41.864186063,-87.70437984,"(41.864186063, -87.70437984)" +5117778,HM558209,08/23/2006 07:15:02 PM,071XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1189614,1857783,2006,04/15/2016 08:55:02 AM,41.764801198,-87.580566622,"(41.764801198, -87.580566622)" +5117801,HM558224,08/23/2006 07:59:11 PM,064XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,20,42,19,1184163,1862524,2006,04/15/2016 08:55:02 AM,41.777940112,-87.600397711,"(41.777940112, -87.600397711)" +5118222,HM553986,08/21/2006 04:45:38 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1150629,1903229,2006,04/15/2016 08:55:02 AM,41.890358524,-87.722273552,"(41.890358524, -87.722273552)" +5118239,HM400258,06/07/2006 09:10:00 PM,068XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,69,19,1176576,1859710,2006,04/15/2016 08:55:02 AM,41.770392272,-87.628296226,"(41.770392272, -87.628296226)" +5118404,HM554130,08/21/2006 06:41:58 PM,027XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2113,001,3,35,19,1176731,1886507,2006,04/15/2016 08:55:02 AM,41.843922218,-87.6269207,"(41.843922218, -87.6269207)" +5118524,HM429208,06/21/2006 10:15:00 PM,102XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178055,1837261,2006,04/15/2016 08:55:02 AM,41.70875608,-87.623553531,"(41.70875608, -87.623553531)" +5119412,HM558307,08/23/2006 08:16:16 PM,035XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152985,1896805,2006,04/15/2016 08:55:02 AM,41.872684032,-87.713791472,"(41.872684032, -87.713791472)" +5120826,HM428002,06/21/2006 12:22:55 PM,069XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166209,1858706,2006,04/15/2016 08:55:02 AM,41.767864083,-87.666326018,"(41.767864083, -87.666326018)" +5120950,HM525992,08/07/2006 05:26:00 PM,060XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0714,007,15,67,19,1164064,1864514,2006,04/15/2016 08:55:02 AM,41.78384739,-87.674025229,"(41.78384739, -87.674025229)" +5120985,HM428038,06/21/2006 12:35:00 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165547,1870653,2006,04/15/2016 08:55:02 AM,41.800662227,-87.668413912,"(41.800662227, -87.668413912)" +5121676,HM562446,08/25/2006 08:45:45 PM,084XX S THROOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0613,006,21,71,19,1169134,1848708,2006,04/15/2016 08:55:02 AM,41.740365486,-87.655893123,"(41.740365486, -87.655893123)" +5121832,HM428265,06/21/2006 02:27:00 PM,057XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168639,1866690,2006,04/15/2016 08:55:02 AM,41.789721104,-87.657188853,"(41.789721104, -87.657188853)" +5121842,HM538118,08/13/2006 05:16:38 PM,053XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140766,1903457,2006,04/15/2016 08:55:02 AM,41.891171213,-87.758489945,"(41.891171213, -87.758489945)" +5121847,HM562464,08/25/2006 10:04:03 PM,016XX N AUSTIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2513,025,29,25,19,1136159,1910241,2006,04/15/2016 08:55:02 AM,41.909870809,-87.775247419,"(41.909870809, -87.775247419)" +5121882,HM538282,08/13/2006 05:59:02 PM,015XX W 79TH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0612,006,21,71,19,1167159,1852337,2006,04/15/2016 08:55:02 AM,41.750366414,-87.663025737,"(41.750366414, -87.663025737)" +5121894,HM546560,08/17/2006 09:06:26 PM,082XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1172075,1850203,2006,04/15/2016 08:55:02 AM,41.74440393,-87.645073832,"(41.74440393, -87.645073832)" +5121924,HM538478,08/13/2006 08:53:17 PM,050XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1183034,1871880,2006,04/15/2016 08:55:02 AM,41.803640113,-87.604245735,"(41.803640113, -87.604245735)" +5121973,HM538837,08/14/2006 12:56:17 AM,008XX W 58TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171514,1866386,2006,04/15/2016 08:55:02 AM,41.788824365,-87.646656011,"(41.788824365, -87.646656011)" +5121998,HM539560,08/14/2006 12:00:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2006,04/15/2016 08:55:02 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +5122132,HM428551,06/21/2006 04:30:00 PM,016XX N LUNA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139154,1910369,2006,04/15/2016 08:55:02 AM,41.910168055,-87.764241736,"(41.910168055, -87.764241736)" +5122296,HM562548,08/25/2006 11:00:42 PM,069XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,68,19,1175157,1858868,2006,04/15/2016 08:55:02 AM,41.768113531,-87.633522796,"(41.768113531, -87.633522796)" +5122312,HM519513,08/04/2006 02:30:00 PM,100XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1179358,1838348,2006,04/15/2016 08:55:02 AM,41.711709381,-87.618748824,"(41.711709381, -87.618748824)" +5123025,HM559562,08/24/2006 02:09:49 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,66,19,1160724,1865115,2006,04/15/2016 08:55:02 AM,41.785566241,-87.686254369,"(41.785566241, -87.686254369)" +5123684,HM556789,08/23/2006 03:35:26 AM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143167,1906196,2006,04/15/2016 08:55:02 AM,41.898642868,-87.749603686,"(41.898642868, -87.749603686)" +5123743,HM546599,08/17/2006 09:05:12 PM,020XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164032,1858566,2006,04/15/2016 08:55:02 AM,41.767525954,-87.67430967,"(41.767525954, -87.67430967)" +5123961,HM401747,06/08/2006 04:57:43 PM,056XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138879,1901455,2006,04/15/2016 08:55:02 AM,41.885711953,-87.765468742,"(41.885711953, -87.765468742)" +5124199,HM546637,08/17/2006 10:31:21 PM,097XX S YATES AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1194108,1840854,2006,04/15/2016 08:55:02 AM,41.718237486,-87.564649421,"(41.718237486, -87.564649421)" +5124344,HM428912,06/21/2006 07:30:00 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142606,1903006,2006,04/15/2016 08:55:02 AM,41.88989959,-87.751743655,"(41.88989959, -87.751743655)" +5124547,HM560034,08/24/2006 05:29:47 PM,017XX N LINDER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139467,1910927,2006,04/15/2016 08:55:02 AM,41.911693567,-87.763078252,"(41.911693567, -87.763078252)" +5124839,HM513653,08/01/2006 08:27:22 PM,087XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,46,19,1195770,1847600,2006,04/15/2016 08:55:02 AM,41.736708219,-87.558339802,"(41.736708219, -87.558339802)" +5124865,HM519516,08/04/2006 02:50:21 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1231,012,2,28,19,1167742,1894186,2006,04/15/2016 08:55:02 AM,41.865192223,-87.659687336,"(41.865192223, -87.659687336)" +5124904,HM521494,08/05/2006 01:24:25 PM,037XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151198,1903738,2006,04/15/2016 08:55:02 AM,41.891744135,-87.720170545,"(41.891744135, -87.720170545)" +5124907,HM549499,08/19/2006 11:30:00 AM,102XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177076,1837060,2006,04/15/2016 08:55:02 AM,41.708226596,-87.627144736,"(41.708226596, -87.627144736)" +5124944,HM522458,08/05/2006 10:50:51 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1165916,1869344,2006,04/15/2016 08:55:02 AM,41.797062334,-87.667097874,"(41.797062334, -87.667097874)" +5124978,HM525310,08/07/2006 12:24:12 PM,088XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,71,19,1173518,1846319,2006,04/15/2016 08:55:02 AM,41.733713928,-87.639901195,"(41.733713928, -87.639901195)" +5125024,HM562779,08/26/2006 01:33:00 AM,067XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165512,1859921,2006,04/15/2016 08:55:02 AM,41.77121301,-87.668846439,"(41.77121301, -87.668846439)" +5125028,HM515771,08/02/2006 07:12:56 PM,019XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153730,1890220,2006,04/15/2016 08:55:02 AM,41.854599268,-87.711231413,"(41.854599268, -87.711231413)" +5125064,HM520447,08/04/2006 10:34:01 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152207,1906093,2006,04/15/2016 08:55:02 AM,41.898186643,-87.71640273,"(41.898186643, -87.71640273)" +5125092,HM538217,08/13/2006 06:28:02 PM,107XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,50,19,1182508,1833974,2006,04/15/2016 08:55:02 AM,41.699634246,-87.607347854,"(41.699634246, -87.607347854)" +5125130,HM525438,08/07/2006 01:21:15 PM,062XX S HONORE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1165092,1863228,2006,04/15/2016 08:55:02 AM,41.780296748,-87.670292551,"(41.780296748, -87.670292551)" +5125428,HM560354,08/24/2006 08:42:53 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900745,2006,04/15/2016 08:55:02 AM,41.883681265,-87.749067859,"(41.883681265, -87.749067859)" +5126286,HM563167,08/26/2006 09:00:00 AM,007XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150257,1904627,2006,04/15/2016 08:55:02 AM,41.894202044,-87.723603237,"(41.894202044, -87.723603237)" +5126337,HM557486,08/23/2006 01:24:13 PM,058XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137263,1905075,2006,04/15/2016 08:55:02 AM,41.895674889,-87.771316045,"(41.895674889, -87.771316045)" +5126341,HM401467,06/08/2006 02:24:34 PM,001XX W 109TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177280,1832343,2006,04/15/2016 08:55:02 AM,41.695277884,-87.626539444,"(41.695277884, -87.626539444)" +5126429,HM420306,06/17/2006 05:18:53 PM,005XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140948,1902739,2006,04/15/2016 08:55:02 AM,41.889197585,-87.757839224,"(41.889197585, -87.757839224)" +5126624,HM463001,07/08/2006 03:22:22 PM,001XX W 118TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0522,005,34,53,19,1177286,1826702,2006,04/15/2016 08:55:02 AM,41.679798005,-87.626686894,"(41.679798005, -87.626686894)" +5126683,HM527954,08/08/2006 04:30:00 PM,070XX S CREGIER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1189419,1858647,2006,04/15/2016 08:55:02 AM,41.767176767,-87.581253651,"(41.767176767, -87.581253651)" +5127659,HM564600,08/27/2006 12:53:04 AM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152856,1894827,2006,04/15/2016 08:55:02 AM,41.867258736,-87.714317462,"(41.867258736, -87.714317462)" +5127076,HM563371,08/26/2006 11:50:00 AM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169165,1857035,2006,04/15/2016 08:55:02 AM,41.763215229,-87.655539195,"(41.763215229, -87.655539195)" +5127428,HM563536,08/26/2006 12:30:00 PM,052XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141194,1901436,2006,04/15/2016 08:55:02 AM,41.885617462,-87.756967941,"(41.885617462, -87.756967941)" +5127766,HM564634,08/27/2006 01:22:22 AM,019XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155336,1890253,2006,04/15/2016 08:55:02 AM,41.854657744,-87.705335802,"(41.854657744, -87.705335802)" +5127835,HM563962,08/26/2006 05:27:24 PM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139335,1901466,2006,04/15/2016 08:55:02 AM,41.885733845,-87.763793924,"(41.885733845, -87.763793924)" +5127909,HM464136,07/09/2006 10:54:06 AM,027XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2113,001,3,35,19,1176730,1886544,2006,04/15/2016 08:55:02 AM,41.844023772,-87.626923253,"(41.844023772, -87.626923253)" +5127942,HM464351,07/09/2006 12:15:41 PM,064XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160814,1861894,2006,04/15/2016 08:55:02 AM,41.776725514,-87.686013288,"(41.776725514, -87.686013288)" +5128075,HM564124,08/26/2006 06:39:09 PM,013XX W LUNT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165953,1946632,2006,04/15/2016 08:55:02 AM,42.009145091,-87.664753261,"(42.009145091, -87.664753261)" +5129137,HM414082,06/14/2006 05:45:37 PM,117XX S MORGAN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0524,005,34,53,19,1171766,1827069,2006,04/15/2016 08:55:02 AM,41.680927574,-87.646881826,"(41.680927574, -87.646881826)" +5129534,HM565200,08/27/2006 11:54:16 AM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168855,1858809,2006,04/15/2016 08:55:02 AM,41.768090011,-87.65662425,"(41.768090011, -87.65662425)" +5131696,HM549876,08/19/2006 02:33:52 PM,012XX S CALIFORNIA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1157876,1894450,2006,04/15/2016 08:55:02 AM,41.866123398,-87.695898521,"(41.866123398, -87.695898521)" +5131836,HM563891,08/26/2006 04:35:00 PM,066XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,20,42,19,1181375,1861130,2006,04/15/2016 08:55:02 AM,41.774179593,-87.610661436,"(41.774179593, -87.610661436)" +5132002,HM494850,07/23/2006 11:49:41 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1165550,1870572,2006,04/15/2016 08:55:02 AM,41.80043989,-87.668405208,"(41.80043989, -87.668405208)" +5132433,HM449658,07/02/2006 05:01:06 AM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139479,1897134,2006,04/15/2016 08:55:02 AM,41.873843651,-87.763370765,"(41.873843651, -87.763370765)" +5132623,HM450349,07/02/2006 03:20:43 PM,092XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185158,1844035,2006,04/15/2016 08:55:02 AM,41.727181119,-87.597329893,"(41.727181119, -87.597329893)" +5132782,HM560769,08/25/2006 01:27:02 AM,037XX W 13TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1011,010,24,29,19,1151675,1893786,2006,04/15/2016 08:55:02 AM,41.8644254,-87.718680477,"(41.8644254, -87.718680477)" +5132792,HM565506,08/27/2006 01:49:50 PM,081XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,18,71,19,1166756,1850831,2006,04/15/2016 08:55:02 AM,41.746242343,-87.664545411,"(41.746242343, -87.664545411)" +5132882,HM565628,08/27/2006 04:03:37 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169924,1856091,2006,04/15/2016 08:55:02 AM,41.760608326,-87.652784691,"(41.760608326, -87.652784691)" +5132892,HM401493,06/08/2006 02:26:20 PM,013XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1224,012,25,28,19,1160804,1893896,2006,04/15/2016 08:55:02 AM,41.864543005,-87.68516494,"(41.864543005, -87.68516494)" +5132924,HM401791,06/08/2006 04:36:16 PM,031XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155157,1903825,2006,04/15/2016 08:55:02 AM,41.891904316,-87.705628515,"(41.891904316, -87.705628515)" +5133013,HM404291,06/09/2006 08:52:14 PM,054XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139812,1907464,2006,04/15/2016 08:55:02 AM,41.902184391,-87.761895561,"(41.902184391, -87.761895561)" +5133124,HM565652,08/27/2006 04:36:04 PM,073XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1187480,1856422,2006,04/15/2016 08:55:02 AM,41.761117474,-87.588431409,"(41.761117474, -87.588431409)" +5133227,HM414614,06/14/2006 09:55:35 PM,080XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167400,1851505,2006,04/15/2016 08:55:02 AM,41.748078134,-87.662166383,"(41.748078134, -87.662166383)" +5133270,HM414977,06/15/2006 04:21:48 AM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148223,1889032,2006,04/15/2016 08:55:02 AM,41.851446953,-87.731475157,"(41.851446953, -87.731475157)" +5133352,HM419764,06/17/2006 11:30:09 AM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150608,1904047,2006,04/15/2016 08:55:02 AM,41.892603612,-87.722329283,"(41.892603612, -87.722329283)" +5133390,HM422645,06/18/2006 09:52:50 PM,042XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1132,011,24,26,19,1148265,1897356,2006,04/15/2016 08:55:02 AM,41.874288218,-87.731106697,"(41.874288218, -87.731106697)" +5133661,HM544425,08/16/2006 07:21:00 PM,002XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,0233,002,3,40,19,1178685,1868477,2006,04/15/2016 08:55:02 AM,41.794402094,-87.620299049,"(41.794402094, -87.620299049)" +5133673,HM544545,08/16/2006 07:40:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151521,1906778,2006,04/15/2016 08:55:02 AM,41.900079859,-87.718904349,"(41.900079859, -87.718904349)" +5133677,HM431068,06/22/2006 08:01:19 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187172,1858714,2006,04/15/2016 08:55:02 AM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +5133691,HM450743,07/02/2006 07:29:43 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141019,1900701,2006,04/15/2016 08:55:02 AM,41.883603754,-87.757628691,"(41.883603754, -87.757628691)" +5133694,HM425160,06/20/2006 01:35:00 AM,072XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166264,1856737,2006,04/15/2016 08:55:02 AM,41.762459712,-87.666180397,"(41.762459712, -87.666180397)" +5133698,HM464377,07/09/2006 11:50:56 AM,100XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1176055,1838481,2006,04/15/2016 08:55:02 AM,41.712148936,-87.630841229,"(41.712148936, -87.630841229)" +5133703,HM464583,07/09/2006 02:35:00 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144003,1901142,2006,04/15/2016 08:55:02 AM,41.884758456,-87.746659991,"(41.884758456, -87.746659991)" +5133712,HM533893,08/11/2006 02:15:59 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860617,2006,04/15/2016 08:55:02 AM,41.772599929,-87.58384078,"(41.772599929, -87.58384078)" +5133811,HM568338,08/28/2006 09:46:28 PM,009XX N LAWLER AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1531,015,37,25,19,1142519,1905811,2006,04/15/2016 08:55:02 AM,41.897598458,-87.751993365,"(41.897598458, -87.751993365)" +5134491,HM571374,08/30/2006 01:30:00 PM,089XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,8,47,19,1185443,1845839,2006,04/15/2016 08:55:02 AM,41.732124803,-87.596229321,"(41.732124803, -87.596229321)" +5134526,HM404276,06/09/2006 09:01:59 PM,053XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167243,1869322,2006,04/15/2016 08:55:02 AM,41.796973638,-87.662232232,"(41.796973638, -87.662232232)" +5134576,HM404425,06/09/2006 09:43:42 PM,029XX W AUGUSTA BLVD,1680,GAMBLING,OTHER,SIDEWALK,true,false,1311,012,26,24,19,1156789,1906518,2006,04/15/2016 08:55:02 AM,41.899261233,-87.699561823,"(41.899261233, -87.699561823)" +5134650,HM572156,08/30/2006 08:15:00 PM,029XX E 80TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197475,1852172,2006,04/15/2016 08:55:02 AM,41.749211832,-87.551941268,"(41.749211832, -87.551941268)" +5134681,HM450498,07/03/2006 04:30:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144784,1897934,2006,04/15/2016 08:55:02 AM,41.875940631,-87.743872922,"(41.875940631, -87.743872922)" +5134781,HM450706,07/02/2006 07:00:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153580,1904639,2006,04/15/2016 08:55:02 AM,41.894169523,-87.711398498,"(41.894169523, -87.711398498)" +5135019,HM401364,06/08/2006 01:25:00 PM,054XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169574,1868822,2006,04/15/2016 08:55:02 AM,41.795551327,-87.65369869,"(41.795551327, -87.65369869)" +5135061,HM401325,06/08/2006 01:00:00 PM,021XX E 97TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1191961,1841059,2006,04/15/2016 08:55:02 AM,41.71885236,-87.57250631,"(41.71885236, -87.57250631)" +5135305,HM464857,07/09/2006 05:25:13 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899814,2006,04/15/2016 08:55:02 AM,41.881162987,-87.756310263,"(41.881162987, -87.756310263)" +5135422,HM423902,06/19/2006 02:25:00 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167627,1867367,2006,04/15/2016 08:55:02 AM,41.791600653,-87.660880139,"(41.791600653, -87.660880139)" +5135437,HM526755,08/08/2006 01:36:59 AM,038XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150863,1895759,2006,04/15/2016 08:55:02 AM,41.869855454,-87.721609726,"(41.869855454, -87.721609726)" +5135458,HM530013,08/09/2006 04:51:02 PM,0000X N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141054,1899694,2006,04/15/2016 08:55:02 AM,41.880839774,-87.757524977,"(41.880839774, -87.757524977)" +5135468,HM530401,08/09/2006 07:40:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174930,1855009,2006,04/15/2016 08:55:02 AM,41.757529047,-87.634469775,"(41.757529047, -87.634469775)" +5135487,HM530719,08/09/2006 11:00:37 PM,057XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163342,1866592,2006,04/15/2016 08:55:02 AM,41.789564853,-87.676614162,"(41.789564853, -87.676614162)" +5135731,HM534478,08/11/2006 07:04:08 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1185008,1861888,2006,04/15/2016 08:55:02 AM,41.776175067,-87.597319911,"(41.776175067, -87.597319911)" +5135734,HM530491,08/09/2006 08:30:00 PM,049XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175121,1872240,2006,04/15/2016 08:55:02 AM,41.804808514,-87.633255658,"(41.804808514, -87.633255658)" +5135772,HM530599,08/09/2006 09:45:00 PM,029XX N CLYBOURN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1913,019,1,5,19,1161560,1919521,2006,04/15/2016 08:55:02 AM,41.934844327,-87.681675129,"(41.934844327, -87.681675129)" +5137551,HM571951,08/30/2006 06:00:00 PM,005XX W GARFIELD BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,false,false,0711,007,3,68,19,1173739,1868314,2006,04/15/2016 08:55:02 AM,41.794065947,-87.638440606,"(41.794065947, -87.638440606)" +5137893,HM570181,08/29/2006 08:27:26 PM,004XX W 63RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0711,007,20,68,19,1174260,1863150,2006,04/15/2016 08:55:02 AM,41.779883805,-87.636683565,"(41.779883805, -87.636683565)" +5140343,HM543699,08/16/2006 01:15:00 PM,111XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1176269,1830876,2006,04/15/2016 08:55:02 AM,41.691274925,-87.630284867,"(41.691274925, -87.630284867)" +5140365,HM544449,08/16/2006 07:35:00 PM,100XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0511,005,9,49,19,1176055,1838481,2006,04/15/2016 08:55:02 AM,41.712148936,-87.630841229,"(41.712148936, -87.630841229)" +5140397,HM464749,07/09/2006 04:31:18 PM,071XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0831,008,18,66,19,1159942,1857193,2006,04/15/2016 08:55:02 AM,41.763843258,-87.689339066,"(41.763843258, -87.689339066)" +5140427,HM464595,07/09/2006 02:16:00 PM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1181102,1878355,2006,04/15/2016 08:55:02 AM,41.821452782,-87.611131691,"(41.821452782, -87.611131691)" +5140587,HM594875,09/11/2006 01:10:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150362,1894752,2006,04/15/2016 08:55:02 AM,41.867101912,-87.723475324,"(41.867101912, -87.723475324)" +5142486,HM739793,11/25/2006 03:30:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155902,1910487,2006,04/15/2016 08:55:02 AM,41.910170451,-87.702712598,"(41.910170451, -87.702712598)" +5143770,HM741439,11/26/2006 02:25:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155902,1910487,2006,04/15/2016 08:55:02 AM,41.910170451,-87.702712598,"(41.910170451, -87.702712598)" +5144797,HM531788,08/10/2006 02:30:00 PM,005XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140930,1903275,2006,04/15/2016 08:55:02 AM,41.890668766,-87.757892127,"(41.890668766, -87.757892127)" +5144856,HM531832,08/10/2006 02:25:00 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142518,1905872,2006,04/15/2016 08:55:02 AM,41.897765868,-87.75199552,"(41.897765868, -87.75199552)" +5144938,HM450139,07/02/2006 12:15:00 PM,086XX S MORGAN ST,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0613,006,21,71,19,1171157,1847584,2006,04/15/2016 08:55:02 AM,41.737237137,-87.648513853,"(41.737237137, -87.648513853)" +5144974,HM450278,07/02/2006 02:15:00 PM,069XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,15,66,19,1160909,1858489,2006,04/15/2016 08:55:02 AM,41.767379748,-87.685759009,"(41.767379748, -87.685759009)" +5145132,HM532908,08/11/2006 12:55:00 AM,004XX W EVERGREEN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1821,018,27,8,19,1173240,1909286,2006,04/15/2016 08:55:02 AM,41.906507389,-87.639055705,"(41.906507389, -87.639055705)" +5145191,HM533007,08/11/2006 02:38:07 AM,090XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,7,48,19,1193411,1845520,2006,04/15/2016 08:55:02 AM,41.731058479,-87.5670501,"(41.731058479, -87.5670501)" +5145355,HM414338,06/14/2006 07:38:00 PM,056XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172263,1867459,2006,04/15/2016 08:55:02 AM,41.791752346,-87.643878147,"(41.791752346, -87.643878147)" +5145879,HM531638,08/10/2006 12:55:00 PM,053XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167243,1869322,2006,04/15/2016 08:55:02 AM,41.796973638,-87.662232232,"(41.796973638, -87.662232232)" +5146045,HM531536,08/10/2006 11:10:00 AM,071XX W 54TH ST,1680,GAMBLING,OTHER,STREET,true,false,0811,008,23,56,19,1129474,1867960,2006,04/15/2016 08:55:02 AM,41.793961698,-87.800769153,"(41.793961698, -87.800769153)" +5147857,HM597154,09/12/2006 04:11:35 PM,011XX S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136892,1894418,2006,04/15/2016 08:55:02 AM,41.866437316,-87.77293425,"(41.866437316, -87.77293425)" +5149502,HM593525,09/10/2006 06:15:57 PM,061XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171026,1864208,2006,04/15/2016 08:55:02 AM,41.782858365,-87.648508939,"(41.782858365, -87.648508939)" +5149515,HM576171,09/01/2006 09:02:01 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161110,1863231,2006,04/15/2016 08:55:02 AM,41.780388308,-87.684891198,"(41.780388308, -87.684891198)" +5150308,HM576258,09/01/2006 08:57:22 PM,053XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2131,002,5,41,19,1182813,1869853,2006,04/15/2016 08:55:02 AM,41.798083,-87.605119222,"(41.798083, -87.605119222)" +5150584,HM596969,09/12/2006 03:00:00 PM,064XX W BARRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2511,025,36,19,19,1133109,1919921,2006,04/15/2016 08:55:02 AM,41.936487799,-87.786225181,"(41.936487799, -87.786225181)" +5150908,HM576396,09/01/2006 06:47:51 PM,031XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155074,1905156,2006,04/15/2016 08:55:02 AM,41.895558372,-87.705897593,"(41.895558372, -87.705897593)" +5151020,HM562023,08/25/2006 05:35:59 PM,003XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138987,1901595,2006,04/15/2016 08:55:02 AM,41.886094169,-87.765068733,"(41.886094169, -87.765068733)" +5152223,HM565929,08/27/2006 07:04:53 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,21,71,19,1167710,1852264,2006,04/15/2016 08:55:02 AM,41.750154295,-87.661008708,"(41.750154295, -87.661008708)" +5152699,HM574414,08/31/2006 10:09:00 PM,026XX W PETERSON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2413,024,50,2,19,1157445,1939758,2006,04/15/2016 08:55:02 AM,41.990460631,-87.696244895,"(41.990460631, -87.696244895)" +5152783,HM574507,08/31/2006 11:00:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167674,1894186,2006,04/15/2016 08:55:02 AM,41.865193687,-87.659936964,"(41.865193687, -87.659936964)" +5152873,HM577181,09/02/2006 10:26:22 AM,002XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1532,015,28,25,19,1141669,1901165,2006,04/15/2016 08:55:02 AM,41.884865037,-87.755230327,"(41.884865037, -87.755230327)" +5153108,HM574541,08/31/2006 09:50:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,47,4,19,1157997,1931783,2006,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +5153130,HM574544,08/31/2006 11:00:00 PM,033XX W FOSTER AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,1152970,1934347,2006,04/15/2016 08:55:02 AM,41.975702719,-87.712849177,"(41.975702719, -87.712849177)" +5153535,HM574619,09/01/2006 01:14:30 AM,081XX S THROOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0613,006,21,71,19,1169077,1850745,2006,04/15/2016 08:55:02 AM,41.745956529,-87.656043223,"(41.745956529, -87.656043223)" +5153647,HM574720,09/01/2006 03:16:02 AM,012XX S INDEPENDENCE BLVD,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1011,010,24,29,19,1151289,1894080,2006,04/15/2016 08:55:02 AM,41.865239745,-87.720089778,"(41.865239745, -87.720089778)" +5153790,HM577521,09/02/2006 01:20:00 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2422,024,49,1,19,1164298,1950863,2006,04/15/2016 08:55:02 AM,42.020790333,-87.67072197,"(42.020790333, -87.67072197)" +5153853,HM577574,09/02/2006 02:10:47 PM,065XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0321,003,20,42,19,1183349,1861883,2006,04/15/2016 08:55:02 AM,41.776200149,-87.603401769,"(41.776200149, -87.603401769)" +5153858,HM577585,09/02/2006 02:18:28 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144342,1898237,2006,04/15/2016 08:55:02 AM,41.876780419,-87.745488187,"(41.876780419, -87.745488187)" +5153876,HM577607,09/02/2006 02:31:21 PM,013XX E 75TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0324,003,5,43,19,1186618,1855540,2006,04/15/2016 08:55:02 AM,41.758717624,-87.591618526,"(41.758717624, -87.591618526)" +5153903,HM577766,09/02/2006 02:55:16 PM,044XX S WELLS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175351,1875683,2006,04/15/2016 08:55:02 AM,41.814251285,-87.632309121,"(41.814251285, -87.632309121)" +5154561,HM552571,08/21/2006 12:10:00 AM,038XX W FERDINAND ST,1680,GAMBLING,OTHER,STREET,true,false,1122,011,27,23,19,1150820,1903066,2006,04/15/2016 08:55:02 AM,41.889907501,-87.721576373,"(41.889907501, -87.721576373)" +5154964,HM578005,09/02/2006 06:25:32 PM,061XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159761,1863838,2006,04/15/2016 08:55:02 AM,41.78208181,-87.689820236,"(41.78208181, -87.689820236)" +5155051,HM593698,09/10/2006 08:45:00 PM,085XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,21,71,19,1168157,1848072,2006,04/15/2016 08:55:02 AM,41.738641261,-87.659490991,"(41.738641261, -87.659490991)" +5155142,HM578030,09/02/2006 06:00:00 PM,0000X S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,28,19,1159755,1899815,2006,04/15/2016 08:55:02 AM,41.880806975,-87.688852668,"(41.880806975, -87.688852668)" +5155165,HM575286,09/01/2006 12:09:09 PM,006XX N SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154260,1904156,2006,04/15/2016 08:55:02 AM,41.892830572,-87.708913968,"(41.892830572, -87.708913968)" +5155384,HM426398,06/20/2006 04:30:00 PM,010XX W ARGYLE ST,1611,GAMBLING,BOOKMAKING/SPORTS,RESTAURANT,true,false,2024,020,46,3,19,1168593,1933592,2006,04/15/2016 08:55:02 AM,41.973306084,-87.655419772,"(41.973306084, -87.655419772)" +5155409,HM550284,08/19/2006 07:03:19 PM,057XX W BLOOMINGDALE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2531,025,29,25,19,1137920,1911258,2006,04/15/2016 08:55:02 AM,41.912629953,-87.768753536,"(41.912629953, -87.768753536)" +5155466,HM593727,09/10/2006 09:59:00 PM,055XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139422,1898781,2006,04/15/2016 08:55:02 AM,41.878364274,-87.763539901,"(41.878364274, -87.763539901)" +5155767,HM553387,08/21/2006 01:20:10 PM,047XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1180398,1873719,2006,04/15/2016 08:55:02 AM,41.808747436,-87.613856692,"(41.808747436, -87.613856692)" +5155989,HM578594,09/03/2006 12:50:00 AM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1157394,1894579,2006,04/15/2016 08:55:02 AM,41.866487195,-87.69766448,"(41.866487195, -87.69766448)" +5156418,HM561437,08/25/2006 12:46:47 PM,043XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1147196,1901097,2006,04/15/2016 08:55:02 AM,41.884574472,-87.734935853,"(41.884574472, -87.734935853)" +5156421,HM578611,09/03/2006 12:40:34 AM,085XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,21,71,19,1168157,1848072,2006,04/15/2016 08:55:02 AM,41.738641261,-87.659490991,"(41.738641261, -87.659490991)" +5156547,HM581404,09/04/2006 05:05:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141370,1902646,2006,04/15/2016 08:55:02 AM,41.888934605,-87.756291745,"(41.888934605, -87.756291745)" +5157109,HM579328,09/03/2006 01:15:00 PM,112XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177506,1830609,2006,04/15/2016 08:55:02 AM,41.690514443,-87.62576414,"(41.690514443, -87.62576414)" +5157154,HM579428,09/03/2006 02:30:00 PM,088XX S WALLACE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2223,022,21,71,19,1173849,1846324,2006,04/15/2016 08:55:02 AM,41.733720324,-87.638688429,"(41.733720324, -87.638688429)" +5159542,HM579723,09/03/2006 05:53:00 PM,066XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,20,42,19,1182359,1861202,2006,04/15/2016 08:55:02 AM,41.774354421,-87.607052083,"(41.774354421, -87.607052083)" +5159610,HM576098,09/01/2006 07:28:00 PM,027XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1311,012,1,24,19,1157934,1907204,2006,04/15/2016 08:55:02 AM,41.901120388,-87.695337514,"(41.901120388, -87.695337514)" +5159611,HM579733,09/03/2006 05:59:47 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138502,1899449,2006,04/15/2016 08:55:02 AM,41.880214065,-87.766901805,"(41.880214065, -87.766901805)" +5160147,HM579861,09/03/2006 07:04:00 PM,047XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144736,1899144,2006,04/15/2016 08:55:02 AM,41.879261923,-87.744018658,"(41.879261923, -87.744018658)" +5160478,HM597825,09/12/2006 09:40:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2006,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +5160635,HM597944,09/12/2006 11:16:14 PM,042XX S WABASH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0214,002,3,38,19,1177421,1876864,2006,04/15/2016 08:55:02 AM,41.817445462,-87.624680481,"(41.817445462, -87.624680481)" +5160722,HM597982,09/12/2006 11:55:00 PM,016XX N AUSTIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136157,1910178,2006,04/15/2016 08:55:02 AM,41.909697966,-87.775256272,"(41.909697966, -87.775256272)" +5161214,HM581701,09/04/2006 08:20:00 PM,025XX E 76TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0421,004,7,43,19,1194644,1855066,2006,04/15/2016 08:55:02 AM,41.757223275,-87.562219895,"(41.757223275, -87.562219895)" +5161526,HM589700,09/08/2006 05:37:05 PM,081XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0614,006,18,71,19,1166756,1850831,2006,04/15/2016 08:55:02 AM,41.746242343,-87.664545411,"(41.746242343, -87.664545411)" +5161555,HM589703,09/08/2006 05:15:59 PM,064XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1158820,1861807,2006,04/15/2016 08:55:02 AM,41.776527729,-87.693325635,"(41.776527729, -87.693325635)" +5162541,HM592146,09/09/2006 11:30:00 PM,028XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157580,1896245,2006,04/15/2016 08:55:02 AM,41.871055087,-87.696936312,"(41.871055087, -87.696936312)" +5162683,HM581449,09/04/2006 05:00:00 PM,094XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0633,006,9,44,19,1182723,1842512,2006,04/15/2016 08:55:02 AM,41.723058613,-87.606296659,"(41.723058613, -87.606296659)" +5162713,HM637979,10/03/2006 03:14:00 PM,046XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1181714,1874400,2006,04/15/2016 08:55:02 AM,41.810585821,-87.609008885,"(41.810585821, -87.609008885)" +5165421,HM573626,08/31/2006 03:10:00 PM,050XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142748,1903528,2006,04/15/2016 08:55:02 AM,41.891329378,-87.751209156,"(41.891329378, -87.751209156)" +5166200,HM581866,09/04/2006 10:09:00 PM,014XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153271,1892811,2006,04/15/2016 08:55:02 AM,41.861718384,-87.71284742,"(41.861718384, -87.71284742)" +5166323,HM581917,09/04/2006 10:45:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147395,1898656,2006,04/15/2016 08:55:02 AM,41.877872277,-87.734267661,"(41.877872277, -87.734267661)" +5166421,HM581972,09/04/2006 11:40:00 PM,010XX W 78TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,17,71,19,1170540,1853092,2006,04/15/2016 08:55:02 AM,41.752365285,-87.650614254,"(41.752365285, -87.650614254)" +5166816,HM587460,09/07/2006 05:38:19 PM,014XX S SPRINGFIELD AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1011,010,24,29,19,1150612,1892826,2006,04/15/2016 08:55:02 AM,41.861811865,-87.722607832,"(41.861811865, -87.722607832)" +5166959,HM587581,09/07/2006 06:24:04 PM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166703,1852821,2006,04/15/2016 08:55:02 AM,41.751704315,-87.664682949,"(41.751704315, -87.664682949)" +5167300,HM587679,09/07/2006 05:30:00 PM,042XX S ASHLAND AVE,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,TAVERN/LIQUOR STORE,true,false,0914,009,12,61,19,1166389,1876432,2006,04/15/2016 08:55:02 AM,41.816502542,-87.665161249,"(41.816502542, -87.665161249)" +5167438,HM639137,10/04/2006 04:40:59 AM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1148480,1889040,2006,04/15/2016 08:55:02 AM,41.851463959,-87.73053169,"(41.851463959, -87.73053169)" +5167481,HM587692,09/07/2006 07:25:07 PM,088XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0412,004,8,48,19,1193370,1846889,2006,04/15/2016 08:55:02 AM,41.73481614,-87.567155651,"(41.73481614, -87.567155651)" +5167653,HM572488,08/30/2006 11:23:06 PM,040XX W 18TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149856,1891080,2006,04/15/2016 08:55:02 AM,41.857035354,-87.725428385,"(41.857035354, -87.725428385)" +5167988,HM640234,10/04/2006 04:43:06 PM,017XX N LINDER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139467,1910927,2006,04/15/2016 08:55:02 AM,41.911693567,-87.763078252,"(41.911693567, -87.763078252)" +5168008,HM640349,10/04/2006 05:10:43 PM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156910,1897227,2006,04/15/2016 08:55:02 AM,41.873763398,-87.699369505,"(41.873763398, -87.699369505)" +5168193,HM640513,10/04/2006 06:46:53 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171049,1868997,2006,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +5168479,HM550246,08/19/2006 06:49:58 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167626,1867400,2006,04/15/2016 08:55:02 AM,41.791691231,-87.660882859,"(41.791691231, -87.660882859)" +5168639,HM552588,08/20/2006 11:11:33 PM,038XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150738,1903733,2006,04/15/2016 08:55:02 AM,41.891739422,-87.72186006,"(41.891739422, -87.72186006)" +5168737,HM565948,08/27/2006 07:46:13 PM,009XX W 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170886,1864377,2006,04/15/2016 08:55:02 AM,41.783325179,-87.64901729,"(41.783325179, -87.64901729)" +5168783,HM566072,08/27/2006 08:32:45 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173240,1909286,2006,04/15/2016 08:55:02 AM,41.906507389,-87.639055705,"(41.906507389, -87.639055705)" +5169071,HM551432,08/20/2006 10:51:13 AM,010XX N LARRABEE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1823,018,27,8,19,1172155,1907182,2006,04/15/2016 08:55:02 AM,41.900757926,-87.643103491,"(41.900757926, -87.643103491)" +5169172,HM568120,08/28/2006 07:44:03 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0134,001,3,33,19,1176685,1888774,2006,04/15/2016 08:55:02 AM,41.85014407,-87.627021086,"(41.85014407, -87.627021086)" +5169258,HM606632,09/17/2006 11:00:00 AM,044XX W WEST END AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1113,011,28,26,19,1146946,1900610,2006,04/15/2016 08:55:02 AM,41.883242868,-87.735866347,"(41.883242868, -87.735866347)" +5169691,HM583084,09/05/2006 03:05:00 PM,029XX W WALTON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1311,012,26,24,19,1156789,1906075,2006,04/15/2016 08:55:02 AM,41.898045602,-87.699573843,"(41.898045602, -87.699573843)" +5169866,HM583545,09/05/2006 06:05:00 PM,012XX S CALIFORNIA BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1157886,1894159,2006,04/15/2016 08:55:02 AM,41.86532466,-87.695869743,"(41.86532466, -87.695869743)" +5170658,HM641854,10/05/2006 02:00:00 PM,063XX S VERNON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0312,003,20,42,19,1180340,1863071,2006,04/15/2016 08:55:02 AM,41.779529693,-87.614396033,"(41.779529693, -87.614396033)" +5171775,HM642321,10/05/2006 05:40:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1155979,1901475,2006,04/15/2016 08:55:02 AM,41.885439152,-87.702673092,"(41.885439152, -87.702673092)" +5171890,HM642766,10/05/2006 09:42:43 PM,009XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149884,1905988,2006,04/15/2016 08:55:02 AM,41.897944034,-87.724937715,"(41.897944034, -87.724937715)" +5171994,HM642918,10/05/2006 11:12:01 PM,022XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1150736,1888821,2006,04/15/2016 08:55:02 AM,41.85081924,-87.722257276,"(41.85081924, -87.722257276)" +5173307,HM609255,09/18/2006 06:51:22 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173240,1909286,2006,04/15/2016 08:55:02 AM,41.906507389,-87.639055705,"(41.906507389, -87.639055705)" +5173544,HM611409,09/19/2006 10:30:00 PM,051XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142080,1910490,2006,04/15/2016 08:55:02 AM,41.910446317,-87.753489619,"(41.910446317, -87.753489619)" +5173664,HM721939,11/15/2006 01:56:33 PM,002XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1139003,1901091,2006,04/15/2016 08:55:02 AM,41.884710837,-87.765022234,"(41.884710837, -87.765022234)" +5174065,HM609525,09/18/2006 09:31:10 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171035,1868997,2006,04/15/2016 08:55:02 AM,41.795999725,-87.648336051,"(41.795999725, -87.648336051)" +5174280,HM586304,09/07/2006 03:33:13 AM,013XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153909,1893731,2006,04/15/2016 08:55:02 AM,41.86423029,-87.710480917,"(41.86423029, -87.710480917)" +5174514,HM609604,09/18/2006 10:45:00 PM,030XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1331,012,27,27,19,1156238,1901855,2006,04/15/2016 08:55:02 AM,41.886476681,-87.701711721,"(41.886476681, -87.701711721)" +5174658,HM609632,09/18/2006 11:10:00 PM,017XX N LINDER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139467,1910927,2006,04/15/2016 08:55:02 AM,41.911693567,-87.763078252,"(41.911693567, -87.763078252)" +5175567,HM695770,11/01/2006 05:05:55 PM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140228,1900221,2006,04/15/2016 08:55:02 AM,41.882301097,-87.760545114,"(41.882301097, -87.760545114)" +5176054,HM609026,09/18/2006 05:05:00 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149923,1904647,2006,04/15/2016 08:55:02 AM,41.894263432,-87.724829404,"(41.894263432, -87.724829404)" +5176502,HM696028,11/01/2006 07:14:23 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906040,2006,04/15/2016 08:55:02 AM,41.898067287,-87.721278114,"(41.898067287, -87.721278114)" +5177056,HM603923,09/15/2006 10:05:17 PM,006XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153601,1903958,2006,04/15/2016 08:55:02 AM,41.892300375,-87.711339503,"(41.892300375, -87.711339503)" +5177441,HM610580,09/19/2006 02:30:00 PM,009XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,CTA GARAGE / OTHER PROPERTY,true,false,1322,012,1,24,19,1165552,1906537,2006,04/15/2016 08:55:02 AM,41.89913122,-87.667375015,"(41.89913122, -87.667375015)" +5177468,HM593179,09/10/2006 02:40:00 PM,092XX S DAUPHIN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0633,006,8,44,19,1183570,1843807,2006,04/15/2016 08:55:02 AM,41.726592573,-87.603153976,"(41.726592573, -87.603153976)" +5177512,HM389427,06/02/2006 04:34:00 PM,123XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1173555,1823129,2006,04/15/2016 08:55:02 AM,41.670076272,-87.640449155,"(41.670076272, -87.640449155)" +5178083,HM696303,11/01/2006 08:42:09 PM,077XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166355,1853414,2006,04/15/2016 08:55:02 AM,41.753339004,-87.665941353,"(41.753339004, -87.665941353)" +5179142,HM614317,09/21/2006 12:42:59 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161221,1859242,2006,04/15/2016 08:55:02 AM,41.769439636,-87.684594571,"(41.769439636, -87.684594571)" +5180330,HM614400,09/21/2006 11:37:58 AM,011XX W 104TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,1170659,1835842,2006,04/15/2016 08:55:02 AM,41.705026225,-87.650679504,"(41.705026225, -87.650679504)" +5180722,HM604823,09/16/2006 12:44:45 PM,062XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160445,1863144,2006,04/15/2016 08:55:02 AM,41.780163303,-87.687331611,"(41.780163303, -87.687331611)" +5181833,HM584752,09/06/2006 11:35:16 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141383,1902646,2006,04/15/2016 08:55:02 AM,41.888934365,-87.756244004,"(41.888934365, -87.756244004)" +5182227,HM619994,09/24/2006 10:40:00 AM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160129,1862492,2006,04/15/2016 08:55:02 AM,41.778380633,-87.688508047,"(41.778380633, -87.688508047)" +5182583,HM605518,09/16/2006 06:52:00 PM,022XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176664,1889529,2006,04/15/2016 08:55:02 AM,41.852216317,-87.627075368,"(41.852216317, -87.627075368)" +5183895,HM573201,08/31/2006 11:47:14 AM,118XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,false,false,0522,005,34,53,19,1176410,1826469,2006,04/15/2016 08:55:02 AM,41.679178288,-87.629900396,"(41.679178288, -87.629900396)" +5184098,HM616602,09/22/2006 02:08:24 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1139439,1901762,2006,04/15/2016 08:55:02 AM,41.886544212,-87.76340479,"(41.886544212, -87.76340479)" +5184138,HM616624,09/22/2006 02:30:00 PM,053XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167243,1869322,2006,04/15/2016 08:55:02 AM,41.796973638,-87.662232232,"(41.796973638, -87.662232232)" +5184235,HM584153,09/05/2006 11:29:26 PM,072XX S COLES AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0334,003,7,43,19,1194457,1857648,2006,04/15/2016 08:55:02 AM,41.764313073,-87.562820451,"(41.764313073, -87.562820451)" +5184416,HM616716,09/22/2006 03:48:00 PM,016XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152644,1891488,2006,04/15/2016 08:55:02 AM,41.858100331,-87.715184009,"(41.858100331, -87.715184009)" +5184491,HM573972,08/31/2006 05:32:23 PM,078XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,false,false,0414,004,8,43,19,1188897,1853371,2006,04/15/2016 08:55:02 AM,41.752711469,-87.58333557,"(41.752711469, -87.58333557)" +5184739,HM587880,09/07/2006 09:18:33 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141354,1900640,2006,04/15/2016 08:55:02 AM,41.883430189,-87.756400033,"(41.883430189, -87.756400033)" +5185613,HM615386,09/21/2006 10:04:22 PM,006XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142906,1903965,2006,04/15/2016 08:55:02 AM,41.892525614,-87.75061799,"(41.892525614, -87.75061799)" +5185430,HM775821,12/15/2006 01:30:00 PM,012XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,26,23,19,1151815,1907916,2006,04/15/2016 08:55:02 AM,41.903196858,-87.71779448,"(41.903196858, -87.71779448)" +5185475,HM615271,09/21/2006 08:24:52 PM,005XX E PERSHING RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,35,19,1180356,1879232,2006,04/15/2016 08:55:02 AM,41.823876512,-87.613841431,"(41.823876512, -87.613841431)" +5185573,HM615289,09/21/2006 08:50:45 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1136503,1910219,2006,04/15/2016 08:55:02 AM,41.90980429,-87.773984211,"(41.90980429, -87.773984211)" +5185604,HM615359,09/21/2006 08:40:00 PM,052XX N ELSTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,12,19,1142251,1934225,2006,04/15/2016 08:55:02 AM,41.975574223,-87.752270356,"(41.975574223, -87.752270356)" +5186094,HM614194,09/21/2006 11:37:58 AM,096XX S HALSTED ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,2223,022,21,73,19,1172676,1840935,2006,04/15/2016 08:55:02 AM,41.718958052,-87.643144011,"(41.718958052, -87.643144011)" +5186119,HM593621,09/10/2006 10:10:00 PM,011XX W 112TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1170723,1830527,2006,04/15/2016 08:55:02 AM,41.690439633,-87.650599424,"(41.690439633, -87.650599424)" +5186372,HM613026,09/20/2006 06:48:15 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140803,1907567,2006,04/15/2016 08:55:02 AM,41.902448863,-87.758252886,"(41.902448863, -87.758252886)" +5186524,HM613224,09/20/2006 08:49:25 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144750,1897933,2006,04/15/2016 08:55:02 AM,41.875938528,-87.743997784,"(41.875938528, -87.743997784)" +5188525,HM697613,11/02/2006 04:42:47 PM,120XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,34,53,19,1174475,1825149,2006,04/15/2016 08:55:02 AM,41.675599131,-87.637022318,"(41.675599131, -87.637022318)" +5188656,HM617155,09/22/2006 07:30:00 PM,081XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171390,1850958,2006,04/15/2016 08:55:02 AM,41.746490758,-87.647561702,"(41.746490758, -87.647561702)" +5188907,HM697308,11/02/2006 01:22:48 PM,008XX W 69TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0723,007,6,68,19,1172028,1859104,2006,04/15/2016 08:55:02 AM,41.768830432,-87.644985089,"(41.768830432, -87.644985089)" +5189011,HM698271,11/02/2006 10:57:17 PM,008XX E 90TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,8,44,19,1183362,1845148,2006,04/15/2016 08:55:02 AM,41.730277272,-87.603874266,"(41.730277272, -87.603874266)" +5189027,HM617282,09/22/2006 06:00:00 PM,063XX W 65TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0812,008,13,64,19,1135325,1860739,2006,04/15/2016 08:55:02 AM,41.77404448,-87.779483926,"(41.77404448, -87.779483926)" +5189636,HM617432,09/22/2006 10:15:00 PM,001XX N CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1157701,1900936,2006,04/15/2016 08:55:02 AM,41.883925184,-87.696364259,"(41.883925184, -87.696364259)" +5190197,HM621938,09/25/2006 01:10:00 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150626,1903338,2006,04/15/2016 08:55:02 AM,41.89065769,-87.722281719,"(41.89065769, -87.722281719)" +5190369,HM622171,09/25/2006 03:50:00 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141934,1903143,2006,04/15/2016 08:55:02 AM,41.890288007,-87.754208173,"(41.890288007, -87.754208173)" +5190432,HM622272,09/25/2006 04:00:00 PM,017XX E 71ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,5,43,19,1188979,1858278,2006,04/15/2016 08:55:02 AM,41.766174746,-87.582878208,"(41.766174746, -87.582878208)" +5190453,HM622601,09/25/2006 06:33:00 PM,051XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1178913,1871007,2006,04/15/2016 08:55:02 AM,41.801339453,-87.619385933,"(41.801339453, -87.619385933)" +5191102,HM622674,09/25/2006 07:05:22 PM,012XX W 97TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2213,022,21,73,19,1169683,1840603,2006,04/15/2016 08:55:02 AM,41.718112315,-87.654115975,"(41.718112315, -87.654115975)" +5191143,HM574034,08/31/2006 06:29:03 PM,059XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169008,1865305,2006,04/15/2016 08:55:02 AM,41.78591253,-87.655875856,"(41.78591253, -87.655875856)" +5191233,HM601289,09/14/2006 05:59:07 PM,024XX W 57TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160892,1866801,2006,04/15/2016 08:55:02 AM,41.790189381,-87.685591827,"(41.790189381, -87.685591827)" +5191268,HM622718,09/25/2006 07:50:00 PM,106XX S BENSLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0434,004,10,51,19,1194551,1834987,2006,04/15/2016 08:55:02 AM,41.702126993,-87.563219092,"(41.702126993, -87.563219092)" +5191451,HM601577,09/14/2006 07:43:39 PM,082XX S GREEN ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0613,006,21,71,19,1172074,1850237,2006,04/15/2016 08:55:02 AM,41.744497252,-87.645076499,"(41.744497252, -87.645076499)" +5191482,HM574123,08/31/2006 07:46:45 PM,056XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168287,1867439,2006,04/15/2016 08:55:02 AM,41.791784038,-87.658457973,"(41.791784038, -87.658457973)" +5192382,HM622892,09/25/2006 09:22:53 PM,034XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1153720,1894499,2006,04/15/2016 08:55:02 AM,41.866341527,-87.711154301,"(41.866341527, -87.711154301)" +5192808,HM623131,09/26/2006 12:25:00 AM,022XX S KOSTNER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1013,010,22,29,19,1147405,1888790,2006,04/15/2016 08:55:02 AM,41.850798567,-87.734483638,"(41.850798567, -87.734483638)" +5192947,HM623003,09/25/2006 10:47:56 PM,016XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150328,1891460,2006,04/15/2016 08:55:02 AM,41.858068936,-87.723685963,"(41.858068936, -87.723685963)" +5195120,HM624179,09/26/2006 02:40:00 PM,067XX S EAST END AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860541,2006,04/15/2016 08:55:02 AM,41.772391355,-87.583839542,"(41.772391355, -87.583839542)" +5196090,HM624755,09/26/2006 07:00:00 PM,045XX N CLARENDON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2313,019,46,3,19,1170091,1930547,2006,04/15/2016 08:55:02 AM,41.96491786,-87.650000625,"(41.96491786, -87.650000625)" +5197318,HM618719,09/23/2006 04:12:15 PM,018XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152335,1890670,2006,04/15/2016 08:55:02 AM,41.855861742,-87.716339815,"(41.855861742, -87.716339815)" +5198749,HM625818,09/27/2006 11:11:30 AM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1157447,1894581,2006,04/15/2016 08:55:02 AM,41.866491606,-87.697469857,"(41.866491606, -87.697469857)" +5201447,HM790806,12/23/2006 11:20:00 AM,093XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2221,022,21,73,19,1167643,1842743,2006,04/15/2016 08:55:02 AM,41.724028724,-87.661526572,"(41.724028724, -87.661526572)" +5203177,HM610687,09/19/2006 02:14:00 PM,081XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0631,006,6,44,19,1180313,1851219,2006,04/15/2016 08:55:02 AM,41.747007173,-87.614857942,"(41.747007173, -87.614857942)" +5203313,HM611374,09/19/2006 09:15:00 PM,025XX W PETERSON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1158116,1939768,2006,04/15/2016 08:55:02 AM,41.990474347,-87.693776531,"(41.990474347, -87.693776531)" +5203585,HM612110,09/20/2006 10:45:00 AM,079XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0624,006,8,44,19,1182930,1852635,2006,04/15/2016 08:55:02 AM,41.750832464,-87.605224746,"(41.750832464, -87.605224746)" +5203979,HM789833,12/22/2006 08:42:00 PM,014XX S THROOP ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167931,1893411,2006,04/15/2016 08:55:02 AM,41.863061487,-87.659015862,"(41.863061487, -87.659015862)" +5204024,HM601921,09/15/2006 12:21:00 AM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148223,1889032,2006,04/15/2016 08:55:02 AM,41.851446953,-87.731475157,"(41.851446953, -87.731475157)" +5204811,HM611282,09/19/2006 09:12:42 PM,0000X N PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149726,1899841,2006,04/15/2016 08:55:02 AM,41.881079083,-87.725677923,"(41.881079083, -87.725677923)" +5205358,HM612226,09/20/2006 12:39:44 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156307,1899868,2006,04/15/2016 08:55:02 AM,41.881022767,-87.701512057,"(41.881022767, -87.701512057)" +5205910,HM607601,09/17/2006 09:05:00 PM,053XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167243,1869302,2006,04/15/2016 08:55:02 AM,41.796918756,-87.662232804,"(41.796918756, -87.662232804)" +5206004,HM607140,09/17/2006 04:15:00 PM,036XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152293,1896784,2006,04/15/2016 08:55:02 AM,41.872640083,-87.71633269,"(41.872640083, -87.71633269)" +5206047,HM611318,09/19/2006 08:52:03 PM,071XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0831,008,18,66,19,1155270,1857154,2006,04/15/2016 08:55:02 AM,41.763830944,-87.706464196,"(41.763830944, -87.706464196)" +5206063,HM612314,09/20/2006 12:19:11 PM,100XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,9,73,19,1174732,1838438,2006,04/15/2016 08:55:02 AM,41.712060455,-87.635687689,"(41.712060455, -87.635687689)" +5207036,HM796925,12/27/2006 06:45:00 PM,081XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196579,1851577,2006,04/15/2016 08:55:02 AM,41.747601389,-87.555244206,"(41.747601389, -87.555244206)" +5207880,HM627975,09/28/2006 12:40:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171049,1868997,2006,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +5208322,HM614128,09/21/2006 11:37:58 AM,088XX S WALLACE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2223,022,21,71,19,1173851,1846265,2006,04/15/2016 08:55:02 AM,41.733558376,-87.638682846,"(41.733558376, -87.638682846)" +5208590,HM795140,12/26/2006 05:57:00 PM,066XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0321,003,20,42,19,1181375,1861136,2006,04/15/2016 08:55:02 AM,41.774196058,-87.610661251,"(41.774196058, -87.610661251)" +5208815,HM630921,09/29/2006 08:50:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150389,1894752,2006,04/15/2016 08:55:02 AM,41.867101385,-87.723376202,"(41.867101385, -87.723376202)" +5208822,HM628485,09/28/2006 04:55:00 PM,107XX S BENSLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0434,004,10,51,19,1194563,1834394,2006,04/15/2016 08:55:02 AM,41.700499445,-87.56319457,"(41.700499445, -87.56319457)" +5209649,HM562226,08/25/2006 06:50:53 PM,015XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152625,1892170,2006,04/15/2016 08:55:02 AM,41.859972193,-87.71523573,"(41.859972193, -87.71523573)" +5209733,HM600402,09/14/2006 10:00:00 AM,112XX S WALLACE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2233,022,34,49,19,1174313,1830380,2006,04/15/2016 08:55:02 AM,41.68995741,-87.637460623,"(41.68995741, -87.637460623)" +5210103,HM630718,09/29/2006 07:45:17 PM,075XX S DORCHESTER AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0411,004,5,43,19,1186847,1855365,2006,04/15/2016 08:55:02 AM,41.758231987,-87.590784804,"(41.758231987, -87.590784804)" +5210175,HM603492,09/15/2006 05:20:00 PM,107XX S BURLEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0432,004,10,52,19,1199537,1834235,2006,04/15/2016 08:55:02 AM,41.699939636,-87.544987401,"(41.699939636, -87.544987401)" +5210370,HM605525,09/16/2006 07:30:00 PM,089XX S BRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1198879,1846224,2006,04/15/2016 08:55:02 AM,41.73285498,-87.546995742,"(41.73285498, -87.546995742)" +5210405,HM603495,09/15/2006 05:40:00 PM,107XX S BURLEY AVE,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,0432,004,10,52,19,1199537,1834235,2006,04/15/2016 08:55:02 AM,41.699939636,-87.544987401,"(41.699939636, -87.544987401)" +5210442,HM607418,09/17/2006 07:14:00 PM,108XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1170269,1832440,2006,04/15/2016 08:55:02 AM,41.695699076,-87.652206161,"(41.695699076, -87.652206161)" +5210469,HM630333,09/29/2006 04:15:00 PM,006XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150277,1903931,2006,04/15/2016 08:55:02 AM,41.892291757,-87.723547949,"(41.892291757, -87.723547949)" +5210547,HM628850,09/28/2006 07:40:16 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1011,010,24,29,19,1151170,1894442,2006,04/15/2016 08:55:02 AM,41.866235446,-87.720517147,"(41.866235446, -87.720517147)" +5210740,HM608515,09/18/2006 01:00:00 PM,066XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,20,42,19,1182359,1861202,2006,04/15/2016 08:55:02 AM,41.774354421,-87.607052083,"(41.774354421, -87.607052083)" +5212652,HM794715,12/26/2006 01:40:00 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868591,2006,04/15/2016 08:55:02 AM,41.794995565,-87.667042267,"(41.794995565, -87.667042267)" +5213406,HM792815,12/24/2006 06:30:00 PM,081XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0614,006,21,71,19,1166756,1850831,2006,04/15/2016 08:55:02 AM,41.746242343,-87.664545411,"(41.746242343, -87.664545411)" +5213708,HM800006,12/29/2006 03:15:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1156095,1901477,2006,04/15/2016 08:55:02 AM,41.8854423,-87.702247063,"(41.8854423, -87.702247063)" +5215138,HM771705,12/31/2006 11:15:00 AM,023XX S WENTWORTH AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,2111,009,25,34,19,1175345,1888637,2006,04/15/2016 08:55:02 AM,41.84979827,-87.631943164,"(41.84979827, -87.631943164)" +5216150,HM620655,09/24/2006 05:50:00 PM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158243,1893706,2006,04/15/2016 08:55:02 AM,41.8640743,-87.694571553,"(41.8640743, -87.694571553)" +5216304,HM608721,09/18/2006 03:35:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152911,1893675,2006,04/15/2016 08:55:02 AM,41.86409643,-87.714146052,"(41.86409643, -87.714146052)" +5216331,HM608584,09/18/2006 01:20:00 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1150624,1903420,2006,04/15/2016 08:55:02 AM,41.890882746,-87.72228692,"(41.890882746, -87.72228692)" +5216547,HM645141,10/06/2006 11:50:00 PM,039XX W 70TH ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0833,008,13,65,19,1151237,1857890,2006,04/15/2016 08:55:02 AM,41.765930352,-87.721227027,"(41.765930352, -87.721227027)" +5216722,HM581238,09/04/2006 03:20:00 PM,078XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1167917,1852813,2006,04/15/2016 08:55:02 AM,41.751656385,-87.660234429,"(41.751656385, -87.660234429)" +5216754,HM698022,11/02/2006 08:23:15 PM,053XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166247,1869399,2006,04/15/2016 08:55:02 AM,41.797206215,-87.66588249,"(41.797206215, -87.66588249)" +5216757,HM581295,09/04/2006 03:30:00 PM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171647,1853552,2006,04/15/2016 08:55:02 AM,41.753603408,-87.646544124,"(41.753603408, -87.646544124)" +5216767,HM629046,09/28/2006 09:50:00 PM,103XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,49,19,1178406,1836219,2006,04/15/2016 08:55:02 AM,41.705888742,-87.622299653,"(41.705888742, -87.622299653)" +5217625,HM629844,09/29/2006 12:15:00 PM,005XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151294,1903237,2006,04/15/2016 08:55:02 AM,41.890367456,-87.719831133,"(41.890367456, -87.719831133)" +5218099,HM770957,12/12/2006 10:05:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1911,019,47,4,19,1157997,1931783,2006,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +5218503,HM635678,10/02/2006 12:56:16 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142015,1900761,2006,04/15/2016 08:55:02 AM,41.883750008,-87.753969761,"(41.883750008, -87.753969761)" +5218516,HM803500,12/31/2006 05:33:58 PM,052XX W FULTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1141179,1901435,2006,04/15/2016 08:55:02 AM,41.885614994,-87.757023049,"(41.885614994, -87.757023049)" +5218680,HM643008,10/06/2006 12:10:00 AM,009XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1823,018,27,8,19,1173001,1906745,2006,04/15/2016 08:55:02 AM,41.899540054,-87.640009077,"(41.899540054, -87.640009077)" +5218774,HM643692,10/06/2006 11:14:45 AM,009XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152876,1905943,2006,04/15/2016 08:55:02 AM,41.897761801,-87.713949511,"(41.897761801, -87.713949511)" +5218887,HM630105,09/29/2006 02:00:00 PM,009XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141856,1905668,2006,04/15/2016 08:55:02 AM,41.897218351,-87.754432063,"(41.897218351, -87.754432063)" +5218933,HM500576,07/26/2006 03:13:09 PM,070XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1159923,1857870,2006,04/15/2016 08:55:02 AM,41.765701436,-87.689390129,"(41.765701436, -87.689390129)" +5218953,HM500584,07/26/2006 03:16:01 PM,009XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1173001,1906745,2006,04/15/2016 08:55:02 AM,41.899540054,-87.640009077,"(41.899540054, -87.640009077)" +5218977,HM581755,09/04/2006 08:45:00 PM,074XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1194658,1856130,2006,04/15/2016 08:55:02 AM,41.760142627,-87.562133631,"(41.760142627, -87.562133631)" +5219102,HM633084,09/30/2006 10:53:44 PM,033XX W FOSTER AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1712,017,39,13,19,1152970,1934347,2006,04/15/2016 08:55:02 AM,41.975702719,-87.712849177,"(41.975702719, -87.712849177)" +5219270,HM605882,09/16/2006 11:05:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151522,1906744,2006,04/15/2016 08:55:02 AM,41.89998654,-87.71890157,"(41.89998654, -87.71890157)" +5219598,HM520645,08/05/2006 12:25:29 AM,007XX W 76TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1172856,1854475,2006,04/15/2016 08:55:02 AM,41.756109667,-87.642086406,"(41.756109667, -87.642086406)" +5219767,HM555666,08/22/2006 03:08:39 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139464,1897791,2006,04/15/2016 08:55:02 AM,41.875646819,-87.763409822,"(41.875646819, -87.763409822)" +5220575,HM556336,08/22/2006 08:09:30 PM,080XX S BRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1198877,1852371,2006,04/15/2016 08:55:02 AM,41.749722849,-87.546797247,"(41.749722849, -87.546797247)" +5220618,HM556483,08/22/2006 09:47:21 PM,063XX S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157143,1862356,2006,04/15/2016 08:55:02 AM,41.77806835,-87.699458645,"(41.77806835, -87.699458645)" +5220797,HM385647,05/31/2006 05:30:00 PM,042XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1722,017,39,14,19,1147319,1931565,2006,04/15/2016 08:55:02 AM,41.96817915,-87.733701764,"(41.96817915, -87.733701764)" +5220854,HM631997,09/30/2006 12:05:58 PM,104XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,1170839,1835405,2006,04/15/2016 08:55:02 AM,41.703823112,-87.650033063,"(41.703823112, -87.650033063)" +5221483,HN103676,01/03/2007 03:50:00 AM,0000X N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1139053,1899654,2007,04/15/2016 08:55:02 AM,41.880766615,-87.764873578,"(41.880766615, -87.764873578)" +5221549,HM644158,10/06/2006 03:46:52 PM,049XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143545,1898549,2006,04/15/2016 08:55:02 AM,41.877651527,-87.748406753,"(41.877651527, -87.748406753)" +5221660,HM802368,12/30/2006 10:00:00 PM,019XX W 111TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2212,022,19,75,19,1165028,1831029,2006,04/15/2016 08:55:02 AM,41.69193918,-87.671435054,"(41.69193918, -87.671435054)" +5222272,HM403873,06/09/2006 05:00:00 PM,055XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0713,007,16,67,19,1166617,1867978,2006,04/15/2016 08:55:02 AM,41.79329893,-87.66456619,"(41.79329893, -87.66456619)" +5223288,HM591244,09/09/2006 01:30:00 PM,029XX E 91ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197191,1845187,2006,04/15/2016 08:55:02 AM,41.730051519,-87.553213956,"(41.730051519, -87.553213956)" +5223754,HM637640,10/03/2006 12:30:00 PM,009XX W 53RD ST,1611,GAMBLING,BOOKMAKING/SPORTS,ALLEY,true,false,0934,009,20,61,19,1171041,1869653,2006,04/15/2016 08:55:02 AM,41.797799729,-87.648294878,"(41.797799729, -87.648294878)" +5223884,HM591294,09/09/2006 02:00:00 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180005,1863280,2006,04/15/2016 08:55:02 AM,41.780110888,-87.615617777,"(41.780110888, -87.615617777)" +5224032,HM644525,10/06/2006 06:38:05 PM,056XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138923,1900190,2006,04/15/2016 08:55:02 AM,41.88223983,-87.765337908,"(41.88223983, -87.765337908)" +5224057,HM591299,09/09/2006 02:05:00 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180005,1863280,2006,04/15/2016 08:55:02 AM,41.780110888,-87.615617777,"(41.780110888, -87.615617777)" +5224414,HM646655,10/07/2006 06:43:00 PM,005XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151294,1903237,2006,04/15/2016 08:55:02 AM,41.890367456,-87.719831133,"(41.890367456, -87.719831133)" +5224535,HM646728,10/07/2006 07:50:00 PM,047XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1180398,1873719,2006,04/15/2016 08:55:02 AM,41.808747436,-87.613856692,"(41.808747436, -87.613856692)" +5224859,HM646831,10/07/2006 09:15:00 PM,089XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197318,1846295,2006,04/15/2016 08:55:02 AM,41.733088802,-87.552711915,"(41.733088802, -87.552711915)" +5226401,HN103385,01/02/2007 09:55:36 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167640,1894185,2007,04/15/2016 08:55:02 AM,41.865191675,-87.660061808,"(41.865191675, -87.660061808)" +5226491,HN107107,01/05/2007 12:01:39 AM,057XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164336,1866623,2007,04/15/2016 08:55:02 AM,41.789629028,-87.672968585,"(41.789629028, -87.672968585)" +5226554,HM798955,12/28/2006 09:30:00 PM,012XX W 14TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1168159,1893536,2006,04/15/2016 08:55:02 AM,41.86339958,-87.658175291,"(41.86339958, -87.658175291)" +5226733,HM802155,12/30/2006 07:37:57 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180760,1881423,2006,04/15/2016 08:55:02 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +5227638,HM790173,12/23/2006 12:00:30 AM,002XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0232,002,3,40,19,1178668,1868597,2006,04/15/2016 08:55:02 AM,41.794731772,-87.620357737,"(41.794731772, -87.620357737)" +5229053,HM626456,09/27/2006 04:59:19 PM,058XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1137522,1901419,2006,04/15/2016 08:55:02 AM,41.885637697,-87.770452867,"(41.885637697, -87.770452867)" +5229104,HM556533,08/22/2006 10:19:15 PM,067XX N BOSWORTH AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2432,024,40,1,19,1164719,1944824,2006,04/15/2016 08:55:02 AM,42.004210257,-87.669345087,"(42.004210257, -87.669345087)" +5229181,HM626548,09/27/2006 04:42:00 PM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194834,1855497,2006,04/15/2016 08:55:02 AM,41.758401296,-87.561509417,"(41.758401296, -87.561509417)" +5229552,HM645875,10/07/2006 11:46:14 AM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1188992,1858707,2006,04/15/2016 08:55:02 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +5229673,HM646228,10/07/2006 02:40:00 PM,037XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151091,1907071,2006,04/15/2016 08:55:02 AM,41.90089232,-87.720476073,"(41.90089232, -87.720476073)" +5229769,HM645889,10/07/2006 11:47:34 AM,029XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156898,1899216,2006,04/15/2016 08:55:02 AM,41.879221655,-87.699359622,"(41.879221655, -87.699359622)" +5229827,HM626764,09/27/2006 07:20:40 PM,111XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1167337,1830440,2006,04/15/2016 08:55:02 AM,41.690273866,-87.662998245,"(41.690273866, -87.662998245)" +5230052,HM626844,09/27/2006 08:07:14 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142016,1900744,2006,04/15/2016 08:55:02 AM,41.883703339,-87.75396651,"(41.883703339, -87.75396651)" +5231323,HM590092,09/08/2006 09:23:57 PM,061XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0313,003,20,42,19,1182618,1864533,2006,04/15/2016 08:55:02 AM,41.783488988,-87.605999364,"(41.783488988, -87.605999364)" +5231666,HM590077,09/08/2006 09:39:06 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,1140803,1907567,2006,04/15/2016 08:55:02 AM,41.902448863,-87.758252886,"(41.902448863, -87.758252886)" +5231817,HN103367,01/02/2007 08:15:00 PM,047XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,33,14,19,1152859,1931351,2007,04/15/2016 08:55:02 AM,41.967483718,-87.7133371,"(41.967483718, -87.7133371)" +5232148,HN109787,01/06/2007 12:00:00 PM,023XX S WENTWORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2111,009,25,34,19,1175345,1888637,2007,04/15/2016 08:55:02 AM,41.84979827,-87.631943164,"(41.84979827, -87.631943164)" +5232579,HN103472,01/02/2007 10:20:00 PM,066XX S MARQUETTE RD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,20,42,19,1180716,1861054,2007,04/15/2016 08:55:02 AM,41.773986212,-87.613079517,"(41.773986212, -87.613079517)" +5233260,HM647816,10/08/2006 12:15:53 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1164298,1950679,2006,04/15/2016 08:55:02 AM,42.020285434,-87.670727212,"(42.020285434, -87.670727212)" +5233961,HM585840,09/06/2006 07:50:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166040,1852805,2006,04/15/2016 08:55:02 AM,41.751674522,-87.667112995,"(41.751674522, -87.667112995)" +5234661,HN113573,01/08/2007 07:30:28 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1142605,1903013,2007,04/15/2016 08:55:02 AM,41.889918817,-87.751747153,"(41.889918817, -87.751747153)" +5234705,HM647942,10/08/2006 01:03:25 PM,002XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138109,1901139,2006,04/15/2016 08:55:02 AM,41.884858755,-87.768304022,"(41.884858755, -87.768304022)" +5234992,HM648185,10/08/2006 04:00:00 PM,043XX W CERMAK RD,1661,GAMBLING,GAME/DICE,STREET,true,false,1013,010,22,29,19,1147580,1889013,2006,04/15/2016 08:55:02 AM,41.851407157,-87.733835632,"(41.851407157, -87.733835632)" +5234998,HM632901,09/30/2006 09:52:38 PM,080XX S ABERDEEN ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0612,006,21,71,19,1170378,1851593,2006,04/15/2016 08:55:02 AM,41.748255356,-87.651251461,"(41.748255356, -87.651251461)" +5235038,HM591507,09/09/2006 04:15:00 PM,018XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1022,010,24,29,19,1154988,1890801,2006,04/15/2016 08:55:02 AM,41.856168495,-87.706598434,"(41.856168495, -87.706598434)" +5235056,HN109698,01/06/2007 11:25:00 AM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167261,1868669,2007,04/15/2016 08:55:02 AM,41.795181344,-87.66218492,"(41.795181344, -87.66218492)" +5235099,HM590284,09/08/2006 11:05:00 PM,070XX S EUCLID AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1190432,1858500,2006,04/15/2016 08:55:02 AM,41.766749021,-87.577545383,"(41.766749021, -87.577545383)" +5235264,HM652920,10/10/2006 11:42:00 PM,066XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182034,1861131,2006,04/15/2016 08:55:02 AM,41.774167116,-87.608245658,"(41.774167116, -87.608245658)" +5235295,HM634084,10/01/2006 03:20:00 PM,117XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,53,19,1175736,1826995,2006,04/15/2016 08:55:02 AM,41.680636788,-87.632351839,"(41.680636788, -87.632351839)" +5237705,HM630995,09/29/2006 09:15:00 PM,032XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,36,17,19,1127514,1920682,2006,04/15/2016 08:55:02 AM,41.938672216,-87.806770702,"(41.938672216, -87.806770702)" +5237732,HM630996,09/29/2006 09:15:00 PM,032XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,36,17,19,1127514,1920682,2006,04/15/2016 08:55:02 AM,41.938672216,-87.806770702,"(41.938672216, -87.806770702)" +5238191,HM798830,12/28/2006 08:35:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0931,009,16,61,19,1166857,1871311,2006,04/15/2016 08:55:02 AM,41.802439947,-87.663590909,"(41.802439947, -87.663590909)" +5238341,HM660079,10/14/2006 05:10:18 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143386,1902559,2006,04/15/2016 08:55:02 AM,41.888658426,-87.748890295,"(41.888658426, -87.748890295)" +5238473,HM653936,10/11/2006 01:59:00 PM,018XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150348,1890750,2006,04/15/2016 08:55:02 AM,41.856120221,-87.723631056,"(41.856120221, -87.723631056)" +5238734,HM648625,10/08/2006 08:01:01 PM,059XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,68,19,1176318,1865629,2006,04/15/2016 08:55:02 AM,41.78664044,-87.629064253,"(41.78664044, -87.629064253)" +5238750,HM648633,10/08/2006 09:03:19 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160111,1863203,2006,04/15/2016 08:55:02 AM,41.780332086,-87.688554492,"(41.780332086, -87.688554492)" +5239695,HM660403,10/14/2006 08:51:33 PM,010XX W LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,46,3,19,1168601,1932053,2006,04/15/2016 08:55:02 AM,41.969082848,-87.655435135,"(41.969082848, -87.655435135)" +5240203,HM648492,10/08/2006 06:00:00 PM,045XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0221,002,3,38,19,1177914,1875105,2006,04/15/2016 08:55:02 AM,41.812607444,-87.622925375,"(41.812607444, -87.622925375)" +5240250,HM647904,10/08/2006 12:45:00 PM,050XX N BROADWAY,1680,GAMBLING,OTHER,STREET,true,false,2033,020,48,3,19,1167410,1933435,2006,04/15/2016 08:55:02 AM,41.972900877,-87.659774452,"(41.972900877, -87.659774452)" +5240646,HM648646,10/08/2006 09:12:42 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167591,1868675,2006,04/15/2016 08:55:02 AM,41.795190732,-87.660974633,"(41.795190732, -87.660974633)" +5241231,HM648735,10/08/2006 10:03:09 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1166857,1871311,2006,04/15/2016 08:55:02 AM,41.802439947,-87.663590909,"(41.802439947, -87.663590909)" +5242595,HN118075,01/11/2007 12:14:40 PM,042XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1182309,1877148,2007,04/15/2016 08:55:02 AM,41.81811276,-87.60674129,"(41.81811276, -87.60674129)" +5243173,HM802432,12/30/2006 10:40:00 PM,011XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151833,1907361,2006,04/15/2016 08:55:02 AM,41.90167353,-87.717742991,"(41.90167353, -87.717742991)" +5244449,HN122948,01/13/2007 11:40:00 PM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,68,19,1172941,1854830,2007,04/15/2016 08:55:02 AM,41.757081957,-87.641764442,"(41.757081957, -87.641764442)" +5244582,HN106405,01/04/2007 04:15:00 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1133,011,24,29,19,1152249,1894796,2007,04/15/2016 08:55:02 AM,41.867185658,-87.71654668,"(41.867185658, -87.71654668)" +5245194,HN122895,01/13/2007 11:30:00 PM,031XX W FRANKLIN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155266,1903162,2007,04/15/2016 08:55:02 AM,41.890082792,-87.705246028,"(41.890082792, -87.705246028)" +5245371,HN101185,01/01/2007 03:40:00 PM,021XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152369,1889476,2007,04/15/2016 08:55:02 AM,41.852584594,-87.716246513,"(41.852584594, -87.716246513)" +5246011,HN108365,01/05/2007 04:55:00 PM,008XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151237,1905253,2007,04/15/2016 08:55:02 AM,41.895900684,-87.71998754,"(41.895900684, -87.71998754)" +5246653,HM660490,10/14/2006 10:05:00 PM,010XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140833,1906455,2006,04/15/2016 08:55:02 AM,41.899396853,-87.758170074,"(41.899396853, -87.758170074)" +5247255,HM660542,10/14/2006 10:43:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157200,1894877,2006,04/15/2016 08:55:02 AM,41.867308877,-87.698368584,"(41.867308877, -87.698368584)" +5247299,HN102917,01/02/2007 05:04:09 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153975,1891414,2007,04/15/2016 08:55:02 AM,41.857870867,-87.710300355,"(41.857870867, -87.710300355)" +5247432,HM658548,10/13/2006 09:15:00 PM,040XX W 21ST PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1012,010,24,29,19,1149830,1889454,2006,04/15/2016 08:55:02 AM,41.852573914,-87.725566066,"(41.852573914, -87.725566066)" +5247558,HM628299,09/28/2006 11:15:00 AM,086XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0632,006,6,44,19,1183073,1847828,2006,04/15/2016 08:55:02 AM,41.737638212,-87.604849856,"(41.737638212, -87.604849856)" +5247578,HM628301,09/28/2006 02:30:00 PM,047XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0921,009,3,61,19,1171769,1873479,2006,04/15/2016 08:55:02 AM,41.808282722,-87.645512913,"(41.808282722, -87.645512913)" +5247723,HM628814,09/28/2006 07:30:00 PM,016XX W LAKE ST,1680,GAMBLING,OTHER,OTHER,true,false,1333,012,27,28,19,1165393,1901492,2006,04/15/2016 08:55:02 AM,41.885290749,-87.668102679,"(41.885290749, -87.668102679)" +5248168,HM629985,09/29/2006 12:45:00 PM,047XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0921,009,3,61,19,1171767,1873543,2006,04/15/2016 08:55:02 AM,41.808458389,-87.64551837,"(41.808458389, -87.64551837)" +5248329,HM663436,10/16/2006 01:51:49 PM,037XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151592,1894452,2006,04/15/2016 08:55:02 AM,41.86625461,-87.718967674,"(41.86625461, -87.718967674)" +5250406,HM661399,10/15/2006 12:38:36 PM,030XX W 63RD ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0823,008,15,66,19,1157046,1862703,2006,04/15/2016 08:55:02 AM,41.77902253,-87.699804881,"(41.77902253, -87.699804881)" +5250736,HM634696,10/01/2006 10:39:03 PM,002XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1513,015,29,25,19,1139089,1898527,2006,04/15/2016 08:55:02 AM,41.877673325,-87.764768801,"(41.877673325, -87.764768801)" +5251012,HM588302,09/08/2006 02:51:10 AM,040XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149852,1890120,2006,04/15/2016 08:55:02 AM,41.854401073,-87.725468014,"(41.854401073, -87.725468014)" +5251168,HM649813,10/09/2006 01:20:00 PM,047XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174757,1873432,2006,04/15/2016 08:55:02 AM,41.808087606,-87.634555099,"(41.808087606, -87.634555099)" +5251520,HM665686,10/17/2006 04:02:42 PM,011XX N KEDVALE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,37,23,19,1148505,1907370,2006,04/15/2016 08:55:02 AM,41.901763108,-87.729966993,"(41.901763108, -87.729966993)" +5251755,HM666527,10/17/2006 10:50:00 PM,093XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0633,006,9,49,19,1182396,1842688,2006,04/15/2016 08:55:02 AM,41.723549151,-87.607488981,"(41.723549151, -87.607488981)" +5253100,HM471942,07/12/2006 11:20:00 PM,022XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2111,009,25,34,19,1174568,1889318,2006,04/15/2016 08:55:02 AM,41.851684365,-87.634774508,"(41.851684365, -87.634774508)" +5253499,HM659957,10/14/2006 03:38:50 PM,066XX S RHODES AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0321,003,20,42,19,1181042,1861105,2006,04/15/2016 08:55:02 AM,41.774118663,-87.611882909,"(41.774118663, -87.611882909)" +5253716,HN129792,01/17/2007 10:10:00 PM,065XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0321,003,20,42,19,1182684,1861922,2007,04/15/2016 08:55:02 AM,41.776322631,-87.605838376,"(41.776322631, -87.605838376)" +5254027,HM313651,04/26/2006 12:05:00 PM,059XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0714,007,15,67,19,1166686,1865425,2006,04/15/2016 08:55:02 AM,41.786291714,-87.664386014,"(41.786291714, -87.664386014)" +5254907,HM666461,10/17/2006 10:27:19 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862620,2006,04/15/2016 08:55:02 AM,41.778711288,-87.684845766,"(41.778711288, -87.684845766)" +5255336,HM662348,10/15/2006 08:30:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160129,1862492,2006,04/15/2016 08:55:02 AM,41.778380633,-87.688508047,"(41.778380633, -87.688508047)" +5255757,HM672382,10/20/2006 08:15:00 PM,008XX W 54TH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0934,009,20,61,19,1171640,1869013,2006,04/15/2016 08:55:02 AM,41.79603038,-87.646117017,"(41.79603038, -87.646117017)" +5255786,HM672403,10/20/2006 08:15:00 PM,047XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0224,002,3,38,19,1178840,1873653,2006,04/15/2016 08:55:02 AM,41.808601975,-87.619573063,"(41.808601975, -87.619573063)" +5257279,HM668001,10/18/2006 05:30:00 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1522,015,29,25,19,1139422,1897790,2006,04/15/2016 08:55:02 AM,41.87564484,-87.763564057,"(41.87564484, -87.763564057)" +5256849,HM667663,10/18/2006 03:00:00 PM,066XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182359,1861202,2006,04/15/2016 08:55:02 AM,41.774354421,-87.607052083,"(41.774354421, -87.607052083)" +5256996,HM672785,10/21/2006 12:20:00 AM,054XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139940,1905802,2006,04/15/2016 08:55:02 AM,41.897621324,-87.761466086,"(41.897621324, -87.761466086)" +5257190,HM673464,10/21/2006 11:23:00 AM,046XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1181380,1874302,2006,04/15/2016 08:55:02 AM,41.810324619,-87.610236972,"(41.810324619, -87.610236972)" +5257220,HM673523,10/21/2006 11:45:00 AM,003XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138093,1901588,2006,04/15/2016 08:55:02 AM,41.886091158,-87.768351922,"(41.886091158, -87.768351922)" +5257314,HM673606,10/21/2006 01:00:20 PM,045XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,3,38,19,1179626,1874825,2006,04/15/2016 08:55:02 AM,41.811800093,-87.616654368,"(41.811800093, -87.616654368)" +5257386,HN129626,01/17/2007 08:26:04 PM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0621,006,17,68,19,1172941,1854830,2007,04/15/2016 08:55:02 AM,41.757081957,-87.641764442,"(41.757081957, -87.641764442)" +5257394,HM682921,10/26/2006 10:30:00 AM,103XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0512,005,9,49,19,1180736,1836592,2006,04/15/2016 08:55:02 AM,41.706859194,-87.613756011,"(41.706859194, -87.613756011)" +5258875,HM680200,10/24/2006 09:25:00 PM,108XX S WENTWORTH AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0513,005,34,49,19,1176874,1832900,2006,04/15/2016 08:55:02 AM,41.696815506,-87.628009235,"(41.696815506, -87.628009235)" +5258361,HN133019,01/19/2007 04:40:43 PM,047XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0231,002,3,38,19,1177958,1873540,2007,04/15/2016 08:55:02 AM,41.808311948,-87.622811444,"(41.808311948, -87.622811444)" +5258452,HM681561,10/25/2006 04:33:28 PM,040XX W LAKE ST,1680,GAMBLING,OTHER,CTA TRAIN,true,false,1114,011,28,26,19,1149512,1901446,2006,04/15/2016 08:55:02 AM,41.885487535,-87.726422045,"(41.885487535, -87.726422045)" +5261098,HM680094,10/24/2006 08:45:07 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142731,1904178,2006,04/15/2016 08:55:02 AM,41.893113371,-87.751255395,"(41.893113371, -87.751255395)" +5261894,HM673743,10/21/2006 02:20:00 PM,075XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0414,004,8,43,19,1189845,1855351,2006,04/15/2016 08:55:02 AM,41.758122033,-87.579798041,"(41.758122033, -87.579798041)" +5262228,HM679981,10/24/2006 06:46:30 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153581,1904626,2006,04/15/2016 08:55:02 AM,41.89413383,-87.711395172,"(41.89413383, -87.711395172)" +5262371,HM675612,10/22/2006 02:05:00 PM,010XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142834,1906608,2006,04/15/2016 08:55:02 AM,41.899779655,-87.750816516,"(41.899779655, -87.750816516)" +5262422,HM675650,10/22/2006 02:29:44 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142016,1900744,2006,04/15/2016 08:55:02 AM,41.883703339,-87.75396651,"(41.883703339, -87.75396651)" +5262461,HM675658,10/22/2006 02:30:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,69,19,1174952,1854202,2006,04/15/2016 08:55:02 AM,41.755314051,-87.634413175,"(41.755314051, -87.634413175)" +5263358,HM650072,10/09/2006 03:59:19 PM,069XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,5,43,19,1186732,1859439,2006,04/15/2016 08:55:02 AM,41.769414136,-87.591077424,"(41.769414136, -87.591077424)" +5267524,HM680315,10/24/2006 09:05:00 PM,059XX W HIGGINS AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1622,016,45,11,19,1135381,1933238,2006,04/15/2016 08:55:02 AM,41.972990897,-87.777557776,"(41.972990897, -87.777557776)" +5268438,HM669722,10/19/2006 03:00:41 PM,111XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1167357,1830483,2006,04/15/2016 08:55:02 AM,41.690391438,-87.662923799,"(41.690391438, -87.662923799)" +5271379,HM637630,10/03/2006 12:12:28 PM,038XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150731,1900939,2006,04/15/2016 08:55:02 AM,41.884072528,-87.721958876,"(41.884072528, -87.721958876)" +5274306,HM680981,10/25/2006 10:35:00 AM,054XX S LOOMIS BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0933,009,16,61,19,1167927,1868488,2006,04/15/2016 08:55:02 AM,41.794670365,-87.659747889,"(41.794670365, -87.659747889)" +5274333,HM670541,10/19/2006 10:15:58 PM,067XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187366,1860381,2006,04/15/2016 08:55:02 AM,41.771984027,-87.588723609,"(41.771984027, -87.588723609)" +5274362,HM699776,11/03/2006 07:00:00 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164193,1950996,2006,04/15/2016 08:55:02 AM,42.021157517,-87.671104579,"(42.021157517, -87.671104579)" +5274634,HM670146,10/19/2006 05:28:32 PM,035XX S ARCHER AVE,1611,GAMBLING,BOOKMAKING/SPORTS,CTA TRAIN,true,false,0913,009,11,59,19,1162694,1881257,2006,04/15/2016 08:55:02 AM,41.829820933,-87.678580516,"(41.829820933, -87.678580516)" +5274710,HM699869,11/03/2006 07:50:49 PM,109XX S RACINE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2234,022,34,75,19,1170281,1832086,2006,04/15/2016 08:55:02 AM,41.694727383,-87.652172474,"(41.694727383, -87.652172474)" +5275039,HM686248,10/27/2006 10:30:20 PM,006XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153596,1904101,2006,04/15/2016 08:55:02 AM,41.892692881,-87.711354059,"(41.892692881, -87.711354059)" +5278979,HN147009,01/27/2007 06:45:53 PM,080XX S HALSTED ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0621,006,21,71,19,1172363,1851648,2007,04/15/2016 08:55:02 AM,41.748362873,-87.64397615,"(41.748362873, -87.64397615)" +5279521,HM471718,07/12/2006 09:24:14 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143351,1900736,2006,04/15/2016 08:55:02 AM,41.883656549,-87.749064412,"(41.883656549, -87.749064412)" +5279659,HM471977,07/13/2006 12:11:54 AM,063XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165101,1862626,2006,04/15/2016 08:55:02 AM,41.778644591,-87.670276573,"(41.778644591, -87.670276573)" +5279813,HM668114,10/18/2006 06:11:03 PM,014XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149283,1892800,2006,04/15/2016 08:55:02 AM,41.861766357,-87.727487085,"(41.861766357, -87.727487085)" +5280173,HM670586,10/19/2006 11:19:42 PM,039XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149804,1905717,2006,04/15/2016 08:55:02 AM,41.897201938,-87.725238605,"(41.897201938, -87.725238605)" +5280624,HM689219,10/29/2006 02:30:00 PM,001XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140319,1900378,2006,04/15/2016 08:55:02 AM,41.882730258,-87.760207106,"(41.882730258, -87.760207106)" +5281078,HM689121,10/29/2006 01:20:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141379,1899955,2006,04/15/2016 08:55:02 AM,41.881550001,-87.756325142,"(41.881550001, -87.756325142)" +5281318,HM688031,10/28/2006 09:25:00 PM,076XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194519,1854817,2006,04/15/2016 08:55:02 AM,41.756543074,-87.562686166,"(41.756543074, -87.562686166)" +5282584,HN130856,01/18/2007 03:00:00 PM,050XX N LINCOLN AVE,1680,GAMBLING,OTHER,STREET,true,false,2031,020,47,4,19,1158902,1933225,2007,04/15/2016 08:55:02 AM,41.972503921,-87.691065907,"(41.972503921, -87.691065907)" +5283402,HM681320,10/25/2006 01:45:00 PM,061XX W MONTROSE AVE,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,1624,016,38,15,19,1134809,1928614,2006,04/15/2016 08:55:02 AM,41.960312361,-87.779771036,"(41.960312361, -87.779771036)" +5285484,HN114901,01/09/2007 01:55:00 PM,038XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1923,019,47,5,19,1162951,1925335,2007,04/15/2016 08:55:02 AM,41.950769136,-87.676399432,"(41.950769136, -87.676399432)" +5286091,HM701025,11/04/2006 10:40:00 AM,010XX W POLK ST,1680,GAMBLING,OTHER,STREET,true,false,1213,012,25,28,19,1169389,1896620,2006,04/15/2016 08:55:02 AM,41.871835685,-87.653570431,"(41.871835685, -87.653570431)" +5286686,HM672148,10/20/2006 06:00:57 PM,015XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1142428,1909669,2006,04/15/2016 08:55:02 AM,41.908186939,-87.752231615,"(41.908186939, -87.752231615)" +5287140,HM702897,11/05/2006 02:45:00 PM,001XX W 113TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1177293,1829692,2006,04/15/2016 08:55:02 AM,41.688002858,-87.626571485,"(41.688002858, -87.626571485)" +5289381,HM706966,11/07/2006 03:42:20 PM,055XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170259,1868022,2006,04/15/2016 08:55:02 AM,41.793341148,-87.651210053,"(41.793341148, -87.651210053)" +5289424,HM710861,11/09/2006 02:30:00 PM,078XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,17,71,19,1166370,1852813,2006,04/15/2016 08:55:02 AM,41.751689457,-87.665903469,"(41.751689457, -87.665903469)" +5289625,HM707293,11/07/2006 06:40:14 PM,005XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139969,1897009,2006,04/15/2016 08:55:02 AM,41.873491692,-87.76157475,"(41.873491692, -87.76157475)" +5289807,HM707354,11/07/2006 07:00:00 PM,014XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141442,1908985,2006,04/15/2016 08:55:02 AM,41.906328239,-87.755870641,"(41.906328239, -87.755870641)" +5289824,HM710957,11/09/2006 01:04:26 PM,080XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166080,1851282,2006,04/15/2016 08:55:02 AM,41.747494343,-87.667009634,"(41.747494343, -87.667009634)" +5289833,HM710959,11/09/2006 04:00:00 PM,083XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1172076,1849615,2006,04/15/2016 08:55:02 AM,41.742790358,-87.645087399,"(41.742790358, -87.645087399)" +5292021,HM707584,11/07/2006 09:06:00 PM,057XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167318,1866641,2006,04/15/2016 08:55:02 AM,41.789615049,-87.66203397,"(41.789615049, -87.66203397)" +5292040,HN147045,01/27/2007 07:15:00 PM,041XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148784,1898688,2007,04/15/2016 08:55:02 AM,41.877933371,-87.729166722,"(41.877933371, -87.729166722)" +5293253,HM703524,11/05/2006 10:10:00 PM,046XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1181715,1874380,2006,04/15/2016 08:55:02 AM,41.810530916,-87.609005835,"(41.810530916, -87.609005835)" +5293436,HM711615,11/09/2006 10:20:00 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165918,1869276,2006,04/15/2016 08:55:02 AM,41.796875692,-87.667092473,"(41.796875692, -87.667092473)" +5293916,HN156628,02/02/2007 12:25:00 PM,063XX S TROY ST,1611,GAMBLING,BOOKMAKING/SPORTS,RESIDENCE PORCH/HALLWAY,true,false,0823,008,15,66,19,1156479,1862331,2007,04/15/2016 08:55:02 AM,41.778013152,-87.701893587,"(41.778013152, -87.701893587)" +5296511,HN157018,02/02/2007 03:55:00 PM,009XX W 77TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0621,006,17,71,19,1171475,1853781,2007,04/15/2016 08:55:02 AM,41.75423558,-87.647167748,"(41.75423558, -87.647167748)" +5297499,HM708626,11/08/2006 01:42:33 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143516,1905989,2006,04/15/2016 08:55:02 AM,41.898068314,-87.748326997,"(41.898068314, -87.748326997)" +5299165,HM710495,11/09/2006 12:10:00 PM,062XX S CARPENTER ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0712,007,16,68,19,1170383,1863436,2006,04/15/2016 08:55:02 AM,41.780753935,-87.650888836,"(41.780753935, -87.650888836)" +5299535,HN157758,02/02/2007 11:30:00 PM,036XX W FOSTER AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,1151284,1934308,2007,04/15/2016 08:55:02 AM,41.975629044,-87.719050288,"(41.975629044, -87.719050288)" +5299538,HM720609,11/14/2006 06:33:18 PM,008XX W 69TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0723,007,6,68,19,1172028,1859104,2006,04/15/2016 08:55:02 AM,41.768830432,-87.644985089,"(41.768830432, -87.644985089)" +5299627,HN157740,02/02/2007 11:55:00 PM,052XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,1154097,1934600,2007,04/15/2016 08:55:02 AM,41.97637449,-87.708697978,"(41.97637449, -87.708697978)" +5299724,HN155289,02/01/2007 03:20:00 PM,040XX W LAWRENCE AVE,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,1722,017,39,14,19,1148752,1931596,2007,04/15/2016 08:55:02 AM,41.968236575,-87.728431865,"(41.968236575, -87.728431865)" +5299793,HM668549,10/18/2006 10:00:00 PM,048XX N AUSTIN AVE,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,RESTAURANT,true,false,1622,016,38,15,19,1135407,1931372,2006,04/15/2016 08:55:02 AM,41.967869957,-87.777506684,"(41.967869957, -87.777506684)" +5300429,HM715707,11/12/2006 12:22:00 AM,007XX E 82ND ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0631,006,6,44,19,1182799,1850796,2006,04/15/2016 08:55:02 AM,41.745789092,-87.605761772,"(41.745789092, -87.605761772)" +5301945,HM669289,10/19/2006 11:15:00 AM,087XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0632,006,6,44,19,1180438,1847310,2006,04/15/2016 08:55:02 AM,41.73627756,-87.614519556,"(41.73627756, -87.614519556)" +5302272,HM719894,11/14/2006 12:46:00 PM,018XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1233,012,25,31,19,1171322,1891333,2006,04/15/2016 08:55:02 AM,41.857285531,-87.646628915,"(41.857285531, -87.646628915)" +5302342,HM719923,11/14/2006 12:51:04 PM,042XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1148108,1897683,2006,04/15/2016 08:55:02 AM,41.875188566,-87.73167472,"(41.875188566, -87.73167472)" +5302824,HM720691,11/14/2006 07:23:26 PM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1532,015,28,25,19,1142711,1900032,2006,04/15/2016 08:55:02 AM,41.88173662,-87.751432105,"(41.88173662, -87.751432105)" +5302844,HM716574,11/12/2006 03:15:00 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,17,66,19,1161222,1859188,2006,04/15/2016 08:55:02 AM,41.769291432,-87.684592399,"(41.769291432, -87.684592399)" +5304789,HN162486,02/06/2007 10:00:00 AM,077XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0624,006,8,69,19,1183899,1853859,2007,04/15/2016 08:55:02 AM,41.754168689,-87.601635756,"(41.754168689, -87.601635756)" +5304810,HM722321,11/15/2006 03:45:00 PM,042XX S KEDZIE AVE,1651,GAMBLING,GAME/CARDS,POOL ROOM,true,false,0912,009,14,58,19,1155714,1876473,2006,04/15/2016 08:55:02 AM,41.816836158,-87.704318755,"(41.816836158, -87.704318755)" +5305113,HM726487,11/17/2006 07:45:00 PM,002XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139095,1898340,2006,04/15/2016 08:55:02 AM,41.877160063,-87.764751319,"(41.877160063, -87.764751319)" +5305597,HM846470,09/07/2006 06:00:00 PM,072XX W TOUHY AVE,1680,GAMBLING,OTHER,STREET,false,false,1611,016,41,9,19,1127245,1947294,2006,04/15/2016 08:55:02 AM,42.011702852,-87.807158612,"(42.011702852, -87.807158612)" +5307303,HM729382,11/19/2006 11:00:00 AM,001XX S HALSTED ST,1681,GAMBLING,LOTTERY/PARLAY CARDS,STREET,true,false,1213,012,27,28,19,1171070,1899653,2006,04/15/2016 08:55:02 AM,41.880121756,-87.647309834,"(41.880121756, -87.647309834)" +5307370,HM713576,11/10/2006 06:00:00 PM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,39,16,19,1149190,1926286,2006,04/15/2016 08:55:02 AM,41.95365705,-87.726959518,"(41.95365705, -87.726959518)" +5307776,HN165067,02/07/2007 04:38:00 PM,078XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,71,19,1172659,1852939,2007,04/15/2016 08:55:02 AM,41.75189903,-87.642853544,"(41.75189903, -87.642853544)" +5307949,HM729453,11/19/2006 01:47:53 PM,052XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1170864,1870177,2006,04/15/2016 08:55:02 AM,41.799241511,-87.648928665,"(41.799241511, -87.648928665)" +5307978,HM705078,11/06/2006 05:05:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155902,1910487,2006,04/15/2016 08:55:02 AM,41.910170451,-87.702712598,"(41.910170451, -87.702712598)" +5308773,HM705379,11/06/2006 07:28:00 PM,076XX N BOSWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164635,1950654,2006,04/15/2016 08:55:02 AM,42.020209668,-87.669487791,"(42.020209668, -87.669487791)" +5311657,HN163229,02/06/2007 02:30:00 PM,017XX W LAWRENCE AVE,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,1922,019,47,3,19,1163720,1931923,2007,04/15/2016 08:55:02 AM,41.968830697,-87.673386135,"(41.968830697, -87.673386135)" +5313409,HM716949,11/12/2006 07:45:00 PM,081XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196580,1851564,2006,04/15/2016 08:55:02 AM,41.747565692,-87.555240973,"(41.747565692, -87.555240973)" +5313920,HM673612,10/21/2006 12:30:00 PM,101XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177389,1837698,2006,04/15/2016 08:55:02 AM,41.709970306,-87.625979324,"(41.709970306, -87.625979324)" +5316080,HM674259,10/21/2006 07:20:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142016,1900735,2006,04/15/2016 08:55:02 AM,41.883678642,-87.753966734,"(41.883678642, -87.753966734)" +5316427,HM734143,11/22/2006 01:50:00 AM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148621,1889044,2006,04/15/2016 08:55:02 AM,41.851472218,-87.730014078,"(41.851472218, -87.730014078)" +5316441,HM619207,09/23/2006 09:01:48 PM,007XX N ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1324,012,27,24,19,1167721,1905136,2006,04/15/2016 08:55:02 AM,41.895240304,-87.659448793,"(41.895240304, -87.659448793)" +5317147,HM731737,11/20/2006 05:10:00 PM,064XX N CLARK ST,1650,GAMBLING,VIOL CHARITABLE GAME ACT,TAVERN/LIQUOR STORE,true,false,2432,024,40,1,19,1164377,1942660,2006,04/15/2016 08:55:02 AM,41.99827946,-87.670664922,"(41.99827946, -87.670664922)" +5317188,HM696978,11/02/2006 10:43:46 AM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0331,003,5,42,19,1187941,1864048,2006,04/15/2016 08:55:02 AM,41.782032895,-87.586499132,"(41.782032895, -87.586499132)" +5317214,HM731818,11/20/2006 06:00:00 PM,029XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2523,025,30,21,19,1149210,1919445,2006,04/15/2016 08:55:02 AM,41.934884403,-87.727063869,"(41.934884403, -87.727063869)" +5318297,HM577893,09/02/2006 05:10:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192105,1858432,2006,04/15/2016 08:55:02 AM,41.766521921,-87.571415504,"(41.766521921, -87.571415504)" +5320028,HM585425,09/06/2006 04:52:50 PM,029XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1156777,1894567,2006,04/15/2016 08:55:02 AM,41.86646678,-87.699929882,"(41.86646678, -87.699929882)" +5324923,HN185685,02/20/2007 04:11:39 AM,007XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1141888,1904499,2007,04/15/2016 08:55:02 AM,41.894009885,-87.754343505,"(41.894009885, -87.754343505)" +5324930,HM719640,11/14/2006 10:00:00 AM,051XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166541,1870734,2006,04/15/2016 08:55:02 AM,41.800863342,-87.664766276,"(41.800863342, -87.664766276)" +5325305,HM727513,11/18/2006 10:50:00 AM,070XX W ARCHER AVE,1681,GAMBLING,LOTTERY/PARLAY CARDS,STREET,true,false,0811,008,23,56,19,1130222,1867256,2006,04/15/2016 08:55:02 AM,41.792017042,-87.798042283,"(41.792017042, -87.798042283)" +5327827,HM701027,11/04/2006 12:45:00 PM,002XX W CERMAK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2111,009,25,34,19,1175064,1889743,2006,04/15/2016 08:55:02 AM,41.85283951,-87.632941357,"(41.85283951, -87.632941357)" +5327897,HM720871,11/14/2006 08:30:00 PM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1157971,1931783,2006,04/15/2016 08:55:02 AM,41.968566101,-87.69452891,"(41.968566101, -87.69452891)" +5327900,HM732047,11/20/2006 10:15:13 PM,066XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182361,1861121,2006,04/15/2016 08:55:02 AM,41.774132103,-87.607047259,"(41.774132103, -87.607047259)" +5328311,HM705875,11/07/2006 02:00:00 AM,059XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160059,1865110,2006,04/15/2016 08:55:02 AM,41.785566228,-87.688692719,"(41.785566228, -87.688692719)" +5328985,HM723516,11/16/2006 08:30:00 AM,016XX W 51ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0931,009,16,61,19,1166389,1870896,2006,04/15/2016 08:55:02 AM,41.801311132,-87.665319094,"(41.801311132, -87.665319094)" +5329239,HM736188,11/23/2006 04:10:47 AM,047XX S TRIPP AVE,1681,GAMBLING,LOTTERY/PARLAY CARDS,STREET,true,false,0815,008,23,57,19,1148822,1872948,2006,04/15/2016 08:55:02 AM,41.807298705,-87.729691459,"(41.807298705, -87.729691459)" +5330904,HM672078,10/20/2006 05:42:27 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838877,2006,04/15/2016 08:55:02 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +5331836,HM703368,11/05/2006 08:00:00 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0212,002,4,35,19,1180760,1881423,2006,04/15/2016 08:55:02 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +5336462,HN190922,02/22/2007 08:45:00 PM,053XX S LAFLIN ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0932,009,16,61,19,1167241,1869383,2007,04/15/2016 08:55:02 AM,41.797141072,-87.66223782,"(41.797141072, -87.66223782)" +5338205,HM739635,11/25/2006 02:03:33 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1168843,1871376,2006,04/15/2016 08:55:02 AM,41.802575618,-87.656305524,"(41.802575618, -87.656305524)" +5338759,HM724300,11/16/2006 05:37:00 PM,019XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1154009,1890229,2006,04/15/2016 08:55:02 AM,41.854618414,-87.71020712,"(41.854618414, -87.71020712)" +5338673,HM743522,11/27/2006 04:40:00 PM,008XX N CAMBRIDGE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172514,1906232,2006,04/15/2016 08:55:02 AM,41.898143139,-87.641812998,"(41.898143139, -87.641812998)" +5338755,HM743653,11/27/2006 05:00:00 PM,032XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154770,1900800,2006,04/15/2016 08:55:02 AM,41.88361118,-87.707130873,"(41.88361118, -87.707130873)" +5338938,HM740042,11/25/2006 06:45:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,STREET,true,false,1011,010,24,29,19,1151031,1894438,2006,04/15/2016 08:55:02 AM,41.866227191,-87.721027537,"(41.866227191, -87.721027537)" +5340205,HM725732,11/17/2006 12:55:35 PM,046XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1181715,1874346,2006,04/15/2016 08:55:02 AM,41.810437617,-87.609006886,"(41.810437617, -87.609006886)" +5341239,HM744259,11/27/2006 10:45:00 PM,008XX N CAMBRIDGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1823,018,27,8,19,1172514,1906236,2006,04/15/2016 08:55:02 AM,41.898154115,-87.64181288,"(41.898154115, -87.64181288)" +5342332,HM740232,11/25/2006 08:46:11 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166080,1863295,2006,04/15/2016 08:55:02 AM,41.780459642,-87.66666847,"(41.780459642, -87.66666847)" +5342426,HM752985,12/02/2006 02:54:20 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152111,1893208,2006,04/15/2016 08:55:02 AM,41.862830724,-87.717095148,"(41.862830724, -87.717095148)" +5342477,HM752986,12/02/2006 02:54:20 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152111,1893208,2006,04/15/2016 08:55:02 AM,41.862830724,-87.717095148,"(41.862830724, -87.717095148)" +5342517,HM752987,12/02/2006 02:54:20 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1011,010,24,29,19,1152111,1893208,2006,04/15/2016 08:55:02 AM,41.862830724,-87.717095148,"(41.862830724, -87.717095148)" +5342615,HM740287,11/25/2006 09:05:00 PM,019XX E 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0333,003,5,43,19,1190527,1857618,2006,04/15/2016 08:55:02 AM,41.76432645,-87.577225595,"(41.76432645, -87.577225595)" +5342828,HM740325,11/25/2006 09:15:00 PM,037XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151363,1905082,2006,04/15/2016 08:55:02 AM,41.89542897,-87.719529259,"(41.89542897, -87.719529259)" +5343165,HM602357,09/15/2006 09:15:00 AM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,17,71,19,1166705,1852747,2006,04/15/2016 08:55:02 AM,41.751501206,-87.664677728,"(41.751501206, -87.664677728)" +5345814,HN194163,02/24/2007 04:00:00 PM,008XX W 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172016,1859104,2007,04/15/2016 08:55:02 AM,41.768830696,-87.645029075,"(41.768830696, -87.645029075)" +5346860,HM748226,11/29/2006 09:10:04 PM,048XX W OHIO ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1532,015,28,25,19,1144212,1903557,2006,04/15/2016 08:55:02 AM,41.891381576,-87.745831786,"(41.891381576, -87.745831786)" +5347387,HM741385,11/26/2006 02:05:28 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141003,1901138,2006,04/15/2016 08:55:02 AM,41.884803231,-87.757676681,"(41.884803231, -87.757676681)" +5347751,HM741619,11/26/2006 04:16:16 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141383,1902646,2006,04/15/2016 08:55:02 AM,41.888934365,-87.756244004,"(41.888934365, -87.756244004)" +5348077,HM741842,11/26/2006 06:50:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141370,1902646,2006,04/15/2016 08:55:02 AM,41.888934605,-87.756291745,"(41.888934605, -87.756291745)" +5352705,HN205790,03/03/2007 12:30:00 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152135,1896451,2007,04/15/2016 08:55:02 AM,41.871729409,-87.716921564,"(41.871729409, -87.716921564)" +5355133,HM742025,11/26/2006 08:55:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139664,1899116,2006,04/15/2016 08:55:02 AM,41.879279146,-87.762643138,"(41.879279146, -87.762643138)" +5355261,HM742044,11/26/2006 08:50:00 PM,072XX S SOUTH CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,69,19,1183862,1857103,2006,04/15/2016 08:55:02 AM,41.763071413,-87.601670237,"(41.763071413, -87.601670237)" +5358313,HM746968,11/29/2006 10:42:00 AM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1121,011,27,23,19,1153581,1904633,2006,04/15/2016 08:55:02 AM,41.894153039,-87.711394985,"(41.894153039, -87.711394985)" +5359367,HM733072,11/21/2006 02:25:44 PM,038XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150820,1893766,2006,04/15/2016 08:55:02 AM,41.864387272,-87.721819715,"(41.864387272, -87.721819715)" +5359463,HM733240,11/21/2006 03:10:59 PM,039XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2122,002,4,36,19,1183388,1878984,2006,04/15/2016 08:55:02 AM,41.823125769,-87.602725951,"(41.823125769, -87.602725951)" +5359791,HM731536,11/20/2006 05:07:02 PM,059XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136305,1910021,2006,04/15/2016 08:55:02 AM,41.909264495,-87.77471633,"(41.909264495, -87.77471633)" +5361333,HM766151,12/10/2006 12:43:00 PM,065XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0723,007,17,68,19,1171099,1861504,2006,04/15/2016 08:55:02 AM,41.775436675,-87.648320271,"(41.775436675, -87.648320271)" +5361910,HN215150,03/08/2007 07:50:39 PM,050XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0223,002,3,38,19,1179755,1871527,2007,04/15/2016 08:55:02 AM,41.802747146,-87.616282132,"(41.802747146, -87.616282132)" +5366348,HN215115,03/08/2007 07:30:00 PM,0000X E ROOSEVELT RD,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,0132,001,2,33,19,1176786,1895073,2007,04/15/2016 08:55:02 AM,41.867426666,-87.626460071,"(41.867426666, -87.626460071)" +5366570,HN218363,03/10/2007 02:08:48 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167674,1894186,2007,04/15/2016 08:55:02 AM,41.865193687,-87.659936964,"(41.865193687, -87.659936964)" +5366809,HN208154,03/04/2007 08:32:10 PM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0624,006,8,44,19,1183939,1852575,2007,04/15/2016 08:55:02 AM,41.750644328,-87.601529193,"(41.750644328, -87.601529193)" +5367957,HM766548,12/10/2006 05:10:00 PM,103XX S VERNON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,49,19,1181069,1836581,2006,04/15/2016 08:55:02 AM,41.706821367,-87.612536918,"(41.706821367, -87.612536918)" +5369695,HN220160,03/11/2007 03:27:37 PM,061XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168679,1863978,2007,04/15/2016 08:55:02 AM,41.782278189,-87.657120392,"(41.782278189, -87.657120392)" +5370226,HN220872,03/12/2007 12:20:00 AM,005XX N KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1154949,1903386,2007,04/15/2016 08:55:02 AM,41.890703831,-87.70640419,"(41.890703831, -87.70640419)" +5371264,HN222502,03/12/2007 07:00:56 PM,019XX E 72ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0333,003,5,43,19,1190529,1857292,2007,04/15/2016 08:55:02 AM,41.763431831,-87.577228768,"(41.763431831, -87.577228768)" +5372709,HN216612,03/09/2007 04:15:00 PM,057XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1161020,1866441,2007,04/15/2016 08:55:02 AM,41.789198845,-87.685132436,"(41.789198845, -87.685132436)" +5373009,HM767709,12/11/2006 10:50:00 AM,114XX S YALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1176655,1829119,2006,04/15/2016 08:55:02 AM,41.6864448,-87.628924289,"(41.6864448, -87.628924289)" +5373476,HM762875,12/08/2006 01:13:19 PM,064XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0314,003,20,42,19,1184165,1862448,2006,04/15/2016 08:55:02 AM,41.777731515,-87.600392753,"(41.777731515, -87.600392753)" +5375514,HM763096,12/08/2006 02:35:00 PM,050XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2522,025,31,19,19,1142305,1912825,2006,04/15/2016 08:55:02 AM,41.916849633,-87.752604962,"(41.916849633, -87.752604962)" +5376432,HN220484,03/11/2007 07:15:00 PM,009XX W 50TH ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0921,009,20,61,19,1170907,1871678,2007,04/15/2016 08:55:02 AM,41.803359476,-87.648727131,"(41.803359476, -87.648727131)" +5377225,HN218350,03/10/2007 02:15:00 PM,053XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,37,19,1175195,1869453,2007,04/15/2016 08:55:02 AM,41.797159058,-87.633067533,"(41.797159058, -87.633067533)" +5377316,HM776573,12/15/2006 07:45:00 PM,039XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1122,011,28,26,19,1150028,1900125,2006,04/15/2016 08:55:02 AM,41.881852537,-87.724561592,"(41.881852537, -87.724561592)" +5377731,HN218182,03/10/2007 10:25:07 AM,079XX S INGLESIDE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0624,006,8,44,19,1183940,1852528,2007,04/15/2016 08:55:02 AM,41.750515331,-87.601526994,"(41.750515331, -87.601526994)" +5381965,HN230458,03/16/2007 07:55:00 PM,001XX N LEAVITT ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1332,012,2,28,19,1161725,1900883,2007,04/15/2016 08:55:02 AM,41.883696837,-87.681589199,"(41.883696837, -87.681589199)" +5382959,HN224470,03/13/2007 07:00:00 PM,031XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,28,27,19,1155449,1900184,2007,04/15/2016 08:55:02 AM,41.881907192,-87.704654089,"(41.881907192, -87.704654089)" +5383249,HN233264,03/18/2007 01:05:00 PM,055XX W LE MOYNE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1138932,1909423,2007,04/15/2016 08:55:02 AM,41.90757616,-87.765080311,"(41.90757616, -87.765080311)" +5384569,HM758460,12/05/2006 09:40:00 PM,048XX N SPAULDING AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1713,017,39,14,19,1153508,1931886,2006,04/15/2016 08:55:02 AM,41.968938879,-87.710936491,"(41.968938879, -87.710936491)" +5384658,HN190768,02/22/2007 04:00:00 PM,087XX S RACINE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2222,022,21,71,19,1169849,1846933,2007,04/15/2016 08:55:02 AM,41.735479162,-87.653324829,"(41.735479162, -87.653324829)" +5384726,HN233633,03/18/2007 05:04:58 PM,059XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170327,1865469,2007,04/15/2016 08:55:02 AM,41.786333944,-87.651034999,"(41.786333944, -87.651034999)" +5386510,HN234778,03/19/2007 11:22:00 AM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0431,004,7,51,19,1192689,1840591,2007,04/15/2016 08:55:02 AM,41.717550436,-87.569855139,"(41.717550436, -87.569855139)" +5387307,HN214583,03/08/2007 02:30:00 PM,011XX W TAYLOR ST,1680,GAMBLING,OTHER,STREET,true,false,1213,012,25,28,19,1169148,1895750,2007,04/15/2016 08:55:02 AM,41.869453571,-87.654480496,"(41.869453571, -87.654480496)" +5387979,HM776665,12/15/2006 08:10:00 PM,066XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181043,1861072,2006,04/15/2016 08:55:02 AM,41.774028085,-87.611880258,"(41.774028085, -87.611880258)" +5390402,HN110536,01/06/2007 08:55:36 PM,056XX W LAKE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1512,015,29,25,19,1138844,1902193,2007,04/15/2016 08:55:02 AM,41.887737754,-87.76557934,"(41.887737754, -87.76557934)" +5390527,HM775846,12/15/2006 11:45:00 AM,011XX W ARGYLE ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2033,020,48,3,19,1167751,1933570,2006,04/15/2016 08:55:02 AM,41.973263957,-87.65851662,"(41.973263957, -87.65851662)" +5391528,HM776983,12/16/2006 12:54:50 AM,035XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1152810,1899306,2006,04/15/2016 08:55:02 AM,41.879550508,-87.714367762,"(41.879550508, -87.714367762)" +5392513,HN239536,03/21/2007 07:08:42 PM,002XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1142002,1901110,2007,04/15/2016 08:55:02 AM,41.884707948,-87.754008847,"(41.884707948, -87.754008847)" +5392944,HN237245,03/20/2007 04:25:00 PM,008XX W 54TH ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0934,009,20,61,19,1171551,1869011,2007,04/15/2016 08:55:02 AM,41.796026843,-87.646443443,"(41.796026843, -87.646443443)" +5393825,HN235679,03/19/2007 06:40:00 PM,050XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1183037,1871779,2007,04/15/2016 08:55:02 AM,41.803362891,-87.604237875,"(41.803362891, -87.604237875)" +5394076,HM687414,10/28/2006 03:00:00 PM,0000X E 102ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178482,1837024,2006,04/15/2016 08:55:02 AM,41.70809605,-87.621996998,"(41.70809605, -87.621996998)" +5394505,HM756850,12/05/2006 12:30:17 AM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1135,011,2,27,19,1156930,1897228,2006,04/15/2016 08:55:02 AM,41.873765737,-87.699296047,"(41.873765737, -87.699296047)" +5396811,HM779677,12/17/2006 03:00:00 PM,083XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171746,1849592,2006,04/15/2016 08:55:02 AM,41.742734479,-87.646297199,"(41.742734479, -87.646297199)" +5398954,HN243692,03/23/2007 11:17:26 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142605,1903021,2007,04/15/2016 08:55:02 AM,41.88994077,-87.751746954,"(41.88994077, -87.751746954)" +5399182,HN232311,03/17/2007 09:35:00 PM,054XX S HALSTED ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0934,009,20,61,19,1171904,1868467,2007,04/15/2016 08:55:02 AM,41.794526301,-87.645164943,"(41.794526301, -87.645164943)" +5399254,HN241784,03/22/2007 10:41:01 PM,006XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142904,1904007,2007,04/15/2016 08:55:02 AM,41.892640905,-87.750624288,"(41.892640905, -87.750624288)" +5400194,HN242875,03/23/2007 03:12:34 PM,0000X E ROOSEVELT RD,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,0132,001,2,33,19,1176828,1895074,2007,04/15/2016 08:55:02 AM,41.867428461,-87.626305854,"(41.867428461, -87.626305854)" +5400570,HN208932,03/05/2007 12:00:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151522,1906731,2007,04/15/2016 08:55:02 AM,41.899950867,-87.718901912,"(41.899950867, -87.718901912)" +5400628,HN224721,03/13/2007 09:30:00 PM,081XX S BISHOP ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0614,006,21,71,19,1168085,1850698,2007,04/15/2016 08:55:02 AM,41.745848924,-87.659679467,"(41.745848924, -87.659679467)" +5400665,HN241610,03/22/2007 08:00:00 PM,080XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,21,71,19,1166738,1851494,2007,04/15/2016 08:55:02 AM,41.748062093,-87.664592486,"(41.748062093, -87.664592486)" +5400660,HN239804,03/21/2007 09:11:10 PM,079XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172678,1852281,2007,04/15/2016 08:55:02 AM,41.750092975,-87.64280327,"(41.750092975, -87.64280327)" +5400690,HN245409,03/24/2007 07:18:00 PM,082XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,6,44,19,1182659,1850597,2007,04/15/2016 08:55:02 AM,41.745246262,-87.606280915,"(41.745246262, -87.606280915)" +5400956,HN247173,03/25/2007 08:25:11 PM,093XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174928,1843072,2007,04/15/2016 08:55:02 AM,41.724772436,-87.634832195,"(41.724772436, -87.634832195)" +5402176,HM772356,12/13/2006 05:03:39 PM,058XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170309,1866158,2006,04/15/2016 08:55:02 AM,41.788225032,-87.65108095,"(41.788225032, -87.65108095)" +5402231,HM778514,12/16/2006 09:00:00 PM,106XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1176839,1834173,2006,04/15/2016 08:55:02 AM,41.700309589,-87.628099219,"(41.700309589, -87.628099219)" +5403059,HN247243,03/25/2007 08:40:00 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187172,1858714,2007,04/15/2016 08:55:02 AM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +5407057,HN249123,03/26/2007 06:50:00 PM,088XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0632,006,6,44,19,1179136,1846522,2007,04/15/2016 08:55:02 AM,41.734144934,-87.619313551,"(41.734144934, -87.619313551)" +5408450,HN247098,03/25/2007 07:37:41 PM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142619,1906186,2007,04/15/2016 08:55:02 AM,41.898625641,-87.751616733,"(41.898625641, -87.751616733)" +5408631,HN250494,03/27/2007 02:42:31 PM,051XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141814,1902787,2007,04/15/2016 08:55:02 AM,41.889313321,-87.754657692,"(41.889313321, -87.754657692)" +5408666,HN251018,03/27/2007 06:41:42 PM,001XX N LAPORTE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1532,015,28,25,19,1143351,1900719,2007,04/15/2016 08:55:02 AM,41.883609899,-87.749064837,"(41.883609899, -87.749064837)" +5408964,HN251315,03/27/2007 09:45:00 PM,016XX E 75TH ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0324,003,8,43,19,1188421,1855577,2007,04/15/2016 08:55:02 AM,41.758776307,-87.585009571,"(41.758776307, -87.585009571)" +5409483,HM771584,12/13/2006 10:54:21 AM,007XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151918,1904680,2006,04/15/2016 08:55:02 AM,41.894314928,-87.717501462,"(41.894314928, -87.717501462)" +5409834,HN140575,01/24/2007 08:00:00 AM,093XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0633,006,9,44,19,1183191,1843333,2007,04/15/2016 08:55:02 AM,41.725300675,-87.604556978,"(41.725300675, -87.604556978)" +5409974,HN250365,03/27/2007 12:51:00 PM,060XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179074,1865064,2007,04/15/2016 08:55:02 AM,41.785027633,-87.6189766,"(41.785027633, -87.6189766)" +5410409,HN248991,03/26/2007 05:55:00 PM,053XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2131,002,5,41,19,1182817,1869698,2007,04/15/2016 08:55:02 AM,41.797657574,-87.605109369,"(41.797657574, -87.605109369)" +5410569,HN245219,03/24/2007 06:00:00 PM,013XX W 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168587,1856024,2007,04/15/2016 08:55:02 AM,41.76045339,-87.65768678,"(41.76045339, -87.65768678)" +5411266,HN248331,03/26/2007 12:36:00 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166411,1851344,2007,04/15/2016 08:55:02 AM,41.74765744,-87.665794988,"(41.74765744, -87.665794988)" +5411282,HN248540,03/26/2007 02:20:00 PM,086XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171155,1847632,2007,04/15/2016 08:55:02 AM,41.737368899,-87.648519781,"(41.737368899, -87.648519781)" +5411341,HN127316,01/16/2007 12:30:00 PM,079XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0611,006,21,71,19,1167051,1852166,2007,04/15/2016 08:55:02 AM,41.749899475,-87.663426378,"(41.749899475, -87.663426378)" +5412512,HN249044,03/26/2007 07:52:58 PM,008XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,16,68,19,1171957,1860427,2007,04/15/2016 08:55:02 AM,41.772462462,-87.645206539,"(41.772462462, -87.645206539)" +5412596,HN142368,01/25/2007 08:30:00 AM,087XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0632,006,6,44,19,1180438,1847310,2007,04/15/2016 08:55:02 AM,41.73627756,-87.614519556,"(41.73627756, -87.614519556)" +5413152,HN249110,03/26/2007 06:50:00 PM,017XX W 90TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1166458,1844664,2007,04/15/2016 08:55:02 AM,41.729325537,-87.665812623,"(41.729325537, -87.665812623)" +5415811,HN128423,01/17/2007 08:00:00 AM,018XX W 79TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0611,006,17,71,19,1165640,1852297,2007,04/15/2016 08:55:02 AM,41.750288988,-87.668593194,"(41.750288988, -87.668593194)" +5416758,HN105759,01/04/2007 09:45:00 AM,012XX W AINSLIE ST,1680,GAMBLING,OTHER,STREET,true,false,2033,020,48,3,19,1167331,1932907,2007,04/15/2016 08:55:02 AM,41.971453732,-87.660080208,"(41.971453732, -87.660080208)" +5417304,HN255133,03/29/2007 09:43:27 PM,050XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142776,1905518,2007,04/15/2016 08:55:02 AM,41.89678965,-87.751056726,"(41.89678965, -87.751056726)" +5418593,HN130123,01/18/2007 07:30:00 AM,079XX S LOOMIS BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0612,006,21,71,19,1168370,1852331,2007,04/15/2016 08:55:02 AM,41.750323974,-87.658588247,"(41.750323974, -87.658588247)" +5419992,HN256261,03/30/2007 01:43:35 PM,008XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138539,1904990,2007,04/15/2016 08:55:02 AM,41.895418606,-87.766631575,"(41.895418606, -87.766631575)" +5420100,HN256317,03/30/2007 02:25:23 PM,092XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185491,1843976,2007,04/15/2016 08:55:02 AM,41.727011397,-87.596111934,"(41.727011397, -87.596111934)" +5420627,HN224239,03/13/2007 05:15:00 PM,031XX W 19TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155512,1890533,2007,04/15/2016 08:55:02 AM,41.855422561,-87.70468228,"(41.855422561, -87.70468228)" +5421070,HN256952,03/30/2007 12:00:00 AM,099XX S LUELLA AVE,1611,GAMBLING,BOOKMAKING/SPORTS,"SCHOOL, PUBLIC, GROUNDS",true,false,0431,004,7,51,19,1193143,1839445,2007,04/15/2016 08:55:02 AM,41.714394639,-87.568229652,"(41.714394639, -87.568229652)" +5421239,HN253177,03/28/2007 09:02:00 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1513,015,29,25,19,1138934,1899461,2007,04/15/2016 08:55:02 AM,41.88023916,-87.765315233,"(41.88023916, -87.765315233)" +5421297,HN256498,03/30/2007 04:18:50 PM,001XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140318,1900431,2007,04/15/2016 08:55:02 AM,41.882875715,-87.760209478,"(41.882875715, -87.760209478)" +5422459,HN141860,01/24/2007 08:30:00 PM,085XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0834,008,18,70,19,1151233,1847435,2007,04/15/2016 08:55:02 AM,41.737240126,-87.721514192,"(41.737240126, -87.721514192)" +5422505,HN141861,01/24/2007 07:25:00 PM,085XX S PULASKI RD,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,0834,008,18,70,19,1151233,1847435,2007,04/15/2016 08:55:02 AM,41.737240126,-87.721514192,"(41.737240126, -87.721514192)" +5423355,HN167454,02/08/2007 08:30:00 PM,042XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1722,017,38,16,19,1147550,1926250,2007,04/15/2016 08:55:02 AM,41.953589946,-87.732989305,"(41.953589946, -87.732989305)" +5424061,HN106764,01/04/2007 06:00:00 PM,065XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2007,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +5424203,HN260217,04/01/2007 05:05:00 PM,078XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,17,71,19,1168361,1852670,2007,04/15/2016 08:55:02 AM,41.751254431,-87.658611485,"(41.751254431, -87.658611485)" +5425939,HN254457,03/29/2007 03:39:26 PM,055XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139173,1907118,2007,04/15/2016 08:55:02 AM,41.901246582,-87.764251168,"(41.901246582, -87.764251168)" +5426008,HN262220,04/02/2007 07:25:27 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1522,015,28,25,19,1140837,1899507,2007,04/15/2016 08:55:02 AM,41.880330615,-87.758326396,"(41.880330615, -87.758326396)" +5426123,HN235893,03/19/2007 09:00:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1821,018,27,8,19,1173068,1909520,2007,04/15/2016 08:55:02 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +5426515,HN256584,03/30/2007 06:03:30 PM,013XX W 64TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0724,007,17,67,19,1168556,1862325,2007,04/15/2016 08:55:02 AM,41.777744808,-87.657618967,"(41.777744808, -87.657618967)" +5426539,HN256596,03/30/2007 04:45:47 PM,059XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0713,007,16,67,19,1169006,1865352,2007,04/15/2016 08:55:02 AM,41.786041547,-87.655881831,"(41.786041547, -87.655881831)" +5426718,HN237773,03/20/2007 08:36:00 PM,077XX W BELMONT AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1631,016,36,17,19,1124032,1920372,2007,04/15/2016 08:55:02 AM,41.937879513,-87.819575016,"(41.937879513, -87.819575016)" +5427054,HN252857,03/28/2007 05:35:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175328,1889315,2007,04/15/2016 08:55:02 AM,41.851659133,-87.631985232,"(41.851659133, -87.631985232)" +5427702,HN263488,04/03/2007 12:53:00 PM,093XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,48,19,1195505,1843633,2007,04/15/2016 08:55:02 AM,41.725828973,-87.559441332,"(41.725828973, -87.559441332)" +5427837,HN264316,04/03/2007 09:25:00 PM,090XX S BRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1198893,1845698,2007,04/15/2016 08:55:02 AM,41.731411244,-87.54696206,"(41.731411244, -87.54696206)" +5427874,HN263351,04/03/2007 12:33:00 PM,084XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0412,004,8,46,19,1193308,1849428,2007,04/15/2016 08:55:02 AM,41.741784894,-87.567299992,"(41.741784894, -87.567299992)" +5428792,HN231863,03/17/2007 03:00:00 PM,081XX W FOREST PRESERVE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1121003,1922075,2007,04/15/2016 08:55:02 AM,41.942602042,-87.83067076,"(41.942602042, -87.83067076)" +5428837,HN258782,03/31/2007 07:40:28 PM,072XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,17,68,19,1172222,1856792,2007,04/15/2016 08:55:02 AM,41.76248176,-87.644341865,"(41.76248176, -87.644341865)" +5430117,HN263641,04/03/2007 02:39:40 PM,104XX S STATE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0512,005,34,49,19,1178093,1835851,2007,04/15/2016 08:55:02 AM,41.704885986,-87.623456938,"(41.704885986, -87.623456938)" +5430155,HN263483,04/03/2007 01:59:38 PM,120XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1179746,1825010,2007,04/15/2016 08:55:02 AM,41.675099187,-87.617733688,"(41.675099187, -87.617733688)" +5430183,HN258292,03/31/2007 02:45:00 PM,107XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0513,005,34,49,19,1177505,1833694,2007,04/15/2016 08:55:02 AM,41.698980153,-87.625675009,"(41.698980153, -87.625675009)" +5431194,HN265428,04/04/2007 02:58:49 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143291,1902558,2007,04/15/2016 08:55:02 AM,41.888657457,-87.7492392,"(41.888657457, -87.7492392)" +5431507,HN249499,03/26/2007 11:20:29 PM,058XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171310,1865964,2007,04/15/2016 08:55:02 AM,41.787670818,-87.64741635,"(41.787670818, -87.64741635)" +5431785,HM703366,11/05/2006 07:44:00 PM,065XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160500,1861132,2006,04/15/2016 08:55:02 AM,41.774640959,-87.687185395,"(41.774640959, -87.687185395)" +5432206,HN263508,04/03/2007 02:10:00 PM,079XX S COLES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0422,004,7,46,19,1198198,1853038,2007,04/15/2016 08:55:02 AM,41.751570149,-87.549263057,"(41.751570149, -87.549263057)" +5435081,HN262176,04/02/2007 06:23:00 PM,071XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172579,1857561,2007,04/15/2016 08:55:02 AM,41.764584136,-87.643010792,"(41.764584136, -87.643010792)" +5435414,HN265516,04/04/2007 03:39:04 PM,007XX E 130TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183911,1819059,2007,04/15/2016 08:55:02 AM,41.658672854,-87.602673843,"(41.658672854, -87.602673843)" +5435550,HN258196,03/31/2007 01:15:00 PM,004XX W EVERGREEN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1821,018,27,8,19,1172827,1909275,2007,04/15/2016 08:55:02 AM,41.906486367,-87.640573129,"(41.906486367, -87.640573129)" +5435556,HN260142,04/01/2007 04:39:09 PM,0000X W CHICAGO AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1832,018,42,8,19,1176072,1905724,2007,04/15/2016 08:55:02 AM,41.896669722,-87.628760228,"(41.896669722, -87.628760228)" +5437501,HM649914,10/09/2006 02:21:09 PM,101XX S VAN VLISSINGEN RD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0431,004,7,51,19,1192572,1838290,2006,04/15/2016 08:55:02 AM,41.711239105,-87.570358334,"(41.711239105, -87.570358334)" +5437553,HN267178,04/05/2007 03:25:00 PM,084XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171451,1848872,2007,04/15/2016 08:55:02 AM,41.74076516,-87.647399112,"(41.74076516, -87.647399112)" +5437627,HN243382,03/23/2007 06:00:00 PM,048XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178856,1873092,2007,04/15/2016 08:55:02 AM,41.807062178,-87.619531469,"(41.807062178, -87.619531469)" +5438394,HN272423,04/08/2007 07:42:33 PM,015XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1211,012,27,28,19,1166294,1900109,2007,04/15/2016 08:55:02 AM,41.881476477,-87.66483362,"(41.881476477, -87.66483362)" +5440983,HN152385,01/30/2007 09:00:00 PM,070XX W BELMONT AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1632,016,36,17,19,1128620,1920464,2007,04/15/2016 08:55:02 AM,41.938055284,-87.802710758,"(41.938055284, -87.802710758)" +5441176,HN190527,02/22/2007 04:00:00 PM,052XX N LINCOLN AVE,1680,GAMBLING,OTHER,STREET,true,false,2011,020,40,4,19,1158541,1934570,2007,04/15/2016 08:55:02 AM,41.976202086,-87.692356367,"(41.976202086, -87.692356367)" +5441345,HN190772,02/22/2007 06:00:00 PM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873742,2007,04/15/2016 08:55:02 AM,41.808856306,-87.621198838,"(41.808856306, -87.621198838)" +5442118,HN191892,02/23/2007 11:00:00 AM,050XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1179708,1871872,2007,04/15/2016 08:55:02 AM,41.803694932,-87.616443947,"(41.803694932, -87.616443947)" +5442271,HN156721,02/02/2007 11:30:00 AM,044XX S WALLACE ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0935,009,11,61,19,1173036,1875559,2007,04/15/2016 08:55:02 AM,41.813962527,-87.640804402,"(41.813962527, -87.640804402)" +5442760,HN236152,03/20/2007 12:03:00 AM,056XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164649,1867328,2007,04/15/2016 08:55:02 AM,41.791557034,-87.671801016,"(41.791557034, -87.671801016)" +5443821,HN186259,02/20/2007 10:00:00 AM,067XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0725,007,15,67,19,1166831,1860122,2007,04/15/2016 08:55:02 AM,41.771736514,-87.66400571,"(41.771736514, -87.66400571)" +5444165,HM692079,10/30/2006 09:34:00 PM,014XX E 66TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1186995,1861191,2006,04/15/2016 08:55:02 AM,41.774215543,-87.590057899,"(41.774215543, -87.590057899)" +5445027,HN273946,04/09/2007 05:38:38 PM,057XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164334,1866697,2007,04/15/2016 08:55:02 AM,41.789832136,-87.672973835,"(41.789832136, -87.672973835)" +5446347,HN157655,02/02/2007 09:00:00 PM,004XX E 111TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0531,005,9,49,19,1181444,1831460,2007,04/15/2016 08:55:02 AM,41.692760035,-87.611320897,"(41.692760035, -87.611320897)" +5446354,HN277273,04/11/2007 02:19:52 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143516,1905978,2007,04/15/2016 08:55:02 AM,41.898038128,-87.748327273,"(41.898038128, -87.748327273)" +5446408,HN157656,02/02/2007 09:00:00 PM,004XX E 111TH ST,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,0531,005,9,49,19,1181444,1831460,2007,04/15/2016 08:55:02 AM,41.692760035,-87.611320897,"(41.692760035, -87.611320897)" +5448365,HN261684,04/02/2007 01:46:38 PM,110XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),false,false,0513,005,9,49,19,1178792,1831627,2007,04/15/2016 08:55:02 AM,41.693278898,-87.621025232,"(41.693278898, -87.621025232)" +5448815,HN118949,01/10/2007 09:35:00 PM,031XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1713,017,33,14,19,1154657,1931723,2007,04/15/2016 08:55:02 AM,41.968468615,-87.706716006,"(41.968468615, -87.706716006)" +5449319,HN226307,03/14/2007 05:00:00 PM,070XX W 63RD ST,1680,GAMBLING,OTHER,STREET,true,false,0812,008,23,64,19,1130536,1861925,2007,04/15/2016 08:55:02 AM,41.777382388,-87.7970128,"(41.777382388, -87.7970128)" +5449531,HN226310,03/14/2007 05:10:00 PM,070XX W 63RD ST,1680,GAMBLING,OTHER,STREET,true,false,0812,008,23,64,19,1130495,1861924,2007,04/15/2016 08:55:02 AM,41.777380346,-87.797163133,"(41.777380346, -87.797163133)" +5449560,HN227434,03/15/2007 10:15:00 AM,079XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0611,006,21,71,19,1167051,1852166,2007,04/15/2016 08:55:02 AM,41.749899475,-87.663426378,"(41.749899475, -87.663426378)" +5450320,HN170034,02/10/2007 11:20:00 AM,057XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2011,020,40,2,19,1159290,1937978,2007,04/15/2016 08:55:02 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +5450647,HN271085,04/07/2007 09:30:00 PM,060XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164395,1864515,2007,04/15/2016 08:55:02 AM,41.783843163,-87.67281163,"(41.783843163, -87.67281163)" +5451505,HN274331,04/09/2007 09:45:00 PM,066XX S ST LAWRENCE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,20,42,19,1181373,1861211,2007,04/15/2016 08:55:02 AM,41.774401911,-87.610666272,"(41.774401911, -87.610666272)" +5451969,HN280988,04/13/2007 01:23:16 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142694,1897868,2007,04/15/2016 08:55:02 AM,41.87579865,-87.751548394,"(41.87579865, -87.751548394)" +5453941,HN258452,03/31/2007 04:45:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1157394,1894579,2007,04/15/2016 08:55:02 AM,41.866487195,-87.69766448,"(41.866487195, -87.69766448)" +5457970,HN287809,04/17/2007 01:00:00 AM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1194833,1855572,2007,04/15/2016 08:55:02 AM,41.758607126,-87.561510616,"(41.758607126, -87.561510616)" +5459400,HN243380,03/23/2007 12:00:00 PM,018XX W 79TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0611,006,17,71,19,1165640,1852297,2007,04/15/2016 08:55:02 AM,41.750288988,-87.668593194,"(41.750288988, -87.668593194)" +5459417,HN244289,03/24/2007 08:00:00 AM,079XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0611,006,21,71,19,1167051,1852166,2007,04/15/2016 08:55:02 AM,41.749899475,-87.663426378,"(41.749899475, -87.663426378)" +5459541,HN287295,04/16/2007 07:00:00 PM,053XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167242,1869349,2007,04/15/2016 08:55:02 AM,41.797047751,-87.662235126,"(41.797047751, -87.662235126)" +5460087,HN139094,01/23/2007 09:30:00 AM,087XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0632,006,6,44,19,1183086,1847385,2007,04/15/2016 08:55:02 AM,41.736422269,-87.604815966,"(41.736422269, -87.604815966)" +5461606,HM778513,12/16/2006 08:45:00 PM,002XX E 55TH PL,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0233,002,3,40,19,1178699,1868273,2006,04/15/2016 08:55:02 AM,41.79384198,-87.620253917,"(41.79384198, -87.620253917)" +5462591,HN287447,04/16/2007 08:30:00 PM,020XX W 68TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163913,1859227,2007,04/15/2016 08:55:02 AM,41.769342331,-87.674727306,"(41.769342331, -87.674727306)" +5464452,HN289149,04/17/2007 06:15:05 PM,007XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1138546,1904309,2007,04/15/2016 08:55:02 AM,41.893549731,-87.766622386,"(41.893549731, -87.766622386)" +5464598,HN281626,04/13/2007 06:45:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899769,2007,04/15/2016 08:55:02 AM,41.881039483,-87.756307702,"(41.881039483, -87.756307702)" +5465172,HN291656,04/19/2007 12:10:00 AM,027XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2112,001,2,35,19,1178045,1886507,2007,04/15/2016 08:55:02 AM,41.843892459,-87.622098627,"(41.843892459, -87.622098627)" +5465585,HM588181,09/08/2006 12:25:34 AM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1157418,1894580,2006,04/15/2016 08:55:02 AM,41.866489451,-87.697576346,"(41.866489451, -87.697576346)" +5466983,HN293393,04/19/2007 09:50:58 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141004,1901116,2007,04/15/2016 08:55:02 AM,41.884742842,-87.757673551,"(41.884742842, -87.757673551)" +5467196,HM678818,10/24/2006 10:09:46 AM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1021,010,24,29,19,1152917,1893675,2006,04/15/2016 08:55:02 AM,41.864096311,-87.714124026,"(41.864096311, -87.714124026)" +5467737,HN293714,04/20/2007 02:53:16 AM,008XX E 65TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1182802,1862091,2007,04/15/2016 08:55:02 AM,41.776783643,-87.605400556,"(41.776783643, -87.605400556)" +5468722,HN283848,04/14/2007 10:30:00 PM,009XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0624,006,8,44,19,1183814,1852821,2007,04/15/2016 08:55:02 AM,41.751322294,-87.601979585,"(41.751322294, -87.601979585)" +5468991,HN283921,04/14/2007 11:00:00 PM,079XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0624,006,8,44,19,1184271,1852535,2007,04/15/2016 08:55:02 AM,41.750526808,-87.600313851,"(41.750526808, -87.600313851)" +5469291,HN295371,04/20/2007 08:54:14 PM,015XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1167071,1868259,2007,04/15/2016 08:55:02 AM,41.794060324,-87.662893378,"(41.794060324, -87.662893378)" +5470520,HN292251,04/19/2007 11:59:23 AM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143360,1905530,2007,04/15/2016 08:55:02 AM,41.896811683,-87.748911462,"(41.896811683, -87.748911462)" +5470557,HN294724,04/20/2007 04:08:37 PM,056XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138430,1900175,2007,04/15/2016 08:55:02 AM,41.882207608,-87.767148598,"(41.882207608, -87.767148598)" +5470787,HN295137,04/20/2007 06:23:32 PM,074XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171260,1855617,2007,04/15/2016 08:55:02 AM,41.759278502,-87.647902045,"(41.759278502, -87.647902045)" +5470908,HN295002,04/20/2007 05:59:36 PM,067XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1170803,1860231,2007,04/15/2016 08:55:02 AM,41.771949874,-87.649442482,"(41.771949874, -87.649442482)" +5471059,HN289496,04/17/2007 09:00:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171015,1868996,2007,04/15/2016 08:55:02 AM,41.795997418,-87.648409421,"(41.795997418, -87.648409421)" +5471857,HN295649,04/20/2007 11:45:00 PM,069XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0732,007,6,68,19,1172503,1858891,2007,04/15/2016 08:55:02 AM,41.76823549,-87.643250241,"(41.76823549, -87.643250241)" +5471858,HN246550,03/25/2007 02:10:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150245,1897735,2007,04/15/2016 08:55:02 AM,41.875289885,-87.723827091,"(41.875289885, -87.723827091)" +5472250,HN247057,03/25/2007 06:50:00 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1112,011,27,23,19,1149924,1904640,2007,04/15/2016 08:55:02 AM,41.894244204,-87.724825913,"(41.894244204, -87.724825913)" +5472291,HN296694,04/21/2007 02:50:48 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143284,1902558,2007,04/15/2016 08:55:02 AM,41.888657588,-87.749264906,"(41.888657588, -87.749264906)" +5472659,HN297037,04/21/2007 06:05:34 PM,056XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165974,1867237,2007,04/15/2016 08:55:02 AM,41.791279238,-87.666945075,"(41.791279238, -87.666945075)" +5473027,HN280022,04/12/2007 10:00:00 PM,013XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1022,010,24,29,19,1154907,1893657,2007,04/15/2016 08:55:02 AM,41.864007298,-87.706819251,"(41.864007298, -87.706819251)" +5473782,HN295367,04/20/2007 07:50:00 PM,006XX E 47TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0222,002,4,38,19,1181196,1873989,2007,04/15/2016 08:55:02 AM,41.809469968,-87.610921504,"(41.809469968, -87.610921504)" +5474121,HN298992,04/22/2007 06:25:31 PM,069XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170842,1858858,2007,04/15/2016 08:55:02 AM,41.768181342,-87.649339546,"(41.768181342, -87.649339546)" +5474344,HN297632,04/22/2007 12:45:00 AM,066XX S LANGLEY AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,20,42,19,1182035,1861070,2007,04/15/2016 08:55:02 AM,41.773999703,-87.608243877,"(41.773999703, -87.608243877)" +5474832,HN299331,04/22/2007 09:15:00 PM,064XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,20,42,19,1184163,1862531,2007,04/15/2016 08:55:02 AM,41.777959321,-87.600397492,"(41.777959321, -87.600397492)" +5475757,HN106767,01/04/2007 06:00:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2007,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +5476963,HN301228,04/23/2007 06:31:17 PM,006XX W 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,16,68,19,1172994,1864438,2007,04/15/2016 08:55:02 AM,41.783446273,-87.641286877,"(41.783446273, -87.641286877)" +5477094,HN297089,04/21/2007 06:20:00 PM,054XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2131,002,5,41,19,1182834,1869350,2007,04/15/2016 08:55:02 AM,41.796702238,-87.60505784,"(41.796702238, -87.60505784)" +5477229,HN297322,04/21/2007 09:03:39 PM,003XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138983,1901693,2007,04/15/2016 08:55:02 AM,41.886363166,-87.765081039,"(41.886363166, -87.765081039)" +5479861,HN302210,04/24/2007 10:33:10 AM,053XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140689,1902634,2007,04/15/2016 08:55:02 AM,41.888914215,-87.758792971,"(41.888914215, -87.758792971)" +5479875,HN302831,04/24/2007 04:32:28 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142646,1904503,2007,04/15/2016 08:55:02 AM,41.894006791,-87.751559479,"(41.894006791, -87.751559479)" +5479941,HN302701,04/24/2007 02:43:57 PM,052XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1166231,1869933,2007,04/15/2016 08:55:02 AM,41.798671915,-87.66592596,"(41.798671915, -87.66592596)" +5480626,HN303173,04/24/2007 06:50:13 PM,056XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1179000,1867783,2007,04/15/2016 08:55:02 AM,41.792490517,-87.619165105,"(41.792490517, -87.619165105)" +5483049,HN298446,04/22/2007 01:04:55 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142018,1900693,2007,04/15/2016 08:55:02 AM,41.883563352,-87.75396043,"(41.883563352, -87.75396043)" +5483562,HN296768,04/21/2007 03:00:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155644,1910481,2007,04/15/2016 08:55:02 AM,41.910159188,-87.703660553,"(41.910159188, -87.703660553)" +5484087,HN301537,04/23/2007 09:30:00 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152972,1891642,2007,04/15/2016 08:55:02 AM,41.858516438,-87.71397596,"(41.858516438, -87.71397596)" +5484152,HN244328,03/24/2007 08:15:00 AM,035XX S DAMEN AVE,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,0913,009,11,59,19,1163597,1881238,2007,04/15/2016 08:55:02 AM,41.829749862,-87.675267942,"(41.829749862, -87.675267942)" +5484762,HN297326,04/21/2007 09:15:00 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153972,1891507,2007,04/15/2016 08:55:02 AM,41.858126129,-87.71030889,"(41.858126129, -87.71030889)" +5485587,HN211372,03/06/2007 06:00:00 PM,067XX S DAMEN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0726,007,15,67,19,1164183,1860143,2007,04/15/2016 08:55:02 AM,41.771850282,-87.673711855,"(41.771850282, -87.673711855)" +5485612,HN212407,03/07/2007 11:15:00 AM,067XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0723,007,6,68,19,1172128,1860266,2007,04/15/2016 08:55:02 AM,41.772016903,-87.64458443,"(41.772016903, -87.64458443)" +5486550,HN307181,04/26/2007 08:23:46 PM,030XX E 79TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197857,1852839,2007,04/15/2016 08:55:02 AM,41.7510326,-87.550519266,"(41.7510326, -87.550519266)" +5486597,HN307354,04/26/2007 08:23:46 PM,078XX S YATES BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,7,43,19,1193556,1853551,2007,04/15/2016 08:55:02 AM,41.753092687,-87.566256674,"(41.753092687, -87.566256674)" +5488747,HN309132,04/27/2007 09:03:05 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170532,1858065,2007,04/15/2016 08:55:02 AM,41.766012011,-87.650498917,"(41.766012011, -87.650498917)" +5490760,HN298410,04/22/2007 12:26:23 PM,107XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,50,19,1182813,1834029,2007,04/15/2016 08:55:02 AM,41.699778113,-87.606229384,"(41.699778113, -87.606229384)" +5491745,HN309330,04/27/2007 10:50:30 PM,061XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166393,1863977,2007,04/15/2016 08:55:02 AM,41.782324472,-87.665501537,"(41.782324472, -87.665501537)" +5492110,HN302397,04/24/2007 12:40:00 PM,015XX S KOMENSKY AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1012,010,24,29,19,1149636,1892117,2007,04/15/2016 08:55:02 AM,41.859885279,-87.726209,"(41.859885279, -87.726209)" +5493509,HN248303,03/26/2007 12:10:00 PM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148184,1898674,2007,04/15/2016 08:55:02 AM,41.877906522,-87.731370157,"(41.877906522, -87.731370157)" +5493756,HN312538,04/29/2007 04:47:34 PM,014XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1142439,1909203,2007,04/15/2016 08:55:02 AM,41.906907979,-87.752202804,"(41.906907979, -87.752202804)" +5493817,HN314920,04/30/2007 07:45:00 PM,009XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142858,1905603,2007,04/15/2016 08:55:02 AM,41.897021372,-87.75075343,"(41.897021372, -87.75075343)" +5494029,HN311073,04/28/2007 07:15:00 PM,072XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,18,66,19,1161989,1856650,2007,04/15/2016 08:55:02 AM,41.762310887,-87.681851381,"(41.762310887, -87.681851381)" +5494065,HN308775,04/27/2007 05:30:00 PM,021XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1024,010,24,29,19,1153078,1889453,2007,04/15/2016 08:55:02 AM,41.852507468,-87.713644859,"(41.852507468, -87.713644859)" +5495140,HN309352,04/27/2007 11:00:00 PM,013XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1022,010,24,29,19,1154907,1893657,2007,04/15/2016 08:55:02 AM,41.864007298,-87.706819251,"(41.864007298, -87.706819251)" +5495526,HN308125,04/27/2007 10:25:00 AM,029XX S WENTWORTH AVE,1680,GAMBLING,OTHER,STREET,true,false,2113,009,11,34,19,1175433,1885148,2007,04/15/2016 08:55:02 AM,41.840222215,-87.631724805,"(41.840222215, -87.631724805)" +5495767,HN310522,04/28/2007 03:20:00 PM,054XX S PAULINA ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0932,009,16,61,19,1165936,1868638,2007,04/15/2016 08:55:02 AM,41.79512456,-87.667044598,"(41.79512456, -87.667044598)" +5495978,HN257141,03/30/2007 10:15:00 PM,037XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151155,1905078,2007,04/15/2016 08:55:02 AM,41.895422074,-87.720293303,"(41.895422074, -87.720293303)" +5496692,HN316897,05/01/2007 08:20:00 PM,089XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2223,022,21,71,19,1174199,1845715,2007,04/15/2016 08:55:02 AM,41.732041388,-87.637424244,"(41.732041388, -87.637424244)" +5496693,HN316430,05/01/2007 04:30:50 PM,049XX W FULTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1143213,1901475,2007,04/15/2016 08:55:02 AM,41.885687032,-87.749552705,"(41.885687032, -87.749552705)" +5496809,HN312807,04/29/2007 07:30:00 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156727,1900211,2007,04/15/2016 08:55:02 AM,41.881955497,-87.699960545,"(41.881955497, -87.699960545)" +5497031,HN307077,04/26/2007 08:02:10 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144352,1898239,2007,04/15/2016 08:55:02 AM,41.876785719,-87.74545142,"(41.876785719, -87.74545142)" +5497186,HN312251,04/29/2007 01:55:25 PM,004XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142952,1902630,2007,04/15/2016 08:55:02 AM,41.888861359,-87.750482353,"(41.888861359, -87.750482353)" +5497250,HN310344,04/28/2007 01:31:27 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138197,1904326,2007,04/15/2016 08:55:02 AM,41.893602699,-87.767903749,"(41.893602699, -87.767903749)" +5497314,HN310965,04/28/2007 07:55:59 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140605,1899502,2007,04/15/2016 08:55:02 AM,41.880321157,-87.75917841,"(41.880321157, -87.75917841)" +5498246,HN280778,04/13/2007 11:15:00 AM,009XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1823,018,27,8,19,1173001,1906745,2007,04/15/2016 08:55:02 AM,41.899540054,-87.640009077,"(41.899540054, -87.640009077)" +5498247,HN282231,04/13/2007 11:35:00 PM,075XX W ADDISON ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1125358,1923017,2007,04/15/2016 08:55:02 AM,41.945115811,-87.814642773,"(41.945115811, -87.814642773)" +5498709,HM430464,06/22/2006 02:50:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144798,1897934,2006,04/15/2016 08:55:02 AM,41.875940367,-87.743821518,"(41.875940367, -87.743821518)" +5498995,HN318541,05/02/2007 05:15:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155902,1910487,2007,04/15/2016 08:55:02 AM,41.910170451,-87.702712598,"(41.910170451, -87.702712598)" +5500138,HN318753,05/02/2007 06:45:00 PM,008XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,3,61,19,1171498,1871361,2007,04/15/2016 08:55:02 AM,41.802476657,-87.646568946,"(41.802476657, -87.646568946)" +5500743,HN307079,04/26/2007 07:50:00 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141934,1903150,2007,04/15/2016 08:55:02 AM,41.890307215,-87.754207999,"(41.890307215, -87.754207999)" +5501120,HN318930,05/02/2007 07:58:39 PM,026XX E 74TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1194918,1856508,2007,04/15/2016 08:55:02 AM,41.761173486,-87.561168312,"(41.761173486, -87.561168312)" +5501999,HN320222,05/03/2007 02:45:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142015,1900761,2007,04/15/2016 08:55:02 AM,41.883750008,-87.753969761,"(41.883750008, -87.753969761)" +5502665,HN312762,04/29/2007 07:30:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150594,1893458,2007,04/15/2016 08:55:02 AM,41.863546499,-87.722657406,"(41.863546499, -87.722657406)" +5502786,HN314994,04/30/2007 08:03:00 PM,053XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2131,002,5,41,19,1182494,1869682,2007,04/15/2016 08:55:02 AM,41.797621172,-87.606294343,"(41.797621172, -87.606294343)" +5503556,HN282837,04/14/2007 11:50:00 AM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151503,1907314,2007,04/15/2016 08:55:02 AM,41.901551049,-87.718956364,"(41.901551049, -87.718956364)" +5504673,HN323087,05/04/2007 08:30:00 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2422,024,49,1,19,1164107,1950997,2007,04/15/2016 08:55:02 AM,42.021162087,-87.671421028,"(42.021162087, -87.671421028)" +5504933,HN297325,04/21/2007 08:30:00 PM,011XX S STATE ST,1651,GAMBLING,GAME/CARDS,CTA TRAIN,true,false,0132,001,2,32,19,1176517,1895340,2007,04/15/2016 08:55:02 AM,41.868165405,-87.62743954,"(41.868165405, -87.62743954)" +5505044,HN320273,05/03/2007 02:39:32 PM,075XX N WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2424,024,49,1,19,1162042,1950021,2007,04/15/2016 08:55:02 AM,42.018527494,-87.679047645,"(42.018527494, -87.679047645)" +5505592,HN272130,04/08/2007 04:00:00 PM,087XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1175694,1846760,2007,04/15/2016 08:55:02 AM,41.734875703,-87.631916263,"(41.734875703, -87.631916263)" +5505642,HN323453,05/05/2007 01:27:07 AM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140131,1900219,2007,04/15/2016 08:55:02 AM,41.882297385,-87.760901352,"(41.882297385, -87.760901352)" +5505812,HN322911,05/04/2007 06:37:54 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0431,004,7,51,19,1193154,1838945,2007,04/15/2016 08:55:02 AM,41.71302232,-87.568205639,"(41.71302232, -87.568205639)" +5507000,HN324299,05/05/2007 02:17:59 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142019,1900650,2007,04/15/2016 08:55:02 AM,41.883445336,-87.753957824,"(41.883445336, -87.753957824)" +5507014,HN324664,05/05/2007 05:26:12 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144122,1901498,2007,04/15/2016 08:55:02 AM,41.885733129,-87.746214056,"(41.885733129, -87.746214056)" +5507623,HN322634,05/04/2007 04:57:20 PM,062XX S HONORE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1165091,1863276,2007,04/15/2016 08:55:02 AM,41.780428487,-87.67029486,"(41.780428487, -87.67029486)" +5507798,HN326928,05/07/2007 12:16:49 AM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176614,1858376,2007,04/15/2016 08:55:02 AM,41.766730773,-87.628197023,"(41.766730773, -87.628197023)" +5507961,HN324251,05/05/2007 01:37:57 PM,064XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165776,1861958,2007,04/15/2016 08:55:02 AM,41.776797204,-87.667820924,"(41.776797204, -87.667820924)" +5508334,HN324907,05/05/2007 08:10:00 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165548,1870647,2007,04/15/2016 08:55:02 AM,41.800645741,-87.668410415,"(41.800645741, -87.668410415)" +5508584,HN326804,05/06/2007 10:25:00 PM,031XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1331,012,27,27,19,1155449,1901837,2007,04/15/2016 08:55:02 AM,41.886443187,-87.70460962,"(41.886443187, -87.70460962)" +5509494,HN317033,05/01/2007 09:08:00 PM,078XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1182587,1853111,2007,04/15/2016 08:55:02 AM,41.752146617,-87.606466915,"(41.752146617, -87.606466915)" +5510272,HN328167,05/07/2007 04:33:00 PM,026XX W 80TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0835,008,18,70,19,1160325,1851496,2007,04/15/2016 08:55:02 AM,41.748201953,-87.688091884,"(41.748201953, -87.688091884)" +5510542,HN323314,05/04/2007 11:03:00 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160112,1863189,2007,04/15/2016 08:55:02 AM,41.780293648,-87.688551211,"(41.780293648, -87.688551211)" +5510583,HN326508,05/06/2007 07:14:45 PM,051XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0232,002,3,40,19,1178912,1871042,2007,04/15/2016 08:55:02 AM,41.801435519,-87.619388535,"(41.801435519, -87.619388535)" +5510928,HN328177,05/07/2007 04:54:10 PM,068XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167186,1859272,2007,04/15/2016 08:55:02 AM,41.769396414,-87.662728688,"(41.769396414, -87.662728688)" +5511059,HN326298,05/06/2007 04:20:00 PM,042XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1012,010,24,29,19,1148530,1890085,2007,04/15/2016 08:55:02 AM,41.854330608,-87.730321242,"(41.854330608, -87.730321242)" +5511493,HN326045,05/06/2007 02:05:00 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160724,1865115,2007,04/15/2016 08:55:02 AM,41.785566241,-87.686254369,"(41.785566241, -87.686254369)" +5511819,HN324679,05/05/2007 05:48:00 PM,008XX W SHERIDAN RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2324,019,46,6,19,1169990,1926106,2007,04/15/2016 08:55:02 AM,41.95273382,-87.650502086,"(41.95273382, -87.650502086)" +5512157,HN329729,05/08/2007 12:00:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143257,1905859,2007,04/15/2016 08:55:02 AM,41.897716421,-87.749281543,"(41.897716421, -87.749281543)" +5512732,HN328880,05/07/2007 11:05:01 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0522,005,34,49,19,1177332,1830687,2007,04/15/2016 08:55:02 AM,41.690732407,-87.626398817,"(41.690732407, -87.626398817)" +5513985,HN329013,05/08/2007 01:16:34 AM,071XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166579,1857326,2007,04/15/2016 08:55:02 AM,41.764069297,-87.665009101,"(41.764069297, -87.665009101)" +5514117,HN330515,05/08/2007 06:02:12 PM,056XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164317,1867348,2007,04/15/2016 08:55:02 AM,41.79161892,-87.673017835,"(41.79161892, -87.673017835)" +5514208,HN317337,05/02/2007 02:15:00 AM,048XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,48,3,19,1168756,1932501,2007,04/15/2016 08:55:02 AM,41.970308807,-87.654852159,"(41.970308807, -87.654852159)" +5514806,HN322491,05/04/2007 03:42:00 PM,018XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153657,1890903,2007,04/15/2016 08:55:02 AM,41.856474951,-87.7114812,"(41.856474951, -87.7114812)" +5515109,HN330848,05/08/2007 09:30:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1188992,1858707,2007,04/15/2016 08:55:02 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +5515228,HN323136,05/04/2007 09:24:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182434,1871952,2007,04/15/2016 08:55:02 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +5515388,HN329084,05/08/2007 02:40:00 AM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,POOL ROOM,true,false,1012,010,24,29,19,1148223,1889032,2007,04/15/2016 08:55:02 AM,41.851446953,-87.731475157,"(41.851446953, -87.731475157)" +5515524,HN306904,04/26/2007 06:00:00 PM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151503,1907301,2007,04/15/2016 08:55:02 AM,41.901515376,-87.718956706,"(41.901515376, -87.718956706)" +5515771,HN323105,05/04/2007 08:36:42 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153974,1891449,2007,04/15/2016 08:55:02 AM,41.857966931,-87.710303093,"(41.857966931, -87.710303093)" +5515838,HN328246,05/07/2007 05:40:00 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1011,010,24,29,19,1152118,1893043,2007,04/15/2016 08:55:02 AM,41.862377807,-87.7170738,"(41.862377807, -87.7170738)" +5516865,HN320859,05/03/2007 07:59:09 PM,068XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166522,1859342,2007,04/15/2016 08:55:02 AM,41.769602685,-87.665160619,"(41.769602685, -87.665160619)" +5516918,HN333159,05/09/2007 11:57:16 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860555,2007,04/15/2016 08:55:02 AM,41.772429772,-87.583839095,"(41.772429772, -87.583839095)" +5517107,HN330897,05/08/2007 09:45:25 PM,020XX W 68TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163886,1859226,2007,04/15/2016 08:55:02 AM,41.769340154,-87.674826304,"(41.769340154, -87.674826304)" +5517324,HN332932,05/09/2007 08:45:00 PM,099XX S CALHOUN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0431,004,7,51,19,1194791,1839655,2007,04/15/2016 08:55:02 AM,41.714930554,-87.562187228,"(41.714930554, -87.562187228)" +5517945,HN331648,05/09/2007 10:40:00 AM,055XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139771,1896776,2007,04/15/2016 08:55:02 AM,41.872855926,-87.762307409,"(41.872855926, -87.762307409)" +5517964,HN314509,04/30/2007 04:45:00 PM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142506,1906371,2007,04/15/2016 08:55:02 AM,41.899135404,-87.752027177,"(41.899135404, -87.752027177)" +5518069,HN322940,05/04/2007 07:50:55 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142927,1903350,2007,04/15/2016 08:55:02 AM,41.89083759,-87.750556206,"(41.89083759, -87.750556206)" +5518154,HN325090,05/05/2007 10:15:00 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141933,1903187,2007,04/15/2016 08:55:02 AM,41.890408766,-87.754210755,"(41.890408766, -87.754210755)" +5518721,HN330735,05/08/2007 07:44:21 PM,0000X W 114TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0522,005,34,49,19,1177972,1829046,2007,04/15/2016 08:55:02 AM,41.686214825,-87.624105209,"(41.686214825, -87.624105209)" +5519439,HN334248,05/10/2007 03:15:00 PM,049XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143158,1906865,2007,04/15/2016 08:55:02 AM,41.900478849,-87.749620024,"(41.900478849, -87.749620024)" +5519441,HN318394,05/02/2007 04:00:00 PM,014XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150281,1892743,2007,04/15/2016 08:55:02 AM,41.861590558,-87.723825051,"(41.861590558, -87.723825051)" +5520634,HN334692,05/10/2007 06:30:00 PM,070XX S ST LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE PORCH/HALLWAY,true,false,0322,003,6,69,19,1181459,1858266,2007,04/15/2016 08:55:02 AM,41.766318555,-87.610441753,"(41.766318555, -87.610441753)" +5520720,HN330626,05/08/2007 07:20:00 PM,093XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,48,19,1196258,1843652,2007,04/15/2016 08:55:02 AM,41.7258625,-87.556682477,"(41.7258625, -87.556682477)" +5521900,HN334416,05/10/2007 04:39:59 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1161110,1863210,2007,04/15/2016 08:55:02 AM,41.780330681,-87.684891779,"(41.780330681, -87.684891779)" +5522261,HN336796,05/11/2007 06:50:00 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176685,1888774,2007,04/15/2016 08:55:02 AM,41.85014407,-87.627021086,"(41.85014407, -87.627021086)" +5523296,HN329565,05/08/2007 10:30:00 AM,031XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155114,1903824,2007,04/15/2016 08:55:02 AM,41.891902435,-87.705786463,"(41.891902435, -87.705786463)" +5523619,HN330310,05/08/2007 04:55:00 PM,016XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153304,1891649,2007,04/15/2016 08:55:02 AM,41.858529069,-87.712757113,"(41.858529069, -87.712757113)" +5523809,HN338186,05/12/2007 02:00:00 PM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148149,1908111,2007,04/15/2016 08:55:02 AM,41.903803352,-87.731255534,"(41.903803352, -87.731255534)" +5524026,HN326523,05/06/2007 07:00:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1821,018,27,8,19,1173068,1909526,2007,04/15/2016 08:55:02 AM,41.90716978,-87.639680394,"(41.90716978, -87.639680394)" +5524854,HN329719,05/08/2007 11:01:56 AM,010XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142173,1906357,2007,04/15/2016 08:55:02 AM,41.899103172,-87.75325064,"(41.899103172, -87.75325064)" +5524861,HN334922,05/10/2007 09:18:27 PM,0000X S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138618,1899343,2007,04/15/2016 08:55:02 AM,41.879921086,-87.76647843,"(41.879921086, -87.76647843)" +5524879,HN338436,05/12/2007 04:32:21 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143849,1901491,2007,04/15/2016 08:55:02 AM,41.885719041,-87.747216756,"(41.885719041, -87.747216756)" +5524891,HN339166,05/13/2007 12:20:00 AM,049XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143127,1908196,2007,04/15/2016 08:55:02 AM,41.904131841,-87.749700629,"(41.904131841, -87.749700629)" +5526682,HN330855,05/08/2007 09:30:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194219,1853494,2007,04/15/2016 08:55:02 AM,41.752920028,-87.563828953,"(41.752920028, -87.563828953)" +5527088,HN336191,05/11/2007 01:55:00 PM,071XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0732,007,6,68,19,1173862,1857625,2007,04/15/2016 08:55:02 AM,41.764731408,-87.638306374,"(41.764731408, -87.638306374)" +5528182,HN334290,05/10/2007 03:40:00 PM,016XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153304,1891654,2007,04/15/2016 08:55:02 AM,41.858542789,-87.71275698,"(41.858542789, -87.71275698)" +5530875,HN332356,05/07/2007 04:30:00 PM,002XX W 26TH ST,1680,GAMBLING,OTHER,STREET,true,false,2113,009,11,34,19,1174927,1887068,2007,04/15/2016 08:55:02 AM,41.845502173,-87.633524195,"(41.845502173, -87.633524195)" +5532124,HN329752,05/08/2007 11:00:00 AM,064XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0725,007,15,67,19,1166774,1862112,2007,04/15/2016 08:55:02 AM,41.777198547,-87.664157893,"(41.777198547, -87.664157893)" +5532511,HN321866,05/04/2007 10:30:00 AM,039XX W COLUMBUS AVE,1680,GAMBLING,OTHER,STREET,true,false,0834,008,18,70,19,1151845,1847468,2007,04/15/2016 08:55:02 AM,41.737318723,-87.71927111,"(41.737318723, -87.71927111)" +5532650,HN320053,05/03/2007 12:00:00 PM,061XX S DAMEN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0714,007,15,67,19,1164078,1864033,2007,04/15/2016 08:55:02 AM,41.782527169,-87.673987422,"(41.782527169, -87.673987422)" +5532666,HN342205,05/14/2007 05:17:00 PM,070XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170860,1858162,2007,04/15/2016 08:55:02 AM,41.766271039,-87.649293857,"(41.766271039, -87.649293857)" +5532831,HN334355,05/10/2007 04:10:00 PM,012XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155902,1894368,2007,04/15/2016 08:55:02 AM,41.865938374,-87.703147471,"(41.865938374, -87.703147471)" +5533057,HN340315,05/13/2007 06:10:00 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1013,010,22,30,19,1152394,1888641,2007,04/15/2016 08:55:02 AM,41.85029276,-87.716176781,"(41.85029276, -87.716176781)" +5533088,HN340406,05/13/2007 07:02:46 PM,123XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0523,005,34,53,19,1173555,1823136,2007,04/15/2016 08:55:02 AM,41.670095481,-87.640448949,"(41.670095481, -87.640448949)" +5533101,HN340388,05/13/2007 05:51:46 PM,041XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149128,1890101,2007,04/15/2016 08:55:02 AM,41.854362969,-87.728125905,"(41.854362969, -87.728125905)" +5535687,HN334699,05/10/2007 07:00:00 PM,068XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166522,1859342,2007,04/15/2016 08:55:02 AM,41.769602685,-87.665160619,"(41.769602685, -87.665160619)" +5535910,HN340432,05/13/2007 07:30:00 PM,068XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166189,1859382,2007,04/15/2016 08:55:02 AM,41.769719543,-87.666380113,"(41.769719543, -87.666380113)" +5535939,HN317599,05/02/2007 08:30:00 AM,055XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0715,007,15,67,19,1166617,1867978,2007,04/15/2016 08:55:02 AM,41.79329893,-87.66456619,"(41.79329893, -87.66456619)" +5535955,HN337103,05/11/2007 08:30:00 PM,074XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1631,016,36,17,19,1125531,1925749,2007,04/15/2016 08:55:02 AM,41.952609872,-87.813946025,"(41.952609872, -87.813946025)" +5535971,HN346760,05/16/2007 06:29:55 PM,120XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0523,005,34,53,19,1174481,1824969,2007,04/15/2016 08:55:02 AM,41.675105049,-87.637005681,"(41.675105049, -87.637005681)" +5536385,HN334919,05/10/2007 08:36:31 PM,071XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0323,003,6,69,19,1181469,1857909,2007,04/15/2016 08:55:02 AM,41.76533868,-87.610416098,"(41.76533868, -87.610416098)" +5537442,HN338955,05/12/2007 10:17:24 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141356,1902645,2007,04/15/2016 08:55:02 AM,41.888932119,-87.756343184,"(41.888932119, -87.756343184)" +5537669,HM511883,07/31/2006 11:50:00 PM,044XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146842,1899294,2006,04/15/2016 08:55:02 AM,41.879633598,-87.736281864,"(41.879633598, -87.736281864)" +5537708,HN348778,05/17/2007 07:38:41 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899806,2007,04/15/2016 08:55:02 AM,41.881141034,-87.75631046,"(41.881141034, -87.75631046)" +5537807,HN348184,05/17/2007 02:47:28 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141004,1901125,2007,04/15/2016 08:55:02 AM,41.884767539,-87.757673329,"(41.884767539, -87.757673329)" +5538589,HM298030,04/18/2006 02:00:00 PM,033XX W MONROE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1124,011,28,27,19,1154046,1899335,2006,04/15/2016 08:55:02 AM,41.879605537,-87.709828558,"(41.879605537, -87.709828558)" +5540349,HN350994,05/18/2007 08:29:00 PM,092XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174913,1843582,2007,04/15/2016 08:55:02 AM,41.726172279,-87.634871982,"(41.726172279, -87.634871982)" +5540876,HN346924,05/16/2007 08:47:00 PM,057XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164334,1866697,2007,04/15/2016 08:55:02 AM,41.789832136,-87.672973835,"(41.789832136, -87.672973835)" +5541337,HN352367,05/19/2007 01:45:00 PM,029XX W 64TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157723,1862056,2007,04/15/2016 08:55:02 AM,41.777233355,-87.697340461,"(41.777233355, -87.697340461)" +5541476,HN353205,05/19/2007 11:49:42 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143279,1904515,2007,04/15/2016 08:55:02 AM,41.894027919,-87.749234345,"(41.894027919, -87.749234345)" +5541493,HN353035,05/19/2007 09:53:27 PM,055XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139250,1904089,2007,04/15/2016 08:55:02 AM,41.892933235,-87.764042161,"(41.892933235, -87.764042161)" +5541545,HN353020,05/19/2007 09:24:20 PM,053XX W LAKE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140889,1902058,2007,04/15/2016 08:55:02 AM,41.887329923,-87.758072664,"(41.887329923, -87.758072664)" +5541589,HN350804,05/18/2007 07:19:10 PM,010XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140834,1906421,2007,04/15/2016 08:55:02 AM,41.899303534,-87.758167238,"(41.899303534, -87.758167238)" +5541738,HN277124,04/11/2007 12:40:00 PM,003XX S HALSTED ST,1680,GAMBLING,OTHER,STREET,true,false,1213,012,27,28,19,1171104,1898556,2007,04/15/2016 08:55:02 AM,41.877110766,-87.647217192,"(41.877110766, -87.647217192)" +5542134,HN346230,05/16/2007 03:15:00 PM,003XX W 42ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174527,1877102,2007,04/15/2016 08:55:02 AM,41.818163559,-87.635289338,"(41.818163559, -87.635289338)" +5543233,HM642757,10/05/2006 08:10:00 PM,031XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1724,017,33,16,19,1154535,1926422,2006,04/15/2016 08:55:02 AM,41.953924785,-87.707307,"(41.953924785, -87.707307)" +5544334,HN352942,05/19/2007 07:45:00 PM,061XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183504,1864481,2007,04/15/2016 08:55:02 AM,41.783325684,-87.60275264,"(41.783325684, -87.60275264)" +5546792,HN340642,05/13/2007 10:10:31 PM,014XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141441,1909032,2007,04/15/2016 08:55:02 AM,41.906457231,-87.755873152,"(41.906457231, -87.755873152)" +5547680,HN346074,05/16/2007 02:21:40 PM,066XX S HALSTED ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0723,007,6,68,19,1172109,1860955,2007,04/15/2016 08:55:02 AM,41.773908018,-87.644633853,"(41.773908018, -87.644633853)" +5547851,HN358178,05/22/2007 02:16:38 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141363,1902646,2007,04/15/2016 08:55:02 AM,41.888934734,-87.756317452,"(41.888934734, -87.756317452)" +5549364,HN359179,05/22/2007 11:26:52 PM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140144,1900219,2007,04/15/2016 08:55:02 AM,41.882297147,-87.760853616,"(41.882297147, -87.760853616)" +5549384,HN359254,05/23/2007 12:07:23 AM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139444,1901607,2007,04/15/2016 08:55:02 AM,41.886118781,-87.763390209,"(41.886118781, -87.763390209)" +5550244,HN350267,05/18/2007 02:15:00 PM,012XX N BURLING ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1171084,1908425,2007,04/15/2016 08:55:02 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +5550254,HN350988,05/18/2007 08:52:00 PM,009XX N CAMBRIDGE AVE,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172510,1906353,2007,04/15/2016 08:55:02 AM,41.898475258,-87.641824107,"(41.898475258, -87.641824107)" +5550574,HN361111,05/23/2007 09:00:00 PM,092XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185490,1843990,2007,04/15/2016 08:55:02 AM,41.727049838,-87.596115157,"(41.727049838, -87.596115157)" +5551928,HN291349,04/18/2007 06:00:00 PM,011XX W ARMITAGE AVE,1680,GAMBLING,OTHER,STREET,true,false,1811,018,32,7,19,1168219,1913451,2007,04/15/2016 08:55:02 AM,41.91804643,-87.657379122,"(41.91804643, -87.657379122)" +5551448,HN276096,04/10/2007 07:15:00 PM,033XX W 63RD ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0823,008,15,66,19,1155291,1862654,2007,04/15/2016 08:55:02 AM,41.778923367,-87.70624024,"(41.778923367, -87.70624024)" +5551541,HN306291,04/26/2007 08:30:00 AM,051XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166541,1870734,2007,04/15/2016 08:55:02 AM,41.800863342,-87.664766276,"(41.800863342, -87.664766276)" +5551611,HN304312,04/25/2007 10:00:00 AM,103XX S STATE ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0512,005,34,49,19,1178071,1836598,2007,04/15/2016 08:55:02 AM,41.706936355,-87.623514952,"(41.706936355, -87.623514952)" +5551648,HN304310,04/25/2007 08:00:00 AM,108XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1180831,1833269,2007,04/15/2016 08:55:02 AM,41.697738258,-87.613509835,"(41.697738258, -87.613509835)" +5551766,HN295284,04/20/2007 06:20:00 PM,014XX W MORSE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2431,024,49,1,19,1165435,1946172,2007,04/15/2016 08:55:02 AM,42.007893927,-87.666672308,"(42.007893927, -87.666672308)" +5551842,HN282234,04/14/2007 12:15:00 PM,040XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1712,017,39,14,19,1148401,1931589,2007,04/15/2016 08:55:02 AM,41.968224159,-87.729722663,"(41.968224159, -87.729722663)" +5551964,HN005055,05/24/2007 01:50:00 AM,059XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136806,1904733,2007,04/15/2016 08:55:02 AM,41.8947446,-87.773002733,"(41.8947446, -87.773002733)" +5551994,HN361039,05/23/2007 08:39:16 PM,054XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1524,015,37,25,19,1139740,1907462,2007,04/15/2016 08:55:02 AM,41.902180219,-87.762160081,"(41.902180219, -87.762160081)" +5552220,HN292745,04/19/2007 03:00:00 PM,103XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0512,005,9,49,19,1180737,1836558,2007,04/15/2016 08:55:02 AM,41.706765871,-87.613753389,"(41.706765871, -87.613753389)" +5552259,HN292747,04/19/2007 12:00:00 PM,108XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178827,1833144,2007,04/15/2016 08:55:02 AM,41.697440967,-87.620851148,"(41.697440967, -87.620851148)" +5552277,HN362178,05/24/2007 01:10:00 PM,012XX N LOCKWOOD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1140793,1907963,2007,04/15/2016 08:55:02 AM,41.903535717,-87.758279867,"(41.903535717, -87.758279867)" +5552280,HN294589,04/20/2007 01:00:00 PM,107XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178802,1833876,2007,04/15/2016 08:55:02 AM,41.699450245,-87.620920514,"(41.699450245, -87.620920514)" +5553519,HN350809,05/18/2007 06:55:28 PM,110XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,49,19,1181206,1831784,2007,04/15/2016 08:55:02 AM,41.693654607,-87.61218232,"(41.693654607, -87.61218232)" +5553778,HN352609,05/19/2007 05:16:53 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151902,1894211,2007,04/15/2016 08:55:02 AM,41.865587185,-87.717835973,"(41.865587185, -87.717835973)" +5554472,HN352668,05/19/2007 05:15:00 PM,013XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155238,1893719,2007,04/15/2016 08:55:02 AM,41.864170798,-87.705602493,"(41.864170798, -87.705602493)" +5555807,HN364407,05/25/2007 02:30:00 PM,088XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,71,19,1170859,1846305,2007,04/15/2016 08:55:02 AM,41.733733884,-87.649642862,"(41.733733884, -87.649642862)" +5556148,HN365241,05/25/2007 09:25:00 PM,045XX N HAZEL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2313,019,46,3,19,1169450,1930153,2007,04/15/2016 08:55:02 AM,41.963850715,-87.652368918,"(41.963850715, -87.652368918)" +5556489,HN362721,05/24/2007 05:24:06 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142519,1905797,2007,04/15/2016 08:55:02 AM,41.89756004,-87.751993714,"(41.89756004, -87.751993714)" +5557283,HN357217,05/22/2007 01:24:55 AM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148207,1889032,2007,04/15/2016 08:55:02 AM,41.85144726,-87.731533881,"(41.85144726, -87.731533881)" +5558352,HN367637,05/27/2007 04:29:58 AM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160130,1862471,2007,04/15/2016 08:55:02 AM,41.778322985,-87.688504959,"(41.778322985, -87.688504959)" +5558425,HN346528,05/16/2007 11:34:23 AM,078XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0621,006,17,71,19,1172662,1852835,2007,04/15/2016 08:55:02 AM,41.751613575,-87.642845608,"(41.751613575, -87.642845608)" +5558470,HN358988,05/22/2007 09:05:00 PM,015XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149966,1892248,2007,04/15/2016 08:55:02 AM,41.860238349,-87.724994244,"(41.860238349, -87.724994244)" +5558508,HN358797,05/22/2007 07:13:35 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153974,1891438,2007,04/15/2016 08:55:02 AM,41.857936746,-87.710303386,"(41.857936746, -87.710303386)" +5558641,HN352119,05/19/2007 12:00:00 PM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,68,19,1172940,1854874,2007,04/15/2016 08:55:02 AM,41.75720272,-87.64176681,"(41.75720272, -87.64176681)" +5558648,HN359304,05/23/2007 01:27:42 AM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1013,010,22,30,19,1152394,1888641,2007,04/15/2016 08:55:02 AM,41.85029276,-87.716176781,"(41.85029276, -87.716176781)" +5558780,HN365006,05/25/2007 06:35:00 PM,054XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,OTHER,false,false,2131,002,5,41,19,1182834,1869351,2007,04/15/2016 08:55:02 AM,41.796704982,-87.605057809,"(41.796704982, -87.605057809)" +5559816,HN366360,05/26/2007 01:08:28 PM,016XX W JUNEWAY TER,1661,GAMBLING,GAME/DICE,STREET,true,false,2422,024,49,1,19,1163812,1951492,2007,04/15/2016 08:55:02 AM,42.022526629,-87.672492557,"(42.022526629, -87.672492557)" +5559939,HN369184,05/28/2007 12:28:32 AM,059XX W MADISON ST,1680,GAMBLING,OTHER,STREET,true,false,1513,015,29,25,19,1137015,1899407,2007,04/15/2016 08:55:02 AM,41.880125613,-87.772362998,"(41.880125613, -87.772362998)" +5560097,HN304588,04/25/2007 02:40:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151272,1904051,2007,04/15/2016 08:55:02 AM,41.892601587,-87.719890556,"(41.892601587, -87.719890556)" +5561695,HN369218,05/28/2007 01:12:06 AM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139776,1904482,2007,04/15/2016 08:55:02 AM,41.894002082,-87.762100727,"(41.894002082, -87.762100727)" +5561733,HN370919,05/28/2007 11:40:34 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143270,1902557,2007,04/15/2016 08:55:02 AM,41.888655105,-87.749316345,"(41.888655105, -87.749316345)" +5562601,HN310921,04/28/2007 07:15:00 PM,037XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151309,1907077,2007,04/15/2016 08:55:02 AM,41.900904508,-87.71967518,"(41.900904508, -87.71967518)" +5562791,HN368685,05/27/2007 06:51:04 PM,062XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,16,68,19,1173342,1863709,2007,04/15/2016 08:55:02 AM,41.781438123,-87.640032545,"(41.781438123, -87.640032545)" +5563169,HN368178,05/27/2007 12:42:16 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899723,2007,04/15/2016 08:55:02 AM,41.880894745,-87.752636861,"(41.880894745, -87.752636861)" +5564346,HN373297,05/30/2007 02:10:28 AM,005XX N LAVERGNE AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1532,015,37,25,19,1142940,1902954,2007,04/15/2016 08:55:02 AM,41.889750677,-87.750518341,"(41.889750677, -87.750518341)" +5564510,HN316890,05/01/2007 07:37:00 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,44,19,1180619,1852493,2007,04/15/2016 08:55:02 AM,41.750496155,-87.613697642,"(41.750496155, -87.613697642)" +5564845,HN373114,05/29/2007 11:26:15 PM,042XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147993,1907665,2007,04/15/2016 08:55:02 AM,41.902582485,-87.731840051,"(41.902582485, -87.731840051)" +5565269,HN354771,05/20/2007 08:03:46 PM,019XX S TRUMBULL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1024,010,24,29,19,1153727,1890334,2007,04/15/2016 08:55:02 AM,41.854912157,-87.711239393,"(41.854912157, -87.711239393)" +5565344,HN357112,05/22/2007 12:00:00 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860548,2007,04/15/2016 08:55:02 AM,41.772410563,-87.583839318,"(41.772410563, -87.583839318)" +5565521,HN372838,05/29/2007 08:25:00 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,44,19,1180619,1852500,2007,04/15/2016 08:55:02 AM,41.750515364,-87.613697427,"(41.750515364, -87.613697427)" +5565624,HN368445,05/27/2007 04:09:00 PM,019XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1022,010,24,29,19,1155333,1890362,2007,04/15/2016 08:55:02 AM,41.854956912,-87.705343887,"(41.854956912, -87.705343887)" +5565704,HN364223,05/25/2007 12:25:00 PM,064XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0312,003,20,69,19,1180025,1862499,2007,04/15/2016 08:55:02 AM,41.777967289,-87.615568353,"(41.777967289, -87.615568353)" +5567713,HN372688,05/29/2007 07:20:00 PM,068XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,69,19,1176577,1859656,2007,04/15/2016 08:55:02 AM,41.770244068,-87.628294183,"(41.770244068, -87.628294183)" +5568306,HN370270,05/28/2007 05:00:00 PM,022XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1148742,1888819,2007,04/15/2016 08:55:02 AM,41.850852456,-87.72957578,"(41.850852456, -87.72957578)" +5568363,HN356723,05/21/2007 07:50:00 PM,001XX E 104TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,49,19,1179089,1836046,2007,04/15/2016 08:55:02 AM,41.705398504,-87.619803822,"(41.705398504, -87.619803822)" +5569407,HN356871,05/21/2007 09:10:00 PM,105XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1176819,1834900,2007,04/15/2016 08:55:02 AM,41.70230503,-87.628150654,"(41.70230503, -87.628150654)" +5571073,HN375367,05/31/2007 01:20:00 AM,016XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152641,1891587,2007,04/15/2016 08:55:02 AM,41.858372058,-87.715192405,"(41.858372058, -87.715192405)" +5572168,HN379626,06/02/2007 12:37:37 AM,008XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1141536,1905081,2007,04/15/2016 08:55:02 AM,41.895613473,-87.755621912,"(41.895613473, -87.755621912)" +5572238,HN378129,06/01/2007 11:37:28 AM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141021,1900655,2007,04/15/2016 08:55:02 AM,41.883477487,-87.75762248,"(41.883477487, -87.75762248)" +5572221,HN378331,06/01/2007 12:55:01 PM,048XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144212,1903557,2007,04/15/2016 08:55:02 AM,41.891381576,-87.745831786,"(41.891381576, -87.745831786)" +5572386,HN301004,04/23/2007 05:00:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151853,1906765,2007,04/15/2016 08:55:02 AM,41.900037654,-87.717685239,"(41.900037654, -87.717685239)" +5572395,HN307023,04/26/2007 07:05:00 PM,040XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1149607,1894735,2007,04/15/2016 08:55:02 AM,41.867069947,-87.726247496,"(41.867069947, -87.726247496)" +5572965,HN374827,05/30/2007 07:40:00 PM,025XX W 59TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160631,1865462,2007,04/15/2016 08:55:02 AM,41.786520376,-87.686585782,"(41.786520376, -87.686585782)" +5572982,HN374945,05/30/2007 08:24:00 PM,062XX S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157120,1863202,2007,04/15/2016 08:55:02 AM,41.780390363,-87.699520105,"(41.780390363, -87.699520105)" +5573016,HN379112,06/01/2007 07:29:00 PM,066XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0832,008,15,66,19,1160515,1860611,2007,04/15/2016 08:55:02 AM,41.773210952,-87.687144758,"(41.773210952, -87.687144758)" +5573053,HN380279,06/02/2007 11:20:00 AM,061XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161092,1863862,2007,04/15/2016 08:55:02 AM,41.782120231,-87.684939746,"(41.782120231, -87.684939746)" +5573082,HN380855,06/02/2007 04:55:26 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152135,1893209,2007,04/15/2016 08:55:02 AM,41.862832996,-87.71700702,"(41.862832996, -87.71700702)" +5573085,HN380405,06/02/2007 12:20:00 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1161112,1863142,2007,04/15/2016 08:55:02 AM,41.780144039,-87.684886327,"(41.780144039, -87.684886327)" +5573968,HN382297,06/03/2007 12:16:00 PM,068XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0832,008,15,66,19,1160221,1859159,2007,04/15/2016 08:55:02 AM,41.769232512,-87.68826242,"(41.769232512, -87.68826242)" +5574189,HN381207,06/02/2007 07:59:40 PM,061XX S THROOP ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0713,007,16,67,19,1168679,1863978,2007,04/15/2016 08:55:02 AM,41.782278189,-87.657120392,"(41.782278189, -87.657120392)" +5574300,HN382720,06/03/2007 04:39:31 PM,005XX W 72ND ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0732,007,6,68,19,1174124,1857174,2007,04/15/2016 08:55:02 AM,41.763487997,-87.637359451,"(41.763487997, -87.637359451)" +5574380,HN383096,06/03/2007 08:26:37 PM,072XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171888,1856898,2007,04/15/2016 08:55:02 AM,41.762779972,-87.645562915,"(41.762779972, -87.645562915)" +5574575,HN382920,06/03/2007 06:48:28 PM,055XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1522,015,29,25,19,1139411,1898120,2007,04/15/2016 08:55:02 AM,41.876550604,-87.763596403,"(41.876550604, -87.763596403)" +5574938,HN382354,06/03/2007 12:25:19 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,28,25,19,1144342,1898237,2007,04/15/2016 08:55:02 AM,41.876780419,-87.745488187,"(41.876780419, -87.745488187)" +5575023,HN374149,05/30/2007 02:07:45 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166411,1851330,2007,04/15/2016 08:55:02 AM,41.747619022,-87.665795386,"(41.747619022, -87.665795386)" +5575195,HN378608,06/01/2007 03:15:00 PM,074XX S KENWOOD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0324,003,5,43,19,1186499,1855934,2007,04/15/2016 08:55:02 AM,41.759801612,-87.592042204,"(41.759801612, -87.592042204)" +5575751,HN379115,06/01/2007 10:59:12 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,44,19,1180619,1852520,2007,04/15/2016 08:55:02 AM,41.750570246,-87.613696814,"(41.750570246, -87.613696814)" +5576046,HN375219,05/30/2007 11:05:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,NEWSSTAND,true,false,1013,010,22,29,19,1147998,1888788,2007,04/15/2016 08:55:02 AM,41.85078171,-87.732307237,"(41.85078171, -87.732307237)" +5576522,HN378982,06/01/2007 06:50:00 PM,016XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1333,012,27,28,19,1165522,1901115,2007,04/15/2016 08:55:02 AM,41.884253487,-87.667639709,"(41.884253487, -87.667639709)" +5577549,HN380510,06/02/2007 01:30:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1166875,1870654,2007,04/15/2016 08:55:02 AM,41.800636678,-87.663543671,"(41.800636678, -87.663543671)" +5577719,HN372014,05/29/2007 01:58:49 PM,009XX E 50TH ST,1661,GAMBLING,GAME/DICE,CHURCH/SYNAGOGUE/PLACE OF WORSHIP,true,false,2124,002,4,39,19,1183412,1872057,2007,04/15/2016 08:55:02 AM,41.804117007,-87.602853922,"(41.804117007, -87.602853922)" +5578281,HN358193,05/22/2007 02:30:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167717,1852024,2007,04/15/2016 08:55:02 AM,41.749495551,-87.660989929,"(41.749495551, -87.660989929)" +5579322,HN382944,06/03/2007 07:00:00 PM,081XX S KOSTNER AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0834,008,13,70,19,1148507,1850316,2007,04/15/2016 08:55:02 AM,41.745198856,-87.731427787,"(41.745198856, -87.731427787)" +5579324,HN385220,06/04/2007 08:00:00 PM,027XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1158192,1900242,2007,04/15/2016 08:55:02 AM,41.882010768,-87.694580222,"(41.882010768, -87.694580222)" +5579338,HN383055,06/03/2007 08:00:00 PM,064XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1160814,1861887,2007,04/15/2016 08:55:02 AM,41.776706305,-87.686013481,"(41.776706305, -87.686013481)" +5579588,HN383087,06/03/2007 08:20:00 PM,053XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164592,1869278,2007,04/15/2016 08:55:02 AM,41.796909278,-87.671955014,"(41.796909278, -87.671955014)" +5579673,HN374960,05/30/2007 08:15:00 PM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1157997,1931783,2007,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +5579976,HN360244,05/23/2007 12:25:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175325,1889423,2007,04/15/2016 08:55:02 AM,41.851955561,-87.631993005,"(41.851955561, -87.631993005)" +5580207,HN371700,05/29/2007 11:00:00 AM,087XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2223,022,21,71,19,1172503,1846954,2007,04/15/2016 08:55:02 AM,41.735478834,-87.643601006,"(41.735478834, -87.643601006)" +5580707,HN383838,06/04/2007 09:55:00 AM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2007,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +5580777,HN382217,06/03/2007 11:06:00 AM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167717,1852024,2007,04/15/2016 08:55:02 AM,41.749495551,-87.660989929,"(41.749495551, -87.660989929)" +5580924,HN386787,06/05/2007 04:03:00 PM,079XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,21,71,19,1166727,1851906,2007,04/15/2016 08:55:02 AM,41.749192914,-87.66462106,"(41.749192914, -87.66462106)" +5581127,HN387112,06/05/2007 07:10:00 PM,070XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0734,007,17,67,19,1166898,1857963,2007,04/15/2016 08:55:02 AM,41.765810503,-87.663821715,"(41.765810503, -87.663821715)" +5581147,HN387579,06/06/2007 12:10:29 AM,070XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0731,007,6,69,19,1176828,1858305,2007,04/15/2016 08:55:02 AM,41.766531124,-87.62741477,"(41.766531124, -87.62741477)" +5581703,HN389398,06/06/2007 09:45:00 PM,013XX W 98TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2213,022,21,73,19,1169203,1839458,2007,04/15/2016 08:55:02 AM,41.714980639,-87.655907032,"(41.714980639, -87.655907032)" +5582293,HN380315,06/02/2007 11:47:14 AM,074XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,17,69,19,1174915,1855544,2007,04/15/2016 08:55:02 AM,41.758997485,-87.63450882,"(41.758997485, -87.63450882)" +5582686,HN388073,06/06/2007 10:34:52 AM,012XX W 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169112,1856038,2007,04/15/2016 08:55:02 AM,41.760480477,-87.655762234,"(41.760480477, -87.655762234)" +5582742,HN389177,06/06/2007 06:40:37 PM,020XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164039,1858566,2007,04/15/2016 08:55:02 AM,41.767525807,-87.674284012,"(41.767525807, -87.674284012)" +5583417,HN383496,06/04/2007 01:52:00 AM,013XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1011,010,24,29,19,1151466,1893604,2007,04/15/2016 08:55:02 AM,41.863930074,-87.719452496,"(41.863930074, -87.719452496)" +5583489,HN382700,06/03/2007 04:30:00 PM,036XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152439,1892468,2007,04/15/2016 08:55:02 AM,41.860793612,-87.715910623,"(41.860793612, -87.715910623)" +5584869,HN389576,06/06/2007 11:58:47 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139594,1898454,2007,04/15/2016 08:55:02 AM,41.877463808,-87.762916325,"(41.877463808, -87.762916325)" +5585940,HN393480,06/08/2007 11:00:14 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142731,1904178,2007,04/15/2016 08:55:02 AM,41.893113371,-87.751255395,"(41.893113371, -87.751255395)" +5585957,HN392879,06/08/2007 05:21:23 PM,049XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143809,1895517,2007,04/15/2016 08:55:02 AM,41.869326398,-87.747513383,"(41.869326398, -87.747513383)" +5586802,HN393454,06/08/2007 09:59:27 PM,039XX W HIRSCH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,30,23,19,1150024,1909033,2007,04/15/2016 08:55:02 AM,41.906297093,-87.724344111,"(41.906297093, -87.724344111)" +5587741,HN392818,06/08/2007 04:53:38 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142578,1904502,2007,04/15/2016 08:55:02 AM,41.894005312,-87.751809249,"(41.894005312, -87.751809249)" +5588211,HN387287,06/05/2007 08:09:00 PM,020XX W 79TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0611,006,18,71,19,1164294,1852264,2007,04/15/2016 08:55:02 AM,41.750226862,-87.673526493,"(41.750226862, -87.673526493)" +5588816,HN393571,06/08/2007 11:13:34 PM,015XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167126,1856978,2007,04/15/2016 08:55:02 AM,41.763102659,-87.663014152,"(41.763102659, -87.663014152)" +5588845,HN396885,06/10/2007 05:35:34 PM,099XX S GREEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,34,73,19,1172397,1839012,2007,04/15/2016 08:55:02 AM,41.713687194,-87.644222268,"(41.713687194, -87.644222268)" +5588995,HN396166,06/10/2007 09:31:22 AM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140714,1899880,2007,04/15/2016 08:55:02 AM,41.881356435,-87.758768876,"(41.881356435, -87.758768876)" +5589141,HN362139,05/24/2007 01:00:00 PM,050XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0224,002,3,38,19,1178451,1871697,2007,04/15/2016 08:55:02 AM,41.803243394,-87.621059272,"(41.803243394, -87.621059272)" +5589330,HN385511,06/04/2007 11:00:00 PM,122XX S UNION AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0523,005,34,53,19,1173862,1823805,2007,04/15/2016 08:55:02 AM,41.671924547,-87.639305643,"(41.671924547, -87.639305643)" +5589357,HN362927,05/24/2007 07:00:00 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,29,19,1152372,1894799,2007,04/15/2016 08:55:02 AM,41.867191464,-87.716095047,"(41.867191464, -87.716095047)" +5589742,HN396539,06/10/2007 02:07:00 PM,063XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180669,1863054,2007,04/15/2016 08:55:02 AM,41.779475489,-87.613190413,"(41.779475489, -87.613190413)" +5590122,HN395285,06/09/2007 06:51:46 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1531,015,37,25,19,1143830,1905869,2007,04/15/2016 08:55:02 AM,41.897733139,-87.747176701,"(41.897733139, -87.747176701)" +5590136,HN395140,06/09/2007 06:51:46 PM,004XX S LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,29,25,19,1141082,1897411,2007,04/15/2016 08:55:02 AM,41.874574414,-87.757478407,"(41.874574414, -87.757478407)" +5590205,HN385180,06/04/2007 07:55:46 PM,009XX E 103RD ST,1661,GAMBLING,GAME/DICE,CHA APARTMENT,true,false,0512,005,9,50,19,1184261,1836868,2007,04/15/2016 08:55:02 AM,41.707535018,-87.600839053,"(41.707535018, -87.600839053)" +5590452,HN323004,05/04/2007 08:05:00 PM,004XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150980,1902605,2007,04/15/2016 08:55:02 AM,41.888639337,-87.72100086,"(41.888639337, -87.72100086)" +5590504,HN391165,06/07/2007 07:45:00 PM,065XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180699,1861770,2007,04/15/2016 08:55:02 AM,41.775951378,-87.613119854,"(41.775951378, -87.613119854)" +5590680,HN319061,05/02/2007 09:45:00 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149179,1907247,2007,04/15/2016 08:55:02 AM,41.901412549,-87.727494478,"(41.901412549, -87.727494478)" +5590724,HN396688,06/10/2007 03:31:22 PM,017XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,1141130,1910975,2007,04/15/2016 08:55:02 AM,41.911794781,-87.756967632,"(41.911794781, -87.756967632)" +5590756,HN398782,06/11/2007 04:09:00 PM,014XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141099,1909159,2007,04/15/2016 08:55:02 AM,41.906812044,-87.757126335,"(41.906812044, -87.757126335)" +5591099,HN399351,06/11/2007 08:40:00 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0431,004,7,51,19,1193155,1838877,2007,04/15/2016 08:55:02 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +5591565,HN380654,06/02/2007 02:41:04 PM,055XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174917,1868029,2007,04/15/2016 08:55:02 AM,41.793257667,-87.634129462,"(41.793257667, -87.634129462)" +5591748,HN382311,06/03/2007 12:36:16 PM,055XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163639,1867856,2007,04/15/2016 08:55:02 AM,41.793027199,-87.675489686,"(41.793027199, -87.675489686)" +5591790,HN398109,06/11/2007 11:30:00 AM,087XX S MORGAN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,71,19,1171174,1846819,2007,04/15/2016 08:55:02 AM,41.7351375,-87.648473873,"(41.7351375, -87.648473873)" +5592360,HN388444,06/06/2007 01:45:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160793,1862571,2007,04/15/2016 08:55:02 AM,41.778583731,-87.686071593,"(41.778583731, -87.686071593)" +5592656,HN399222,06/11/2007 07:15:00 PM,007XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,61,19,1172255,1871383,2007,04/15/2016 08:55:02 AM,41.802520396,-87.643792064,"(41.802520396, -87.643792064)" +5593551,HN401345,06/12/2007 07:52:31 PM,057XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,DRIVEWAY - RESIDENTIAL,true,false,0234,002,20,40,19,1179021,1866996,2007,04/15/2016 08:55:02 AM,41.790330436,-87.619112076,"(41.790330436, -87.619112076)" +5593822,HN395304,06/09/2007 09:04:50 PM,048XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144368,1895530,2007,04/15/2016 08:55:02 AM,41.869351585,-87.745460795,"(41.869351585, -87.745460795)" +5593939,HN399686,06/12/2007 12:50:00 AM,013XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167596,1893850,2007,04/15/2016 08:55:02 AM,41.864273353,-87.660232974,"(41.864273353, -87.660232974)" +5594114,HN395171,06/09/2007 07:20:11 PM,0000X N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137161,1899744,2007,04/15/2016 08:55:02 AM,41.881047766,-87.771818798,"(41.881047766, -87.771818798)" +5595093,HN396871,06/10/2007 05:12:30 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150299,1892179,2007,04/15/2016 08:55:02 AM,41.860042524,-87.723773675,"(41.860042524, -87.723773675)" +5595135,HN400239,06/12/2007 10:45:00 AM,048XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,2124,002,4,39,19,1183002,1873181,2007,04/15/2016 08:55:02 AM,41.807210904,-87.604322622,"(41.807210904, -87.604322622)" +5595153,HN398791,06/11/2007 04:35:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147999,1888753,2007,04/15/2016 08:55:02 AM,41.850685646,-87.732304466,"(41.850685646, -87.732304466)" +5595969,HN403103,06/13/2007 05:11:32 PM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141837,1906480,2007,04/15/2016 08:55:02 AM,41.899446926,-87.754481726,"(41.899446926, -87.754481726)" +5595975,HN402824,06/13/2007 02:50:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139758,1897140,2007,04/15/2016 08:55:02 AM,41.873855027,-87.762346249,"(41.873855027, -87.762346249)" +5596291,HN395101,06/09/2007 06:30:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899709,2007,04/15/2016 08:55:02 AM,41.880856327,-87.752637209,"(41.880856327, -87.752637209)" +5597688,HN395339,06/09/2007 09:15:00 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166407,1851486,2007,04/15/2016 08:55:02 AM,41.748047193,-87.665805608,"(41.748047193, -87.665805608)" +5597756,HN405517,06/14/2007 07:35:00 PM,015XX N ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1423,014,26,24,19,1158798,1910052,2007,04/15/2016 08:55:02 AM,41.908917857,-87.692085763,"(41.908917857, -87.692085763)" +5598029,HN403026,06/13/2007 03:55:00 PM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140720,1899694,2007,04/15/2016 08:55:02 AM,41.880845917,-87.758751417,"(41.880845917, -87.758751417)" +5598125,HN403642,06/13/2007 10:31:11 PM,004XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140959,1902440,2007,04/15/2016 08:55:02 AM,41.88837689,-87.757806191,"(41.88837689, -87.757806191)" +5598338,HN402652,06/13/2007 12:54:32 PM,0000X W 69TH ST,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,0731,007,6,69,19,1177279,1859276,2007,04/15/2016 08:55:02 AM,41.769185486,-87.625732415,"(41.769185486, -87.625732415)" +5598374,HN403373,06/13/2007 07:25:00 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142731,1904178,2007,04/15/2016 08:55:02 AM,41.893113371,-87.751255395,"(41.893113371, -87.751255395)" +5598496,HN405514,06/14/2007 08:30:00 PM,055XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1522,015,29,25,19,1139411,1898120,2007,04/15/2016 08:55:02 AM,41.876550604,-87.763596403,"(41.876550604, -87.763596403)" +5598597,HN405408,06/14/2007 06:56:00 PM,018XX W LARCHMONT AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1923,019,47,5,19,1163337,1926251,2007,04/15/2016 08:55:02 AM,41.953274558,-87.674954657,"(41.953274558, -87.674954657)" +5601602,HN403551,06/13/2007 09:15:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167592,1868661,2007,04/15/2016 08:55:02 AM,41.795152293,-87.660971367,"(41.795152293, -87.660971367)" +5601634,HN406956,06/15/2007 01:15:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166910,1869354,2007,04/15/2016 08:55:02 AM,41.797068577,-87.663452468,"(41.797068577, -87.663452468)" +5602118,HN393092,06/08/2007 06:30:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0611,006,18,71,19,1164699,1853402,2007,04/15/2016 08:55:02 AM,41.753341165,-87.672010332,"(41.753341165, -87.672010332)" +5602256,HN405511,06/14/2007 07:45:00 PM,074XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0334,003,7,43,19,1194676,1856083,2007,04/15/2016 08:55:02 AM,41.760013212,-87.562069207,"(41.760013212, -87.562069207)" +5603201,HN408020,06/15/2007 10:15:11 PM,064XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167772,1862064,2007,04/15/2016 08:55:02 AM,41.77704546,-87.660500612,"(41.77704546, -87.660500612)" +5603380,HN411230,06/17/2007 03:00:08 PM,057XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163342,1866572,2007,04/15/2016 08:55:02 AM,41.789509971,-87.676614722,"(41.789509971, -87.676614722)" +5603440,HN411587,06/17/2007 06:45:37 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163469,1861967,2007,04/15/2016 08:55:02 AM,41.776870582,-87.676278078,"(41.776870582, -87.676278078)" +5603723,HN380979,06/02/2007 05:30:00 PM,008XX N CAMBRIDGE AVE,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172522,1906026,2007,04/15/2016 08:55:02 AM,41.897577686,-87.641789714,"(41.897577686, -87.641789714)" +5604590,HN413940,06/18/2007 07:12:00 PM,003XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138982,1901737,2007,04/15/2016 08:55:02 AM,41.886483926,-87.765083641,"(41.886483926, -87.765083641)" +5605410,HN398426,06/11/2007 02:05:24 PM,070XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164904,1857973,2007,04/15/2016 08:55:02 AM,41.765880303,-87.671130135,"(41.765880303, -87.671130135)" +5605509,HN400542,06/12/2007 02:07:04 PM,060XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169352,1864833,2007,04/15/2016 08:55:02 AM,41.784609861,-87.654628247,"(41.784609861, -87.654628247)" +5605931,HN396649,06/10/2007 03:15:52 PM,014XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154930,1892849,2007,04/15/2016 08:55:02 AM,41.861789597,-87.706756466,"(41.861789597, -87.706756466)" +5607198,HN415862,06/19/2007 12:00:00 AM,100XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0431,004,7,51,19,1193485,1838860,2007,04/15/2016 08:55:02 AM,41.712780994,-87.5669962,"(41.712780994, -87.5669962)" +5607245,HN410938,06/17/2007 10:33:59 AM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142019,1900650,2007,04/15/2016 08:55:02 AM,41.883445336,-87.753957824,"(41.883445336, -87.753957824)" +5607434,HN412865,06/18/2007 11:27:58 AM,004XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139960,1897294,2007,04/15/2016 08:55:02 AM,41.874273934,-87.761600824,"(41.874273934, -87.761600824)" +5607485,HN413376,06/18/2007 03:11:32 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142490,1907053,2007,04/15/2016 08:55:02 AM,41.901007188,-87.752068973,"(41.901007188, -87.752068973)" +5607891,HN401594,06/12/2007 10:06:12 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174196,1857567,2007,04/15/2016 08:55:02 AM,41.764564837,-87.637083898,"(41.764564837, -87.637083898)" +5608618,HN392436,06/08/2007 12:45:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175328,1889315,2007,04/15/2016 08:55:02 AM,41.851659133,-87.631985232,"(41.851659133, -87.631985232)" +5608700,HN390947,06/07/2007 05:00:00 PM,030XX S ARCHER AVE,1680,GAMBLING,OTHER,STREET,true,false,0923,009,11,60,19,1167335,1884989,2007,04/15/2016 08:55:02 AM,41.839963582,-87.661445613,"(41.839963582, -87.661445613)" +5608718,HN405487,06/14/2007 06:45:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175325,1889412,2007,04/15/2016 08:55:02 AM,41.851925376,-87.631993335,"(41.851925376, -87.631993335)" +5609808,HN400577,06/12/2007 12:00:00 PM,115XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0532,005,9,53,19,1178884,1828608,2007,04/15/2016 08:55:02 AM,41.684992237,-87.620779831,"(41.684992237, -87.620779831)" +5609901,HN415573,06/19/2007 03:48:28 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167708,1894186,2007,04/15/2016 08:55:02 AM,41.865192955,-87.65981215,"(41.865192955, -87.65981215)" +5610016,HN418497,06/20/2007 09:30:00 PM,057XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0233,002,20,40,19,1178137,1866956,2007,04/15/2016 08:55:02 AM,41.790240779,-87.622354657,"(41.790240779, -87.622354657)" +5611114,HN418717,06/20/2007 11:46:00 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1176168,1841939,2007,04/15/2016 08:55:02 AM,41.721635631,-87.630323986,"(41.721635631, -87.630323986)" +5611314,HN418169,06/20/2007 06:20:00 PM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148150,1908082,2007,04/15/2016 08:55:02 AM,41.903723754,-87.731252608,"(41.903723754, -87.731252608)" +5611955,HN418135,06/20/2007 06:30:00 PM,045XX N CLARENDON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2313,019,46,3,19,1170102,1930169,2007,04/15/2016 08:55:02 AM,41.963880376,-87.649971265,"(41.963880376, -87.649971265)" +5612804,HN419615,06/21/2007 02:00:00 PM,021XX W ROSCOE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1913,019,32,5,19,1161327,1922552,2007,04/15/2016 08:55:02 AM,41.94316643,-87.682446833,"(41.94316643, -87.682446833)" +5613276,HN337304,05/11/2007 11:30:00 PM,008XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151901,1905259,2007,04/15/2016 08:55:02 AM,41.895904097,-87.717548636,"(41.895904097, -87.717548636)" +5613345,HN328487,05/07/2007 07:00:00 PM,0000X S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1125,011,2,28,19,1159758,1899724,2007,04/15/2016 08:55:02 AM,41.880557201,-87.688844161,"(41.880557201, -87.688844161)" +5613371,HN336895,05/11/2007 07:40:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153229,1905285,2007,04/15/2016 08:55:02 AM,41.895949185,-87.712670456,"(41.895949185, -87.712670456)" +5613391,HN415986,06/19/2007 06:09:21 PM,074XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1182514,1855810,2007,04/15/2016 08:55:02 AM,41.759554647,-87.606650881,"(41.759554647, -87.606650881)" +5613418,HN319898,05/03/2007 11:55:00 AM,009XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149887,1905886,2007,04/15/2016 08:55:02 AM,41.897664077,-87.724929353,"(41.897664077, -87.724929353)" +5613491,HN324921,05/05/2007 08:20:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2007,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +5613548,HN324870,05/05/2007 08:05:00 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149924,1904620,2007,04/15/2016 08:55:02 AM,41.894189322,-87.724826434,"(41.894189322, -87.724826434)" +5613753,HN417150,06/20/2007 10:49:56 AM,011XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139302,1906990,2007,04/15/2016 08:55:02 AM,41.900892985,-87.763780453,"(41.900892985, -87.763780453)" +5613879,HN410160,06/16/2007 11:30:00 PM,076XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171302,1854078,2007,04/15/2016 08:55:02 AM,41.755054371,-87.647793064,"(41.755054371, -87.647793064)" +5614129,HN422307,06/22/2007 06:20:00 PM,087XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,71,19,1170180,1846874,2007,04/15/2016 08:55:02 AM,41.735310075,-87.652113885,"(41.735310075, -87.652113885)" +5614627,HN422827,06/23/2007 12:17:16 AM,0000X N CENTRAL AVE,1610,GAMBLING,BOOKMAKING/HORSES,APARTMENT,true,false,1513,015,29,25,19,1139046,1899866,2007,04/15/2016 08:55:02 AM,41.881348498,-87.764894125,"(41.881348498, -87.764894125)" +5615032,HN420980,06/22/2007 03:41:01 AM,040XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,27,23,19,1149036,1907695,2007,04/15/2016 08:55:02 AM,41.902644676,-87.728008125,"(41.902644676, -87.728008125)" +5615518,HN417812,06/20/2007 04:31:51 PM,050XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142745,1906857,2007,04/15/2016 08:55:02 AM,41.900464597,-87.751137212,"(41.900464597, -87.751137212)" +5615608,HN419626,06/21/2007 01:57:07 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167654,1894186,2007,04/15/2016 08:55:02 AM,41.865194117,-87.660010385,"(41.865194117, -87.660010385)" +5615934,HN422640,06/22/2007 09:47:09 PM,092XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,8,48,19,1187728,1844064,2007,04/15/2016 08:55:02 AM,41.727200013,-87.587914835,"(41.727200013, -87.587914835)" +5616979,HN422234,06/22/2007 05:49:29 PM,015XX W 72ND PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0734,007,17,67,19,1167226,1856649,2007,04/15/2016 08:55:02 AM,41.7621977,-87.662657035,"(41.7621977, -87.662657035)" +5617018,HN422291,06/22/2007 06:48:31 PM,066XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172118,1860614,2007,04/15/2016 08:55:02 AM,41.772972076,-87.644610871,"(41.772972076, -87.644610871)" +5617059,HN422747,06/22/2007 10:08:15 PM,056XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172262,1867518,2007,04/15/2016 08:55:02 AM,41.791914271,-87.643880079,"(41.791914271, -87.643880079)" +5617078,HN422492,06/22/2007 08:09:30 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176683,1888842,2007,04/15/2016 08:55:02 AM,41.850330711,-87.627026373,"(41.850330711, -87.627026373)" +5617114,HN426287,06/24/2007 08:53:33 PM,020XX E 93RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,8,48,19,1191583,1843710,2007,04/15/2016 08:55:02 AM,41.726136127,-87.573805107,"(41.726136127, -87.573805107)" +5617485,HN424755,06/24/2007 12:53:25 AM,056XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165975,1867210,2007,04/15/2016 08:55:02 AM,41.791205125,-87.666942176,"(41.791205125, -87.666942176)" +5617622,HN426312,06/24/2007 09:27:17 PM,020XX W 68TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163920,1859227,2007,04/15/2016 08:55:02 AM,41.769342184,-87.674701647,"(41.769342184, -87.674701647)" +5617747,HN426138,06/24/2007 07:43:40 PM,006XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142904,1904002,2007,04/15/2016 08:55:02 AM,41.892627184,-87.750624413,"(41.892627184, -87.750624413)" +5619472,HN332819,05/09/2007 08:45:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150292,1903372,2007,04/15/2016 08:55:02 AM,41.89075751,-87.723507451,"(41.89075751, -87.723507451)" +5619492,HN428185,06/25/2007 07:22:04 PM,056XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168622,1867306,2007,04/15/2016 08:55:02 AM,41.791411847,-87.657233424,"(41.791411847, -87.657233424)" +5619651,HN428317,06/25/2007 08:11:08 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863430,2007,04/15/2016 08:55:02 AM,41.780737448,-87.650885344,"(41.780737448, -87.650885344)" +5619744,HN424681,06/23/2007 11:26:00 PM,0000X W 111TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1177919,1831032,2007,04/15/2016 08:55:02 AM,41.691665898,-87.624239384,"(41.691665898, -87.624239384)" +5619919,HN428484,06/25/2007 10:00:00 PM,015XX W 102ND PL,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2213,022,19,72,19,1167751,1836640,2007,04/15/2016 08:55:02 AM,41.70727883,-87.66130546,"(41.70727883, -87.66130546)" +5620172,HN422383,06/22/2007 07:47:53 PM,0000X N LATROBE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,28,25,19,1141387,1899724,2007,04/15/2016 08:55:02 AM,41.880915961,-87.756301469,"(41.880915961, -87.756301469)" +5620430,HN428499,06/25/2007 09:58:24 PM,078XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1189896,1853389,2007,04/15/2016 08:55:02 AM,41.752736907,-87.579674125,"(41.752736907, -87.579674125)" +5620520,HN419729,06/21/2007 03:11:49 PM,010XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140112,1906617,2007,04/15/2016 08:55:02 AM,41.899854634,-87.760814364,"(41.899854634, -87.760814364)" +5620798,HN328589,05/07/2007 07:56:00 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152209,1906039,2007,04/15/2016 08:55:02 AM,41.898038422,-87.71639681,"(41.898038422, -87.71639681)" +5620879,HN326585,05/06/2007 07:35:00 PM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148167,1907464,2007,04/15/2016 08:55:02 AM,41.90202757,-87.731206096,"(41.90202757, -87.731206096)" +5620996,HN340614,05/13/2007 09:30:00 PM,038XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150655,1906398,2007,04/15/2016 08:55:02 AM,41.899054077,-87.722095157,"(41.899054077, -87.722095157)" +5621247,HN343101,05/15/2007 01:30:00 AM,039XX W IOWA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1149784,1905717,2007,04/15/2016 08:55:02 AM,41.897202327,-87.725312063,"(41.897202327, -87.725312063)" +5621462,HN425984,06/24/2007 06:24:24 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136781,1908215,2007,04/15/2016 08:55:02 AM,41.904300091,-87.773011028,"(41.904300091, -87.773011028)" +5621893,HN425942,06/24/2007 05:40:00 PM,100XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,9,73,19,1174731,1838473,2007,04/15/2016 08:55:02 AM,41.712156523,-87.635690312,"(41.712156523, -87.635690312)" +5622332,HN419330,06/21/2007 11:45:00 AM,004XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150309,1902722,2007,04/15/2016 08:55:02 AM,41.88897351,-87.723461985,"(41.88897351, -87.723461985)" +5622921,HM651780,10/10/2006 02:00:00 PM,087XX S COMMERCIAL AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0423,004,10,46,19,1197658,1847695,2006,04/15/2016 08:55:02 AM,41.736922044,-87.551419766,"(41.736922044, -87.551419766)" +5623183,HN418288,06/20/2007 07:40:00 PM,057XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1179902,1867124,2007,04/15/2016 08:55:02 AM,41.790661551,-87.615877794,"(41.790661551, -87.615877794)" +5623369,HN398439,06/11/2007 02:15:00 PM,052XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166231,1869960,2007,04/15/2016 08:55:02 AM,41.798746006,-87.665925191,"(41.798746006, -87.665925191)" +5624323,HN421755,06/22/2007 02:17:51 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170383,1863463,2007,04/15/2016 08:55:02 AM,41.780828026,-87.65088805,"(41.780828026, -87.65088805)" +5624510,HN425552,06/24/2007 02:12:42 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0722,007,20,68,19,1174383,1862297,2007,04/15/2016 08:55:02 AM,41.777540343,-87.636257982,"(41.777540343, -87.636257982)" +5624648,HM578129,09/02/2006 07:00:00 PM,026XX W 71ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1159798,1857464,2006,04/15/2016 08:55:02 AM,41.764589879,-87.689859431,"(41.764589879, -87.689859431)" +5624699,HN429819,06/26/2007 03:05:47 PM,057XX S PRINCETON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0711,007,20,68,19,1175265,1866965,2007,04/15/2016 08:55:02 AM,41.790330168,-87.632885175,"(41.790330168, -87.632885175)" +5624784,HN432315,06/27/2007 07:41:54 PM,068XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1165529,1859313,2007,04/15/2016 08:55:02 AM,41.769544216,-87.668801343,"(41.769544216, -87.668801343)" +5625084,HN432285,06/27/2007 07:10:59 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0312,003,20,42,19,1180684,1862487,2007,04/15/2016 08:55:02 AM,41.777919241,-87.61315283,"(41.777919241, -87.61315283)" +5625369,HN429688,06/26/2007 02:31:04 PM,049XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143115,1907865,2007,04/15/2016 08:55:02 AM,41.903223764,-87.74975298,"(41.903223764, -87.74975298)" +5626059,HN434405,06/28/2007 07:40:07 PM,026XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1158699,1900251,2007,04/15/2016 08:55:02 AM,41.882025095,-87.692718273,"(41.882025095, -87.692718273)" +5626064,HN415939,06/19/2007 06:10:00 PM,014XX S KEELER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1011,010,24,29,19,1148618,1892763,2007,04/15/2016 08:55:02 AM,41.861677676,-87.729929165,"(41.861677676, -87.729929165)" +5626960,HN424613,06/23/2007 10:45:00 PM,086XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,46,19,1195656,1848199,2007,04/15/2016 08:55:02 AM,41.738354741,-87.558737701,"(41.738354741, -87.558737701)" +5628294,HN435655,06/29/2007 01:18:03 PM,089XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,8,47,19,1185438,1846036,2007,04/15/2016 08:55:02 AM,41.73266551,-87.596241458,"(41.73266551, -87.596241458)" +5630130,HN429847,06/26/2007 03:49:11 PM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140716,1899820,2007,04/15/2016 08:55:02 AM,41.881191751,-87.758763007,"(41.881191751, -87.758763007)" +5630263,HN438394,06/30/2007 08:20:08 PM,089XX S MACKINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1199975,1846424,2007,04/15/2016 08:55:02 AM,41.733376247,-87.542973959,"(41.733376247, -87.542973959)" +5630271,HN436971,06/30/2007 12:49:26 AM,001XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138142,1900349,2007,04/15/2016 08:55:02 AM,41.882690296,-87.768201943,"(41.882690296, -87.768201943)" +5630508,HN428236,06/25/2007 07:45:00 PM,077XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,17,71,19,1170654,1853532,2007,04/15/2016 08:55:02 AM,41.75357022,-87.650183691,"(41.75357022, -87.650183691)" +5630511,HN335003,05/10/2007 10:05:00 PM,039XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,24,26,19,1150249,1895744,2007,04/15/2016 08:55:02 AM,41.869826277,-87.723864309,"(41.869826277, -87.723864309)" +5630522,HN351078,05/18/2007 09:20:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150369,1894752,2007,04/15/2016 08:55:02 AM,41.867101775,-87.723449625,"(41.867101775, -87.723449625)" +5631444,HN438453,06/30/2007 09:00:00 PM,113XX S EDBROOKE AVE,1661,GAMBLING,GAME/DICE,STREET,false,false,0531,005,9,49,19,1179224,1829780,2007,04/15/2016 08:55:02 AM,41.688200651,-87.619499636,"(41.688200651, -87.619499636)" +5631496,HN438469,06/30/2007 09:15:00 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,false,false,0511,005,9,49,19,1178574,1838356,2007,04/15/2016 08:55:02 AM,41.711749153,-87.621619774,"(41.711749153, -87.621619774)" +5631524,HN438309,06/30/2007 06:00:00 PM,0000X E 102ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0511,005,9,49,19,1178367,1837021,2007,04/15/2016 08:55:02 AM,41.708090424,-87.622418222,"(41.708090424, -87.622418222)" +5631574,HN388577,06/06/2007 02:49:00 PM,003XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,3,40,19,1179183,1868493,2007,04/15/2016 08:55:02 AM,41.79443465,-87.618472426,"(41.79443465, -87.618472426)" +5631592,HN436383,06/29/2007 07:35:00 PM,109XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0513,005,9,49,19,1178516,1832538,2007,04/15/2016 08:55:02 AM,41.695785071,-87.622008176,"(41.695785071, -87.622008176)" +5631821,HN438246,06/30/2007 06:29:26 PM,013XX W 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168600,1856024,2007,04/15/2016 08:55:02 AM,41.76045311,-87.657639135,"(41.76045311, -87.657639135)" +5632265,HN426176,06/24/2007 08:00:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157199,1894925,2007,04/15/2016 08:55:02 AM,41.867440614,-87.698370952,"(41.867440614, -87.698370952)" +5632387,HN436598,06/29/2007 09:39:29 PM,020XX W 70TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163928,1857902,2007,04/15/2016 08:55:02 AM,41.765706032,-87.674709513,"(41.765706032, -87.674709513)" +5632911,HN442416,07/02/2007 08:10:00 PM,093XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2223,022,21,73,19,1172950,1842944,2007,04/15/2016 08:55:02 AM,41.724465001,-87.642081357,"(41.724465001, -87.642081357)" +5632940,HN442582,07/02/2007 09:40:00 PM,022XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,2,28,19,1161281,1899496,2007,04/15/2016 08:55:02 AM,41.879900028,-87.683258186,"(41.879900028, -87.683258186)" +5632954,HN441554,07/02/2007 01:00:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167657,1894516,2007,04/15/2016 08:55:02 AM,41.8660996,-87.65998987,"(41.8660996, -87.65998987)" +5633046,HN440821,07/02/2007 04:35:00 AM,021XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,2,28,19,1162087,1898411,2007,04/15/2016 08:55:02 AM,41.876905902,-87.680328972,"(41.876905902, -87.680328972)" +5633784,HN438486,06/30/2007 09:20:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143304,1902558,2007,04/15/2016 08:55:02 AM,41.888657214,-87.749191458,"(41.888657214, -87.749191458)" +5634026,HN426283,06/24/2007 09:03:51 PM,121XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1179768,1824321,2007,04/15/2016 08:55:02 AM,41.673207966,-87.617674109,"(41.673207966, -87.617674109)" +5634104,HN436710,06/29/2007 10:15:00 PM,031XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1331,012,27,27,19,1155483,1901838,2007,04/15/2016 08:55:02 AM,41.886445247,-87.704484736,"(41.886445247, -87.704484736)" +5635469,HN434920,06/29/2007 03:26:15 AM,065XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1173160,1861620,2007,04/15/2016 08:55:02 AM,41.775709694,-87.640761478,"(41.775709694, -87.640761478)" +5635589,HN443563,07/03/2007 12:36:49 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899689,2007,04/15/2016 08:55:02 AM,41.880801426,-87.752634034,"(41.880801426, -87.752634034)" +5635595,HN440151,07/01/2007 07:13:54 PM,006XX W 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,16,68,19,1173162,1863779,2007,04/15/2016 08:55:02 AM,41.781634191,-87.640690397,"(41.781634191, -87.640690397)" +5636090,HN444442,07/03/2007 08:26:00 PM,055XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177658,1868295,2007,04/15/2016 08:55:02 AM,41.793925981,-87.624070502,"(41.793925981, -87.624070502)" +5636190,HN343871,05/15/2007 12:45:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153443,1904456,2007,04/15/2016 08:55:02 AM,41.893670078,-87.711906527,"(41.893670078, -87.711906527)" +5636476,HN436712,06/29/2007 11:45:00 PM,042XX S WELLS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175323,1876788,2007,04/15/2016 08:55:02 AM,41.817284133,-87.632378764,"(41.817284133, -87.632378764)" +5637107,HN399542,06/11/2007 10:30:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167268,1868375,2007,04/15/2016 08:55:02 AM,41.794374423,-87.662167668,"(41.794374423, -87.662167668)" +5637199,HN446305,07/04/2007 09:30:00 PM,078XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194548,1853537,2007,04/15/2016 08:55:02 AM,41.753029942,-87.562621912,"(41.753029942, -87.562621912)" +5638127,HN437876,06/30/2007 02:51:19 PM,001XX S LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141026,1899049,2007,04/15/2016 08:55:02 AM,41.879070328,-87.757643679,"(41.879070328, -87.757643679)" +5638210,HN440690,07/02/2007 01:16:00 AM,018XX W 58TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165131,1866218,2007,04/15/2016 08:55:02 AM,41.788500864,-87.670065012,"(41.788500864, -87.670065012)" +5640186,HN442307,07/02/2007 07:05:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157392,1894579,2007,04/15/2016 08:55:02 AM,41.866487235,-87.697671823,"(41.866487235, -87.697671823)" +5640227,HN442322,07/02/2007 06:16:15 PM,072XX S YALE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0731,007,17,69,19,1175876,1856986,2007,04/15/2016 08:55:02 AM,41.762933025,-87.63094367,"(41.762933025, -87.63094367)" +5640727,HN436500,06/29/2007 08:30:00 PM,015XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151629,1892134,2007,04/15/2016 08:55:02 AM,41.859893023,-87.718892747,"(41.859893023, -87.718892747)" +5641525,HN348553,05/17/2007 05:30:00 PM,011XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1134,011,24,29,19,1155867,1894923,2007,04/15/2016 08:55:02 AM,41.867462058,-87.703261005,"(41.867462058, -87.703261005)" +5641562,HN352861,05/19/2007 07:33:46 PM,043XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147428,1899308,2007,04/15/2016 08:55:02 AM,41.879660809,-87.734129778,"(41.879660809, -87.734129778)" +5641673,HN442760,07/02/2007 11:45:00 PM,073XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0323,003,6,69,19,1181506,1856478,2007,04/15/2016 08:55:02 AM,41.761411015,-87.610324569,"(41.761411015, -87.610324569)" +5641885,HN351202,05/18/2007 10:33:00 PM,038XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150833,1900942,2007,04/15/2016 08:55:02 AM,41.884078766,-87.721584239,"(41.884078766, -87.721584239)" +5641948,HN352548,05/19/2007 04:15:00 PM,004XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150309,1902716,2007,04/15/2016 08:55:02 AM,41.888957046,-87.723462141,"(41.888957046, -87.723462141)" +5642178,HN354060,05/20/2007 12:40:00 PM,044XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147052,1896349,2007,04/15/2016 08:55:02 AM,41.871548158,-87.735586076,"(41.871548158, -87.735586076)" +5642545,HM771583,12/13/2006 11:18:28 AM,045XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1131,011,24,26,19,1146341,1897642,2006,04/15/2016 08:55:02 AM,41.875109863,-87.738163547,"(41.875109863, -87.738163547)" +5642724,HN369135,05/27/2007 11:36:00 PM,008XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150237,1905328,2007,04/15/2016 08:55:02 AM,41.89612605,-87.723658397,"(41.89612605, -87.723658397)" +5642814,HN356762,05/21/2007 08:47:00 PM,008XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151901,1905280,2007,04/15/2016 08:55:02 AM,41.895961723,-87.717548082,"(41.895961723, -87.717548082)" +5642870,HN336793,05/11/2007 06:35:00 PM,025XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,28,19,1159476,1899599,2007,04/15/2016 08:55:02 AM,41.880219996,-87.689883082,"(41.880219996, -87.689883082)" +5644937,HN340009,05/13/2007 02:15:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153246,1904728,2007,04/15/2016 08:55:02 AM,41.894420385,-87.712622818,"(41.894420385, -87.712622818)" +5646402,HN438448,06/30/2007 08:56:00 PM,003XX W 42ND PL,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0935,009,3,37,19,1174629,1876776,2007,04/15/2016 08:55:02 AM,41.81726671,-87.63492489,"(41.81726671, -87.63492489)" +5646431,HN445719,07/04/2007 02:15:00 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165548,1870647,2007,04/15/2016 08:55:02 AM,41.800645741,-87.668410415,"(41.800645741, -87.668410415)" +5647091,HN448656,07/05/2007 09:13:00 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141499,1900251,2007,04/15/2016 08:55:02 AM,41.882360048,-87.755877187,"(41.882360048, -87.755877187)" +5647191,HN452619,07/07/2007 10:30:00 PM,048XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143837,1905536,2007,04/15/2016 08:55:02 AM,41.896819218,-87.747159347,"(41.896819218, -87.747159347)" +5647304,HN453885,07/08/2007 04:47:37 PM,050XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142729,1907525,2007,04/15/2016 08:55:02 AM,41.902297963,-87.751179331,"(41.902297963, -87.751179331)" +5648357,HN444546,07/03/2007 08:33:20 PM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142506,1906351,2007,04/15/2016 08:55:02 AM,41.899080522,-87.752027675,"(41.899080522, -87.752027675)" +5649439,HN438709,07/01/2007 12:02:00 AM,061XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1178649,1864488,2007,04/15/2016 08:55:02 AM,41.783456711,-87.620552328,"(41.783456711, -87.620552328)" +5649473,HN439435,07/01/2007 11:45:00 AM,043XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147158,1906975,2007,04/15/2016 08:55:02 AM,41.900705077,-87.734924857,"(41.900705077, -87.734924857)" +5650229,HN446706,07/05/2007 01:00:00 AM,065XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,20,42,19,1182343,1861838,2007,04/15/2016 08:55:02 AM,41.776100037,-87.607091047,"(41.776100037, -87.607091047)" +5650871,HN456204,07/09/2007 06:41:00 PM,001XX W 112TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177360,1830357,2007,04/15/2016 08:55:02 AM,41.689826208,-87.626306224,"(41.689826208, -87.626306224)" +5651456,HN454503,07/08/2007 11:45:48 PM,037XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151511,1904416,2007,04/15/2016 08:55:02 AM,41.893598492,-87.719003201,"(41.893598492, -87.719003201)" +5652956,HN462594,07/12/2007 09:00:00 PM,027XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1158018,1900842,2007,04/15/2016 08:55:02 AM,41.883660777,-87.695202768,"(41.883660777, -87.695202768)" +5652986,HN460584,07/11/2007 08:45:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191430,1858666,2007,04/15/2016 08:55:02 AM,41.767180416,-87.573882016,"(41.767180416, -87.573882016)" +5653432,HN458466,07/10/2007 08:23:53 PM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142874,1900036,2007,04/15/2016 08:55:02 AM,41.881744562,-87.750833465,"(41.881744562, -87.750833465)" +5653941,HN403344,06/13/2007 07:20:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,18,71,19,1164700,1853396,2007,04/15/2016 08:55:02 AM,41.753324679,-87.672006836,"(41.753324679, -87.672006836)" +5654862,HN464326,07/13/2007 05:13:07 PM,011XX N LONG AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1524,015,37,25,19,1140101,1906951,2007,04/15/2016 08:55:02 AM,41.900771371,-87.760846581,"(41.900771371, -87.760846581)" +5654905,HN462514,07/12/2007 07:30:51 PM,0000X S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139888,1899390,2007,04/15/2016 08:55:02 AM,41.880026947,-87.761813935,"(41.880026947, -87.761813935)" +5655569,HN454541,07/08/2007 11:58:05 PM,003XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1138981,1901759,2007,04/15/2016 08:55:02 AM,41.886544315,-87.765086779,"(41.886544315, -87.765086779)" +5655585,HN448372,07/05/2007 07:13:54 PM,050XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142533,1898855,2007,04/15/2016 08:55:02 AM,41.878510096,-87.752114994,"(41.878510096, -87.752114994)" +5655689,HN464817,07/13/2007 09:33:28 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139931,1900432,2007,04/15/2016 08:55:02 AM,41.882885543,-87.761630554,"(41.882885543, -87.761630554)" +5655703,HN465210,07/14/2007 02:28:31 AM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140616,1899502,2007,04/15/2016 08:55:02 AM,41.880320955,-87.759138019,"(41.880320955, -87.759138019)" +5655715,HN463044,07/13/2007 12:50:00 AM,050XX S DR MARTIN LUTHER KING JR DR,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0223,002,3,38,19,1179755,1871527,2007,04/15/2016 08:55:02 AM,41.802747146,-87.616282132,"(41.802747146, -87.616282132)" +5655901,HN462266,07/12/2007 05:51:09 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139443,1901643,2007,04/15/2016 08:55:02 AM,41.886217588,-87.763393003,"(41.886217588, -87.763393003)" +5655923,HN462396,07/12/2007 06:50:37 PM,055XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139297,1900198,2007,04/15/2016 08:55:02 AM,41.882254983,-87.763964363,"(41.882254983, -87.763964363)" +5656737,HN466478,07/14/2007 06:10:00 PM,053XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163925,1869385,2007,04/15/2016 08:55:02 AM,41.797216956,-87.674397976,"(41.797216956, -87.674397976)" +5658406,HN468191,07/15/2007 05:27:25 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142490,1907039,2007,04/15/2016 08:55:02 AM,41.900968771,-87.752069321,"(41.900968771, -87.752069321)" +5658525,HN468099,07/15/2007 04:34:28 PM,009XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140504,1905694,2007,04/15/2016 08:55:02 AM,41.897314624,-87.759397203,"(41.897314624, -87.759397203)" +5658824,HN468937,07/16/2007 02:02:12 AM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142519,1905818,2007,04/15/2016 08:55:02 AM,41.897617667,-87.751993191,"(41.897617667, -87.751993191)" +5659369,HN460174,07/11/2007 05:35:04 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169147,1857034,2007,04/15/2016 08:55:02 AM,41.763212874,-87.655605198,"(41.763212874, -87.655605198)" +5660674,HN470067,07/16/2007 04:00:14 PM,078XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1196484,1853535,2007,04/15/2016 08:55:02 AM,41.752976645,-87.555527448,"(41.752976645, -87.555527448)" +5660871,HN428120,06/25/2007 07:04:17 PM,095XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,false,false,0511,005,6,49,19,1180263,1841757,2007,04/15/2016 08:55:02 AM,41.721043457,-87.615330391,"(41.721043457, -87.615330391)" +5661208,HN468343,07/15/2007 06:39:52 PM,059XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,20,40,19,1179499,1865666,2007,04/15/2016 08:55:02 AM,41.786669879,-87.6174,"(41.786669879, -87.6174)" +5661227,HN468500,07/15/2007 07:55:00 PM,043XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1181988,1876396,2007,04/15/2016 08:55:02 AM,41.816056658,-87.607942095,"(41.816056658, -87.607942095)" +5661247,HN470499,07/16/2007 07:22:00 PM,057XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1178134,1867092,2007,04/15/2016 08:55:02 AM,41.790614044,-87.622361533,"(41.790614044, -87.622361533)" +5661632,HN462621,07/12/2007 08:10:00 PM,066XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171779,1860866,2007,04/15/2016 08:55:02 AM,41.773671037,-87.645846171,"(41.773671037, -87.645846171)" +5661776,HN468849,07/16/2007 01:44:29 AM,015XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141086,1909705,2007,04/15/2016 08:55:02 AM,41.90831057,-87.757160618,"(41.90831057, -87.757160618)" +5662703,HN438504,06/30/2007 09:25:43 PM,080XX S STEWART AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0623,006,17,44,19,1175025,1851532,2007,04/15/2016 08:55:02 AM,41.747985616,-87.634225158,"(41.747985616, -87.634225158)" +5663381,HN473012,07/18/2007 12:34:48 AM,006XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140912,1903792,2007,04/15/2016 08:55:02 AM,41.892087808,-87.757945501,"(41.892087808, -87.757945501)" +5663397,HN473200,07/18/2007 04:37:56 AM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139931,1900440,2007,04/15/2016 08:55:02 AM,41.882907496,-87.761630358,"(41.882907496, -87.761630358)" +5663560,HN434433,06/28/2007 08:00:00 PM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151589,1904585,2007,04/15/2016 08:55:02 AM,41.894060712,-87.718712286,"(41.894060712, -87.718712286)" +5664071,HN448947,07/06/2007 02:02:10 AM,014XX W 81ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,21,71,19,1168288,1851038,2007,04/15/2016 08:55:02 AM,41.746777568,-87.65892587,"(41.746777568, -87.65892587)" +5664704,HN474067,07/18/2007 02:20:00 PM,087XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,71,19,1171501,1846869,2007,04/15/2016 08:55:02 AM,41.73526756,-87.64727442,"(41.73526756, -87.64727442)" +5665152,HN466081,07/14/2007 02:17:31 PM,054XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0915,009,16,61,19,1163949,1868569,2007,04/15/2016 08:55:02 AM,41.794977246,-87.674332905,"(41.794977246, -87.674332905)" +5665209,HN464922,07/13/2007 10:50:07 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1165918,1869276,2007,04/15/2016 08:55:02 AM,41.796875692,-87.667092473,"(41.796875692, -87.667092473)" +5665324,HN464064,07/13/2007 03:10:00 PM,062XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164428,1863342,2007,04/15/2016 08:55:02 AM,41.780623603,-87.67272368,"(41.780623603, -87.67272368)" +5665521,HN466758,07/14/2007 09:52:42 PM,066XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171780,1860825,2007,04/15/2016 08:55:02 AM,41.773558506,-87.645843707,"(41.773558506, -87.645843707)" +5665770,HN444829,07/04/2007 12:36:00 AM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152145,1893209,2007,04/15/2016 08:55:02 AM,41.862832799,-87.716970311,"(41.862832799, -87.716970311)" +5666602,HN444109,07/03/2007 05:33:00 PM,008XX N CAMBRIDGE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172516,1906187,2007,04/15/2016 08:55:02 AM,41.898019612,-87.641806984,"(41.898019612, -87.641806984)" +5667013,HN466818,07/14/2007 10:00:00 PM,015XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1166856,1868116,2007,04/15/2016 08:55:02 AM,41.793672513,-87.663685857,"(41.793672513, -87.663685857)" +5667133,HN476964,07/19/2007 09:54:53 PM,005XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180784,1864015,2007,04/15/2016 08:55:02 AM,41.782109921,-87.61273929,"(41.782109921, -87.61273929)" +5667143,HN464494,07/13/2007 06:20:00 PM,008XX N CAMBRIDGE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172514,1906241,2007,04/15/2016 08:55:02 AM,41.898167835,-87.641812732,"(41.898167835, -87.641812732)" +5667203,HN472250,07/17/2007 05:10:00 PM,066XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0321,003,5,42,19,1184031,1861188,2007,04/15/2016 08:55:02 AM,41.774277093,-87.600923334,"(41.774277093, -87.600923334)" +5667221,HN450427,07/06/2007 06:55:00 PM,039XX W 19TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150264,1890343,2007,04/15/2016 08:55:02 AM,41.855004999,-87.723949984,"(41.855004999, -87.723949984)" +5667296,HN472700,07/17/2007 08:04:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191433,1858545,2007,04/15/2016 08:55:02 AM,41.76684831,-87.573874936,"(41.76684831, -87.573874936)" +5667301,HN472065,07/17/2007 03:50:00 PM,050XX N WINTHROP AVE,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,2024,020,48,3,19,1167953,1933959,2007,04/15/2016 08:55:02 AM,41.974327016,-87.657762544,"(41.974327016, -87.657762544)" +5667366,HN468251,07/15/2007 06:06:00 PM,020XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164052,1858566,2007,04/15/2016 08:55:02 AM,41.767525534,-87.674236361,"(41.767525534, -87.674236361)" +5667560,HN420558,06/21/2007 09:00:00 PM,121XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1176470,1824436,2007,04/15/2016 08:55:02 AM,41.673598074,-87.629741537,"(41.673598074, -87.629741537)" +5667592,HN420576,06/21/2007 09:00:00 PM,104XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,50,19,1183752,1835910,2007,04/15/2016 08:55:02 AM,41.704918012,-87.602732766,"(41.704918012, -87.602732766)" +5667695,HN332882,05/09/2007 09:24:50 PM,056XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1179884,1867810,2007,04/15/2016 08:55:02 AM,41.79254441,-87.615922804,"(41.79254441, -87.615922804)" +5667760,HN474556,07/18/2007 06:37:38 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867944,2007,04/15/2016 08:55:02 AM,41.793162961,-87.657277363,"(41.793162961, -87.657277363)" +5668038,HN472651,07/17/2007 08:05:00 PM,052XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,1154097,1934600,2007,04/15/2016 08:55:02 AM,41.97637449,-87.708697978,"(41.97637449, -87.708697978)" +5668107,HN472810,07/17/2007 10:05:00 PM,001XX N FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1157036,1900783,2007,04/15/2016 08:55:02 AM,41.883518856,-87.698810367,"(41.883518856, -87.698810367)" +5668173,HN474201,07/18/2007 03:40:00 PM,008XX W 50TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,3,61,19,1171542,1871694,2007,04/15/2016 08:55:02 AM,41.803389479,-87.646397819,"(41.803389479, -87.646397819)" +5668326,HN450614,07/06/2007 08:50:00 PM,078XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0623,006,6,69,19,1179834,1853032,2007,04/15/2016 08:55:02 AM,41.751993213,-87.616557768,"(41.751993213, -87.616557768)" +5669431,HN472050,07/17/2007 03:55:04 PM,053XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140660,1902633,2007,04/15/2016 08:55:02 AM,41.888912004,-87.758899496,"(41.888912004, -87.758899496)" +5669520,HN468721,07/15/2007 11:23:31 PM,055XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139168,1905455,2007,04/15/2016 08:55:02 AM,41.896683199,-87.764310048,"(41.896683199, -87.764310048)" +5669534,HN468493,07/15/2007 08:44:17 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139462,1897133,2007,04/15/2016 08:55:02 AM,41.873841216,-87.763433207,"(41.873841216, -87.763433207)" +5669769,HN463161,07/13/2007 02:36:00 AM,077XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166358,1853293,2007,04/15/2016 08:55:02 AM,41.7530069,-87.665933799,"(41.7530069, -87.665933799)" +5670379,HN455609,07/09/2007 01:10:00 AM,017XX W 81ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,18,71,19,1166290,1850986,2007,04/15/2016 08:55:02 AM,41.746677612,-87.666248539,"(41.746677612, -87.666248539)" +5670416,HN465064,07/14/2007 12:30:00 AM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166040,1852805,2007,04/15/2016 08:55:02 AM,41.751674522,-87.667112995,"(41.751674522, -87.667112995)" +5670500,HN479165,07/20/2007 11:38:30 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1511,015,29,25,19,1138203,1904159,2007,04/15/2016 08:55:02 AM,41.893144322,-87.767885755,"(41.893144322, -87.767885755)" +5671081,HN480792,07/21/2007 07:40:00 PM,008XX E 54TH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2131,002,5,41,19,1182608,1869385,2007,04/15/2016 08:55:02 AM,41.796803532,-87.605885509,"(41.796803532, -87.605885509)" +5671241,HN475686,07/19/2007 10:55:00 AM,004XX E 79TH ST,1680,GAMBLING,OTHER,STREET,true,false,0624,006,6,69,19,1180358,1852718,2007,04/15/2016 08:55:02 AM,41.751119567,-87.614647172,"(41.751119567, -87.614647172)" +5671286,HN481046,07/21/2007 10:20:00 PM,052XX W BLOOMINGDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140968,1911463,2007,04/15/2016 08:55:02 AM,41.913136893,-87.757550744,"(41.913136893, -87.757550744)" +5671735,HN482776,07/22/2007 08:50:00 PM,011XX W 104TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,1170548,1835506,2007,04/15/2016 08:55:02 AM,41.704106603,-87.65109572,"(41.704106603, -87.65109572)" +5671794,HN482414,07/22/2007 05:20:28 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140147,1905556,2007,04/15/2016 08:55:02 AM,41.896942482,-87.760711818,"(41.896942482, -87.760711818)" +5673515,HN467981,07/15/2007 02:55:00 PM,008XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140871,1905021,2007,04/15/2016 08:55:02 AM,41.895461087,-87.758065815,"(41.895461087, -87.758065815)" +5674305,HN484089,07/23/2007 02:25:00 PM,078XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1188600,1853275,2007,04/15/2016 08:55:02 AM,41.752455136,-87.584426999,"(41.752455136, -87.584426999)" +5674380,HN484422,07/23/2007 05:25:25 PM,007XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140189,1904281,2007,04/15/2016 08:55:02 AM,41.893442958,-87.760588817,"(41.893442958, -87.760588817)" +5675143,HN417332,06/20/2007 11:30:00 AM,111XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,34,75,19,1172967,1831077,2007,04/15/2016 08:55:02 AM,41.69189982,-87.642367883,"(41.69189982, -87.642367883)" +5675738,HN467749,07/15/2007 11:41:00 AM,039XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2122,002,4,36,19,1183388,1878984,2007,04/15/2016 08:55:02 AM,41.823125769,-87.602725951,"(41.823125769, -87.602725951)" +5676003,HN485278,07/24/2007 01:14:08 AM,049XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143168,1908197,2007,04/15/2016 08:55:02 AM,41.90413382,-87.749549999,"(41.90413382, -87.749549999)" +5676016,HN432188,06/27/2007 06:00:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175328,1889315,2007,04/15/2016 08:55:02 AM,41.851659133,-87.631985232,"(41.851659133, -87.631985232)" +5676063,HN344740,05/15/2007 06:30:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1154388,1942272,2007,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +5676065,HN484092,07/23/2007 02:25:31 PM,016XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2532,025,37,25,19,1140815,1910478,2007,04/15/2016 08:55:02 AM,41.91043676,-87.758137107,"(41.91043676, -87.758137107)" +5676467,HN479988,07/21/2007 11:30:00 AM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143392,1902560,2007,04/15/2016 08:55:02 AM,41.888661058,-87.748868235,"(41.888661058, -87.748868235)" +5676574,HN482873,07/22/2007 09:50:00 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141019,1900701,2007,04/15/2016 08:55:02 AM,41.883603754,-87.757628691,"(41.883603754, -87.757628691)" +5676634,HN478907,07/20/2007 08:45:00 PM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,29,25,19,1139482,1900429,2007,04/15/2016 08:55:02 AM,41.882885506,-87.763279398,"(41.882885506, -87.763279398)" +5676697,HN481066,07/21/2007 10:05:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143291,1902558,2007,04/15/2016 08:55:02 AM,41.888657457,-87.7492392,"(41.888657457, -87.7492392)" +5677043,HN479811,07/21/2007 10:01:44 AM,045XX N SHERIDAN RD,1680,GAMBLING,OTHER,SIDEWALK,true,false,2313,019,46,3,19,1168791,1930532,2007,04/15/2016 08:55:02 AM,41.964905049,-87.654780804,"(41.964905049, -87.654780804)" +5677266,HN483135,07/23/2007 01:35:00 AM,099XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1193143,1839411,2007,04/15/2016 08:55:02 AM,41.714301339,-87.568230759,"(41.714301339, -87.568230759)" +5677455,HN486226,07/24/2007 03:00:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156724,1899878,2007,04/15/2016 08:55:02 AM,41.881041773,-87.699980585,"(41.881041773, -87.699980585)" +5677479,HN486250,07/24/2007 02:54:00 PM,078XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1193888,1853478,2007,04/15/2016 08:55:02 AM,41.75288424,-87.565042436,"(41.75288424, -87.565042436)" +5678173,HN458507,07/10/2007 07:45:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1911,019,47,4,19,1157997,1931783,2007,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +5678481,HN417329,06/20/2007 10:00:00 AM,051XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0934,009,3,61,19,1171836,1870955,2007,04/15/2016 08:55:02 AM,41.801355133,-87.645341277,"(41.801355133, -87.645341277)" +5678544,HN419649,06/21/2007 02:00:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1153932,1892898,2007,04/15/2016 08:55:02 AM,41.861943987,-87.710418671,"(41.861943987, -87.710418671)" +5678576,HN420325,06/21/2007 05:00:00 PM,045XX N SHERIDAN RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2313,019,46,3,19,1168791,1930479,2007,04/15/2016 08:55:02 AM,41.964759616,-87.654782347,"(41.964759616, -87.654782347)" +5678581,HN422408,06/22/2007 06:05:00 PM,073XX N SHERIDAN RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2423,024,49,1,19,1166081,1948481,2007,04/15/2016 08:55:02 AM,42.014216031,-87.664229139,"(42.014216031, -87.664229139)" +5678746,HN480650,07/21/2007 05:39:16 PM,003XX E 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179754,1863319,2007,04/15/2016 08:55:02 AM,41.780223653,-87.616536781,"(41.780223653, -87.616536781)" +5678769,HN480218,07/21/2007 01:47:03 PM,067XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,6,42,19,1182052,1860556,2007,04/15/2016 08:55:02 AM,41.772588844,-87.608197446,"(41.772588844, -87.608197446)" +5678772,HN429093,06/26/2007 08:30:00 AM,107XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178802,1833876,2007,04/15/2016 08:55:02 AM,41.699450245,-87.620920514,"(41.699450245, -87.620920514)" +5678773,HN429526,06/26/2007 11:30:00 AM,064XX W 63RD ST,1680,GAMBLING,OTHER,STREET,true,false,0812,008,23,64,19,1134734,1862057,2007,04/15/2016 08:55:02 AM,41.777671744,-87.781619471,"(41.777671744, -87.781619471)" +5679217,HN487295,07/25/2007 12:15:00 AM,014XX W WASHBURNE AVE,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166797,1894473,2007,04/15/2016 08:55:02 AM,41.866000071,-87.663148217,"(41.866000071, -87.663148217)" +5680101,HN479846,07/20/2007 03:10:00 PM,006XX W DIVISION ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1171577,1908244,2007,04/15/2016 08:55:02 AM,41.903684856,-87.645195215,"(41.903684856, -87.645195215)" +5680977,HN486840,07/24/2007 07:50:00 PM,040XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2123,002,4,36,19,1183256,1878214,2007,04/15/2016 08:55:02 AM,41.821015914,-87.603234205,"(41.821015914, -87.603234205)" +5680989,HN399681,06/12/2007 12:52:49 AM,023XX W 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161808,1858847,2007,04/15/2016 08:55:02 AM,41.76834353,-87.682453842,"(41.76834353, -87.682453842)" +5681345,HN487346,07/25/2007 01:30:00 AM,081XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196580,1851544,2007,04/15/2016 08:55:02 AM,41.74751081,-87.555241635,"(41.74751081, -87.555241635)" +5682277,HN490654,07/26/2007 05:25:47 PM,059XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,68,19,1176319,1865596,2007,04/15/2016 08:55:02 AM,41.786549862,-87.629061578,"(41.786549862, -87.629061578)" +5683102,HN405899,06/14/2007 11:58:10 PM,060XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160737,1864593,2007,04/15/2016 08:55:02 AM,41.784133534,-87.686221109,"(41.784133534, -87.686221109)" +5684047,HN476246,07/19/2007 04:10:00 PM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183940,1852521,2007,04/15/2016 08:55:02 AM,41.750496123,-87.601527212,"(41.750496123, -87.601527212)" +5684163,HN350748,05/18/2007 06:00:00 PM,009XX N KEELER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,37,23,19,1148205,1906140,2007,04/15/2016 08:55:02 AM,41.898393644,-87.731100655,"(41.898393644, -87.731100655)" +5684343,HN374366,05/30/2007 03:20:00 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150593,1904565,2007,04/15/2016 08:55:02 AM,41.89402535,-87.722370826,"(41.89402535, -87.722370826)" +5684557,HN473006,07/18/2007 12:36:01 AM,007XX W 59TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172444,1865748,2007,04/15/2016 08:55:02 AM,41.787053189,-87.643264813,"(41.787053189, -87.643264813)" +5684659,HN482577,07/22/2007 07:11:52 PM,056XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168621,1867333,2007,04/15/2016 08:55:02 AM,41.79148596,-87.657236312,"(41.79148596, -87.657236312)" +5684792,HN368438,05/27/2007 04:20:42 PM,009XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150546,1906094,2007,04/15/2016 08:55:02 AM,41.898222,-87.722503463,"(41.898222, -87.722503463)" +5684827,HN493416,07/28/2007 12:09:00 AM,055XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139529,1898123,2007,04/15/2016 08:55:02 AM,41.876556686,-87.763163065,"(41.876556686, -87.763163065)" +5684865,HN372733,05/29/2007 07:15:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150559,1894622,2007,04/15/2016 08:55:02 AM,41.866741334,-87.722755498,"(41.866741334, -87.722755498)" +5685243,HN483982,07/23/2007 01:00:00 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,21,71,19,1166407,1851486,2007,04/15/2016 08:55:02 AM,41.748047193,-87.665805608,"(41.748047193, -87.665805608)" +5685609,HN359116,05/22/2007 10:32:52 PM,010XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150198,1906584,2007,04/15/2016 08:55:02 AM,41.899573402,-87.723768861,"(41.899573402, -87.723768861)" +5685693,HN487325,07/25/2007 12:47:19 AM,054XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140270,1897151,2007,04/15/2016 08:55:02 AM,41.873875851,-87.760466132,"(41.873875851, -87.760466132)" +5685729,HN484843,07/23/2007 08:42:53 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142490,1907046,2007,04/15/2016 08:55:02 AM,41.900987979,-87.752069147,"(41.900987979, -87.752069147)" +5686018,HN495140,07/27/2007 09:20:00 PM,090XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197337,1845623,2007,04/15/2016 08:55:02 AM,41.731244306,-87.55266464,"(41.731244306, -87.55266464)" +5686241,HN495380,07/28/2007 11:51:47 PM,014XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1136760,1908875,2007,04/15/2016 08:55:02 AM,41.906111588,-87.773072333,"(41.906111588, -87.773072333)" +5687107,HN496945,07/29/2007 07:45:00 PM,008XX W 52ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,61,19,1171667,1870375,2007,04/15/2016 08:55:02 AM,41.799767262,-87.645978069,"(41.799767262, -87.645978069)" +5687203,HN488828,07/25/2007 07:00:00 PM,076XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0624,006,8,69,19,1183888,1854475,2007,04/15/2016 08:55:02 AM,41.755859312,-87.601656868,"(41.755859312, -87.601656868)" +5687809,HN496996,07/29/2007 08:06:00 PM,012XX N BURLING ST,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1171084,1908425,2007,04/15/2016 08:55:02 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +5687917,HN497115,07/29/2007 09:40:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167594,1868580,2007,04/15/2016 08:55:02 AM,41.794929977,-87.660966356,"(41.794929977, -87.660966356)" +5688015,HN496529,07/29/2007 03:00:00 PM,045XX N SHERIDAN RD,1680,GAMBLING,OTHER,SIDEWALK,true,false,2313,019,46,3,19,1168791,1930531,2007,04/15/2016 08:55:02 AM,41.964902305,-87.654780833,"(41.964902305, -87.654780833)" +5688454,HN481895,07/22/2007 12:10:00 PM,068XX S NORMAL BLVD,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,SIDEWALK,true,false,0722,007,6,68,19,1174127,1859640,2007,04/15/2016 08:55:02 AM,41.770254923,-87.637275312,"(41.770254923, -87.637275312)" +5688564,HN484143,07/23/2007 02:41:00 PM,004XX W 60TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1174228,1865119,2007,04/15/2016 08:55:02 AM,41.785287668,-87.636742402,"(41.785287668, -87.636742402)" +5688627,HN493241,07/27/2007 10:15:00 PM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183942,1852460,2007,04/15/2016 08:55:02 AM,41.750328686,-87.601521784,"(41.750328686, -87.601521784)" +5689114,HN499311,07/30/2007 10:10:00 PM,005XX E 47TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0223,002,3,38,19,1180510,1873969,2007,04/15/2016 08:55:02 AM,41.809430883,-87.613438223,"(41.809430883, -87.613438223)" +5689985,HN396526,06/10/2007 01:45:00 PM,044XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175025,1875646,2007,04/15/2016 08:55:02 AM,41.814157046,-87.633506021,"(41.814157046, -87.633506021)" +5690592,HN498197,07/30/2007 12:54:57 PM,052XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1524,015,28,25,19,1141093,1904825,2007,04/15/2016 08:55:02 AM,41.894919152,-87.757255285,"(41.894919152, -87.757255285)" +5690827,HN419501,06/21/2007 11:06:28 AM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160836,1861115,2007,04/15/2016 08:55:02 AM,41.774587375,-87.685954135,"(41.774587375, -87.685954135)" +5691306,HN498804,07/30/2007 06:00:00 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166081,1863289,2007,04/15/2016 08:55:02 AM,41.780443156,-87.666664975,"(41.780443156, -87.666664975)" +5691355,HN497958,07/30/2007 11:20:00 AM,072XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171888,1856898,2007,04/15/2016 08:55:02 AM,41.762779972,-87.645562915,"(41.762779972, -87.645562915)" +5691402,HN496834,07/29/2007 06:40:00 PM,068XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0723,007,6,68,19,1172516,1859487,2007,04/15/2016 08:55:02 AM,41.769870699,-87.64318506,"(41.769870699, -87.64318506)" +5691676,HN501718,08/01/2007 02:24:00 AM,015XX N ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1423,014,26,24,19,1158796,1910113,2007,04/15/2016 08:55:02 AM,41.909085286,-87.692091435,"(41.909085286, -87.692091435)" +5692036,HN422965,06/23/2007 01:22:36 AM,065XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0831,008,15,66,19,1158839,1861074,2007,04/15/2016 08:55:02 AM,41.774515883,-87.693275981,"(41.774515883, -87.693275981)" +5692108,HN455428,07/09/2007 12:45:00 PM,023XX W JACKSON BLVD,1680,GAMBLING,OTHER,PARKING LOT/GARAGE(NON.RESID.),true,false,1211,012,2,28,19,1160836,1898642,2007,04/15/2016 08:55:02 AM,41.877565813,-87.684915859,"(41.877565813, -87.684915859)" +5692122,HN482345,07/22/2007 04:15:00 PM,027XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1311,012,1,24,19,1157838,1907202,2007,04/15/2016 08:55:02 AM,41.901116858,-87.695690185,"(41.901116858, -87.695690185)" +5692131,HN449644,07/06/2007 01:00:27 PM,014XX S THROOP ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167931,1893399,2007,04/15/2016 08:55:02 AM,41.863028558,-87.659016208,"(41.863028558, -87.659016208)" +5692445,HN501797,08/01/2007 06:53:11 AM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1139482,1900414,2007,04/15/2016 08:55:02 AM,41.882844344,-87.763279764,"(41.882844344, -87.763279764)" +5692796,HN436841,06/30/2007 12:19:00 AM,061XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180636,1864395,2007,04/15/2016 08:55:02 AM,41.78315608,-87.613270225,"(41.78315608, -87.613270225)" +5693206,HN501534,07/31/2007 11:43:51 PM,053XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140644,1909462,2007,04/15/2016 08:55:02 AM,41.907651886,-87.758790306,"(41.907651886, -87.758790306)" +5693217,HN499242,07/30/2007 09:16:54 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143515,1906018,2007,04/15/2016 08:55:02 AM,41.898147912,-87.748329944,"(41.898147912, -87.748329944)" +5693296,HN501704,08/01/2007 02:41:25 AM,015XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141084,1909772,2007,04/15/2016 08:55:02 AM,41.908494462,-87.757166312,"(41.908494462, -87.757166312)" +5693434,HN501230,07/31/2007 08:20:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182434,1871952,2007,04/15/2016 08:55:02 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +5693523,HN486096,07/24/2007 01:55:00 PM,119XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1175774,1825731,2007,04/15/2016 08:55:02 AM,41.677167326,-87.632250389,"(41.677167326, -87.632250389)" +5693612,HN460896,07/12/2007 12:32:00 AM,012XX S KILDARE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1011,010,24,29,19,1147912,1894096,2007,04/15/2016 08:55:02 AM,41.865349178,-87.732486546,"(41.865349178, -87.732486546)" +5693616,HN494589,07/28/2007 03:25:00 PM,016XX W 80TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,21,71,19,1166520,1851655,2007,04/15/2016 08:55:02 AM,41.748508547,-87.665386731,"(41.748508547, -87.665386731)" +5693812,HN466405,07/14/2007 05:50:00 PM,018XX S TROY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1022,010,24,29,19,1155651,1890785,2007,04/15/2016 08:55:02 AM,41.856111284,-87.704165305,"(41.856111284, -87.704165305)" +5694186,HN496994,07/29/2007 08:24:37 PM,011XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1531,015,37,25,19,1142157,1907012,2007,04/15/2016 08:55:02 AM,41.900900864,-87.753293142,"(41.900900864, -87.753293142)" +5694212,HN495149,07/28/2007 09:47:19 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142488,1907141,2007,04/15/2016 08:55:02 AM,41.901248707,-87.752074129,"(41.901248707, -87.752074129)" +5695220,HN468922,07/16/2007 03:22:16 AM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151170,1894442,2007,04/15/2016 08:55:02 AM,41.866235446,-87.720517147,"(41.866235446, -87.720517147)" +5695512,HN491506,07/27/2007 02:33:00 AM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143849,1901491,2007,04/15/2016 08:55:02 AM,41.885719041,-87.747216756,"(41.885719041, -87.747216756)" +5695664,HN496105,07/29/2007 11:36:47 AM,053XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166247,1869399,2007,04/15/2016 08:55:02 AM,41.797206215,-87.66588249,"(41.797206215, -87.66588249)" +5695993,HN458346,07/10/2007 07:15:00 PM,020XX W 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164043,1858897,2007,04/15/2016 08:55:02 AM,41.768434033,-87.674260053,"(41.768434033, -87.674260053)" +5696107,HN473743,07/18/2007 11:57:16 AM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150298,1892207,2007,04/15/2016 08:55:02 AM,41.860119379,-87.723776616,"(41.860119379, -87.723776616)" +5696139,HN486110,07/24/2007 12:00:00 PM,055XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,20,40,19,1178540,1868423,2007,04/15/2016 08:55:02 AM,41.794257212,-87.620832396,"(41.794257212, -87.620832396)" +5696274,HN480704,07/21/2007 06:40:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,STREET,true,false,1011,010,24,29,19,1151056,1894439,2007,04/15/2016 08:55:02 AM,41.866229446,-87.720935733,"(41.866229446, -87.720935733)" +5696285,HN504778,08/02/2007 03:50:00 PM,015XX N ROCKWELL ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1423,014,26,24,19,1158797,1910085,2007,04/15/2016 08:55:02 AM,41.909008432,-87.69208853,"(41.909008432, -87.69208853)" +5696355,HN476685,07/19/2007 07:55:49 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1014,010,24,29,19,1151968,1891599,2007,04/15/2016 08:55:02 AM,41.858418256,-87.717662445,"(41.858418256, -87.717662445)" +5696562,HN505264,08/02/2007 10:05:00 PM,104XX S UNION AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2233,022,34,49,19,1173485,1835724,2007,04/15/2016 08:55:02 AM,41.704640475,-87.640334528,"(41.704640475, -87.640334528)" +5696923,HN486835,07/24/2007 05:30:00 PM,048XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2031,020,47,4,19,1159491,1932114,2007,04/15/2016 08:55:02 AM,41.969443146,-87.688930773,"(41.969443146, -87.688930773)" +5697276,HN503703,08/02/2007 01:04:57 AM,078XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1196484,1853535,2007,04/15/2016 08:55:02 AM,41.752976645,-87.555527448,"(41.752976645, -87.555527448)" +5697300,HN476623,07/19/2007 07:12:09 PM,012XX S TROY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1022,010,24,29,19,1155558,1894177,2007,04/15/2016 08:55:02 AM,41.865421172,-87.704415461,"(41.865421172, -87.704415461)" +5697340,HN487845,07/25/2007 10:00:00 AM,111XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0531,005,9,49,19,1178789,1831299,2007,04/15/2016 08:55:02 AM,41.692378887,-87.621046145,"(41.692378887, -87.621046145)" +5697426,HN503179,08/01/2007 07:45:21 PM,074XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0323,003,6,69,19,1182182,1855834,2007,04/15/2016 08:55:02 AM,41.759628195,-87.607866901,"(41.759628195, -87.607866901)" +5697536,HN501270,07/31/2007 08:45:00 PM,072XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0334,003,7,43,19,1193749,1857416,2007,04/15/2016 08:55:02 AM,41.763693821,-87.565422988,"(41.763693821, -87.565422988)" +5697828,HN505010,08/02/2007 06:10:00 PM,007XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1524,015,37,25,19,1140895,1904293,2007,04/15/2016 08:55:02 AM,41.893462926,-87.757995597,"(41.893462926, -87.757995597)" +5697872,HN493025,07/27/2007 08:15:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141381,1899895,2007,04/15/2016 08:55:02 AM,41.881385317,-87.756319279,"(41.881385317, -87.756319279)" +5697881,HN493065,07/27/2007 08:30:00 PM,002XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138552,1901162,2007,04/15/2016 08:55:02 AM,41.884913854,-87.766676675,"(41.884913854, -87.766676675)" +5697939,HN495466,07/28/2007 07:25:00 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166408,1851445,2007,04/15/2016 08:55:02 AM,41.747934662,-87.665803109,"(41.747934662, -87.665803109)" +5697964,HN503190,08/01/2007 07:40:00 PM,013XX W 79TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0612,006,17,71,19,1168965,1852385,2007,04/15/2016 08:55:02 AM,41.750459333,-87.656406338,"(41.750459333, -87.656406338)" +5697996,HN502471,08/01/2007 02:15:00 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143194,1906197,2007,04/15/2016 08:55:02 AM,41.898645108,-87.74950449,"(41.898645108, -87.74950449)" +5698421,HN487395,07/25/2007 02:27:41 AM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154350,1893258,2007,04/15/2016 08:55:02 AM,41.862923534,-87.708874639,"(41.862923534, -87.708874639)" +5698926,HN504541,08/02/2007 01:40:00 PM,114XX S AVENUE O,1651,GAMBLING,GAME/CARDS,STREET,true,false,0433,004,10,52,19,1200913,1829803,2007,04/15/2016 08:55:02 AM,41.687743149,-87.540098623,"(41.687743149, -87.540098623)" +5698957,HN381400,06/02/2007 09:50:00 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149510,1907359,2007,04/15/2016 08:55:02 AM,41.901713467,-87.72627576,"(41.901713467, -87.72627576)" +5699030,HN422842,06/23/2007 12:25:00 AM,032XX W WALNUT ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1123,011,28,27,19,1154855,1901448,2007,04/15/2016 08:55:02 AM,41.885387654,-87.706801372,"(41.885387654, -87.706801372)" +5699039,HN421616,06/22/2007 01:15:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144831,1897935,2007,04/15/2016 08:55:02 AM,41.875942489,-87.743700327,"(41.875942489, -87.743700327)" +5699062,HN421514,06/22/2007 11:45:00 AM,042XX W HADDON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,37,23,19,1147955,1907331,2007,04/15/2016 08:55:02 AM,41.901666685,-87.731988233,"(41.901666685, -87.731988233)" +5699110,HN419980,06/21/2007 04:30:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2007,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +5699171,HN423947,06/23/2007 03:30:00 PM,039XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150122,1899722,2007,04/15/2016 08:55:02 AM,41.880744831,-87.724226926,"(41.880744831, -87.724226926)" +5699190,HN503225,08/01/2007 07:55:00 PM,007XX N LOREL AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1524,015,37,25,19,1140541,1904402,2007,04/15/2016 08:55:02 AM,41.893768542,-87.759293054,"(41.893768542, -87.759293054)" +5699196,HN503375,08/01/2007 08:45:00 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1531,015,37,25,19,1143850,1905869,2007,04/15/2016 08:55:02 AM,41.897732764,-87.747103242,"(41.897732764, -87.747103242)" +5699241,HN503117,08/01/2007 07:00:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899694,2007,04/15/2016 08:55:02 AM,41.880815147,-87.75263391,"(41.880815147, -87.75263391)" +5699288,HN380962,06/02/2007 05:15:00 PM,010XX N MONTICELLO AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1112,011,27,23,19,1151858,1906609,2007,04/15/2016 08:55:02 AM,41.899609477,-87.717670986,"(41.899609477, -87.717670986)" +5699375,HN395923,06/10/2007 04:20:00 AM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152521,1906655,2007,04/15/2016 08:55:02 AM,41.899722623,-87.715234555,"(41.899722623, -87.715234555)" +5699481,HN506845,08/03/2007 04:20:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144165,1899224,2007,04/15/2016 08:55:02 AM,41.879492192,-87.746113289,"(41.879492192, -87.746113289)" +5699589,HN406019,06/15/2007 01:26:00 AM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144757,1897933,2007,04/15/2016 08:55:02 AM,41.875938396,-87.743972082,"(41.875938396, -87.743972082)" +5699761,HN406033,06/15/2007 01:35:00 AM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149458,1899354,2007,04/15/2016 08:55:02 AM,41.879747904,-87.726674651,"(41.879747904, -87.726674651)" +5699809,HN507786,08/04/2007 01:26:46 AM,015XX N LUNA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,1139056,1909590,2007,04/15/2016 08:55:02 AM,41.908032172,-87.764620728,"(41.908032172, -87.764620728)" +5700230,HN468671,07/15/2007 10:10:00 PM,010XX N MONTICELLO AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1112,011,27,23,19,1151857,1906643,2007,04/15/2016 08:55:02 AM,41.899702796,-87.717673762,"(41.899702796, -87.717673762)" +5700254,HN466788,07/14/2007 10:10:00 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150483,1894425,2007,04/15/2016 08:55:02 AM,41.866202226,-87.723039647,"(41.866202226, -87.723039647)" +5700301,HN404960,06/14/2007 03:05:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153580,1904639,2007,04/15/2016 08:55:02 AM,41.894169523,-87.711398498,"(41.894169523, -87.711398498)" +5700496,HN409296,06/16/2007 02:25:00 PM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148069,1898671,2007,04/15/2016 08:55:02 AM,41.877900503,-87.73179249,"(41.877900503, -87.73179249)" +5700630,HN426038,06/24/2007 06:45:00 PM,009XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148205,1906132,2007,04/15/2016 08:55:02 AM,41.898371692,-87.731100862,"(41.898371692, -87.731100862)" +5700909,HN413093,06/18/2007 01:15:00 PM,031XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155541,1896532,2007,04/15/2016 08:55:02 AM,41.871883883,-87.704414529,"(41.871883883, -87.704414529)" +5700941,HN416792,06/20/2007 04:20:00 AM,031XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155611,1896865,2007,04/15/2016 08:55:02 AM,41.872796262,-87.704148568,"(41.872796262, -87.704148568)" +5701986,HN428362,06/25/2007 09:05:00 PM,044XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146887,1898970,2007,04/15/2016 08:55:02 AM,41.878743645,-87.736124908,"(41.878743645, -87.736124908)" +5701993,HN506656,08/03/2007 02:48:51 PM,063XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0726,007,15,67,19,1164446,1862548,2007,04/15/2016 08:55:02 AM,41.778444383,-87.672680053,"(41.778444383, -87.672680053)" +5702513,HN507465,08/03/2007 10:00:00 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141004,1901116,2007,04/15/2016 08:55:02 AM,41.884742842,-87.757673551,"(41.884742842, -87.757673551)" +5702537,HN499303,07/30/2007 10:10:00 PM,007XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1141221,1904507,2007,04/15/2016 08:55:02 AM,41.894044163,-87.756793017,"(41.894044163, -87.756793017)" +5702680,HN474184,07/18/2007 10:00:00 AM,088XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0632,006,6,44,19,1180455,1846644,2007,04/15/2016 08:55:02 AM,41.734449587,-87.614477655,"(41.734449587, -87.614477655)" +5702711,HN474187,07/18/2007 01:00:00 PM,059XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0714,007,15,67,19,1166686,1865425,2007,04/15/2016 08:55:02 AM,41.786291714,-87.664386014,"(41.786291714, -87.664386014)" +5702777,HN475907,07/19/2007 09:00:00 AM,074XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0323,003,6,69,19,1182845,1855957,2007,04/15/2016 08:55:02 AM,41.759950351,-87.605433227,"(41.759950351, -87.605433227)" +5703114,HN507372,08/03/2007 07:45:00 PM,009XX W 53RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1170727,1869644,2007,04/15/2016 08:55:02 AM,41.797781893,-87.649446627,"(41.797781893, -87.649446627)" +5703187,HN474461,07/18/2007 05:45:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,24,29,19,1150559,1894622,2007,04/15/2016 08:55:02 AM,41.866741334,-87.722755498,"(41.866741334, -87.722755498)" +5703405,HN511062,08/05/2007 08:30:00 PM,003XX W 57TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0711,007,20,68,19,1174728,1867148,2007,04/15/2016 08:55:02 AM,41.790844328,-87.63484875,"(41.790844328, -87.63484875)" +5705044,HN502542,08/01/2007 02:30:00 PM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1115,011,28,26,19,1148075,1898672,2007,04/15/2016 08:55:02 AM,41.877903131,-87.731770433,"(41.877903131, -87.731770433)" +5705481,HN510874,08/05/2007 06:05:00 PM,014XX N LATROBE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1141103,1909010,2007,04/15/2016 08:55:02 AM,41.906403097,-87.757115318,"(41.906403097, -87.757115318)" +5705500,HN510848,08/05/2007 05:47:05 PM,016XX N KEATING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1144480,1910482,2007,04/15/2016 08:55:02 AM,41.910379504,-87.744673027,"(41.910379504, -87.744673027)" +5706116,HN510507,08/05/2007 02:16:29 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1141270,1900246,2007,04/15/2016 08:55:02 AM,41.882350552,-87.756718212,"(41.882350552, -87.756718212)" +5706755,HN515190,08/07/2007 07:56:46 PM,071XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1173864,1857550,2007,04/15/2016 08:55:02 AM,41.764525554,-87.638301265,"(41.764525554, -87.638301265)" +5707023,HN513249,08/06/2007 07:15:00 PM,005XX E 47TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0223,002,3,38,19,1180510,1873969,2007,04/15/2016 08:55:02 AM,41.809430883,-87.613438223,"(41.809430883, -87.613438223)" +5707046,HN442633,07/02/2007 09:54:25 PM,016XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149320,1891555,2007,04/15/2016 08:55:02 AM,41.858349209,-87.727383518,"(41.858349209, -87.727383518)" +5708472,HN515724,08/08/2007 02:28:25 AM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1194835,1855470,2007,04/15/2016 08:55:02 AM,41.758327181,-87.56150664,"(41.758327181, -87.56150664)" +5710013,HN450777,07/06/2007 10:30:00 PM,067XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165843,1859949,2007,04/15/2016 08:55:02 AM,41.771282822,-87.667632313,"(41.771282822, -87.667632313)" +5710083,HN482782,07/22/2007 08:50:00 PM,067XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,15,67,19,1166831,1860122,2007,04/15/2016 08:55:02 AM,41.771736514,-87.66400571,"(41.771736514, -87.66400571)" +5710269,HN509216,08/04/2007 08:50:00 PM,0000X W 79TH ST,1661,GAMBLING,GAME/DICE,CTA TRAIN,true,false,0623,006,6,44,19,1177483,1852629,2007,04/15/2016 08:55:02 AM,41.750940757,-87.625185222,"(41.750940757, -87.625185222)" +5710587,HN470813,07/16/2007 11:29:20 PM,102XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177076,1837047,2007,04/15/2016 08:55:02 AM,41.708190922,-87.627145126,"(41.708190922, -87.627145126)" +5710842,HN519166,08/09/2007 07:15:00 PM,012XX W 98TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2213,022,21,73,19,1169724,1839777,2007,04/15/2016 08:55:02 AM,41.715844759,-87.653989679,"(41.715844759, -87.653989679)" +5711566,HN511821,08/06/2007 07:58:22 AM,022XX S KIRKLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147701,1888794,2007,04/15/2016 08:55:02 AM,41.850803874,-87.733397144,"(41.850803874, -87.733397144)" +5711641,HN514698,08/07/2007 03:53:08 PM,036XX W 23RD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1013,010,22,30,19,1152242,1888472,2007,04/15/2016 08:55:02 AM,41.849832,-87.716739105,"(41.849832, -87.716739105)" +5711718,HN508744,08/04/2007 02:12:50 PM,118XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1172122,1826341,2007,04/15/2016 08:55:02 AM,41.678922032,-87.645599956,"(41.678922032, -87.645599956)" +5711723,HN484882,07/23/2007 08:35:00 PM,057XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1179901,1867144,2007,04/15/2016 08:55:02 AM,41.790716455,-87.615880848,"(41.790716455, -87.615880848)" +5711897,HN503446,08/01/2007 09:43:20 PM,109XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,49,19,1178519,1832422,2007,04/15/2016 08:55:02 AM,41.695466682,-87.622000699,"(41.695466682, -87.622000699)" +5711970,HN494949,07/28/2007 06:48:10 PM,111XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0531,005,9,49,19,1178790,1831224,2007,04/15/2016 08:55:02 AM,41.692173054,-87.621044755,"(41.692173054, -87.621044755)" +5712019,HN514615,08/07/2007 03:41:34 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150760,1894432,2007,04/15/2016 08:55:02 AM,41.866216027,-87.722022566,"(41.866216027, -87.722022566)" +5712235,HN515553,08/07/2007 11:45:00 PM,057XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167316,1866729,2007,04/15/2016 08:55:02 AM,41.789856574,-87.662038784,"(41.789856574, -87.662038784)" +5712236,HN516563,08/08/2007 02:00:00 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166408,1851432,2007,04/15/2016 08:55:02 AM,41.747898988,-87.665803479,"(41.747898988, -87.665803479)" +5712418,HN515413,08/07/2007 09:19:00 PM,038XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150485,1903727,2007,04/15/2016 08:55:02 AM,41.891727901,-87.722789378,"(41.891727901, -87.722789378)" +5712558,HN505519,08/02/2007 10:47:00 PM,0000X W 114TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1178051,1829379,2007,04/15/2016 08:55:02 AM,41.687126841,-87.623805966,"(41.687126841, -87.623805966)" +5713204,HN512847,08/06/2007 04:27:36 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143182,1905857,2007,04/15/2016 08:55:02 AM,41.897712334,-87.749557063,"(41.897712334, -87.749557063)" +5713374,HN514493,08/07/2007 02:00:20 PM,021XX W ADAMS ST,1661,GAMBLING,GAME/DICE,COLLEGE/UNIVERSITY GROUNDS,true,false,1211,012,2,28,19,1161985,1899054,2007,04/15/2016 08:55:02 AM,41.878672479,-87.680685532,"(41.878672479, -87.680685532)" +5713732,HN383176,06/03/2007 10:30:00 PM,041XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148903,1899016,2007,04/15/2016 08:55:02 AM,41.878831141,-87.728721295,"(41.878831141, -87.728721295)" +5713760,HN520989,08/10/2007 04:45:00 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180760,1881423,2007,04/15/2016 08:55:02 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +5713895,HN383459,06/04/2007 12:43:53 AM,034XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153372,1901461,2007,04/15/2016 08:55:02 AM,41.88545291,-87.712246904,"(41.88545291, -87.712246904)" +5713925,HN521663,08/10/2007 10:42:05 PM,013XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142787,1908606,2007,04/15/2016 08:55:02 AM,41.905263268,-87.750939328,"(41.905263268, -87.750939328)" +5714525,HN522631,08/11/2007 02:06:03 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143284,1902558,2007,04/15/2016 08:55:02 AM,41.888657588,-87.749264906,"(41.888657588, -87.749264906)" +5714489,HN401859,06/13/2007 01:40:00 AM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149867,1906599,2007,04/15/2016 08:55:02 AM,41.899621011,-87.724984242,"(41.899621011, -87.724984242)" +5714536,HN394327,06/09/2007 11:20:00 AM,005XX S KILBOURN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1131,011,24,26,19,1146476,1897090,2007,04/15/2016 08:55:02 AM,41.873592539,-87.737681941,"(41.873592539, -87.737681941)" +5714566,HN517290,08/08/2007 08:15:00 PM,028XX N CLYBOURN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1913,019,1,5,19,1162143,1918966,2007,04/15/2016 08:55:02 AM,41.933309193,-87.679548147,"(41.933309193, -87.679548147)" +5714605,HN514955,08/07/2007 06:04:17 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141475,1900250,2007,04/15/2016 08:55:02 AM,41.882357747,-87.755965341,"(41.882357747, -87.755965341)" +5714626,HN520950,08/10/2007 04:59:56 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142721,1904504,2007,04/15/2016 08:55:02 AM,41.894008139,-87.751284,"(41.894008139, -87.751284)" +5714653,HN520870,08/10/2007 04:26:06 PM,049XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143289,1906532,2007,04/15/2016 08:55:02 AM,41.899562612,-87.749147178,"(41.899562612, -87.749147178)" +5714905,HN485777,07/24/2007 11:42:00 AM,120XX S YALE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,false,false,0523,005,9,53,19,1176777,1825160,2007,04/15/2016 08:55:02 AM,41.675577959,-87.62859622,"(41.675577959, -87.62859622)" +5714953,HN487167,07/24/2007 10:45:00 PM,101XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0511,005,9,49,19,1177058,1837772,2007,04/15/2016 08:55:02 AM,41.710180828,-87.627189271,"(41.710180828, -87.627189271)" +5715011,HN490903,07/26/2007 07:00:00 PM,004XX S KEELER AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1132,011,24,26,19,1148462,1897589,2007,04/15/2016 08:55:02 AM,41.874923802,-87.730377386,"(41.874923802, -87.730377386)" +5715054,HN491469,07/27/2007 02:00:00 AM,009XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150217,1905971,2007,04/15/2016 08:55:02 AM,41.897890897,-87.723715073,"(41.897890897, -87.723715073)" +5715310,HN493020,07/27/2007 07:36:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1121,011,27,23,19,1153581,1904633,2007,04/15/2016 08:55:02 AM,41.894153039,-87.711394985,"(41.894153039, -87.711394985)" +5715368,HN494724,07/28/2007 04:45:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157199,1894918,2007,04/15/2016 08:55:02 AM,41.867421406,-87.698371142,"(41.867421406, -87.698371142)" +5715403,HN521881,08/11/2007 02:40:00 AM,060XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0313,003,20,42,19,1180633,1865071,2007,04/15/2016 08:55:02 AM,41.785011157,-87.613260468,"(41.785011157, -87.613260468)" +5715859,HN512871,08/06/2007 05:02:38 PM,051XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164554,1870574,2007,04/15/2016 08:55:02 AM,41.800466462,-87.672057803,"(41.800466462, -87.672057803)" +5716402,HN504416,08/02/2007 12:30:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147592,1898661,2007,04/15/2016 08:55:02 AM,41.877882222,-87.73354419,"(41.877882222, -87.73354419)" +5716499,HN436975,06/30/2007 01:10:00 AM,046XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1145370,1899159,2007,04/15/2016 08:55:02 AM,41.879291115,-87.74169031,"(41.879291115, -87.74169031)" +5716508,HN437044,06/30/2007 01:56:00 AM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153244,1904789,2007,04/15/2016 08:55:02 AM,41.894587815,-87.712628543,"(41.894587815, -87.712628543)" +5716543,HN436769,06/29/2007 11:00:00 PM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148167,1907469,2007,04/15/2016 08:55:02 AM,41.902041291,-87.731205967,"(41.902041291, -87.731205967)" +5716594,HN436372,06/29/2007 07:10:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151522,1906744,2007,04/15/2016 08:55:02 AM,41.89998654,-87.71890157,"(41.89998654, -87.71890157)" +5716866,HN436635,06/29/2007 10:55:00 PM,033XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1134,011,24,27,19,1154307,1896507,2007,04/15/2016 08:55:02 AM,41.871840001,-87.70894574,"(41.871840001, -87.70894574)" +5717038,HN507742,08/04/2007 12:29:00 AM,033XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153825,1904464,2007,04/15/2016 08:55:02 AM,41.89368443,-87.710503351,"(41.89368443, -87.710503351)" +5718358,HN295376,04/20/2007 08:00:00 PM,008XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152230,1905375,2007,04/15/2016 08:55:02 AM,41.896215926,-87.716337217,"(41.896215926, -87.716337217)" +5719780,HN523179,08/11/2007 07:25:00 PM,065XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0723,007,17,68,19,1171099,1861517,2007,04/15/2016 08:55:02 AM,41.775472349,-87.648319892,"(41.775472349, -87.648319892)" +5719895,HN418504,06/20/2007 09:30:00 PM,003XX S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156097,1898400,2007,04/15/2016 08:55:02 AM,41.876998668,-87.702322798,"(41.876998668, -87.702322798)" +5719903,HN419736,06/21/2007 02:45:00 PM,030XX W MADISON ST,1680,GAMBLING,OTHER,STREET,true,false,1124,011,28,27,19,1156269,1899868,2007,04/15/2016 08:55:02 AM,41.881023534,-87.701651591,"(41.881023534, -87.701651591)" +5719926,HN525089,08/12/2007 06:46:44 PM,065XX S LOWE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0723,007,20,68,19,1173163,1861512,2007,04/15/2016 08:55:02 AM,41.775413264,-87.640753669,"(41.775413264, -87.640753669)" +5719942,HN527139,08/13/2007 06:54:32 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151904,1894149,2007,04/15/2016 08:55:02 AM,41.865417011,-87.717830262,"(41.865417011, -87.717830262)" +5720336,HN528680,08/14/2007 02:36:14 PM,011XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1138469,1907132,2007,04/15/2016 08:55:02 AM,41.901297786,-87.766836725,"(41.901297786, -87.766836725)" +5720339,HN519354,08/09/2007 09:15:00 PM,076XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1188864,1854562,2007,04/15/2016 08:55:02 AM,41.75598047,-87.583418456,"(41.75598047, -87.583418456)" +5720792,HN432681,06/27/2007 10:32:00 PM,011XX N KEDVALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148506,1907356,2007,04/15/2016 08:55:02 AM,41.901724671,-87.729963682,"(41.901724671, -87.729963682)" +5721149,HN434845,06/29/2007 01:20:00 AM,011XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150511,1907228,2007,04/15/2016 08:55:02 AM,41.901334494,-87.722602365,"(41.901334494, -87.722602365)" +5721296,HN523291,08/11/2007 08:35:25 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1152382,1889021,2007,04/15/2016 08:55:02 AM,41.851335763,-87.716210801,"(41.851335763, -87.716210801)" +5721826,HN437007,06/30/2007 01:20:00 AM,048XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143806,1906543,2007,04/15/2016 08:55:02 AM,41.899583121,-87.74724794,"(41.899583121, -87.74724794)" +5721858,HN527783,08/14/2007 02:26:57 AM,068XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1165526,1859414,2007,04/15/2016 08:55:02 AM,41.769821437,-87.668809479,"(41.769821437, -87.668809479)" +5721917,HN529215,08/14/2007 06:29:53 PM,014XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1022,010,24,29,19,1155260,1892906,2007,04/15/2016 08:55:02 AM,41.861939396,-87.705543556,"(41.861939396, -87.705543556)" +5722094,HN518701,08/09/2007 03:30:00 PM,011XX W GRAND AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1323,012,27,24,19,1168608,1903631,2007,04/15/2016 08:55:02 AM,41.891091318,-87.656234703,"(41.891091318, -87.656234703)" +5722214,HN523423,08/11/2007 09:55:00 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1176381,1841945,2007,04/15/2016 08:55:02 AM,41.72164732,-87.629543628,"(41.72164732, -87.629543628)" +5722662,HN531284,08/15/2007 06:14:30 PM,051XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1164554,1870574,2007,04/15/2016 08:55:02 AM,41.800466462,-87.672057803,"(41.800466462, -87.672057803)" +5723026,HN515573,08/07/2007 11:38:56 PM,043XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0222,002,4,38,19,1181990,1876347,2007,04/15/2016 08:55:02 AM,41.815922152,-87.607936276,"(41.815922152, -87.607936276)" +5723692,HN530713,08/15/2007 02:00:00 PM,071XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1181800,1857810,2007,04/15/2016 08:55:02 AM,41.765059373,-87.609205947,"(41.765059373, -87.609205947)" +5723742,HN531329,08/15/2007 06:40:00 PM,070XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191097,1858637,2007,04/15/2016 08:55:02 AM,41.7671089,-87.575103515,"(41.7671089, -87.575103515)" +5724189,HN462225,07/12/2007 05:09:00 PM,107XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,49,19,1178480,1833746,2007,04/15/2016 08:55:02 AM,41.69910081,-87.622103461,"(41.69910081, -87.622103461)" +5724462,HN525302,08/12/2007 09:35:00 PM,077XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166027,1853298,2007,04/15/2016 08:55:02 AM,41.75302766,-87.667146645,"(41.75302766, -87.667146645)" +5724626,HN522621,08/11/2007 01:50:00 PM,015XX W 81ST ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0614,006,21,71,19,1167272,1851011,2007,04/15/2016 08:55:02 AM,41.746725267,-87.662649528,"(41.746725267, -87.662649528)" +5724634,HN523105,08/11/2007 05:53:00 PM,080XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,8,44,19,1183958,1851936,2007,04/15/2016 08:55:02 AM,41.748890402,-87.601479486,"(41.748890402, -87.601479486)" +5724745,HN532284,08/16/2007 10:55:45 AM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,STREET,false,false,0321,003,20,42,19,1185009,1861867,2007,04/15/2016 08:55:02 AM,41.776117418,-87.597316904,"(41.776117418, -87.597316904)" +5724983,HN533154,08/16/2007 06:50:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143299,1904515,2007,04/15/2016 08:55:02 AM,41.894027545,-87.749160891,"(41.894027545, -87.749160891)" +5725025,HN521312,08/10/2007 07:30:00 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143265,1905528,2007,04/15/2016 08:55:02 AM,41.89680797,-87.749260436,"(41.89680797, -87.749260436)" +5725051,HN528923,08/14/2007 04:10:00 PM,004XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141960,1902382,2007,04/15/2016 08:55:02 AM,41.888199249,-87.754131552,"(41.888199249, -87.754131552)" +5725072,HN518656,08/09/2007 03:17:00 PM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141913,1903767,2007,04/15/2016 08:55:02 AM,41.892000726,-87.75426983,"(41.892000726, -87.75426983)" +5725099,HN518657,08/09/2007 03:07:36 PM,050XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142716,1903852,2007,04/15/2016 08:55:02 AM,41.892219068,-87.751318607,"(41.892219068, -87.751318607)" +5725104,HN532914,08/16/2007 04:57:03 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141386,1899754,2007,04/15/2016 08:55:02 AM,41.880998303,-87.7563044,"(41.880998303, -87.7563044)" +5725113,HN528639,08/14/2007 02:20:00 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141003,1901147,2007,04/15/2016 08:55:02 AM,41.884827928,-87.757676459,"(41.884827928, -87.757676459)" +5725221,HN434559,06/28/2007 09:20:00 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152523,1906601,2007,04/15/2016 08:55:02 AM,41.899574402,-87.715228638,"(41.899574402, -87.715228638)" +5725324,HN528954,08/14/2007 04:15:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,28,25,19,1141385,1899786,2007,04/15/2016 08:55:02 AM,41.881086134,-87.756307282,"(41.881086134, -87.756307282)" +5725975,HN532986,08/16/2007 05:31:29 PM,010XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140125,1906221,2007,04/15/2016 08:55:02 AM,41.898767724,-87.760776322,"(41.898767724, -87.760776322)" +5725980,HN497128,07/29/2007 09:30:00 PM,104XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,50,19,1183752,1835910,2007,04/15/2016 08:55:02 AM,41.704918012,-87.602732766,"(41.704918012, -87.602732766)" +5726014,HN530474,08/15/2007 11:30:00 AM,023XX S NORMAL AVE,1680,GAMBLING,OTHER,STREET,true,false,0923,009,25,34,19,1173050,1888452,2007,04/15/2016 08:55:02 AM,41.849341744,-87.640371554,"(41.849341744, -87.640371554)" +5726168,HN529551,08/14/2007 06:50:00 PM,032XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,36,17,19,1127514,1920682,2007,04/15/2016 08:55:02 AM,41.938672216,-87.806770702,"(41.938672216, -87.806770702)" +5726220,HN520361,08/10/2007 10:00:00 AM,051XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166541,1870734,2007,04/15/2016 08:55:02 AM,41.800863342,-87.664766276,"(41.800863342, -87.664766276)" +5726262,HN520364,08/10/2007 10:10:00 AM,051XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166542,1870700,2007,04/15/2016 08:55:02 AM,41.800770021,-87.664763578,"(41.800770021, -87.664763578)" +5726945,HN535256,08/17/2007 08:15:00 PM,014XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141099,1909159,2007,04/15/2016 08:55:02 AM,41.906812044,-87.757126335,"(41.906812044, -87.757126335)" +5727754,HN534814,08/17/2007 04:47:43 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143223,1905858,2007,04/15/2016 08:55:02 AM,41.897714312,-87.749406448,"(41.897714312, -87.749406448)" +5727777,HN534304,08/17/2007 11:45:00 AM,052XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167552,1870096,2007,04/15/2016 08:55:02 AM,41.799090959,-87.661076896,"(41.799090959, -87.661076896)" +5727802,HN533284,08/16/2007 07:45:00 PM,085XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0613,006,21,71,19,1170145,1848127,2007,04/15/2016 08:55:02 AM,41.738749242,-87.652205781,"(41.738749242, -87.652205781)" +5727809,HN533563,08/16/2007 10:54:33 PM,011XX S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136888,1894527,2007,04/15/2016 08:55:02 AM,41.866736499,-87.772946322,"(41.866736499, -87.772946322)" +5727854,HN534972,08/17/2007 05:50:07 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151902,1894224,2007,04/15/2016 08:55:02 AM,41.865622859,-87.71783563,"(41.865622859, -87.71783563)" +5727882,HN531657,08/15/2007 10:20:57 PM,014XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152937,1892898,2007,04/15/2016 08:55:02 AM,41.861963739,-87.71407118,"(41.861963739, -87.71407118)" +5730256,HN523830,08/12/2007 02:40:00 AM,110XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,34,49,19,1176901,1831918,2007,04/15/2016 08:55:02 AM,41.694120148,-87.627939823,"(41.694120148, -87.627939823)" +5730771,HN478168,07/20/2007 03:10:00 PM,001XX W 114TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177385,1829363,2007,04/15/2016 08:55:02 AM,41.687097962,-87.626244569,"(41.687097962, -87.626244569)" +5732031,HN532462,08/16/2007 11:10:00 AM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2007,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +5732505,HN540798,08/20/2007 07:20:00 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0232,002,3,40,19,1179366,1870948,2007,04/15/2016 08:55:02 AM,41.801167215,-87.617726434,"(41.801167215, -87.617726434)" +5732528,HN540898,08/20/2007 08:37:22 PM,003XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,3,40,19,1179183,1868493,2007,04/15/2016 08:55:02 AM,41.79443465,-87.618472426,"(41.79443465, -87.618472426)" +5732642,HN529584,08/14/2007 09:00:00 PM,037XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,3,35,19,1179469,1880335,2007,04/15/2016 08:55:02 AM,41.826923566,-87.617061758,"(41.826923566, -87.617061758)" +5733606,HN529624,08/14/2007 10:15:00 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1167881,1858133,2007,04/15/2016 08:55:02 AM,41.766255952,-87.660213809,"(41.766255952, -87.660213809)" +5733621,HN542482,08/21/2007 05:30:00 PM,057XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,20,40,19,1179463,1867030,2007,04/15/2016 08:55:02 AM,41.790413648,-87.617490355,"(41.790413648, -87.617490355)" +5734304,HN535308,08/17/2007 07:46:11 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187172,1858714,2007,04/15/2016 08:55:02 AM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +5734333,HN535447,08/17/2007 09:24:00 PM,009XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183601,1864096,2007,04/15/2016 08:55:02 AM,41.782266947,-87.602409009,"(41.782266947, -87.602409009)" +5734596,HN542712,08/21/2007 08:00:00 PM,064XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165776,1861958,2007,04/15/2016 08:55:02 AM,41.776797204,-87.667820924,"(41.776797204, -87.667820924)" +5735408,HN538444,08/19/2007 04:17:06 PM,018XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152997,1890738,2007,04/15/2016 08:55:02 AM,41.856035263,-87.713908132,"(41.856035263, -87.713908132)" +5735492,HN320797,05/03/2007 07:10:00 PM,078XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0623,006,6,69,19,1179834,1853032,2007,04/15/2016 08:55:02 AM,41.751993213,-87.616557768,"(41.751993213, -87.616557768)" +5735969,HN542961,08/21/2007 10:15:15 PM,059XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136683,1905392,2007,04/15/2016 08:55:02 AM,41.896555183,-87.773438691,"(41.896555183, -87.773438691)" +5735984,HN544590,08/22/2007 07:10:45 PM,055XX W CONGRESS PKWY,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1139496,1897134,2007,04/15/2016 08:55:02 AM,41.873843341,-87.763308349,"(41.873843341, -87.763308349)" +5737326,HN544818,08/22/2007 09:20:00 PM,078XX S CREGIER AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0414,004,8,43,19,1189561,1853449,2007,04/15/2016 08:55:02 AM,41.752909599,-87.580899821,"(41.752909599, -87.580899821)" +5737374,HN545424,08/23/2007 09:25:00 AM,081XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197239,1851708,2007,04/15/2016 08:55:02 AM,41.74794446,-87.552821468,"(41.74794446, -87.552821468)" +5737489,HN514342,08/07/2007 12:45:00 PM,076XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166340,1853956,2007,04/15/2016 08:55:02 AM,41.754826647,-87.665980916,"(41.754826647, -87.665980916)" +5737764,HN544567,08/22/2007 07:20:24 PM,087XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,71,19,1171499,1846943,2007,04/15/2016 08:55:02 AM,41.73547067,-87.647279586,"(41.73547067, -87.647279586)" +5737826,HN544874,08/22/2007 09:40:08 PM,002XX E 75TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0323,003,6,69,19,1179006,1855334,2007,04/15/2016 08:55:02 AM,41.758329048,-87.619522001,"(41.758329048, -87.619522001)" +5737880,HN545947,08/23/2007 03:00:11 PM,055XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139320,1900198,2007,04/15/2016 08:55:02 AM,41.882254564,-87.763879906,"(41.882254564, -87.763879906)" +5738332,HN545684,08/23/2007 12:21:00 PM,069XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191408,1859410,2007,04/15/2016 08:55:02 AM,41.769222543,-87.573938576,"(41.769222543, -87.573938576)" +5738384,HN544756,08/22/2007 08:20:00 PM,105XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,49,19,1178441,1835069,2007,04/15/2016 08:55:02 AM,41.70273219,-87.622206261,"(41.70273219, -87.622206261)" +5739426,HN544137,08/22/2007 03:15:00 PM,056XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168621,1867333,2007,04/15/2016 08:55:02 AM,41.79148596,-87.657236312,"(41.79148596, -87.657236312)" +5739472,HN461593,07/12/2007 11:15:00 AM,007XX W 31ST ST,1680,GAMBLING,OTHER,STREET,true,false,0924,009,11,60,19,1171678,1884328,2007,04/15/2016 08:55:02 AM,41.838055408,-87.645528134,"(41.838055408, -87.645528134)" +5740892,HN544640,08/22/2007 07:07:00 PM,069XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0733,007,17,68,19,1171172,1858847,2007,04/15/2016 08:55:02 AM,41.768143949,-87.648130264,"(41.768143949, -87.648130264)" +5741245,HN548401,08/24/2007 09:00:00 PM,054XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0232,002,3,37,19,1175887,1869033,2007,04/15/2016 08:55:02 AM,41.795991039,-87.630542489,"(41.795991039, -87.630542489)" +5741278,HN538857,08/19/2007 07:20:00 PM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1181091,1878355,2007,04/15/2016 08:55:02 AM,41.821453036,-87.611172044,"(41.821453036, -87.611172044)" +5741880,HN530809,08/15/2007 02:50:00 PM,051XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0932,009,16,61,19,1164555,1870527,2007,04/15/2016 08:55:02 AM,41.800337468,-87.672055462,"(41.800337468, -87.672055462)" +5741932,HN549631,08/25/2007 12:45:00 PM,020XX W JAMES ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163541,1870344,2007,04/15/2016 08:55:02 AM,41.799856639,-87.675779256,"(41.799856639, -87.675779256)" +5741971,HN544129,08/22/2007 03:02:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183281,1852506,2007,04/15/2016 08:55:02 AM,41.750470317,-87.603942533,"(41.750470317, -87.603942533)" +5741983,HN548677,08/24/2007 11:30:00 PM,079XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,44,19,1177312,1852570,2007,04/15/2016 08:55:02 AM,41.750782715,-87.625813624,"(41.750782715, -87.625813624)" +5742952,HM330938,05/04/2006 09:50:00 PM,008XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171551,1869011,2006,04/15/2016 08:55:02 AM,41.796026843,-87.646443443,"(41.796026843, -87.646443443)" +5743049,HN540860,08/20/2007 08:10:00 PM,013XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154580,1893504,2007,04/15/2016 08:55:02 AM,41.863593991,-87.708023751,"(41.863593991, -87.708023751)" +5743568,HN542863,08/21/2007 09:30:00 PM,063XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1179551,1862816,2007,04/15/2016 08:55:02 AM,41.778848012,-87.61729636,"(41.778848012, -87.61729636)" +5743789,HN550399,08/25/2007 09:11:37 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143182,1905857,2007,04/15/2016 08:55:02 AM,41.897712334,-87.749557063,"(41.897712334, -87.749557063)" +5743800,HN550737,08/26/2007 01:00:00 AM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144155,1898232,2007,04/15/2016 08:55:02 AM,41.876770211,-87.746174927,"(41.876770211, -87.746174927)" +5744686,HN552093,08/26/2007 07:27:34 PM,006XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140911,1903812,2007,04/15/2016 08:55:02 AM,41.892142709,-87.757948681,"(41.892142709, -87.757948681)" +5744868,HN551480,08/26/2007 01:15:36 PM,014XX W 58TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167550,1866278,2007,04/15/2016 08:55:02 AM,41.788613959,-87.661193702,"(41.788613959, -87.661193702)" +5744891,HN551698,08/26/2007 03:10:41 PM,057XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163672,1866681,2007,04/15/2016 08:55:02 AM,41.789802157,-87.675401652,"(41.789802157, -87.675401652)" +5744924,HN551741,08/26/2007 03:41:42 PM,056XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164320,1867226,2007,04/15/2016 08:55:02 AM,41.791284073,-87.673010271,"(41.791284073, -87.673010271)" +5745202,HN552065,08/26/2007 07:02:03 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166080,1863323,2007,04/15/2016 08:55:02 AM,41.780536478,-87.666667674,"(41.780536478, -87.666667674)" +5745319,HN553459,08/27/2007 01:28:26 PM,056XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164317,1867341,2007,04/15/2016 08:55:02 AM,41.791599711,-87.673018032,"(41.791599711, -87.673018032)" +5745461,HN554120,08/27/2007 08:10:00 PM,047XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2124,002,4,39,19,1184378,1873869,2007,04/15/2016 08:55:02 AM,41.809066689,-87.59925438,"(41.809066689, -87.59925438)" +5745526,HN554028,08/27/2007 06:56:00 PM,046XX S COTTAGE GROVE AVE,1680,GAMBLING,OTHER,STREET,true,false,2123,002,4,39,19,1182376,1874323,2007,04/15/2016 08:55:02 AM,41.81035919,-87.606583156,"(41.81035919, -87.606583156)" +5745606,HN313121,04/29/2007 11:10:00 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1013,010,22,30,19,1152385,1888937,2007,04/15/2016 08:55:02 AM,41.851105197,-87.716202006,"(41.851105197, -87.716202006)" +5746382,HN543789,08/22/2007 12:05:00 PM,044XX N MAGNOLIA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2311,019,46,3,19,1167112,1929672,2007,04/15/2016 08:55:02 AM,41.962581499,-87.660978843,"(41.962581499, -87.660978843)" +5746730,HN554235,08/27/2007 08:47:59 PM,077XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,7,43,19,1193208,1854204,2007,04/15/2016 08:55:02 AM,41.754893079,-87.567510634,"(41.754893079, -87.567510634)" +5746927,HN555263,08/28/2007 12:43:11 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144165,1899224,2007,04/15/2016 08:55:02 AM,41.879492192,-87.746113289,"(41.879492192, -87.746113289)" +5747366,HN553419,08/27/2007 02:18:14 PM,012XX W 74TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169130,1855375,2007,04/15/2016 08:55:02 AM,41.758660729,-87.655715404,"(41.758660729, -87.655715404)" +5747760,HN542623,08/21/2007 06:30:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175325,1889423,2007,04/15/2016 08:55:02 AM,41.851955561,-87.631993005,"(41.851955561, -87.631993005)" +5748024,HN549960,08/25/2007 04:18:00 PM,122XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,34,53,19,1172207,1823745,2007,04/15/2016 08:55:02 AM,41.671796315,-87.645364691,"(41.671796315, -87.645364691)" +5748090,HN464846,07/13/2007 10:04:01 PM,006XX N WALLER AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1511,015,29,25,19,1138214,1903850,2007,04/15/2016 08:55:02 AM,41.892296188,-87.767852835,"(41.892296188, -87.767852835)" +5748104,HN555783,07/28/2007 04:30:00 PM,019XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155665,1890315,2007,04/15/2016 08:55:02 AM,41.854821269,-87.704126559,"(41.854821269, -87.704126559)" +5748853,HN553278,08/27/2007 12:45:00 PM,085XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,21,71,19,1168158,1848031,2007,04/15/2016 08:55:02 AM,41.738528729,-87.659488503,"(41.738528729, -87.659488503)" +5749107,HN558625,08/30/2007 01:52:04 AM,071XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0323,003,6,69,19,1180150,1857731,2007,04/15/2016 08:55:02 AM,41.764880547,-87.615256045,"(41.764880547, -87.615256045)" +5749168,HN554117,08/27/2007 07:20:00 PM,071XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0323,003,6,69,19,1179713,1857804,2007,04/15/2016 08:55:02 AM,41.765090867,-87.616855532,"(41.765090867, -87.616855532)" +5749202,HN535236,08/17/2007 07:35:00 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187172,1858714,2007,04/15/2016 08:55:02 AM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +5749788,HN532566,08/16/2007 01:00:00 PM,048XX N SPAULDING AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1713,017,39,14,19,1153508,1931893,2007,04/15/2016 08:55:02 AM,41.968958087,-87.710936304,"(41.968958087, -87.710936304)" +5750125,HN553784,08/27/2007 04:55:04 PM,016XX S DRAKE AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,1021,010,24,29,19,1152973,1891595,2007,04/15/2016 08:55:02 AM,41.858387445,-87.713973534,"(41.858387445, -87.713973534)" +5750608,HN544075,08/22/2007 02:50:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,24,29,19,1150559,1894622,2007,04/15/2016 08:55:02 AM,41.866741334,-87.722755498,"(41.866741334, -87.722755498)" +5751845,HN557449,08/29/2007 02:00:00 PM,066XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1184693,1861216,2007,04/15/2016 08:55:02 AM,41.774338431,-87.598495714,"(41.774338431, -87.598495714)" +5751868,HN555533,08/28/2007 01:48:00 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1142487,1907176,2007,04/15/2016 08:55:02 AM,41.90134477,-87.752076931,"(41.90134477, -87.752076931)" +5752537,HN560552,08/30/2007 10:33:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191431,1858633,2007,04/15/2016 08:55:02 AM,41.767089837,-87.573879419,"(41.767089837, -87.573879419)" +5753137,HN558119,08/29/2007 07:09:49 PM,084XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0613,006,21,71,19,1171451,1848852,2007,04/15/2016 08:55:02 AM,41.740710277,-87.647399696,"(41.740710277, -87.647399696)" +5753753,HN562668,09/01/2007 12:13:43 AM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139504,1897134,2007,04/15/2016 08:55:02 AM,41.873843195,-87.763278976,"(41.873843195, -87.763278976)" +5753773,HN561762,08/31/2007 04:04:45 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143338,1902559,2007,04/15/2016 08:55:02 AM,41.888659323,-87.749066571,"(41.888659323, -87.749066571)" +5754098,HN561612,08/31/2007 02:31:00 PM,043XX S WELLS ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0935,009,3,37,19,1175344,1875962,2007,04/15/2016 08:55:02 AM,41.815017044,-87.63232645,"(41.815017044, -87.63232645)" +5754771,HN563777,09/01/2007 04:15:00 PM,010XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138163,1906391,2007,04/15/2016 08:55:02 AM,41.89926993,-87.767978646,"(41.89926993, -87.767978646)" +5754921,HN562998,09/01/2007 06:58:31 AM,043XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0222,002,4,38,19,1181992,1876283,2007,04/15/2016 08:55:02 AM,41.815746485,-87.607930921,"(41.815746485, -87.607930921)" +5755897,HN564359,09/01/2007 10:05:00 PM,005XX N LONG AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1523,015,37,25,19,1140238,1902861,2007,04/15/2016 08:55:02 AM,41.889545406,-87.760443675,"(41.889545406, -87.760443675)" +5755911,HN565791,09/02/2007 06:00:04 PM,084XX S YATES BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0423,004,7,46,19,1193639,1849444,2007,04/15/2016 08:55:02 AM,41.741820708,-87.566086719,"(41.741820708, -87.566086719)" +5755938,HN565377,09/02/2007 01:40:31 PM,085XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1194979,1848952,2007,04/15/2016 08:55:02 AM,41.74043773,-87.561193272,"(41.74043773, -87.561193272)" +5756071,HN562250,08/31/2007 07:59:56 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164298,1950625,2007,04/15/2016 08:55:02 AM,42.020137258,-87.670728751,"(42.020137258, -87.670728751)" +5756162,HN564085,09/01/2007 07:15:00 PM,071XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0324,003,8,43,19,1188768,1858028,2007,04/15/2016 08:55:02 AM,41.765493774,-87.583659573,"(41.765493774, -87.583659573)" +5756174,HN559605,08/30/2007 02:49:01 PM,074XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,OTHER,false,false,0333,003,5,43,19,1191842,1856007,2007,04/15/2016 08:55:02 AM,41.759873917,-87.572458103,"(41.759873917, -87.572458103)" +5756357,HN561377,08/31/2007 12:40:00 PM,060XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0313,003,20,42,19,1180634,1865065,2007,04/15/2016 08:55:02 AM,41.784994669,-87.613256986,"(41.784994669, -87.613256986)" +5756373,HN561829,08/31/2007 04:30:00 PM,060XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,false,false,0311,003,20,40,19,1178195,1864898,2007,04/15/2016 08:55:02 AM,41.784592108,-87.622204403,"(41.784592108, -87.622204403)" +5756410,HN560526,08/30/2007 11:10:00 PM,014XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149952,1892744,2007,04/15/2016 08:55:02 AM,41.861599705,-87.725032735,"(41.861599705, -87.725032735)" +5756529,HN564339,09/01/2007 09:51:25 PM,066XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167480,1860688,2007,04/15/2016 08:55:02 AM,41.773275806,-87.66161048,"(41.773275806, -87.66161048)" +5756684,HN564053,09/01/2007 07:10:00 PM,014XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152937,1892898,2007,04/15/2016 08:55:02 AM,41.861963739,-87.71407118,"(41.861963739, -87.71407118)" +5756740,HN551700,08/26/2007 03:20:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1155993,1901476,2007,04/15/2016 08:55:02 AM,41.885441613,-87.702621654,"(41.885441613, -87.702621654)" +5757220,HN568104,09/04/2007 01:39:32 AM,080XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0422,004,7,46,19,1195570,1852274,2007,04/15/2016 08:55:02 AM,41.74953899,-87.558918419,"(41.74953899, -87.558918419)" +5757747,HN560308,08/30/2007 09:04:07 PM,011XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140091,1907253,2007,04/15/2016 08:55:02 AM,41.901600278,-87.76087591,"(41.901600278, -87.76087591)" +5758011,HN566025,09/02/2007 08:38:59 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147996,1888830,2007,04/15/2016 08:55:02 AM,41.850897002,-87.732313498,"(41.850897002, -87.732313498)" +5758097,HN566961,09/03/2007 12:47:16 PM,004XX W 57TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1174301,1867135,2007,04/15/2016 08:55:02 AM,41.790818163,-87.636414837,"(41.790818163, -87.636414837)" +5758308,HN567769,09/03/2007 08:50:31 PM,077XX N EASTLAKE TER,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1165785,1951072,2007,04/15/2016 08:55:02 AM,42.021332112,-87.665243878,"(42.021332112, -87.665243878)" +5758397,HN567452,09/03/2007 05:30:00 PM,047XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1174758,1873404,2007,04/15/2016 08:55:02 AM,41.808010749,-87.634552267,"(41.808010749, -87.634552267)" +5759274,HN561145,08/31/2007 11:00:37 AM,004XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1138961,1902443,2007,04/15/2016 08:55:02 AM,41.888421661,-87.765143593,"(41.888421661, -87.765143593)" +5759333,HN569207,09/04/2007 03:53:12 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144183,1899224,2007,04/15/2016 08:55:02 AM,41.879491854,-87.746047195,"(41.879491854, -87.746047195)" +5759342,HN561078,08/31/2007 10:10:01 AM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139932,1900395,2007,04/15/2016 08:55:02 AM,41.882783992,-87.761627787,"(41.882783992, -87.761627787)" +5759356,HN561514,08/31/2007 02:15:24 PM,048XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143903,1903875,2007,04/15/2016 08:55:02 AM,41.892260005,-87.74695863,"(41.892260005, -87.74695863)" +5759835,HN567915,09/03/2007 10:46:18 PM,087XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1194657,1847572,2007,04/15/2016 08:55:02 AM,41.736658815,-87.562418314,"(41.736658815, -87.562418314)" +5760308,HN569696,09/04/2007 07:05:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167609,1894514,2007,04/15/2016 08:55:02 AM,41.866095145,-87.660166138,"(41.866095145, -87.660166138)" +5762107,HN491171,07/26/2007 10:26:22 PM,115XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1177002,1828477,2007,04/15/2016 08:55:02 AM,41.684675262,-87.62767324,"(41.684675262, -87.62767324)" +5763421,HN569933,09/04/2007 09:44:04 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152973,1891621,2007,04/15/2016 08:55:02 AM,41.858458792,-87.713972846,"(41.858458792, -87.713972846)" +5764310,HN567796,09/03/2007 08:07:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0332,003,5,43,19,1188695,1860637,2007,04/15/2016 08:55:02 AM,41.772654834,-87.583843806,"(41.772654834, -87.583843806)" +5765448,HN570690,09/05/2007 10:49:26 AM,007XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142895,1904263,2007,04/15/2016 08:55:02 AM,41.893343566,-87.750650957,"(41.893343566, -87.750650957)" +5765614,HN569402,09/04/2007 04:15:00 PM,004XX E 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1180370,1852718,2007,04/15/2016 08:55:02 AM,41.751119291,-87.614603198,"(41.751119291, -87.614603198)" +5765897,HN570683,09/05/2007 10:05:49 AM,094XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,6,49,19,1177960,1842246,2007,04/15/2016 08:55:02 AM,41.722437735,-87.623750976,"(41.722437735, -87.623750976)" +5766341,HN564603,09/02/2007 01:15:00 AM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140605,1899502,2007,04/15/2016 08:55:02 AM,41.880321157,-87.75917841,"(41.880321157, -87.75917841)" +5766370,HN574110,09/06/2007 10:20:00 PM,054XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139709,1906130,2007,04/15/2016 08:55:02 AM,41.898525618,-87.762306516,"(41.898525618, -87.762306516)" +5766766,HN569945,09/04/2007 09:30:00 PM,014XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153600,1892931,2007,04/15/2016 08:55:02 AM,41.862041146,-87.71163652,"(41.862041146, -87.71163652)" +5767022,HN569936,09/04/2007 09:06:54 PM,053XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140507,1901482,2007,04/15/2016 08:55:02 AM,41.885756326,-87.759489646,"(41.885756326, -87.759489646)" +5767037,HN570991,09/05/2007 01:23:23 PM,054XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139940,1905802,2007,04/15/2016 08:55:02 AM,41.897621324,-87.761466086,"(41.897621324, -87.761466086)" +5767598,HN562429,08/31/2007 09:30:00 PM,085XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,18,71,19,1164177,1848038,2007,04/15/2016 08:55:02 AM,41.73863255,-87.674073878,"(41.73863255, -87.674073878)" +5767744,HN577510,09/08/2007 04:00:00 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141019,1900693,2007,04/15/2016 08:55:02 AM,41.883581801,-87.757628888,"(41.883581801, -87.757628888)" +5768348,HN570119,09/04/2007 11:48:00 PM,043XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147813,1889020,2007,04/15/2016 08:55:02 AM,41.851421899,-87.732980278,"(41.851421899, -87.732980278)" +5768984,HN579015,09/09/2007 12:35:00 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176683,1888842,2007,04/15/2016 08:55:02 AM,41.850330711,-87.627026373,"(41.850330711, -87.627026373)" +5769043,HN557276,08/29/2007 12:19:54 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869300,2007,04/15/2016 08:55:02 AM,41.796920352,-87.663446677,"(41.796920352, -87.663446677)" +5769500,HN567831,09/03/2007 09:30:00 PM,005XX N ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155615,1903520,2007,04/15/2016 08:55:02 AM,41.891058161,-87.703954693,"(41.891058161, -87.703954693)" +5769524,HN562688,08/31/2007 10:45:00 PM,052XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,1154097,1934600,2007,04/15/2016 08:55:02 AM,41.97637449,-87.708697978,"(41.97637449, -87.708697978)" +5769552,HN567921,09/03/2007 10:10:00 PM,026XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1331,012,2,27,19,1158642,1900581,2007,04/15/2016 08:55:02 AM,41.882931813,-87.692918534,"(41.882931813, -87.692918534)" +5769568,HN568007,09/03/2007 11:38:46 PM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176614,1858383,2007,04/15/2016 08:55:02 AM,41.766749982,-87.628196813,"(41.766749982, -87.628196813)" +5769598,HN562693,09/01/2007 12:05:00 AM,063XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1711,017,39,12,19,1148552,1941737,2007,04/15/2016 08:55:02 AM,41.996068,-87.728904129,"(41.996068, -87.728904129)" +5769853,HN558092,08/29/2007 06:55:00 PM,031XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1331,012,27,27,19,1155397,1900846,2007,04/15/2016 08:55:02 AM,41.883724831,-87.70482723,"(41.883724831, -87.70482723)" +5770250,HN567524,09/03/2007 06:51:00 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0232,002,3,40,19,1179365,1870997,2007,04/15/2016 08:55:02 AM,41.801301698,-87.617728605,"(41.801301698, -87.617728605)" +5770449,HN573083,09/06/2007 01:45:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142585,1904502,2007,04/15/2016 08:55:02 AM,41.894005182,-87.75178354,"(41.894005182, -87.75178354)" +5771895,HN579811,09/09/2007 09:40:00 PM,017XX E 72ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,8,43,19,1189216,1857243,2007,04/15/2016 08:55:02 AM,41.763328941,-87.582042667,"(41.763328941, -87.582042667)" +5771947,HN573626,09/06/2007 05:30:00 PM,035XX S HALSTED ST,1680,GAMBLING,OTHER,OTHER,true,false,0925,009,11,60,19,1171553,1881201,2007,04/15/2016 08:55:02 AM,41.829477384,-87.646078617,"(41.829477384, -87.646078617)" +5772107,HN578992,09/09/2007 12:15:00 PM,078XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0411,004,8,45,19,1186238,1853291,2007,04/15/2016 08:55:02 AM,41.752555135,-87.593082103,"(41.752555135, -87.593082103)" +5772134,HN557439,08/29/2007 10:30:00 AM,111XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0531,005,9,49,19,1178789,1831299,2007,04/15/2016 08:55:02 AM,41.692378887,-87.621046145,"(41.692378887, -87.621046145)" +5772356,HN576051,09/07/2007 09:27:13 PM,049XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143398,1904190,2007,04/15/2016 08:55:02 AM,41.893133857,-87.748805423,"(41.893133857, -87.748805423)" +5772388,HN573669,09/06/2007 06:01:15 PM,021XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1024,010,24,29,19,1153078,1889461,2007,04/15/2016 08:55:02 AM,41.852529421,-87.713644647,"(41.852529421, -87.713644647)" +5773156,HN579700,09/09/2007 08:40:00 PM,069XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171503,1858809,2007,04/15/2016 08:55:02 AM,41.76803243,-87.646918107,"(41.76803243, -87.646918107)" +5773189,HN581408,09/10/2007 05:22:00 PM,060XX S ADA ST,1651,GAMBLING,GAME/CARDS,RESIDENCE PORCH/HALLWAY,true,false,0713,007,16,67,19,1168361,1864705,2007,04/15/2016 08:55:02 AM,41.784280022,-87.658265342,"(41.784280022, -87.658265342)" +5773619,HN583180,09/11/2007 04:39:09 PM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142506,1906357,2007,04/15/2016 08:55:02 AM,41.899096987,-87.752027525,"(41.899096987, -87.752027525)" +5774055,HN575923,09/07/2007 07:18:54 PM,012XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150572,1894219,2007,04/15/2016 08:55:02 AM,41.865635201,-87.722718297,"(41.865635201, -87.722718297)" +5774442,HN579455,09/09/2007 06:03:28 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150298,1892200,2007,04/15/2016 08:55:02 AM,41.86010017,-87.723776798,"(41.86010017, -87.723776798)" +5774682,HN559932,08/30/2007 05:50:00 PM,067XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168490,1860005,2007,04/15/2016 08:55:02 AM,41.77137986,-87.65792772,"(41.77137986, -87.65792772)" +5774765,HN559987,08/30/2007 05:35:19 PM,065XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1170767,1861556,2007,04/15/2016 08:55:02 AM,41.77558662,-87.649535828,"(41.77558662, -87.649535828)" +5775365,HN576381,09/07/2007 12:40:00 AM,077XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,17,71,19,1170656,1853451,2007,04/15/2016 08:55:02 AM,41.753347902,-87.650178718,"(41.753347902, -87.650178718)" +5775368,HN577837,09/08/2007 07:30:00 PM,078XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,18,71,19,1164058,1852621,2007,04/15/2016 08:55:02 AM,41.751211485,-87.674381287,"(41.751211485, -87.674381287)" +5775589,HN585245,09/12/2007 05:15:40 PM,049XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143567,1901013,2007,04/15/2016 08:55:02 AM,41.884412633,-87.748264297,"(41.884412633, -87.748264297)" +5775638,HN579913,09/09/2007 11:16:28 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139932,1900418,2007,04/15/2016 08:55:02 AM,41.882847107,-87.761627225,"(41.882847107, -87.761627225)" +5775675,HN583018,09/11/2007 02:59:03 PM,054XX W ADAMS ST,1651,GAMBLING,GAME/CARDS,ALLEY,true,false,1522,015,29,25,19,1140292,1898801,2007,04/15/2016 08:55:02 AM,41.878403263,-87.760344914,"(41.878403263, -87.760344914)" +5775805,HN575802,09/07/2007 06:51:47 PM,002XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142003,1901100,2007,04/15/2016 08:55:02 AM,41.884680488,-87.754005423,"(41.884680488, -87.754005423)" +5775844,HN583660,09/11/2007 08:25:25 PM,025XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1312,012,1,24,19,1159377,1905243,2007,04/15/2016 08:55:02 AM,41.895709669,-87.690091248,"(41.895709669, -87.690091248)" +5776016,HN585572,09/12/2007 07:40:00 PM,012XX S LAFLIN ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166565,1894578,2007,04/15/2016 08:55:02 AM,41.866293167,-87.663996898,"(41.866293167, -87.663996898)" +5776609,HN577241,09/08/2007 01:25:00 PM,002XX W CERMAK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175064,1889743,2007,04/15/2016 08:55:02 AM,41.85283951,-87.632941357,"(41.85283951, -87.632941357)" +5777284,HN578184,09/08/2007 11:45:31 PM,018XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151344,1890780,2007,04/15/2016 08:55:02 AM,41.856183078,-87.719974416,"(41.856183078, -87.719974416)" +5777782,HN587355,09/13/2007 07:29:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167269,1868350,2007,04/15/2016 08:55:02 AM,41.794305799,-87.662164716,"(41.794305799, -87.662164716)" +5777916,HN587701,09/13/2007 10:15:00 PM,009XX W 87TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,71,19,1171644,1847147,2007,04/15/2016 08:55:02 AM,41.736027301,-87.646742401,"(41.736027301, -87.646742401)" +5778784,HN564477,09/01/2007 11:24:00 PM,077XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166690,1853294,2007,04/15/2016 08:55:02 AM,41.75300257,-87.664717118,"(41.75300257, -87.664717118)" +5778814,HN557437,08/29/2007 10:30:00 AM,108XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178824,1833211,2007,04/15/2016 08:55:02 AM,41.697624892,-87.620860102,"(41.697624892, -87.620860102)" +5779638,HN587071,09/13/2007 05:30:59 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1143284,1902558,2007,04/15/2016 08:55:02 AM,41.888657588,-87.749264906,"(41.888657588, -87.749264906)" +5779692,HN588711,09/14/2007 01:40:39 PM,050XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143016,1898536,2007,04/15/2016 08:55:02 AM,41.87762573,-87.750349453,"(41.87762573, -87.750349453)" +5779742,HN586637,09/13/2007 01:14:28 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141356,1902645,2007,04/15/2016 08:55:02 AM,41.888932119,-87.756343184,"(41.888932119, -87.756343184)" +5779772,HN585705,09/12/2007 09:30:06 PM,011XX S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136892,1894418,2007,04/15/2016 08:55:02 AM,41.866437316,-87.77293425,"(41.866437316, -87.77293425)" +5779800,HN585641,09/12/2007 08:30:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180686,1862386,2007,04/15/2016 08:55:02 AM,41.777642041,-87.613148599,"(41.777642041, -87.613148599)" +5780357,HN583607,09/11/2007 07:25:00 PM,075XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,69,19,1184200,1855160,2007,04/15/2016 08:55:02 AM,41.757731734,-87.600492088,"(41.757731734, -87.600492088)" +5780422,HN582691,09/11/2007 12:00:35 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868611,2007,04/15/2016 08:55:02 AM,41.795050448,-87.667041699,"(41.795050448, -87.667041699)" +5780702,HN590512,09/15/2007 12:06:45 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144165,1899224,2007,04/15/2016 08:55:02 AM,41.879492192,-87.746113289,"(41.879492192, -87.746113289)" +5780717,HN591083,09/15/2007 03:40:11 PM,053XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140718,1902634,2007,04/15/2016 08:55:02 AM,41.888913682,-87.75868647,"(41.888913682, -87.75868647)" +5781252,HN589855,09/14/2007 11:40:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180684,1862487,2007,04/15/2016 08:55:02 AM,41.777919241,-87.61315283,"(41.777919241, -87.61315283)" +5781304,HN590995,09/15/2007 04:05:00 PM,068XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,20,69,19,1179659,1859736,2007,04/15/2016 08:55:02 AM,41.770393711,-87.61699448,"(41.770393711, -87.61699448)" +5781383,HN587720,09/13/2007 10:00:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,17,71,19,1166042,1852737,2007,04/15/2016 08:55:02 AM,41.751487878,-87.667107595,"(41.751487878, -87.667107595)" +5781429,HN589111,09/14/2007 04:45:00 PM,084XX S GREEN ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0613,006,21,71,19,1172112,1848950,2007,04/15/2016 08:55:02 AM,41.740964719,-87.644974985,"(41.740964719, -87.644974985)" +5781457,HN590378,09/15/2007 10:20:00 AM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,68,19,1172939,1854911,2007,04/15/2016 08:55:02 AM,41.757304275,-87.641769385,"(41.757304275, -87.641769385)" +5782330,HN591034,09/15/2007 04:44:55 PM,122XX S GREEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0524,005,34,53,19,1172879,1823593,2007,04/15/2016 08:55:02 AM,41.671364454,-87.642909635,"(41.671364454, -87.642909635)" +5782539,HN592472,09/16/2007 03:09:07 PM,069XX S GREEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,6,68,19,1171830,1858885,2007,04/15/2016 08:55:02 AM,41.768233816,-87.645717276,"(41.768233816, -87.645717276)" +5782566,HN592661,09/16/2007 04:17:48 PM,072XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170234,1856838,2007,04/15/2016 08:55:02 AM,41.762651454,-87.651626833,"(41.762651454, -87.651626833)" +5784352,HN594826,09/17/2007 06:39:45 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,3,40,19,1179362,1871095,2007,04/15/2016 08:55:02 AM,41.801570687,-87.617736615,"(41.801570687, -87.617736615)" +5784878,HN584746,09/12/2007 11:00:00 AM,069XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0733,007,6,68,19,1172163,1858942,2007,04/15/2016 08:55:02 AM,41.768382919,-87.644495002,"(41.768382919, -87.644495002)" +5785523,HN593326,09/16/2007 11:17:39 PM,049XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143241,1906532,2007,04/15/2016 08:55:02 AM,41.899563509,-87.749323484,"(41.899563509, -87.749323484)" +5785940,HN588195,09/14/2007 08:00:00 AM,050XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0223,002,4,38,19,1182434,1871952,2007,04/15/2016 08:55:02 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +5786570,HN597495,09/19/2007 12:42:00 AM,088XX S BURLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1199203,1847028,2007,04/15/2016 08:55:02 AM,41.735053088,-87.545781858,"(41.735053088, -87.545781858)" +5786585,HN597518,09/19/2007 01:36:00 AM,078XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1195682,1853519,2007,04/15/2016 08:55:02 AM,41.752952598,-87.558466927,"(41.752952598, -87.558466927)" +5787345,HN596968,09/18/2007 07:20:00 PM,013XX E 53RD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2131,002,4,41,19,1185901,1870391,2007,04/15/2016 08:55:02 AM,41.799486969,-87.593778155,"(41.799486969, -87.593778155)" +5787862,HN593332,09/16/2007 11:15:54 PM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1140297,1898801,2007,04/15/2016 08:55:02 AM,41.878403171,-87.760326555,"(41.878403171, -87.760326555)" +5788365,HN584748,09/12/2007 12:30:00 PM,008XX E 79TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0624,006,8,44,19,1183162,1852806,2007,04/15/2016 08:55:02 AM,41.751296316,-87.604369286,"(41.751296316, -87.604369286)" +5789017,HN594546,09/17/2007 03:45:00 PM,102XX S LA SALLE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0511,005,9,49,19,1177077,1837026,2007,04/15/2016 08:55:02 AM,41.708133273,-87.627142095,"(41.708133273, -87.627142095)" +5789857,HN596918,09/18/2007 05:40:00 PM,022XX S WENTWORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175325,1889423,2007,04/15/2016 08:55:02 AM,41.851955561,-87.631993005,"(41.851955561, -87.631993005)" +5790117,HN599184,09/19/2007 08:23:00 PM,009XX W LELAND AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2312,019,46,3,19,1169178,1931408,2007,04/15/2016 08:55:02 AM,41.967300402,-87.653332349,"(41.967300402, -87.653332349)" +5790263,HN591312,09/15/2007 07:39:19 PM,015XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141087,1909637,2007,04/15/2016 08:55:02 AM,41.908123952,-87.757158622,"(41.908123952, -87.757158622)" +5791788,HN600510,09/20/2007 02:56:17 PM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1139479,1900503,2007,04/15/2016 08:55:02 AM,41.883088627,-87.763288609,"(41.883088627, -87.763288609)" +5792248,HN556111,08/28/2007 07:15:00 PM,070XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2511,025,36,18,19,1128463,1920460,2007,04/15/2016 08:55:02 AM,41.938046972,-87.803287869,"(41.938046972, -87.803287869)" +5792268,HN548180,08/24/2007 07:11:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0312,003,20,42,19,1180683,1862514,2007,04/15/2016 08:55:02 AM,41.777993354,-87.613155667,"(41.777993354, -87.613155667)" +5792322,HN445956,07/04/2007 04:50:26 PM,062XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1161443,1863206,2007,04/15/2016 08:55:02 AM,41.780312807,-87.68367105,"(41.780312807, -87.68367105)" +5792503,HN448501,07/05/2007 08:44:00 PM,043XX W 79TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0834,008,13,70,19,1148764,1851854,2007,04/15/2016 08:55:02 AM,41.749414464,-87.730446597,"(41.749414464, -87.730446597)" +5792514,HN600811,09/20/2007 04:42:11 PM,100XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193485,1838854,2007,04/15/2016 08:55:02 AM,41.712764529,-87.566996395,"(41.712764529, -87.566996395)" +5793818,HN600776,09/20/2007 04:52:36 PM,053XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140813,1904116,2007,04/15/2016 08:55:02 AM,41.892978725,-87.758301115,"(41.892978725, -87.758301115)" +5793833,HN602452,09/21/2007 02:10:08 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142721,1904504,2007,04/15/2016 08:55:02 AM,41.894008139,-87.751284,"(41.894008139, -87.751284)" +5794690,HN605268,09/22/2007 06:40:00 PM,117XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2212,022,34,75,19,1165444,1826918,2007,04/15/2016 08:55:02 AM,41.680649097,-87.670027901,"(41.680649097, -87.670027901)" +5795651,HN592482,09/16/2007 01:59:00 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168042,1852249,2007,04/15/2016 08:55:02 AM,41.750106007,-87.659792541,"(41.750106007, -87.659792541)" +5796047,HN606739,09/23/2007 04:00:00 PM,113XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1170684,1829683,2007,04/15/2016 08:55:02 AM,41.688124408,-87.650766688,"(41.688124408, -87.650766688)" +5796060,HN606797,09/23/2007 04:45:00 PM,109XX S RACINE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2234,022,34,75,19,1170281,1832079,2007,04/15/2016 08:55:02 AM,41.694708174,-87.652172677,"(41.694708174, -87.652172677)" +5796095,HN607041,09/23/2007 07:15:00 PM,020XX E 93RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1191560,1843710,2007,04/15/2016 08:55:02 AM,41.726136684,-87.573889357,"(41.726136684, -87.573889357)" +5796543,HN606955,09/23/2007 05:58:19 PM,071XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0735,007,17,67,19,1163925,1857405,2007,04/15/2016 08:55:02 AM,41.764342258,-87.674734457,"(41.764342258, -87.674734457)" +5796612,HN607143,09/23/2007 08:15:21 PM,071XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169552,1857579,2007,04/15/2016 08:55:02 AM,41.764699658,-87.654105023,"(41.764699658, -87.654105023)" +5798111,HN609292,09/24/2007 06:59:40 PM,051XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141937,1900493,2007,04/15/2016 08:55:02 AM,41.883016027,-87.754262828,"(41.883016027, -87.754262828)" +5799631,HN607220,09/23/2007 09:10:30 PM,048XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143922,1902568,2007,04/15/2016 08:55:02 AM,41.888673088,-87.746921654,"(41.888673088, -87.746921654)" +5800439,HN604789,09/22/2007 02:38:17 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141896,1900973,2007,04/15/2016 08:55:02 AM,41.884333966,-87.754401494,"(41.884333966, -87.754401494)" +5801086,HN609626,09/25/2007 12:04:00 AM,051XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164553,1870622,2007,04/15/2016 08:55:02 AM,41.800598201,-87.672060117,"(41.800598201, -87.672060117)" +5801891,HN602234,09/21/2007 12:06:38 PM,048XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143837,1905536,2007,04/15/2016 08:55:02 AM,41.896819218,-87.747159347,"(41.896819218, -87.747159347)" +5804700,HN614659,09/27/2007 03:05:00 PM,015XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141083,1909826,2007,04/15/2016 08:55:02 AM,41.908642663,-87.757168653,"(41.908642663, -87.757168653)" +5804736,HN599346,09/19/2007 10:15:00 PM,085XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0613,006,21,71,19,1170475,1848210,2007,04/15/2016 08:55:02 AM,41.738969832,-87.650994318,"(41.738969832, -87.650994318)" +5805182,HN613409,09/26/2007 09:00:00 PM,029XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1311,012,26,24,19,1156349,1907836,2007,04/15/2016 08:55:02 AM,41.902886849,-87.701142265,"(41.902886849, -87.701142265)" +5805742,HN615092,09/27/2007 07:07:58 PM,007XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142895,1904276,2007,04/15/2016 08:55:02 AM,41.89337924,-87.750650633,"(41.89337924, -87.750650633)" +5806102,HN613038,09/26/2007 05:52:42 PM,057XX S LAFLIN ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0713,007,16,67,19,1167317,1866695,2007,04/15/2016 08:55:02 AM,41.789763253,-87.66203609,"(41.789763253, -87.66203609)" +5806601,HN605065,09/22/2007 05:00:00 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168042,1852249,2007,04/15/2016 08:55:02 AM,41.750106007,-87.659792541,"(41.750106007, -87.659792541)" +5806674,HN605928,09/23/2007 03:10:00 AM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,21,71,19,1167710,1852264,2007,04/15/2016 08:55:02 AM,41.750154295,-87.661008708,"(41.750154295, -87.661008708)" +5806746,HN603585,09/21/2007 09:50:00 PM,037XX N CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1633,016,38,15,19,1138348,1924507,2007,04/15/2016 08:55:02 AM,41.948978887,-87.766859562,"(41.948978887, -87.766859562)" +5806774,HN451086,07/07/2007 02:20:00 AM,079XX S PULASKI RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0834,008,18,70,19,1151103,1851582,2007,04/15/2016 08:55:02 AM,41.748622755,-87.721882523,"(41.748622755, -87.721882523)" +5807428,HN617588,09/28/2007 10:55:00 PM,088XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,71,19,1173850,1846318,2007,04/15/2016 08:55:02 AM,41.733703837,-87.638684943,"(41.733703837, -87.638684943)" +5807533,HN616890,09/28/2007 04:46:16 PM,053XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140703,1902634,2007,04/15/2016 08:55:02 AM,41.888913958,-87.758741557,"(41.888913958, -87.758741557)" +5938216,HM614296,09/21/2006 10:35:00 AM,019XX W MONTEREY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2212,022,19,75,19,,,2006,08/17/2015 03:03:40 PM,,, +5810470,HN618486,09/29/2007 12:05:23 PM,071XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166579,1857319,2007,04/15/2016 08:55:02 AM,41.764050088,-87.6650093,"(41.764050088, -87.6650093)" +5810506,HN620973,09/30/2007 07:39:57 PM,056XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0715,007,15,67,19,1164317,1867328,2007,04/15/2016 08:55:02 AM,41.791564037,-87.673018399,"(41.791564037, -87.673018399)" +5810794,HN616591,09/28/2007 01:34:13 PM,111XX S EDBROOKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1179180,1831161,2007,04/15/2016 08:55:02 AM,41.691991314,-87.619618827,"(41.691991314, -87.619618827)" +5812352,HN620281,09/30/2007 12:19:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166876,1870607,2007,04/15/2016 08:55:02 AM,41.800507683,-87.663541346,"(41.800507683, -87.663541346)" +5812835,HN613489,09/26/2007 10:10:00 PM,074XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0334,003,7,43,19,1193940,1855926,2007,04/15/2016 08:55:02 AM,41.759600468,-87.564771738,"(41.759600468, -87.564771738)" +5813462,HN483870,07/23/2007 12:40:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160776,1863188,2007,04/15/2016 08:55:02 AM,41.780277215,-87.686116892,"(41.780277215, -87.686116892)" +5813538,HN599515,09/20/2007 12:49:00 AM,016XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1149988,1891432,2007,04/15/2016 08:55:02 AM,41.857998719,-87.724934712,"(41.857998719, -87.724934712)" +5813593,HN622913,10/01/2007 08:45:41 PM,049XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143100,1908195,2007,04/15/2016 08:55:02 AM,41.904129601,-87.749799834,"(41.904129601, -87.749799834)" +5814833,HN496417,07/29/2007 02:29:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150307,1894751,2007,04/15/2016 08:55:02 AM,41.86710024,-87.723677264,"(41.86710024, -87.723677264)" +5815007,HN620937,09/30/2007 06:29:34 PM,003XX N CENTRAL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1512,015,29,25,19,1138981,1901759,2007,04/15/2016 08:55:02 AM,41.886544315,-87.765086779,"(41.886544315, -87.765086779)" +5815087,HN440137,07/01/2007 07:00:00 PM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151585,1904748,2007,04/15/2016 08:55:02 AM,41.894508079,-87.718722688,"(41.894508079, -87.718722688)" +5815172,HN478955,07/20/2007 09:35:35 PM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148069,1898671,2007,04/15/2016 08:55:02 AM,41.877900503,-87.73179249,"(41.877900503, -87.73179249)" +5815528,HN625247,10/02/2007 08:45:51 PM,110XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1167635,1831528,2007,04/15/2016 08:55:02 AM,41.693253151,-87.661876203,"(41.693253151, -87.661876203)" +5815891,HN469790,07/16/2007 02:30:00 PM,002XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148431,1898539,2007,04/15/2016 08:55:02 AM,41.87753131,-87.730466707,"(41.87753131, -87.730466707)" +5816172,HM216550,03/06/2007 01:30:00 PM,008XX W 76TH ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0621,006,17,71,19,1172154,1854464,2007,04/15/2016 08:55:02 AM,41.756094931,-87.644659401,"(41.756094931, -87.644659401)" +5816185,HN470586,07/16/2007 08:30:00 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152876,1894828,2007,04/15/2016 08:55:02 AM,41.867261084,-87.714244012,"(41.867261084, -87.714244012)" +5816196,HM521918,08/05/2006 05:01:51 PM,035XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153093,1893230,2006,04/15/2016 08:55:02 AM,41.862871696,-87.713489726,"(41.862871696, -87.713489726)" +5816218,HM579844,09/03/2007 07:00:00 PM,008XX E 54TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2131,002,5,41,19,1182684,1869387,2007,04/15/2016 08:55:02 AM,41.796807255,-87.60560675,"(41.796807255, -87.60560675)" +5816668,HN621109,09/30/2007 08:50:00 PM,085XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170475,1848230,2007,04/15/2016 08:55:02 AM,41.739024715,-87.650993737,"(41.739024715, -87.650993737)" +5817096,HN619469,09/29/2007 11:10:00 PM,025XX E 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194343,1853737,2007,04/15/2016 08:55:02 AM,41.753583795,-87.563366582,"(41.753583795, -87.563366582)" +5817259,HN463520,07/13/2007 10:01:00 AM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1149867,1906599,2007,04/15/2016 08:55:02 AM,41.899621011,-87.724984242,"(41.899621011, -87.724984242)" +5817339,HN611289,09/25/2007 07:35:00 PM,061XX S VERNON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1180307,1864345,2007,04/15/2016 08:55:02 AM,41.783026429,-87.614477968,"(41.783026429, -87.614477968)" +5817368,HN614351,09/27/2007 12:25:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175328,1889326,2007,04/15/2016 08:55:02 AM,41.851689318,-87.631984902,"(41.851689318, -87.631984902)" +5817512,HN618840,09/29/2007 03:59:05 PM,037XX S WABASH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,3,35,19,1177340,1880277,2007,04/15/2016 08:55:02 AM,41.826812851,-87.624874377,"(41.826812851, -87.624874377)" +5818205,HN613261,09/26/2007 06:40:00 PM,038XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,38,17,19,1127386,1924601,2007,04/15/2016 08:55:02 AM,41.949428576,-87.807152726,"(41.949428576, -87.807152726)" +5818362,HN627349,10/03/2007 09:45:00 PM,063XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1181657,1863160,2007,04/15/2016 08:55:02 AM,41.7797436,-87.609565055,"(41.7797436, -87.609565055)" +5818402,HN625311,10/02/2007 09:35:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182279,1864420,2007,04/15/2016 08:55:02 AM,41.783186768,-87.60724574,"(41.783186768, -87.60724574)" +5818943,HM670020,10/19/2006 04:50:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166040,1852805,2006,04/15/2016 08:55:02 AM,41.751674522,-87.667112995,"(41.751674522, -87.667112995)" +5818992,HN507583,08/03/2007 10:48:28 PM,028XX W 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1158673,1864075,2007,04/15/2016 08:55:02 AM,41.782754446,-87.693802698,"(41.782754446, -87.693802698)" +5819004,HN623146,10/01/2007 05:30:00 PM,078XX S UNION AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0621,006,17,71,19,1172996,1852800,2007,04/15/2016 08:55:02 AM,41.751510168,-87.64162269,"(41.751510168, -87.64162269)" +5819103,HN502818,08/01/2007 05:00:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161126,1862647,2007,04/15/2016 08:55:02 AM,41.778785401,-87.684848686,"(41.778785401, -87.684848686)" +5819765,HN484892,07/23/2007 08:30:00 PM,032XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1123,011,28,27,19,1154669,1900797,2007,04/15/2016 08:55:02 AM,41.88360497,-87.707501835,"(41.88360497, -87.707501835)" +5819770,HN616326,09/28/2007 11:00:00 AM,001XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178095,1873899,2007,04/15/2016 08:55:02 AM,41.809293967,-87.622298071,"(41.809293967, -87.622298071)" +5819849,HN454266,07/08/2007 08:50:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153249,1904619,2007,04/15/2016 08:55:02 AM,41.894121219,-87.712614696,"(41.894121219, -87.712614696)" +5820134,HN624129,10/02/2007 11:30:00 AM,107XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177177,1833746,2007,04/15/2016 08:55:02 AM,41.699130238,-87.626874425,"(41.699130238, -87.626874425)" +5820925,HN602235,09/21/2007 11:45:00 AM,050XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178891,1871765,2007,04/15/2016 08:55:02 AM,41.803419975,-87.619443526,"(41.803419975, -87.619443526)" +5821677,HN481144,07/21/2007 11:55:00 PM,011XX S SACRAMENTO BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1156531,1895005,2007,04/15/2016 08:55:02 AM,41.867673675,-87.700821129,"(41.867673675, -87.700821129)" +5821975,HN626762,10/03/2007 04:30:00 PM,117XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1174049,1827334,2007,04/15/2016 08:55:02 AM,41.681604557,-87.63851707,"(41.681604557, -87.63851707)" +5822540,HN448448,07/05/2007 07:36:18 PM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148167,1907466,2007,04/15/2016 08:55:02 AM,41.902033059,-87.731206045,"(41.902033059, -87.731206045)" +5822712,HN632517,10/06/2007 01:58:53 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1132,011,24,29,19,1150232,1894749,2007,04/15/2016 08:55:02 AM,41.867096213,-87.723952653,"(41.867096213, -87.723952653)" +5823169,HN628550,10/04/2007 03:57:24 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143252,1904514,2007,04/15/2016 08:55:02 AM,41.894025679,-87.749333534,"(41.894025679, -87.749333534)" +5823191,HN464747,07/13/2007 08:45:00 PM,029XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156634,1899630,2007,04/15/2016 08:55:02 AM,41.880363059,-87.700317777,"(41.880363059, -87.700317777)" +5823230,HN624350,10/02/2007 01:45:00 PM,053XX W MONROE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1140778,1899143,2007,04/15/2016 08:55:02 AM,41.879332837,-87.758551992,"(41.879332837, -87.758551992)" +5823671,HN632216,10/06/2007 11:10:00 AM,054XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1163950,1868558,2007,04/15/2016 08:55:02 AM,41.794947039,-87.674329547,"(41.794947039, -87.674329547)" +5823727,HN626441,10/03/2007 01:50:00 PM,080XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1169060,1851368,2007,04/15/2016 08:55:02 AM,41.747666494,-87.656087548,"(41.747666494, -87.656087548)" +5823782,HN448647,07/05/2007 09:45:00 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152203,1896452,2007,04/15/2016 08:55:02 AM,41.871730813,-87.71667188,"(41.871730813, -87.71667188)" +5823858,HN552472,08/26/2007 11:34:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147579,1898661,2007,04/15/2016 08:55:02 AM,41.877882471,-87.733591923,"(41.877882471, -87.733591923)" +5823916,HN552524,08/27/2007 12:25:00 AM,042XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147895,1906329,2007,04/15/2016 08:55:02 AM,41.898918246,-87.73223441,"(41.898918246, -87.73223441)" +5824514,HN505684,08/03/2007 01:15:00 AM,067XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160200,1859945,2007,04/15/2016 08:55:02 AM,41.771389842,-87.688317789,"(41.771389842, -87.688317789)" +5824573,HN514195,08/07/2007 11:55:00 AM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161126,1862627,2007,04/15/2016 08:55:02 AM,41.778730518,-87.684849239,"(41.778730518, -87.684849239)" +5824591,HN513618,08/07/2007 12:50:00 AM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160778,1863127,2007,04/15/2016 08:55:02 AM,41.780109782,-87.686111243,"(41.780109782, -87.686111243)" +5824655,HN631398,10/05/2007 11:26:42 PM,011XX W 71ST ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0733,007,17,68,19,1169778,1857715,2007,04/15/2016 08:55:02 AM,41.765067959,-87.653272731,"(41.765067959, -87.653272731)" +5824693,HN631351,10/05/2007 10:51:17 PM,049XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143153,1906530,2007,04/15/2016 08:55:02 AM,41.899559664,-87.749646761,"(41.899559664, -87.749646761)" +5824791,HN633103,10/06/2007 08:13:53 PM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0712,007,16,68,19,1170661,1865451,2007,04/15/2016 08:55:02 AM,41.78627727,-87.649810912,"(41.78627727, -87.649810912)" +5825970,HN605317,09/22/2007 07:24:56 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155572,1893697,2007,04/15/2016 08:55:02 AM,41.864103719,-87.704376976,"(41.864103719, -87.704376976)" +5826034,HN612332,09/26/2007 10:30:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182667,1862584,2007,04/15/2016 08:55:02 AM,41.778139616,-87.605880167,"(41.778139616, -87.605880167)" +5826073,HN607196,09/23/2007 08:45:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150904,1894234,2007,04/15/2016 08:55:02 AM,41.865669877,-87.721499106,"(41.865669877, -87.721499106)" +5826152,HN636788,10/08/2007 09:07:47 PM,078XX S YATES BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,0414,004,7,43,19,1193558,1853449,2007,04/15/2016 08:55:02 AM,41.752812742,-87.566252678,"(41.752812742, -87.566252678)" +5826193,HN635051,10/08/2007 01:15:00 AM,0000X E 111TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,9,49,19,1178621,1831379,2007,04/15/2016 08:55:02 AM,41.692602229,-87.621658797,"(41.692602229, -87.621658797)" +5826991,HN609034,09/24/2007 06:20:38 PM,018XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1014,010,24,29,19,1151344,1890788,2007,04/15/2016 08:55:02 AM,41.856205031,-87.719974206,"(41.856205031, -87.719974206)" +5826998,HN613719,09/27/2007 02:00:00 AM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151903,1894170,2007,04/15/2016 08:55:02 AM,41.865474657,-87.717833381,"(41.865474657, -87.717833381)" +5828510,HN636750,10/08/2007 09:00:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191429,1858698,2007,04/15/2016 08:55:02 AM,41.767268251,-87.573884646,"(41.767268251, -87.573884646)" +5828607,HN519248,08/09/2007 08:05:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151521,1906772,2007,04/15/2016 08:55:02 AM,41.900063394,-87.718904507,"(41.900063394, -87.718904507)" +5828734,HN634266,10/07/2007 01:00:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860610,2007,04/15/2016 08:55:02 AM,41.77258072,-87.583841003,"(41.77258072, -87.583841003)" +5828757,HN634564,10/07/2007 04:02:00 PM,081XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0613,006,21,71,19,1169407,1850788,2007,04/15/2016 08:55:02 AM,41.746067393,-87.654832793,"(41.746067393, -87.654832793)" +5828902,HN623428,10/02/2007 11:50:00 PM,067XX S LANGLEY AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,6,42,19,1182052,1860556,2007,04/15/2016 08:55:02 AM,41.772588844,-87.608197446,"(41.772588844, -87.608197446)" +5829039,HN628373,10/04/2007 01:15:00 PM,067XX S EVANS AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,20,42,19,1182375,1860532,2007,04/15/2016 08:55:02 AM,41.772515506,-87.607014173,"(41.772515506, -87.607014173)" +5829065,HN515702,08/08/2007 01:46:00 AM,042XX W THOMAS ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1111,011,37,23,19,1147869,1906995,2007,04/15/2016 08:55:02 AM,41.90074632,-87.732312771,"(41.90074632, -87.732312771)" +5829154,HN613460,09/26/2007 10:08:35 PM,012XX S TROY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1022,010,24,29,19,1155557,1894190,2007,04/15/2016 08:55:02 AM,41.865456866,-87.704418782,"(41.865456866, -87.704418782)" +5829184,HN627270,10/03/2007 08:45:00 PM,015XX N MASSASOIT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137724,1909700,2007,04/15/2016 08:55:02 AM,41.908358155,-87.769511226,"(41.908358155, -87.769511226)" +5829222,HN636450,10/08/2007 06:14:53 PM,016XX N MANGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137823,1910392,2007,04/15/2016 08:55:02 AM,41.910255299,-87.769130823,"(41.910255299, -87.769130823)" +5829368,HN638583,10/09/2007 07:03:02 PM,062XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164429,1863294,2007,04/15/2016 08:55:02 AM,41.780491863,-87.672721366,"(41.780491863, -87.672721366)" +5829474,HN518527,08/09/2007 02:00:00 PM,008XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,27,19,1157165,1896095,2007,04/15/2016 08:55:02 AM,41.870651904,-87.698464005,"(41.870651904, -87.698464005)" +5829840,HN314968,04/30/2007 08:02:23 PM,068XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,68,19,1174125,1859718,2007,04/15/2016 08:55:02 AM,41.770469009,-87.637280329,"(41.770469009, -87.637280329)" +5830173,HN638644,10/09/2007 07:50:40 PM,049XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143571,1899210,2007,04/15/2016 08:55:02 AM,41.879464907,-87.748294743,"(41.879464907, -87.748294743)" +5830602,HN629084,10/04/2007 08:00:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2007,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +5831084,HN617043,09/28/2007 05:10:00 PM,018XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149680,1890637,2007,04/15/2016 08:55:02 AM,41.855823125,-87.72608591,"(41.855823125, -87.72608591)" +5831354,HN629066,10/04/2007 06:10:00 PM,022XX W TOUHY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESIDENCE,true,false,2411,024,49,2,19,1159998,1947715,2007,04/15/2016 08:55:02 AM,42.012242399,-87.686633337,"(42.012242399, -87.686633337)" +5831784,HN542984,08/21/2007 10:30:44 PM,066XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160849,1860641,2007,04/15/2016 08:55:02 AM,41.773286383,-87.685919559,"(41.773286383, -87.685919559)" +5833204,HN635304,10/08/2007 07:35:00 AM,078XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,6,69,19,1183262,1853178,2007,04/15/2016 08:55:02 AM,41.752314797,-87.603991283,"(41.752314797, -87.603991283)" +5833478,HN637114,10/09/2007 02:45:00 AM,094XX S STATE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0634,006,6,49,19,1177959,1842267,2007,04/15/2016 08:55:02 AM,41.722495384,-87.623754004,"(41.722495384, -87.623754004)" +5833672,HN638904,10/09/2007 10:00:00 PM,016XX W 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166567,1852983,2007,04/15/2016 08:55:02 AM,41.752151765,-87.665176717,"(41.752151765, -87.665176717)" +5833759,HN614411,09/27/2007 01:10:00 PM,015XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154614,1892311,2007,04/15/2016 08:55:02 AM,41.860319588,-87.707930841,"(41.860319588, -87.707930841)" +5833824,HN503607,08/01/2007 11:25:00 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149922,1904702,2007,04/15/2016 08:55:02 AM,41.894414378,-87.724831644,"(41.894414378, -87.724831644)" +5836057,HN523320,08/11/2007 09:00:00 PM,044XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146914,1898970,2007,04/15/2016 08:55:02 AM,41.878743129,-87.736025768,"(41.878743129, -87.736025768)" +5836623,HN525633,08/13/2007 02:03:16 AM,038XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150737,1900939,2007,04/15/2016 08:55:02 AM,41.884072411,-87.721936843,"(41.884072411, -87.721936843)" +5836672,HN522724,08/11/2007 02:29:00 PM,039XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150061,1904387,2007,04/15/2016 08:55:02 AM,41.893547279,-87.724329346,"(41.893547279, -87.724329346)" +5836764,HN634478,10/07/2007 03:31:07 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0612,006,21,71,19,1168042,1852249,2007,04/15/2016 08:55:02 AM,41.750106007,-87.659792541,"(41.750106007, -87.659792541)" +5836790,HN523346,08/11/2007 09:15:00 PM,037XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,29,19,1151633,1894782,2007,04/15/2016 08:55:02 AM,41.867159363,-87.718808487,"(41.867159363, -87.718808487)" +5836849,HN529867,08/15/2007 01:00:00 AM,033XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154131,1900784,2007,04/15/2016 08:55:02 AM,41.883580046,-87.709477772,"(41.883580046, -87.709477772)" +5836950,HN527283,08/13/2007 08:15:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147592,1898661,2007,04/15/2016 08:55:02 AM,41.877882222,-87.73354419,"(41.877882222, -87.73354419)" +5836968,HN645184,10/13/2007 05:08:00 AM,027XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2113,001,3,35,19,1176730,1886544,2007,04/15/2016 08:55:02 AM,41.844023772,-87.626923253,"(41.844023772, -87.626923253)" +5837242,HN646794,10/14/2007 01:16:41 AM,060XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0311,003,20,40,19,1177014,1864990,2007,04/15/2016 08:55:02 AM,41.784871287,-87.626531628,"(41.784871287, -87.626531628)" +5837405,HN648119,10/14/2007 07:55:00 PM,101XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169286,1837533,2007,04/15/2016 08:55:02 AM,41.709696351,-87.655658537,"(41.709696351, -87.655658537)" +5838526,HN623108,10/01/2007 08:00:00 PM,018XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150007,1890745,2007,04/15/2016 08:55:02 AM,41.856113138,-87.72488284,"(41.856113138, -87.72488284)" +5838598,HN620893,09/30/2007 06:20:00 PM,018XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1012,010,24,29,19,1149681,1890602,2007,04/15/2016 08:55:02 AM,41.855727061,-87.726083148,"(41.855727061, -87.726083148)" +5839159,HN547629,08/24/2007 01:44:44 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161113,1863115,2007,04/15/2016 08:55:02 AM,41.780069926,-87.684883407,"(41.780069926, -87.684883407)" +5840752,HN624079,10/02/2007 11:23:51 AM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151904,1894136,2007,04/15/2016 08:55:02 AM,41.865381337,-87.717830604,"(41.865381337, -87.717830604)" +5840796,HN626618,10/03/2007 02:43:00 PM,019XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150366,1890145,2007,04/15/2016 08:55:02 AM,41.854459676,-87.723580756,"(41.854459676, -87.723580756)" +5840824,HN649647,10/15/2007 04:11:25 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136504,1910198,2007,04/15/2016 08:55:02 AM,41.909746645,-87.773981041,"(41.909746645, -87.773981041)" +5840881,HN580000,09/10/2007 12:52:01 AM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160778,1863127,2007,04/15/2016 08:55:02 AM,41.780109782,-87.686111243,"(41.780109782, -87.686111243)" +5840965,HN533606,08/16/2007 11:36:00 PM,044XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146854,1898318,2007,04/15/2016 08:55:02 AM,41.87695511,-87.736262733,"(41.87695511, -87.736262733)" +5841176,HN621386,10/01/2007 01:03:52 AM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160110,1863237,2007,04/15/2016 08:55:02 AM,41.780425408,-87.688557224,"(41.780425408, -87.688557224)" +5841712,HN637985,10/09/2007 02:51:03 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139931,1900440,2007,04/15/2016 08:55:02 AM,41.882907496,-87.761630358,"(41.882907496, -87.761630358)" +5841743,HN645810,10/13/2007 02:06:57 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143960,1905871,2007,04/15/2016 08:55:02 AM,41.897736189,-87.746699169,"(41.897736189, -87.746699169)" +5841824,HN537121,08/18/2007 08:08:03 PM,038XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150674,1905068,2007,04/15/2016 08:55:02 AM,41.895404051,-87.722060175,"(41.895404051, -87.722060175)" +5841852,HN536800,08/18/2007 04:43:31 PM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148075,1898672,2007,04/15/2016 08:55:02 AM,41.877903131,-87.731770433,"(41.877903131, -87.731770433)" +5842395,HN527180,08/13/2007 06:58:59 PM,039XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150266,1896408,2007,04/15/2016 08:55:02 AM,41.871648038,-87.723784586,"(41.871648038, -87.723784586)" +5842439,HN528615,08/14/2007 01:39:16 PM,011XX N KEDVALE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,37,23,19,1148505,1907370,2007,04/15/2016 08:55:02 AM,41.901763108,-87.729966993,"(41.901763108, -87.729966993)" +5842547,HN627078,10/03/2007 07:20:00 PM,068XX S BELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1162575,1859360,2007,04/15/2016 08:55:02 AM,41.769735312,-87.679628112,"(41.769735312, -87.679628112)" +5842792,HN645733,10/13/2007 01:36:10 PM,049XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143575,1901484,2007,04/15/2016 08:55:02 AM,41.885704963,-87.748223127,"(41.885704963, -87.748223127)" +5842880,HN648005,10/14/2007 06:44:59 PM,056XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138317,1901440,2007,04/15/2016 08:55:02 AM,41.885680977,-87.767532915,"(41.885680977, -87.767532915)" +5843381,HN650356,10/15/2007 10:10:00 PM,053XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2131,002,5,41,19,1182491,1869797,2007,04/15/2016 08:55:02 AM,41.797936811,-87.606301777,"(41.797936811, -87.606301777)" +5843693,HN638574,10/09/2007 07:06:56 PM,064XX S ROCKWELL ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0825,008,15,66,19,1160144,1861936,2007,04/15/2016 08:55:02 AM,41.776854582,-87.688468342,"(41.776854582, -87.688468342)" +5844885,HN652346,10/16/2007 11:50:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182278,1864447,2007,04/15/2016 08:55:02 AM,41.783260882,-87.607248571,"(41.783260882, -87.607248571)" +5844975,HN624690,10/02/2007 03:59:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150591,1893594,2007,04/15/2016 08:55:02 AM,41.863919757,-87.722664867,"(41.863919757, -87.722664867)" +5845122,HN587389,09/13/2007 07:20:00 PM,063XX S ARTESIAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0825,008,15,66,19,1161126,1862647,2007,04/15/2016 08:55:02 AM,41.778785401,-87.684848686,"(41.778785401, -87.684848686)" +5845302,HN587290,09/13/2007 06:55:00 PM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160835,1861163,2007,04/15/2016 08:55:02 AM,41.774719114,-87.685956476,"(41.774719114, -87.685956476)" +5845503,HN636971,10/08/2007 11:25:24 PM,083XX S KENTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0834,008,18,70,19,1147085,1848766,2007,04/15/2016 08:55:02 AM,41.740972551,-87.736677688,"(41.740972551, -87.736677688)" +5845590,HN572348,09/06/2007 03:10:00 AM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152211,1905971,2007,04/15/2016 08:55:02 AM,41.897851784,-87.71639126,"(41.897851784, -87.71639126)" +5845647,HN652951,10/17/2007 08:30:00 AM,012XX N BURLING ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1171084,1908425,2007,04/15/2016 08:55:02 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +5845997,HN455902,07/09/2007 04:10:00 PM,046XX S LA CROSSE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0814,008,23,56,19,1144802,1873530,2007,04/15/2016 08:55:02 AM,41.808972337,-87.744421231,"(41.808972337, -87.744421231)" +5846656,HN653594,10/17/2007 02:50:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144122,1899223,2007,04/15/2016 08:55:02 AM,41.879490255,-87.746271206,"(41.879490255, -87.746271206)" +5846694,HN653263,10/17/2007 12:20:00 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,29,25,19,1142729,1897869,2007,04/15/2016 08:55:02 AM,41.875800743,-87.75141986,"(41.875800743, -87.75141986)" +5846742,HN622872,10/01/2007 06:05:00 PM,040XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149835,1889786,2007,04/15/2016 08:55:02 AM,41.853484866,-87.725539089,"(41.853484866, -87.725539089)" +5846958,HN631195,10/05/2007 08:55:00 PM,033XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153785,1905130,2007,04/15/2016 08:55:02 AM,41.895512795,-87.710632506,"(41.895512795, -87.710632506)" +5847355,HN561140,08/31/2007 10:45:00 AM,047XX W HARRISON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1131,011,24,25,19,1144880,1896932,2007,04/15/2016 08:55:02 AM,41.87318921,-87.74354572,"(41.87318921, -87.74354572)" +5847572,HN655481,10/18/2007 12:35:00 PM,019XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1333,012,27,28,19,1163439,1900703,2007,04/15/2016 08:55:02 AM,41.883167009,-87.675300318,"(41.883167009, -87.675300318)" +5847712,HN611332,09/25/2007 06:08:56 PM,076XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,69,19,1182546,1854570,2007,04/15/2016 08:55:02 AM,41.756151217,-87.606571996,"(41.756151217, -87.606571996)" +5847747,HN560331,08/30/2007 08:55:00 PM,0000X S PULASKI RD,1661,GAMBLING,GAME/DICE,OTHER COMMERCIAL TRANSPORTATION,true,false,1115,011,28,26,19,1149731,1899625,2007,04/15/2016 08:55:02 AM,41.880486258,-87.725665179,"(41.880486258, -87.725665179)" +5847841,HN604684,09/22/2007 01:18:49 PM,042XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1148204,1897686,2007,04/15/2016 08:55:02 AM,41.875194951,-87.731322166,"(41.875194951, -87.731322166)" +5847898,HN608724,09/24/2007 04:00:00 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152278,1894797,2007,04/15/2016 08:55:02 AM,41.86718783,-87.71644019,"(41.86718783, -87.71644019)" +5848008,HN615376,09/27/2007 09:30:43 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160110,1863250,2007,04/15/2016 08:55:02 AM,41.780461082,-87.688556867,"(41.780461082, -87.688556867)" +5848136,HN656809,10/18/2007 12:50:00 PM,066XX S MARQUETTE RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180715,1861122,2007,04/15/2016 08:55:02 AM,41.774172834,-87.613081096,"(41.774172834, -87.613081096)" +5848391,HN539143,08/20/2007 11:35:00 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0825,008,15,66,19,1160110,1863244,2007,04/15/2016 08:55:02 AM,41.780444617,-87.688557031,"(41.780444617, -87.688557031)" +5848721,HN540773,08/20/2007 07:04:25 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144634,1904218,2007,04/15/2016 08:55:02 AM,41.893187497,-87.744265296,"(41.893187497, -87.744265296)" +5849323,HN596654,09/18/2007 03:40:53 PM,046XX W OHIO ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1111,011,28,25,19,1145075,1903579,2007,04/15/2016 08:55:02 AM,41.891425688,-87.742661803,"(41.891425688, -87.742661803)" +5849419,HN656597,10/18/2007 10:00:00 PM,051XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141937,1900493,2007,04/15/2016 08:55:02 AM,41.883016027,-87.754262828,"(41.883016027, -87.754262828)" +5849509,HN571709,09/05/2007 07:00:00 PM,039XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150049,1904387,2007,04/15/2016 08:55:02 AM,41.893547512,-87.724373418,"(41.893547512, -87.724373418)" +5849627,HN653045,10/17/2007 10:15:00 AM,053XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140747,1902635,2007,04/15/2016 08:55:02 AM,41.888915893,-87.758579945,"(41.888915893, -87.758579945)" +5849725,HN587317,09/13/2007 07:00:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862600,2007,04/15/2016 08:55:02 AM,41.778656405,-87.684846319,"(41.778656405, -87.684846319)" +5849741,HN656497,10/18/2007 07:44:59 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180453,1881415,2007,04/15/2016 08:55:02 AM,41.829864596,-87.613418466,"(41.829864596, -87.613418466)" +5849825,HN586542,09/13/2007 12:15:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160129,1862512,2007,04/15/2016 08:55:02 AM,41.778435515,-87.688507498,"(41.778435515, -87.688507498)" +5850369,HN555120,08/28/2007 11:40:00 AM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1115,011,28,26,19,1147592,1898661,2007,04/15/2016 08:55:02 AM,41.877882222,-87.73354419,"(41.877882222, -87.73354419)" +5850802,HN657865,10/19/2007 04:00:00 PM,077XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1168343,1853346,2007,04/15/2016 08:55:02 AM,41.753109854,-87.658658021,"(41.753109854, -87.658658021)" +5850893,HN608198,09/24/2007 12:12:12 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149180,1907206,2007,04/15/2016 08:55:02 AM,41.901300021,-87.727491869,"(41.901300021, -87.727491869)" +5851102,HN561868,08/31/2007 05:00:00 PM,004XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150643,1902769,2007,04/15/2016 08:55:02 AM,41.889095963,-87.722234168,"(41.889095963, -87.722234168)" +5851120,HN554159,08/27/2007 08:15:00 PM,043XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147176,1906641,2007,04/15/2016 08:55:02 AM,41.899788201,-87.734867299,"(41.899788201, -87.734867299)" +5851205,HN552402,08/26/2007 10:57:07 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151252,1904749,2007,04/15/2016 08:55:02 AM,41.894517363,-87.719945682,"(41.894517363, -87.719945682)" +5851476,HN653754,10/17/2007 03:45:00 PM,047XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144709,1900080,2007,04/15/2016 08:55:02 AM,41.881830928,-87.744094202,"(41.881830928, -87.744094202)" +5851548,HN656433,10/18/2007 08:24:20 PM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141912,1903792,2007,04/15/2016 08:55:02 AM,41.892069348,-87.754272883,"(41.892069348, -87.754272883)" +5851567,HN614161,09/27/2007 11:00:00 AM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153907,1904830,2007,04/15/2016 08:55:02 AM,41.894687135,-87.710192429,"(41.894687135, -87.710192429)" +5851723,HN612480,09/26/2007 01:00:00 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152523,1906601,2007,04/15/2016 08:55:02 AM,41.899574402,-87.715228638,"(41.899574402, -87.715228638)" +5851744,HN612712,09/26/2007 03:09:49 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903297,2007,04/15/2016 08:55:02 AM,41.890551663,-87.723502064,"(41.890551663, -87.723502064)" +5851758,HN612560,09/26/2007 01:50:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147592,1898661,2007,04/15/2016 08:55:02 AM,41.877882222,-87.73354419,"(41.877882222, -87.73354419)" +5851821,HN602811,09/21/2007 04:30:00 PM,009XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148883,1905882,2007,04/15/2016 08:55:02 AM,41.897672579,-87.728617067,"(41.897672579, -87.728617067)" +5852184,HN606470,09/23/2007 01:11:10 PM,028XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157471,1896242,2007,04/15/2016 08:55:02 AM,41.871049071,-87.697336573,"(41.871049071, -87.697336573)" +5852790,HN662099,10/21/2007 08:45:00 PM,027XX W HADDON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1311,012,1,24,19,1157871,1907526,2007,04/15/2016 08:55:02 AM,41.902005269,-87.695560126,"(41.902005269, -87.695560126)" +5852814,HN659768,10/20/2007 03:52:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161126,1862627,2007,04/15/2016 08:55:02 AM,41.778730518,-87.684849239,"(41.778730518, -87.684849239)" +5852990,HN586567,09/13/2007 12:40:00 PM,047XX W GLADYS AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1131,011,24,25,19,1144825,1897935,2007,04/15/2016 08:55:02 AM,41.875942602,-87.743722357,"(41.875942602, -87.743722357)" +5853201,HN638280,10/09/2007 04:48:00 PM,037XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151858,1891789,2007,04/15/2016 08:55:02 AM,41.858941802,-87.71806122,"(41.858941802, -87.71806122)" +5853673,HN590534,09/15/2007 11:15:00 AM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1112,011,27,23,19,1149511,1907338,2007,04/15/2016 08:55:02 AM,41.901655822,-87.726272633,"(41.901655822, -87.726272633)" +5854572,HN661976,10/21/2007 07:44:44 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1524,015,37,25,19,1139776,1904482,2007,04/15/2016 08:55:02 AM,41.894002082,-87.762100727,"(41.894002082, -87.762100727)" +5854582,HN662105,10/21/2007 08:50:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139513,1897134,2007,04/15/2016 08:55:02 AM,41.873843031,-87.763245932,"(41.873843031, -87.763245932)" +5854978,HN594554,09/17/2007 04:20:00 PM,029XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156857,1899215,2007,04/15/2016 08:55:02 AM,41.879219742,-87.699510195,"(41.879219742, -87.699510195)" +5855026,HN659848,10/20/2007 04:50:00 PM,050XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2024,020,48,3,19,1167954,1933944,2007,04/15/2016 08:55:02 AM,41.974285834,-87.657759302,"(41.974285834, -87.657759302)" +5855160,HN662278,10/21/2007 10:15:00 PM,061XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0314,003,20,42,19,1185698,1864497,2007,04/15/2016 08:55:02 AM,41.783318153,-87.594708301,"(41.783318153, -87.594708301)" +5855192,HN592675,09/16/2007 04:10:00 PM,039XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150205,1899372,2007,04/15/2016 08:55:02 AM,41.879782775,-87.72393128,"(41.879782775, -87.72393128)" +5855217,HN592450,09/16/2007 01:30:00 PM,043XX W LAKE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1114,011,28,26,19,1147399,1901597,2007,04/15/2016 08:55:02 AM,41.885942642,-87.734177582,"(41.885942642, -87.734177582)" +5855240,HN594978,09/17/2007 07:20:00 PM,040XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149572,1897719,2007,04/15/2016 08:55:02 AM,41.875259067,-87.726298517,"(41.875259067, -87.726298517)" +5855313,HN660021,10/20/2007 06:00:00 PM,062XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183522,1863876,2007,04/15/2016 08:55:02 AM,41.78166509,-87.602705494,"(41.78166509, -87.602705494)" +5855742,HN620678,09/30/2007 03:45:00 PM,010XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1150194,1906720,2007,04/15/2016 08:55:02 AM,41.899946678,-87.723780004,"(41.899946678, -87.723780004)" +5856038,HN635621,10/08/2007 11:35:00 AM,011XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151830,1907443,2007,04/15/2016 08:55:02 AM,41.901898605,-87.717751849,"(41.901898605, -87.717751849)" +5856199,HN625144,10/02/2007 08:00:00 PM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151171,1907294,2007,04/15/2016 08:55:02 AM,41.901502685,-87.720176371,"(41.901502685, -87.720176371)" +5857195,HN658540,10/19/2007 10:22:44 PM,051XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142064,1903521,2007,04/15/2016 08:55:02 AM,41.891322875,-87.753721369,"(41.891322875, -87.753721369)" +5857211,HN665952,10/23/2007 08:30:00 PM,008XX W 87TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2222,022,21,71,19,1171993,1847157,2007,04/15/2016 08:55:02 AM,41.736047095,-87.6454635,"(41.736047095, -87.6454635)" +5857594,HN649425,10/15/2007 02:30:00 PM,132XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,false,false,0533,005,9,54,19,1185543,1817663,2007,04/15/2016 08:55:02 AM,41.654803908,-87.596745663,"(41.654803908, -87.596745663)" +5857974,HN656292,10/18/2007 06:55:00 PM,021XX W ADAMS ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1211,012,2,28,19,1162245,1899062,2007,04/15/2016 08:55:02 AM,41.878689003,-87.679730642,"(41.878689003, -87.679730642)" +5858619,HN659710,10/20/2007 02:51:22 PM,001XX N MENARD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1512,015,29,25,19,1137694,1900358,2007,04/15/2016 08:55:02 AM,41.882723077,-87.769846822,"(41.882723077, -87.769846822)" +5858659,HN658154,10/19/2007 06:47:05 PM,027XX W 64TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159369,1862077,2007,04/15/2016 08:55:02 AM,41.777257418,-87.691305626,"(41.777257418, -87.691305626)" +5859470,HN667195,10/24/2007 02:30:00 PM,008XX W 50TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0921,009,3,61,19,1171552,1871363,2007,04/15/2016 08:55:02 AM,41.802480961,-87.646370847,"(41.802480961, -87.646370847)" +5860089,HN653196,10/17/2007 11:35:00 AM,107XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,50,19,1182249,1833965,2007,04/15/2016 08:55:02 AM,41.699615536,-87.60829647,"(41.699615536, -87.60829647)" +5860124,HN653200,10/17/2007 10:55:00 AM,055XX S RACINE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0713,007,16,67,19,1169264,1868049,2007,04/15/2016 08:55:02 AM,41.793436846,-87.654857841,"(41.793436846, -87.654857841)" +5860615,HN636939,10/08/2007 11:30:37 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150307,1894751,2007,04/15/2016 08:55:02 AM,41.86710024,-87.723677264,"(41.86710024, -87.723677264)" +5860650,HN634990,10/08/2007 12:45:20 AM,033XX W HARRISON ST,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1134,011,24,27,19,1153993,1897159,2007,04/15/2016 08:55:02 AM,41.873635421,-87.710081187,"(41.873635421, -87.710081187)" +5860869,HN637699,10/09/2007 11:15:00 AM,002XX W CERMAK RD,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175064,1889743,2007,04/15/2016 08:55:02 AM,41.85283951,-87.632941357,"(41.85283951, -87.632941357)" +5860907,HN653859,10/17/2007 04:05:00 PM,002XX W ALEXANDER ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1174969,1889230,2007,04/15/2016 08:55:02 AM,41.851433926,-87.633305383,"(41.851433926, -87.633305383)" +5861079,HN649072,10/15/2007 11:35:00 AM,0000X E 118TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0532,005,9,53,19,1178599,1826404,2007,04/15/2016 08:55:02 AM,41.678950597,-87.621889761,"(41.678950597, -87.621889761)" +5861136,HN657617,10/19/2007 12:43:04 PM,033XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1121,011,27,23,19,1153795,1905131,2007,04/15/2016 08:55:02 AM,41.89551534,-87.710595751,"(41.89551534, -87.710595751)" +5861157,HN388270,06/06/2007 12:29:06 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149925,1904593,2007,04/15/2016 08:55:02 AM,41.894115212,-87.724823465,"(41.894115212, -87.724823465)" +5861330,HN638787,10/09/2007 08:45:13 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152539,1906099,2007,04/15/2016 08:55:02 AM,41.89819655,-87.715183155,"(41.89819655, -87.715183155)" +5862037,HN637847,10/09/2007 01:10:00 PM,004XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150308,1902753,2007,04/15/2016 08:55:02 AM,41.889058597,-87.723464848,"(41.889058597, -87.723464848)" +5862643,HN662411,10/22/2007 12:40:00 AM,010XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150531,1906590,2007,04/15/2016 08:55:02 AM,41.899583367,-87.722545587,"(41.899583367, -87.722545587)" +5862723,HN663098,10/22/2007 12:30:00 PM,009XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148882,1905903,2007,04/15/2016 08:55:02 AM,41.897730224,-87.728620196,"(41.897730224, -87.728620196)" +5862851,HN669753,10/25/2007 08:22:42 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0714,007,15,67,19,1166080,1863302,2007,04/15/2016 08:55:02 AM,41.780478851,-87.666668271,"(41.780478851, -87.666668271)" +5864178,HN664229,10/22/2007 10:55:00 PM,079XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0623,006,6,44,19,1178966,1852482,2007,04/15/2016 08:55:02 AM,41.750503749,-87.619755289,"(41.750503749, -87.619755289)" +5864461,HN669472,10/25/2007 05:54:08 PM,002XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1142002,1901110,2007,04/15/2016 08:55:02 AM,41.884707948,-87.754008847,"(41.884707948, -87.754008847)" +5864502,HN669223,10/25/2007 03:47:14 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139602,1898454,2007,04/15/2016 08:55:02 AM,41.877463662,-87.762886951,"(41.877463662, -87.762886951)" +5864769,HN669522,10/25/2007 06:08:54 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142687,1904504,2007,04/15/2016 08:55:02 AM,41.894008772,-87.751408873,"(41.894008772, -87.751408873)" +5866400,HN533510,08/16/2007 10:10:00 PM,015XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148637,1892112,2007,04/15/2016 08:55:02 AM,41.859890885,-87.729876215,"(41.859890885, -87.729876215)" +5867514,HN659130,10/20/2007 09:30:00 AM,047XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0931,009,20,61,19,1166467,1873388,2007,04/15/2016 08:55:02 AM,41.808147803,-87.664961971,"(41.808147803, -87.664961971)" +5867835,HN672303,10/27/2007 01:00:00 AM,074XX S CHAPPEL AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0333,003,5,43,19,1191165,1856167,2007,04/15/2016 08:55:02 AM,41.760329375,-87.574934094,"(41.760329375, -87.574934094)" +5868406,HN665913,10/23/2007 07:40:00 PM,053XX W RACE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140596,1903036,2007,04/15/2016 08:55:02 AM,41.890019061,-87.759124629,"(41.890019061, -87.759124629)" +5869395,HN664131,10/22/2007 09:50:43 PM,052XX W MADISON ST,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,1522,015,29,25,19,1141144,1899515,2007,04/15/2016 08:55:02 AM,41.880346918,-87.757198912,"(41.880346918, -87.757198912)" +5870726,HN668952,10/25/2007 01:00:00 PM,022XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0915,009,16,63,19,1162241,1868144,2007,04/15/2016 08:55:02 AM,41.79384675,-87.680608,"(41.79384675, -87.680608)" +5870794,HN664913,10/23/2007 09:00:00 AM,115XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0532,005,9,53,19,1178913,1828126,2007,04/15/2016 08:55:02 AM,41.6836689,-87.620688266,"(41.6836689, -87.620688266)" +5871647,HN678740,10/30/2007 02:33:09 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142487,1907182,2007,04/15/2016 08:55:02 AM,41.901361235,-87.752076782,"(41.901361235, -87.752076782)" +5871823,HN458515,07/10/2007 08:30:00 PM,039XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150199,1903721,2007,04/15/2016 08:55:02 AM,41.891717016,-87.723839891,"(41.891717016, -87.723839891)" +5871838,HN664915,10/23/2007 11:00:00 AM,107XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178802,1833876,2007,04/15/2016 08:55:02 AM,41.699450245,-87.620920514,"(41.699450245, -87.620920514)" +5872163,HN655270,10/18/2007 10:00:00 AM,051XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166542,1870720,2007,04/15/2016 08:55:02 AM,41.800824903,-87.664763008,"(41.800824903, -87.664763008)" +5873149,HN678978,10/30/2007 04:00:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182434,1871952,2007,04/15/2016 08:55:02 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +5873867,HN681143,10/31/2007 04:30:04 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144000,1901228,2007,04/15/2016 08:55:02 AM,41.884994507,-87.746668849,"(41.884994507, -87.746668849)" +5873883,HN680988,10/31/2007 03:10:39 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142694,1897868,2007,04/15/2016 08:55:02 AM,41.87579865,-87.751548394,"(41.87579865, -87.751548394)" +5873898,HN681064,10/31/2007 03:10:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143286,1904515,2007,04/15/2016 08:55:02 AM,41.894027788,-87.749208636,"(41.894027788, -87.749208636)" +5873962,HN678419,10/30/2007 11:29:00 AM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,24,25,19,1144332,1898237,2007,04/15/2016 08:55:02 AM,41.876780607,-87.745524905,"(41.876780607, -87.745524905)" +5875086,HN593058,09/16/2007 08:15:00 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162217,1860559,2007,04/15/2016 08:55:02 AM,41.773032995,-87.680907049,"(41.773032995, -87.680907049)" +5876568,HN683877,11/01/2007 08:47:13 PM,075XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0411,004,5,43,19,1187508,1855462,2007,04/15/2016 08:55:02 AM,41.758482482,-87.588359258,"(41.758482482, -87.588359258)" +5876601,HN683561,11/01/2007 06:02:42 PM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142328,1899543,2007,04/15/2016 08:55:02 AM,41.880401861,-87.752850634,"(41.880401861, -87.752850634)" +5877110,HN595042,09/17/2007 07:55:00 PM,024XX W 64TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161032,1862147,2007,04/15/2016 08:55:02 AM,41.777415276,-87.685207114,"(41.777415276, -87.685207114)" +5879334,HN685049,11/02/2007 02:30:00 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,29,25,19,1139602,1898454,2007,04/15/2016 08:55:02 AM,41.877463662,-87.762886951,"(41.877463662, -87.762886951)" +5879583,HN685191,11/02/2007 03:23:42 PM,035XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1152828,1901467,2007,04/15/2016 08:55:02 AM,41.885480161,-87.714244427,"(41.885480161, -87.714244427)" +5886715,HN689234,11/04/2007 07:00:00 PM,038XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1112,011,27,23,19,1150708,1907730,2007,04/15/2016 08:55:02 AM,41.902708181,-87.721865617,"(41.902708181, -87.721865617)" +5891148,HN583528,09/11/2007 07:15:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157442,1894581,2007,04/15/2016 08:55:02 AM,41.866491707,-87.697488213,"(41.866491707, -87.697488213)" +5891806,HN685899,11/02/2007 10:00:00 PM,007XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,28,25,19,1141888,1904485,2007,04/15/2016 08:55:02 AM,41.893971467,-87.754343852,"(41.893971467, -87.754343852)" +5892602,HN688982,11/04/2007 03:50:00 PM,038XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150865,1898738,2007,04/15/2016 08:55:02 AM,41.878030124,-87.721524427,"(41.878030124, -87.721524427)" +5893082,HN599243,09/19/2007 09:30:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160130,1862478,2007,04/15/2016 08:55:02 AM,41.778342194,-87.688504766,"(41.778342194, -87.688504766)" +5893130,HN599341,09/19/2007 10:25:00 PM,028XX W 71ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1158455,1857424,2007,04/15/2016 08:55:02 AM,41.764507577,-87.694783011,"(41.764507577, -87.694783011)" +5894056,HN686017,11/02/2007 10:51:59 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141559,1898501,2007,04/15/2016 08:55:02 AM,41.877556719,-87.755700114,"(41.877556719, -87.755700114)" +5894234,HN684873,11/02/2007 01:01:08 PM,055XX W CONGRESS PKWY,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1139513,1897134,2007,04/15/2016 08:55:02 AM,41.873843031,-87.763245932,"(41.873843031, -87.763245932)" +5895085,HN692466,11/06/2007 03:32:03 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142729,1897869,2007,04/15/2016 08:55:02 AM,41.875800743,-87.75141986,"(41.875800743, -87.75141986)" +5895836,HN675452,10/28/2007 07:00:00 PM,038XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150385,1906394,2007,04/15/2016 08:55:02 AM,41.899048375,-87.72308697,"(41.899048375, -87.72308697)" +5896261,HN686678,11/03/2007 11:15:00 AM,020XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1332,012,2,28,19,1162983,1900022,2007,04/15/2016 08:55:02 AM,41.88130787,-87.676993899,"(41.88130787, -87.676993899)" +5897406,HN692780,11/06/2007 05:05:27 PM,011XX N MAYFIELD AVE,1651,GAMBLING,GAME/CARDS,ALLEY,true,false,1511,015,29,25,19,1136821,1906919,2007,04/15/2016 08:55:02 AM,41.90074299,-87.772895196,"(41.90074299, -87.772895196)" +5897515,HN690377,11/05/2007 12:45:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153912,1904674,2007,04/15/2016 08:55:02 AM,41.894258956,-87.710178226,"(41.894258956, -87.710178226)" +5897640,HN694193,11/07/2007 02:36:59 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167630,1867245,2007,04/15/2016 08:55:02 AM,41.791265806,-87.660872637,"(41.791265806, -87.660872637)" +5897920,HN692163,11/06/2007 01:30:00 PM,027XX W BALMORAL AVE,1680,GAMBLING,OTHER,STREET,true,false,2011,020,40,4,19,1157042,1935752,2007,04/15/2016 08:55:02 AM,41.979476198,-87.697836551,"(41.979476198, -87.697836551)" +5897990,HN687436,11/03/2007 05:34:00 PM,062XX S KENWOOD AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0314,003,20,42,19,1186144,1863990,2007,04/15/2016 08:55:02 AM,41.781916378,-87.593089141,"(41.781916378, -87.593089141)" +5898047,HN694212,11/07/2007 02:40:00 PM,066XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181709,1861100,2007,04/15/2016 08:55:02 AM,41.774089562,-87.609437992,"(41.774089562, -87.609437992)" +5899010,HN660282,10/20/2007 09:20:00 PM,018XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155651,1890800,2007,04/15/2016 08:55:02 AM,41.856152445,-87.704164902,"(41.856152445, -87.704164902)" +5900070,HN671530,10/26/2007 05:20:00 PM,018XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151344,1890796,2007,04/15/2016 08:55:02 AM,41.856226984,-87.719973996,"(41.856226984, -87.719973996)" +5900398,HN675698,10/28/2007 09:45:00 PM,038XX W ROOSEVELT RD,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1011,010,24,29,19,1151056,1894439,2007,04/15/2016 08:55:02 AM,41.866229446,-87.720935733,"(41.866229446, -87.720935733)" +5900752,HN670743,10/26/2007 09:45:00 AM,025XX W DIVISION ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1312,012,26,24,19,1159033,1907888,2007,04/15/2016 08:55:02 AM,41.902974842,-87.691281983,"(41.902974842, -87.691281983)" +5902591,HN699690,11/10/2007 01:41:10 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142731,1904178,2007,04/15/2016 08:55:02 AM,41.893113371,-87.751255395,"(41.893113371, -87.751255395)" +5902812,HN676531,10/29/2007 12:40:00 PM,021XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152368,1889533,2007,04/15/2016 08:55:02 AM,41.852741028,-87.71624868,"(41.852741028, -87.71624868)" +5903442,HN689382,11/04/2007 08:45:00 PM,080XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183296,1851948,2007,04/15/2016 08:55:02 AM,41.748938757,-87.603904902,"(41.748938757, -87.603904902)" +5903864,HN700194,11/10/2007 07:00:00 PM,043XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1131,011,24,26,19,1147444,1898000,2007,04/15/2016 08:55:02 AM,41.876071198,-87.73410456,"(41.876071198, -87.73410456)" +5904253,HN701631,11/11/2007 03:30:00 PM,008XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153553,1905544,2007,04/15/2016 08:55:02 AM,41.896653468,-87.711473571,"(41.896653468, -87.711473571)" +5904260,HN658515,10/19/2007 10:30:00 PM,019XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154671,1890268,2007,04/15/2016 08:55:02 AM,41.854712226,-87.707776245,"(41.854712226, -87.707776245)" +5904520,HN694783,11/07/2007 07:18:35 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180760,1881423,2007,04/15/2016 08:55:02 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +5904636,HN696787,11/08/2007 10:10:00 PM,070XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191100,1858538,2007,04/15/2016 08:55:02 AM,41.766837163,-87.575095717,"(41.766837163, -87.575095717)" +5905497,HN686869,11/03/2007 01:22:23 PM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142506,1906364,2007,04/15/2016 08:55:02 AM,41.899116196,-87.752027351,"(41.899116196, -87.752027351)" +5905537,HN688766,11/04/2007 01:45:03 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139776,1904482,2007,04/15/2016 08:55:02 AM,41.894002082,-87.762100727,"(41.894002082, -87.762100727)" +5906231,HN703987,11/12/2007 09:15:00 PM,017XX W 91ST ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1166270,1844330,2007,04/15/2016 08:55:02 AM,41.728412989,-87.666510797,"(41.728412989, -87.666510797)" +5906318,HN688771,11/04/2007 01:29:36 PM,048XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143837,1905216,2007,04/15/2016 08:55:02 AM,41.895941101,-87.747167376,"(41.895941101, -87.747167376)" +5907012,HN685526,11/02/2007 06:47:55 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153973,1891485,2007,04/15/2016 08:55:02 AM,41.858065739,-87.710305805,"(41.858065739, -87.710305805)" +5907023,HN685128,11/02/2007 02:40:00 PM,012XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147580,1894013,2007,04/15/2016 08:55:02 AM,41.865127786,-87.73370747,"(41.865127786, -87.73370747)" +5907174,HN694568,11/07/2007 05:45:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,21,71,19,1167710,1852264,2007,04/15/2016 08:55:02 AM,41.750154295,-87.661008708,"(41.750154295, -87.661008708)" +5907630,HN705332,11/13/2007 05:01:56 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1531,015,37,25,19,1143352,1905861,2007,04/15/2016 08:55:02 AM,41.897720134,-87.748932564,"(41.897720134, -87.748932564)" +5907886,HN703943,11/12/2007 08:05:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151855,1906697,2007,04/15/2016 08:55:02 AM,41.899851016,-87.717679685,"(41.899851016, -87.717679685)" +5909972,HN699608,11/10/2007 12:30:00 PM,085XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,46,19,1195973,1848924,2007,04/15/2016 08:55:02 AM,41.740336364,-87.557552365,"(41.740336364, -87.557552365)" +5912151,HN703086,11/12/2007 01:35:00 PM,051XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141804,1903516,2007,04/15/2016 08:55:02 AM,41.89131397,-87.754676362,"(41.89131397, -87.754676362)" +5912204,HN709002,11/15/2007 03:15:00 PM,049XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143256,1903538,2007,04/15/2016 08:55:02 AM,41.891347346,-87.74934324,"(41.891347346, -87.74934324)" +5912528,HN697755,11/09/2007 01:00:00 PM,014XX W MADISON ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,1212,012,27,28,19,1167013,1900136,2007,04/15/2016 08:55:02 AM,41.881535168,-87.662192716,"(41.881535168, -87.662192716)" +5914059,HN710673,11/16/2007 01:45:00 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1141021,1900647,2007,04/15/2016 08:55:02 AM,41.883455534,-87.757622677,"(41.883455534, -87.757622677)" +5914567,HN711369,11/16/2007 08:34:36 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161126,1862627,2007,04/15/2016 08:55:02 AM,41.778730518,-87.684849239,"(41.778730518, -87.684849239)" +5915436,HN712768,11/17/2007 03:00:00 PM,055XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139502,1897463,2007,04/15/2016 08:55:02 AM,41.874746051,-87.763278297,"(41.874746051, -87.763278297)" +5916501,HN714499,11/18/2007 01:49:35 PM,078XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1193888,1853492,2007,04/15/2016 08:55:02 AM,41.752922657,-87.565041978,"(41.752922657, -87.565041978)" +5918400,HN704109,11/12/2007 10:25:58 PM,071XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0324,003,8,43,19,1188770,1857964,2007,04/15/2016 08:55:02 AM,41.765318105,-87.583654287,"(41.765318105, -87.583654287)" +5920345,HN709403,11/15/2007 06:45:00 PM,001XX S KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147752,1898867,2007,04/15/2016 08:55:02 AM,41.87844444,-87.732951413,"(41.87844444, -87.732951413)" +5920762,HN699477,11/10/2007 11:45:00 AM,018XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151346,1890719,2007,04/15/2016 08:55:02 AM,41.856015648,-87.719968674,"(41.856015648, -87.719968674)" +5921690,HN720697,11/21/2007 05:14:00 PM,009XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1142849,1905993,2007,04/15/2016 08:55:02 AM,41.898091745,-87.750776759,"(41.898091745, -87.750776759)" +5922138,HN699778,11/10/2007 02:22:45 PM,109XX S VERNON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,9,49,19,1181186,1832480,2007,04/15/2016 08:55:02 AM,41.695564986,-87.612234211,"(41.695564986, -87.612234211)" +5922217,HN703955,11/12/2007 08:39:30 PM,002XX E 121ST PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1180007,1824447,2007,04/15/2016 08:55:02 AM,41.673548279,-87.616795523,"(41.673548279, -87.616795523)" +5922780,HN696899,11/08/2007 11:35:00 PM,019XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1333,012,27,28,19,1163439,1900703,2007,04/15/2016 08:55:02 AM,41.883167009,-87.675300318,"(41.883167009, -87.675300318)" +5923977,HN723258,11/23/2007 03:15:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143898,1901492,2007,04/15/2016 08:55:02 AM,41.885720867,-87.74703679,"(41.885720867, -87.74703679)" +5924399,HN703713,11/12/2007 06:38:00 PM,035XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153089,1891816,2007,04/15/2016 08:55:02 AM,41.858991598,-87.713541882,"(41.858991598, -87.713541882)" +5925040,HN725194,11/24/2007 07:57:35 PM,008XX N MENARD AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, GROUNDS",true,false,1511,015,29,25,19,1137538,1905204,2007,04/15/2016 08:55:02 AM,41.896023933,-87.770302907,"(41.896023933, -87.770302907)" +5926108,HN726036,11/25/2007 11:40:00 AM,110XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2233,022,34,49,19,1174922,1831871,2007,04/15/2016 08:55:02 AM,41.694035419,-87.635186825,"(41.694035419, -87.635186825)" +5927315,HN725143,11/24/2007 07:30:56 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170383,1863436,2007,04/15/2016 08:55:02 AM,41.780753935,-87.650888836,"(41.780753935, -87.650888836)" +5927419,HN694912,11/07/2007 07:50:00 PM,069XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2411,024,50,2,19,1159054,1946206,2007,04/15/2016 08:55:02 AM,42.008121174,-87.690148478,"(42.008121174, -87.690148478)" +5927662,HN709832,11/15/2007 11:32:29 PM,016XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1149988,1891438,2007,04/15/2016 08:55:02 AM,41.858015184,-87.724934556,"(41.858015184, -87.724934556)" +5928549,HN728554,11/26/2007 08:40:00 PM,044XX N RACINE AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2311,019,46,3,19,1167488,1929666,2007,04/15/2016 08:55:02 AM,41.96255693,-87.659596617,"(41.96255693, -87.659596617)" +5930186,HN727798,11/26/2007 02:05:43 PM,053XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1523,015,37,25,19,1140682,1902634,2007,04/15/2016 08:55:02 AM,41.888914344,-87.758818678,"(41.888914344, -87.758818678)" +5930307,HN723588,11/23/2007 07:15:44 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141937,1903053,2007,04/15/2016 08:55:02 AM,41.89004098,-87.754199386,"(41.89004098, -87.754199386)" +5940580,HN733693,11/29/2007 05:00:00 PM,003XX S HALSTED ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1213,012,27,28,19,1171097,1898751,2007,04/15/2016 08:55:02 AM,41.877646013,-87.647237171,"(41.877646013, -87.647237171)" +5940773,HN719174,11/20/2007 08:00:00 PM,057XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2011,020,40,2,19,1159290,1937978,2007,04/15/2016 08:55:02 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +5941168,HN731538,11/28/2007 02:46:00 PM,062XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167071,1863346,2007,04/15/2016 08:55:02 AM,41.780578452,-87.663033831,"(41.780578452, -87.663033831)" +5941562,HN735106,11/30/2007 03:03:49 PM,013XX W 71ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168735,1857685,2007,04/15/2016 08:55:02 AM,41.7650082,-87.657096498,"(41.7650082, -87.657096498)" +5942433,HN740748,12/03/2007 07:21:23 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139594,1898454,2007,04/15/2016 08:55:02 AM,41.877463808,-87.762916325,"(41.877463808, -87.762916325)" +5943375,HN737387,12/01/2007 05:50:00 PM,007XX W 69TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0732,007,6,68,19,1172395,1859115,2007,04/15/2016 08:55:02 AM,41.76885255,-87.643639527,"(41.76885255, -87.643639527)" +5944912,HN740944,12/03/2007 10:24:00 PM,066XX S LOWE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,6,68,19,1173184,1860770,2007,04/15/2016 08:55:02 AM,41.773376666,-87.640698593,"(41.773376666, -87.640698593)" +5945721,HN718373,11/20/2007 02:12:00 PM,037XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151599,1893784,2007,04/15/2016 08:55:02 AM,41.864421404,-87.718959527,"(41.864421404, -87.718959527)" +5946585,HN705159,11/13/2007 02:50:00 PM,011XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,29,19,1155867,1894909,2007,04/15/2016 08:55:02 AM,41.867423641,-87.703261382,"(41.867423641, -87.703261382)" +5951370,HN741932,12/04/2007 03:32:23 PM,078XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1197416,1853817,2007,04/15/2016 08:55:02 AM,41.753727301,-87.552102729,"(41.753727301, -87.552102729)" +6099191,HP179570,02/16/2008 10:10:00 PM,106XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,50,19,,,2008,08/17/2015 03:03:40 PM,,, +5962960,HN756965,12/13/2007 12:00:04 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141282,1902644,2007,04/15/2016 08:55:02 AM,41.88893074,-87.756614969,"(41.88893074, -87.756614969)" +6108930,HM514142,08/02/2006 01:38:43 AM,005XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,68,19,,,2006,08/17/2015 03:03:40 PM,,, +5965094,HN739225,12/03/2007 12:28:00 AM,016XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153306,1891576,2007,04/15/2016 08:55:02 AM,41.858328709,-87.712751708,"(41.858328709, -87.712751708)" +5967002,HN756118,12/12/2007 06:30:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175328,1889326,2007,04/15/2016 08:55:02 AM,41.851689318,-87.631984902,"(41.851689318, -87.631984902)" +5968796,HN743407,12/05/2007 11:50:00 AM,016XX W PRATT BLVD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2431,024,49,1,19,1164475,1945249,2007,04/15/2016 08:55:02 AM,42.005381655,-87.670230653,"(42.005381655, -87.670230653)" +5968924,HN755357,12/12/2007 11:45:00 AM,002XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,3,38,19,1178501,1873910,2007,04/15/2016 08:55:02 AM,41.809314925,-87.620808615,"(41.809314925, -87.620808615)" +5971588,HN756119,12/12/2007 08:30:00 PM,066XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2432,024,40,1,19,1164021,1943988,2007,04/15/2016 08:55:02 AM,42.001931078,-87.671936788,"(42.001931078, -87.671936788)" +5974386,HN769075,12/20/2007 02:05:00 PM,046XX N BROADWAY,1680,GAMBLING,OTHER,CTA TRAIN,true,false,2311,019,46,3,19,1167942,1930944,2007,04/15/2016 08:55:02 AM,41.966053999,-87.657890403,"(41.966053999, -87.657890403)" +5977696,HN752703,12/10/2007 10:15:00 PM,019XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1024,010,24,29,19,1153730,1890226,2007,04/15/2016 08:55:02 AM,41.854615733,-87.711231254,"(41.854615733, -87.711231254)" +6123145,HM278343,04/07/2006 10:50:00 PM,027XX W LAWRENCE AVE,1680,GAMBLING,OTHER,POOL ROOM,true,false,1911,019,47,4,19,,,2006,08/17/2015 03:03:40 PM,,, +5979686,HN735624,11/30/2007 07:00:00 PM,018XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155651,1890781,2007,04/15/2016 08:55:02 AM,41.856100307,-87.704165413,"(41.856100307, -87.704165413)" +5979759,HN711706,11/17/2007 12:15:00 AM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,21,71,19,1167710,1852264,2007,04/15/2016 08:55:02 AM,41.750154295,-87.661008708,"(41.750154295, -87.661008708)" +5980973,HN726929,11/25/2007 11:30:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,21,71,19,1167710,1852264,2007,04/15/2016 08:55:02 AM,41.750154295,-87.661008708,"(41.750154295, -87.661008708)" +5981361,HN777307,12/25/2007 04:57:00 PM,015XX W 95TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2213,022,21,73,19,1167527,1841720,2007,04/15/2016 08:55:02 AM,41.721223939,-87.661980699,"(41.721223939, -87.661980699)" +5983962,HN778414,12/26/2007 02:00:00 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141475,1900250,2007,04/15/2016 08:55:02 AM,41.882357747,-87.755965341,"(41.882357747, -87.755965341)" +5986132,HN780831,12/27/2007 08:42:33 PM,079XX S PHILLIPS AVE,1610,GAMBLING,BOOKMAKING/HORSES,RESIDENCE,true,false,0422,004,7,46,19,1193909,1852567,2007,04/15/2016 08:55:02 AM,41.750383868,-87.564995294,"(41.750383868, -87.564995294)" +5986262,HN780858,12/27/2007 09:24:11 PM,053XX W RACE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140639,1903037,2007,04/15/2016 08:55:02 AM,41.890021015,-87.758966686,"(41.890021015, -87.758966686)" +5988030,HN776392,12/24/2007 07:40:00 PM,054XX S HALSTED ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0934,009,20,61,19,1171904,1868467,2007,04/15/2016 08:55:02 AM,41.794526301,-87.645164943,"(41.794526301, -87.645164943)" +5993085,HN780852,12/27/2007 09:22:00 PM,029XX W ROOSEVELT RD,1680,GAMBLING,OTHER,SIDEWALK,true,false,1022,010,24,29,19,1156983,1894571,2007,04/15/2016 08:55:02 AM,41.866473583,-87.699173525,"(41.866473583, -87.699173525)" +5993296,HN734624,11/30/2007 10:15:00 AM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,68,19,1172939,1854911,2007,04/15/2016 08:55:02 AM,41.757304275,-87.641769385,"(41.757304275, -87.641769385)" +5993940,HN738600,12/02/2007 03:35:00 PM,014XX W 79TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,21,71,19,1167865,1852354,2007,04/15/2016 08:55:02 AM,41.750397942,-87.660438139,"(41.750397942, -87.660438139)" +5997364,HN759861,12/14/2007 11:00:00 PM,075XX W IRVING PARK RD,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1124897,1925724,2007,04/15/2016 08:55:02 AM,41.952551789,-87.816277243,"(41.952551789, -87.816277243)" +5997564,HN779847,12/27/2007 10:00:00 AM,079XX S PULASKI RD,1680,GAMBLING,OTHER,STREET,true,false,0834,008,13,70,19,1151099,1851704,2007,04/15/2016 08:55:02 AM,41.748957622,-87.721894004,"(41.748957622, -87.721894004)" +5997610,HN750870,12/09/2007 10:15:00 PM,014XX W 79TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0612,006,21,71,19,1167865,1852354,2007,04/15/2016 08:55:02 AM,41.750397942,-87.660438139,"(41.750397942, -87.660438139)" +5997911,HN743588,12/05/2007 10:23:07 AM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,21,71,19,1167710,1852264,2007,04/15/2016 08:55:02 AM,41.750154295,-87.661008708,"(41.750154295, -87.661008708)" +6006295,HN766294,12/18/2007 09:10:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,21,71,19,1167710,1852264,2007,04/15/2016 08:55:02 AM,41.750154295,-87.661008708,"(41.750154295, -87.661008708)" +6006871,HN782549,12/28/2007 09:50:00 PM,074XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0333,003,5,43,19,1191843,1855973,2007,04/15/2016 08:55:02 AM,41.759780594,-87.572455541,"(41.759780594, -87.572455541)" +6008016,HN770413,12/21/2007 08:45:00 AM,051XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0932,009,16,61,19,1166542,1870727,2007,04/15/2016 08:55:02 AM,41.800844112,-87.664762808,"(41.800844112, -87.664762808)" +6010947,HN766159,12/18/2007 07:30:00 PM,026XX W IRVING PARK RD,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1912,019,47,5,19,1158161,1926474,2007,04/15/2016 08:55:02 AM,41.95399402,-87.693975942,"(41.95399402, -87.693975942)" +6013232,HN508306,08/04/2007 07:52:00 AM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1111,011,28,25,19,1144595,1904217,2007,04/15/2016 08:55:02 AM,41.893185487,-87.744408555,"(41.893185487, -87.744408555)" +6029668,HN544814,08/22/2007 08:57:06 PM,075XX S CREGIER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0414,004,8,43,19,1189509,1855437,2007,04/15/2016 08:55:02 AM,41.758366095,-87.581026671,"(41.758366095, -87.581026671)" +6075792,HN463490,07/13/2007 09:08:21 AM,050XX W ERIE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1142743,1903853,2007,04/15/2016 08:55:02 AM,41.892221309,-87.751219421,"(41.892221309, -87.751219421)" +6328239,HN623340,10/01/2007 10:00:00 PM,050XX S WOOD ST,1661,GAMBLING,GAME/DICE,VEHICLE NON-COMMERCIAL,true,false,0931,009,16,61,19,1165198,1871291,2007,04/15/2016 08:55:02 AM,41.802420376,-87.669675746,"(41.802420376, -87.669675746)" +10479729,HZ218796,04/08/2016 11:46:00 PM,036XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1632,016,36,17,19,1127424,1923430,2016,04/15/2016 09:20:50 AM,41.946214574,-87.807039472,"(41.946214574, -87.807039472)" +10517943,HZ260064,05/11/2016 11:45:00 AM,054XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139916,1905802,2016,05/18/2016 03:50:36 PM,41.897621763,-87.761554236,"(41.897621763, -87.761554236)" +10518836,HZ260859,05/11/2016 09:00:00 PM,034XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1723,017,35,16,19,1152529,1926373,2016,05/18/2016 03:50:36 PM,41.953830299,-87.714682629,"(41.953830299, -87.714682629)" +10520278,HZ262293,05/12/2016 10:45:00 PM,006XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1140914,1903732,2016,05/19/2016 03:50:56 PM,41.891923124,-87.757939633,"(41.891923124, -87.757939633)" +10521084,HZ262951,05/13/2016 01:45:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144122,1901498,2016,05/20/2016 03:54:40 PM,41.885733129,-87.746214056,"(41.885733129, -87.746214056)" +10521262,HZ263338,05/13/2016 06:00:00 PM,015XX E 67TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187608,1860538,2016,05/20/2016 03:54:40 PM,41.772409096,-87.587831537,"(41.772409096, -87.587831537)" +10523160,HZ265957,05/15/2016 08:32:00 PM,056XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169613,1867420,2016,05/22/2016 03:54:30 PM,41.791703233,-87.653596326,"(41.791703233, -87.653596326)" +6315107,HP327925,10/19/2006 04:50:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,,,2006,08/17/2015 03:03:40 PM,,, +10524604,HZ267315,05/16/2016 07:44:00 PM,014XX E 67TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1186955,1860524,2016,05/23/2016 03:51:11 PM,41.772386186,-87.590225656,"(41.772386186, -87.590225656)" +10528655,HZ271444,05/19/2016 06:50:00 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1168843,1871376,2016,05/26/2016 03:51:03 PM,41.802575618,-87.656305524,"(41.802575618, -87.656305524)" +10531515,HZ274969,05/22/2016 02:00:00 PM,037XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151680,1894454,2016,05/29/2016 03:49:31 PM,41.86625837,-87.718644564,"(41.86625837, -87.718644564)" +10532546,HZ276122,05/23/2016 10:45:00 AM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143679,1898882,2016,05/30/2016 03:49:50 PM,41.878562813,-87.747906394,"(41.878562813, -87.747906394)" +10532968,HZ276543,05/23/2016 04:56:00 PM,037XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151179,1904408,2016,05/30/2016 03:49:50 PM,41.893583056,-87.720222741,"(41.893583056, -87.720222741)" +10533192,HZ276927,05/23/2016 09:27:00 PM,070XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168545,1858049,2016,05/30/2016 03:49:50 PM,41.76601116,-87.657782425,"(41.76601116, -87.657782425)" +10534566,HZ278334,05/24/2016 07:45:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161295,1856609,2016,05/31/2016 03:53:32 PM,41.762212773,-87.684396135,"(41.762212773, -87.684396135)" +10536681,HZ280635,05/26/2016 02:20:00 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167885,1857986,2016,06/02/2016 03:54:13 PM,41.765852479,-87.660203364,"(41.765852479, -87.660203364)" +6182891,HP261776,04/04/2008 07:30:00 PM,008XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1133,011,24,26,19,,,2008,08/17/2015 03:03:40 PM,,, +10539087,HZ283878,05/28/2016 08:05:00 PM,013XX W 64TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0724,007,17,67,19,1168650,1862328,2016,06/04/2016 03:49:04 PM,41.777751013,-87.657274275,"(41.777751013, -87.657274275)" +10539099,HZ283922,05/28/2016 08:27:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0713,007,16,67,19,1169298,1866822,2016,06/04/2016 03:49:04 PM,41.79006908,-87.654768679,"(41.79006908, -87.654768679)" +10540047,HZ285200,05/29/2016 08:55:00 PM,068XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0725,007,17,67,19,1167182,1859420,2016,06/05/2016 03:51:09 PM,41.769802631,-87.662739121,"(41.769802631, -87.662739121)" +10540877,HZ286388,05/30/2016 06:57:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161295,1856602,2016,06/06/2016 03:50:55 PM,41.762193563,-87.684396328,"(41.762193563, -87.684396328)" +10541976,HZ287392,05/31/2016 01:00:00 PM,072XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1165933,1856723,2016,06/07/2016 03:57:55 PM,41.762428332,-87.66739396,"(41.762428332, -87.66739396)" +6221034,HP300273,04/25/2008 02:40:00 PM,017XX E 72ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0324,003,8,43,19,,,2008,08/17/2015 03:03:40 PM,,, +6230960,HP318215,05/05/2008 01:18:38 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1524,015,37,25,19,,,2008,08/17/2015 03:03:40 PM,,, +6244455,HM577981,09/02/2006 05:50:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,,,2006,08/17/2015 03:03:40 PM,,, +6316347,HP400985,06/17/2008 05:56:43 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,false,false,0212,002,4,35,19,,,2008,08/17/2015 03:03:40 PM,,, +6330377,HP413855,06/24/2008 05:20:56 PM,001XX E 119TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0532,005,9,53,19,,,2008,08/17/2015 03:03:40 PM,,, +6337006,HP426152,06/30/2008 11:35:00 PM,015XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1231,012,2,28,19,,,2008,08/17/2015 03:03:40 PM,,, +6404529,HP490070,08/02/2008 02:45:00 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,,,2008,08/17/2015 03:03:40 PM,,, +6431676,HP499965,08/07/2008 05:34:26 PM,025XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1023,010,28,28,19,,,2008,08/17/2015 03:03:40 PM,,, +6464399,HP539421,08/28/2008 10:09:57 AM,049XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1531,015,37,25,19,,,2008,08/17/2015 03:03:40 PM,,, +6470761,HP544173,08/30/2008 06:30:00 PM,014XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",false,false,1011,010,24,29,19,,,2008,08/17/2015 03:03:40 PM,,, +6475848,HP442922,07/09/2008 08:45:00 PM,079XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0611,006,21,71,19,,,2008,08/17/2015 03:03:40 PM,,, +6528418,HP589348,09/23/2008 09:49:49 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,,,2008,08/17/2015 03:03:40 PM,,, +6537029,HP581641,09/19/2008 09:10:00 PM,078XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,,,2008,08/17/2015 03:03:40 PM,,, +6538952,HP612652,10/06/2008 08:25:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,,,2008,08/17/2015 03:03:40 PM,,, +6629497,HM329020,05/03/2006 11:00:00 PM,019XX W LAKE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1333,012,27,28,19,,,2006,08/17/2015 03:03:40 PM,,, +6687683,HR102793,01/02/2009 05:30:00 PM,040XX W LAKE ST,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,1114,011,28,26,19,,,2009,08/17/2015 03:03:40 PM,,, +6702059,HM581688,09/04/2006 06:41:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,,,2006,08/17/2015 03:03:40 PM,,, +6705871,HM197106,02/23/2006 05:00:00 PM,027XX S ARCHER AVE,1680,GAMBLING,OTHER,STREET,true,false,0923,009,11,60,19,,,2006,08/17/2015 03:03:40 PM,,, +6733562,HM196859,02/23/2006 03:00:00 PM,071XX S RHODES AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0323,003,6,69,19,,,2006,08/17/2015 03:03:40 PM,,, +7089641,HR498078,08/22/2009 05:12:00 PM,010XX W 104TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,,,2009,08/17/2015 03:03:40 PM,,, +6899715,HR306127,05/06/2009 12:25:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,,,2009,08/17/2015 03:03:40 PM,,, +6957271,HP658213,10/31/2008 03:17:00 PM,069XX S WABASH AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0322,003,6,69,19,,,2008,08/17/2015 03:03:40 PM,,, +6967236,HR134252,01/22/2009 10:00:00 PM,010XX W 79TH ST,1611,GAMBLING,BOOKMAKING/SPORTS,TAVERN/LIQUOR STORE,true,false,0612,006,17,71,19,,,2009,08/17/2015 03:03:40 PM,,, +6967239,HR123068,01/15/2009 06:50:00 PM,052XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,,,2009,08/17/2015 03:03:40 PM,,, +6967270,HR165815,02/11/2009 06:20:00 PM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1911,019,47,4,19,,,2009,08/17/2015 03:03:40 PM,,, +6967281,HR246622,04/01/2009 05:00:00 PM,063XX W GRAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2512,025,29,19,19,,,2009,08/17/2015 03:03:40 PM,,, +6991172,HR356585,06/03/2009 08:10:00 PM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,,,2009,08/17/2015 03:03:40 PM,,, +6991273,HR371471,06/12/2009 01:40:00 PM,031XX N CICERO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2521,025,31,19,19,,,2009,08/17/2015 03:03:40 PM,,, +7053239,HR459053,07/31/2009 08:00:00 PM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,,,2009,08/17/2015 03:03:40 PM,,, +7043271,HM740021,11/25/2006 06:24:00 PM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,28,25,19,,,2006,08/17/2015 03:03:40 PM,,, +7061123,HR467935,08/05/2009 10:00:00 PM,038XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,,,2009,08/17/2015 03:03:40 PM,,, +7096502,HR505242,08/26/2009 09:31:00 PM,060XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,,,2009,08/17/2015 03:03:40 PM,,, +7101683,HR458509,07/31/2009 02:45:00 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1112,011,27,23,19,,,2009,08/17/2015 03:03:40 PM,,, +7208958,HR623652,11/03/2009 10:30:00 AM,061XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0314,003,20,42,19,,,2009,08/17/2015 03:03:40 PM,,, +7513872,HR270914,04/16/2009 11:00:00 AM,049XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,1623,016,45,12,19,,,2009,08/17/2015 03:03:40 PM,,, +7515377,HR423933,07/11/2009 07:50:23 PM,055XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,,,2009,08/17/2015 03:03:40 PM,,, +7521968,HP757496,12/30/2008 10:45:00 AM,050XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2522,025,31,19,19,,,2008,08/17/2015 03:03:40 PM,,, +7522486,HP747692,12/23/2008 02:25:00 PM,055XX S PRAIRIE AVE,1624,GAMBLING,LOTTERY/PARI-MUTUEL,STREET,true,false,0233,002,3,40,19,,,2008,08/17/2015 03:03:40 PM,,, +7522495,HP716357,12/04/2008 12:45:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,002,25,34,19,,,2008,08/17/2015 03:03:40 PM,,, +7522499,HP716356,12/04/2008 12:40:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,002,25,34,19,,,2008,08/17/2015 03:03:40 PM,,, +7547453,HR540227,09/15/2009 03:29:00 PM,061XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,OTHER,true,false,0311,003,20,40,19,,,2009,08/17/2015 03:03:40 PM,,, +7563395,HR284053,04/23/2009 07:55:00 PM,069XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2411,024,50,2,19,,,2009,08/17/2015 03:03:40 PM,,, +7563345,HR228633,03/21/2009 11:35:00 PM,028XX W TOUHY AVE,1611,GAMBLING,BOOKMAKING/SPORTS,TAVERN/LIQUOR STORE,true,false,2411,024,50,2,19,,,2009,08/17/2015 03:03:40 PM,,, +7563349,HR232663,03/24/2009 12:30:00 PM,015XX W 35TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0922,009,11,59,19,,,2009,08/17/2015 03:03:40 PM,,, +7563361,HR252428,04/04/2009 10:30:00 PM,020XX N HALSTED ST,1611,GAMBLING,BOOKMAKING/SPORTS,BAR OR TAVERN,true,false,1812,018,43,7,19,,,2009,08/17/2015 03:03:40 PM,,, +7563386,HR281670,04/22/2009 02:25:00 PM,028XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2412,024,50,2,19,,,2009,08/17/2015 03:03:40 PM,,, +7563501,HR420531,07/09/2009 07:20:00 PM,024XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2524,025,30,22,19,,,2009,08/17/2015 03:03:40 PM,,, +7563608,HR466971,08/05/2009 09:30:00 AM,043XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1912,019,47,5,19,,,2009,08/17/2015 03:03:40 PM,,, +7563613,HR466974,08/05/2009 11:55:00 AM,003XX S HALSTED ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1213,012,27,28,19,,,2009,08/17/2015 03:03:40 PM,,, +7588041,HP728436,12/11/2008 01:30:00 PM,030XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2523,025,30,21,19,,,2008,08/17/2015 03:03:40 PM,,, +7755380,HR620304,11/01/2009 12:51:58 PM,102XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,,,2009,08/17/2015 03:03:40 PM,,, +7814263,HS624102,11/19/2010 11:33:00 PM,007XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,,,2010,08/17/2015 03:03:40 PM,,, +7922301,HR447975,07/25/2009 12:43:04 PM,0000X S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,,,2009,08/17/2015 03:03:40 PM,,, +9929412,HY117963,01/16/2015 11:40:00 PM,032XX W BRYN MAWR AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1712,017,40,13,19,1153949,1937037,2015,08/17/2015 03:03:40 PM,41.983064712,-87.709176935,"(41.983064712, -87.709176935)" +9929452,HY117898,01/16/2015 10:20:00 PM,058XX N LINCOLN AVE,1651,GAMBLING,GAME/CARDS,COMMERCIAL / BUSINESS OFFICE,true,false,2011,020,40,2,19,1155978,1938484,2015,08/17/2015 03:03:40 PM,41.986994535,-87.701675419,"(41.986994535, -87.701675419)" +9930233,HY119119,01/17/2015 09:15:00 PM,066XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CONVENIENCE STORE,true,false,2432,024,49,1,19,1163916,1944385,2015,08/17/2015 03:03:40 PM,42.003022681,-87.672311794,"(42.003022681, -87.672311794)" +9946391,HY134428,01/30/2015 05:45:00 PM,071XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1158942,1857138,2015,08/17/2015 03:03:40 PM,41.763712816,-87.693005818,"(41.763712816, -87.693005818)" +9947218,HY132238,01/24/2015 10:30:00 PM,063XX N CALIFORNIA AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2413,024,50,2,19,1156515,1941996,2015,08/17/2015 03:03:40 PM,41.996620733,-87.699604727,"(41.996620733, -87.699604727)" +9954271,HY142596,02/06/2015 10:35:00 PM,052XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1712,017,39,13,19,1154097,1934600,2015,08/17/2015 03:03:40 PM,41.97637449,-87.708697978,"(41.97637449, -87.708697978)" +9961115,HY149664,02/12/2015 08:51:00 PM,072XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0323,003,6,69,19,1182817,1856994,2015,08/17/2015 03:03:40 PM,41.762796633,-87.605503689,"(41.762796633, -87.605503689)" +9986340,HY176466,03/08/2015 03:10:00 PM,101XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2213,022,21,73,19,1169291,1837514,2015,08/17/2015 03:03:40 PM,41.709644104,-87.655640774,"(41.709644104, -87.655640774)" +9987780,HY177947,03/09/2015 05:56:00 PM,057XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168969,1866712,2015,08/17/2015 03:03:40 PM,41.789774347,-87.655978207,"(41.789774347, -87.655978207)" +9989177,HY179418,03/10/2015 07:46:00 PM,084XX S BUFFALO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1199608,1849588,2015,08/17/2015 03:03:40 PM,41.742067735,-87.544212144,"(41.742067735, -87.544212144)" +9991864,HY181873,03/12/2015 05:38:00 PM,067XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1169812,1860129,2015,08/17/2015 03:03:40 PM,41.77169154,-87.653078132,"(41.77169154, -87.653078132)" +9992052,HY182093,03/12/2015 08:00:00 PM,039XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150254,1898067,2015,08/17/2015 03:03:40 PM,41.876200755,-87.723785389,"(41.876200755, -87.723785389)" +9994452,HY184892,03/14/2015 08:43:00 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1176183,1841939,2015,08/17/2015 03:03:40 PM,41.721635295,-87.630269043,"(41.721635295, -87.630269043)" +9994935,HY185499,03/15/2015 01:23:00 PM,062XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165747,1863403,2015,08/17/2015 03:03:40 PM,41.780763086,-87.667886244,"(41.780763086, -87.667886244)" +9994937,HY185529,03/15/2015 01:52:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0413,004,8,47,19,1184829,1843992,2015,08/17/2015 03:03:40 PM,41.727070836,-87.598536396,"(41.727070836, -87.598536396)" +9996371,HY186620,03/16/2015 11:18:00 AM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150756,1903064,2015,08/17/2015 03:03:40 PM,41.889903264,-87.721811464,"(41.889903264, -87.721811464)" +9996838,HY187285,03/16/2015 07:48:00 PM,057XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169631,1866750,2015,08/17/2015 03:03:40 PM,41.789864285,-87.653549749,"(41.789864285, -87.653549749)" +9996891,HY187323,03/16/2015 08:44:00 PM,011XX W 68TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0724,007,17,68,19,1169721,1859703,2015,08/17/2015 03:03:40 PM,41.770524518,-87.653424052,"(41.770524518, -87.653424052)" +9996963,HY187412,03/16/2015 07:20:00 PM,028XX W OGDEN AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1157704,1892591,2015,08/17/2015 03:03:40 PM,41.861025612,-87.696580566,"(41.861025612, -87.696580566)" +9997960,HY187950,03/17/2015 11:26:00 AM,044XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146582,1901083,2015,08/17/2015 03:03:40 PM,41.884547781,-87.737190925,"(41.884547781, -87.737190925)" +9999878,HY189871,03/18/2015 07:45:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150904,1894248,2015,08/17/2015 03:03:40 PM,41.865708294,-87.721498739,"(41.865708294, -87.721498739)" +1955386,HH115405,01/09/2002 08:00:00 AM,063XX S KING DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,,,2002,02/04/2016 06:33:39 AM,,, +2025903,HH227476,03/07/2002 12:00:00 PM,018XX W 103 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2212,022,,,19,,,2002,02/04/2016 06:33:39 AM,,, +5108233,HM548273,08/18/2006 06:17:11 PM,069XX W BELDEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2512,025,36,18,19,,,2006,02/04/2016 06:33:39 AM,,, +5997757,HP104820,01/03/2008 07:35:56 PM,003XX S LARAMIE AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1522,015,29,25,19,1141787,1897748,2008,02/04/2016 06:33:39 AM,41.875486177,-87.75488158,"(41.875486177, -87.75488158)" +6002139,HP108198,01/05/2008 03:59:14 PM,039XX W ROOSEVELT RD,1680,GAMBLING,OTHER,GAS STATION,true,false,1132,011,24,29,19,1150094,1894415,2008,02/04/2016 06:33:39 AM,41.866182365,-87.724467971,"(41.866182365, -87.724467971)" +6007649,HP106806,01/04/2008 08:42:00 PM,012XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152562,1894344,2008,02/04/2016 06:33:39 AM,41.865939142,-87.715409549,"(41.865939142, -87.715409549)" +6011292,HP116991,01/10/2008 05:10:00 PM,021XX N WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1431,014,1,22,19,1160009,1914416,2008,02/04/2016 06:33:39 AM,41.920868068,-87.687516394,"(41.920868068, -87.687516394)" +6013072,HP106089,01/04/2008 02:50:00 PM,015XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1014,010,24,29,19,1151958,1892272,2008,02/04/2016 06:33:39 AM,41.860265244,-87.717681438,"(41.860265244, -87.717681438)" +6014106,HP119166,01/11/2008 08:05:39 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176682,1888876,2008,02/04/2016 06:33:39 AM,41.850424032,-87.627029017,"(41.850424032, -87.627029017)" +6017434,HP114718,01/09/2008 11:10:00 AM,027XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2412,024,50,2,19,1156735,1942345,2008,02/04/2016 06:33:39 AM,41.997573933,-87.698785925,"(41.997573933, -87.698785925)" +6017511,HP105875,01/04/2008 10:45:00 AM,012XX N CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,2532,025,37,25,19,1138787,1907525,2008,02/04/2016 06:33:39 AM,41.902370457,-87.76565911,"(41.902370457, -87.76565911)" +6017600,HP122648,01/13/2008 09:18:42 PM,062XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,2433,024,40,77,19,1164508,1941836,2008,02/04/2016 06:33:39 AM,41.9960156,-87.670206492,"(41.9960156, -87.670206492)" +6025390,HP127583,01/16/2008 05:03:17 PM,015XX W MC LEAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1432,014,32,22,19,1165559,1913554,2008,02/04/2016 06:33:39 AM,41.918386184,-87.667149133,"(41.918386184, -87.667149133)" +6034398,HP135604,01/21/2008 03:47:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,8,47,19,1184830,1843924,2008,02/04/2016 06:33:39 AM,41.726884213,-87.598534859,"(41.726884213, -87.598534859)" +6034553,HP126853,01/16/2008 10:15:00 AM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182650,1863246,2008,02/04/2016 06:33:39 AM,41.7799566,-87.605921959,"(41.7799566, -87.605921959)" +6034589,HP118640,01/11/2008 03:00:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175325,1889412,2008,02/04/2016 06:33:39 AM,41.851925376,-87.631993335,"(41.851925376, -87.631993335)" +6034608,HP126841,01/16/2008 10:00:00 AM,008XX E 63RD ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182871,1863418,2008,02/04/2016 06:33:39 AM,41.780423451,-87.60510641,"(41.780423451, -87.60510641)" +6035999,HP119463,01/11/2008 10:55:00 PM,057XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2011,020,40,2,19,1159290,1937978,2008,02/04/2016 06:33:39 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +6038047,HP129138,01/17/2008 02:30:00 PM,012XX W 18TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,1222,012,25,31,19,1168171,1891540,2008,02/04/2016 06:33:39 AM,41.857922129,-87.658188858,"(41.857922129, -87.658188858)" +6042257,HP144803,01/26/2008 06:37:00 PM,074XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0333,003,5,43,19,1191843,1855973,2008,02/04/2016 06:33:39 AM,41.759780594,-87.572455541,"(41.759780594, -87.572455541)" +6047441,HP138714,01/23/2008 11:30:00 AM,011XX W BRYN MAWR AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2022,020,48,77,19,1167634,1937352,2008,02/04/2016 06:33:39 AM,41.983644399,-87.658837346,"(41.983644399, -87.658837346)" +6047538,HP136893,01/22/2008 10:00:00 AM,107XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178802,1833876,2008,02/04/2016 06:33:39 AM,41.699450245,-87.620920514,"(41.699450245, -87.620920514)" +6048798,HP148869,01/29/2008 11:06:14 AM,005XX N WALLER AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1512,015,29,25,19,1138238,1903158,2008,02/04/2016 06:33:39 AM,41.890396818,-87.767781443,"(41.890396818, -87.767781443)" +6055701,HP156586,02/02/2008 10:18:10 PM,076XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2422,024,49,1,19,1165528,1950513,2008,02/04/2016 06:33:39 AM,42.01980371,-87.666205668,"(42.01980371, -87.666205668)" +6068249,HP166288,02/08/2008 07:45:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1143291,1898743,2008,02/04/2016 06:33:39 AM,41.878188634,-87.74933454,"(41.878188634, -87.74933454)" +6068306,HP159068,02/04/2008 05:00:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152853,1896473,2008,02/04/2016 06:33:39 AM,41.871775601,-87.714284898,"(41.871775601, -87.714284898)" +6068550,HP166516,02/08/2008 10:45:27 PM,077XX N ASHLAND AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE PORCH/HALLWAY,true,false,2422,024,49,1,19,1164297,1951157,2008,02/04/2016 06:33:39 AM,42.021597095,-87.670717274,"(42.021597095, -87.670717274)" +6072688,HP170333,02/11/2008 02:30:00 PM,126XX S LOWE AVE,1651,GAMBLING,GAME/CARDS,"SCHOOL, PUBLIC, BUILDING",true,false,0523,005,9,53,19,1174281,1821128,2008,02/04/2016 06:33:39 AM,41.664569148,-87.637851177,"(41.664569148, -87.637851177)" +6083193,HP179685,02/16/2008 11:15:00 PM,059XX S STATE ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0233,002,20,40,19,1177290,1865693,2008,02/04/2016 06:33:39 AM,41.786794159,-87.625498483,"(41.786794159, -87.625498483)" +6085787,HP178818,02/16/2008 02:30:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1156020,1901476,2008,02/04/2016 06:33:39 AM,41.885441069,-87.702522505,"(41.885441069, -87.702522505)" +6094141,HP190463,02/23/2008 12:30:00 PM,111XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2233,022,34,49,19,1174293,1831042,2008,02/04/2016 06:33:39 AM,41.691774483,-87.637514266,"(41.691774483, -87.637514266)" +6094290,HP190626,02/23/2008 02:05:03 PM,049XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143225,1903862,2008,02/04/2016 06:33:39 AM,41.892237019,-87.749448993,"(41.892237019, -87.749448993)" +6104922,HP188974,02/22/2008 03:30:00 PM,0000X E 111TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0531,005,9,49,19,1178467,1831045,2008,02/04/2016 06:33:39 AM,41.691689175,-87.622232709,"(41.691689175, -87.622232709)" +6108337,HP202613,03/01/2008 01:10:04 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141352,1900709,2008,02/04/2016 06:33:39 AM,41.88361957,-87.756405674,"(41.88361957, -87.756405674)" +6112484,HP201030,02/29/2008 03:26:58 PM,056XX W RACE AVE,1661,GAMBLING,GAME/DICE,LIBRARY,true,false,1512,015,29,25,19,1138780,1902756,2008,02/04/2016 06:33:39 AM,41.889283859,-87.765800697,"(41.889283859, -87.765800697)" +6113582,HP207509,03/04/2008 01:50:05 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141354,1900640,2008,02/04/2016 06:33:39 AM,41.883430189,-87.756400033,"(41.883430189, -87.756400033)" +6117503,HP195720,02/26/2008 11:30:00 AM,031XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2523,025,30,21,19,1150709,1920475,2008,02/04/2016 06:33:39 AM,41.937681587,-87.721527956,"(41.937681587, -87.721527956)" +6117664,HP198624,02/28/2008 08:30:00 AM,076XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0611,006,17,71,19,1166999,1854155,2008,02/04/2016 06:33:39 AM,41.755358678,-87.663560189,"(41.755358678, -87.663560189)" +6118258,HP209901,03/05/2008 07:50:39 PM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141972,1904844,2008,02/04/2016 06:33:39 AM,41.89495505,-87.754026441,"(41.89495505, -87.754026441)" +6118371,HP209417,03/05/2008 02:38:45 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1163892,1950346,2008,02/04/2016 06:33:39 AM,42.019380292,-87.672230728,"(42.019380292, -87.672230728)" +6118653,HP209552,03/05/2008 04:00:00 PM,028XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1157627,1900560,2008,02/04/2016 06:33:39 AM,41.882894911,-87.696646239,"(41.882894911, -87.696646239)" +6119004,HP211194,03/06/2008 03:42:28 PM,011XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140819,1906985,2008,02/04/2016 06:33:39 AM,41.900851493,-87.758208446,"(41.900851493, -87.758208446)" +6125743,HP218023,03/10/2008 06:56:57 PM,053XX W DIVISION ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1140718,1907482,2008,02/04/2016 06:33:39 AM,41.902217176,-87.758567201,"(41.902217176, -87.758567201)" +6126311,HP220108,03/11/2008 08:13:00 PM,012XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150154,1908043,2008,02/04/2016 06:33:39 AM,41.903577902,-87.723892404,"(41.903577902, -87.723892404)" +6126553,HP219710,03/11/2008 05:27:33 PM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140297,1898801,2008,02/04/2016 06:33:39 AM,41.878403171,-87.760326555,"(41.878403171, -87.760326555)" +6127585,HP165530,02/08/2008 12:30:00 PM,014XX E 87TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0412,004,8,45,19,1187117,1847577,2008,02/04/2016 06:33:39 AM,41.736854553,-87.590041852,"(41.736854553, -87.590041852)" +6127589,HP171812,02/12/2008 01:00:00 PM,002XX W CERMAK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2111,009,25,34,19,1175064,1889743,2008,02/04/2016 06:33:39 AM,41.85283951,-87.632941357,"(41.85283951, -87.632941357)" +6127600,HP212589,03/07/2008 12:15:00 PM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2008,02/04/2016 06:33:39 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +6127640,HP173144,02/13/2008 10:30:00 AM,111XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0531,005,9,49,19,1178789,1831287,2008,02/04/2016 06:33:39 AM,41.692345957,-87.621046509,"(41.692345957, -87.621046509)" +6127646,HP188399,02/22/2008 09:00:00 AM,081XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0614,006,21,71,19,1167087,1850840,2008,02/04/2016 06:33:39 AM,41.746259974,-87.663332294,"(41.746259974, -87.663332294)" +6128127,HP219704,03/11/2008 05:18:59 PM,012XX N LOCKWOOD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1140794,1907906,2008,02/04/2016 06:33:39 AM,41.903379284,-87.758277597,"(41.903379284, -87.758277597)" +6128309,HP150705,01/30/2008 08:00:00 AM,022XX E 71ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0331,003,5,43,19,1192193,1858348,2008,02/04/2016 06:33:39 AM,41.766289279,-87.571095685,"(41.766289279, -87.571095685)" +6128366,HP142292,01/25/2008 10:00:00 AM,107XX S STATE ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,34,49,19,1178152,1833858,2008,02/04/2016 06:33:39 AM,41.69941558,-87.623301059,"(41.69941558, -87.623301059)" +6128405,HP210753,03/06/2008 10:30:00 AM,002XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,3,38,19,1178501,1873910,2008,02/04/2016 06:33:39 AM,41.809314925,-87.620808615,"(41.809314925, -87.620808615)" +6128506,HP150714,01/30/2008 10:15:00 AM,051XX S CALUMET AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1179362,1871109,2008,02/04/2016 06:33:39 AM,41.801609105,-87.617736187,"(41.801609105, -87.617736187)" +6130574,HP164428,02/07/2008 05:35:00 PM,032XX W 111TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2211,022,19,74,19,1156542,1830822,2008,02/04/2016 06:33:39 AM,41.691545873,-87.702509279,"(41.691545873, -87.702509279)" +6131341,HP223060,03/13/2008 01:15:00 PM,048XX W MAYPOLE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1532,015,28,25,19,1143914,1901022,2008,02/04/2016 06:33:39 AM,41.884430831,-87.746989827,"(41.884430831, -87.746989827)" +6131908,HP210953,03/06/2008 11:30:00 AM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1157984,1931783,2008,02/04/2016 06:33:39 AM,41.968565835,-87.694481109,"(41.968565835, -87.694481109)" +6132665,HP219561,03/11/2008 03:55:00 PM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,68,19,1172940,1854874,2008,02/04/2016 06:33:39 AM,41.75720272,-87.64176681,"(41.75720272, -87.64176681)" +6133654,HP225382,03/14/2008 05:00:00 PM,106XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,34,73,19,1170657,1834156,2008,02/04/2016 06:33:39 AM,41.700399622,-87.650735763,"(41.700399622, -87.650735763)" +6134253,HP224957,03/14/2008 01:44:55 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141380,1899922,2008,02/04/2016 06:33:39 AM,41.881459427,-87.756322285,"(41.881459427, -87.756322285)" +6134893,HP226953,03/15/2008 03:00:00 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149510,1907359,2008,02/04/2016 06:33:39 AM,41.901713467,-87.72627576,"(41.901713467, -87.72627576)" +6135683,HP227500,03/15/2008 09:20:00 PM,045XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2123,002,4,39,19,1182956,1875083,2008,02/04/2016 06:33:39 AM,41.812431209,-87.604432168,"(41.812431209, -87.604432168)" +6135790,HP225590,03/14/2008 05:40:00 PM,066XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0321,003,20,42,19,1181709,1861100,2008,02/04/2016 06:33:39 AM,41.774089562,-87.609437992,"(41.774089562, -87.609437992)" +6137248,HP225804,03/14/2008 09:05:32 PM,071XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1181799,1857837,2008,02/04/2016 06:33:39 AM,41.765133487,-87.609208779,"(41.765133487, -87.609208779)" +6137266,HP225679,03/14/2008 07:35:00 PM,018XX E 75TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0333,003,8,43,19,1190077,1855617,2008,02/04/2016 06:33:39 AM,41.758846381,-87.57893925,"(41.758846381, -87.57893925)" +6138417,HP226773,03/15/2008 01:00:00 PM,065XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167131,1861369,2008,02/04/2016 06:33:39 AM,41.77515203,-87.66287037,"(41.77515203, -87.66287037)" +6138608,HP226134,03/15/2008 01:34:04 AM,003XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141648,1901819,2008,02/04/2016 06:33:39 AM,41.886660081,-87.755291267,"(41.886660081, -87.755291267)" +6140595,HP223780,03/13/2008 07:30:00 PM,062XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1161445,1863145,2008,02/04/2016 06:33:39 AM,41.780145374,-87.683665408,"(41.780145374, -87.683665408)" +6141507,HP223286,03/13/2008 03:22:48 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141354,1900640,2008,02/04/2016 06:33:39 AM,41.883430189,-87.756400033,"(41.883430189, -87.756400033)" +6141767,HP154681,02/01/2008 04:30:00 PM,125XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0523,005,34,53,19,1173272,1821766,2008,02/04/2016 06:33:39 AM,41.666342211,-87.641524949,"(41.666342211, -87.641524949)" +6142578,HP233243,03/19/2008 12:40:00 PM,066XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171449,1860850,2008,02/04/2016 06:33:39 AM,41.773634364,-87.647056346,"(41.773634364, -87.647056346)" +6143708,HP230723,03/17/2008 09:10:00 PM,016XX W 78TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0611,006,17,71,19,1166572,1852983,2008,02/04/2016 06:33:39 AM,41.752151658,-87.665158394,"(41.752151658, -87.665158394)" +6146420,HP221142,03/12/2008 01:10:00 PM,026XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,27,19,1158616,1899913,2008,02/04/2016 06:33:39 AM,41.881099291,-87.693032309,"(41.881099291, -87.693032309)" +6147127,HP237392,03/21/2008 07:44:08 PM,007XX W 54TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,61,19,1172286,1868731,2008,02/04/2016 06:33:39 AM,41.795242346,-87.643756398,"(41.795242346, -87.643756398)" +6147943,HP239059,03/22/2008 05:49:52 PM,0000X E ROOSEVELT RD,1661,GAMBLING,GAME/DICE,CTA TRAIN,true,false,0132,001,2,32,19,1176786,1895073,2008,02/04/2016 06:33:39 AM,41.867426666,-87.626460071,"(41.867426666, -87.626460071)" +6148289,HP239082,03/22/2008 08:50:00 PM,016XX W 81ST ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0611,006,21,71,19,1166905,1851001,2008,02/04/2016 06:33:39 AM,41.746705668,-87.663994595,"(41.746705668, -87.663994595)" +6150870,HP233643,03/19/2008 04:18:23 PM,033XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1422,014,26,23,19,1153807,1908120,2008,02/04/2016 06:33:39 AM,41.903717198,-87.710471975,"(41.903717198, -87.710471975)" +6153342,HP235018,03/20/2008 01:15:00 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176682,1888876,2008,02/04/2016 06:33:39 AM,41.850424032,-87.627029017,"(41.850424032, -87.627029017)" +6154259,HP243533,03/25/2008 05:30:00 PM,023XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1332,012,2,28,19,1160754,1900625,2008,02/04/2016 06:33:39 AM,41.883009042,-87.685161952,"(41.883009042, -87.685161952)" +6154413,HP243967,03/25/2008 10:16:34 PM,066XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,20,42,19,1182359,1861195,2008,02/04/2016 06:33:39 AM,41.774335213,-87.6070523,"(41.774335213, -87.6070523)" +6155404,HP243428,03/25/2008 05:15:00 PM,114XX S THROOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1169708,1829061,2008,02/04/2016 06:33:39 AM,41.686438704,-87.654357695,"(41.686438704, -87.654357695)" +6156418,HP245555,03/26/2008 06:54:00 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160723,1865142,2008,02/04/2016 06:33:39 AM,41.785640354,-87.68625729,"(41.785640354, -87.68625729)" +6158902,HP245072,03/26/2008 03:30:00 PM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141837,1906459,2008,02/04/2016 06:33:39 AM,41.899389299,-87.754482247,"(41.899389299, -87.754482247)" +6161284,HP250916,03/29/2008 07:00:00 PM,023XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1332,012,2,28,19,1160847,1900296,2008,02/04/2016 06:33:39 AM,41.882104309,-87.684829581,"(41.882104309, -87.684829581)" +6164770,HP252368,03/30/2008 05:59:09 PM,059XX S EMERALD AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0711,007,20,68,19,1172312,1865527,2008,02/04/2016 06:33:39 AM,41.786449647,-87.643755294,"(41.786449647, -87.643755294)" +6165268,HP254498,03/31/2008 08:15:00 PM,008XX E 46TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,2123,002,4,39,19,1182559,1874690,2008,02/04/2016 06:33:39 AM,41.811362018,-87.605900548,"(41.811362018, -87.605900548)" +6165745,HP245693,03/26/2008 08:45:00 PM,008XX E 50TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2124,002,4,39,19,1182673,1872040,2008,02/04/2016 06:33:39 AM,41.804087561,-87.605564717,"(41.804087561, -87.605564717)" +6168284,HP252116,03/30/2008 03:20:00 PM,018XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,1022,010,24,29,19,1155318,1890889,2008,02/04/2016 06:33:39 AM,41.856403361,-87.705384798,"(41.856403361, -87.705384798)" +6169231,HP255645,04/01/2008 02:16:07 PM,020XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0134,001,2,33,19,1177528,1890620,2008,02/04/2016 06:33:39 AM,41.855190551,-87.623871195,"(41.855190551, -87.623871195)" +6169280,HP258049,04/02/2008 07:15:00 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156781,1900213,2008,02/04/2016 06:33:39 AM,41.881959891,-87.699762202,"(41.881959891, -87.699762202)" +6169508,HP257890,04/02/2008 06:09:14 PM,020XX W 67TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163888,1859887,2008,02/04/2016 06:33:39 AM,41.771153986,-87.674800421,"(41.771153986, -87.674800421)" +6172294,HP254611,03/31/2008 11:04:00 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160110,1863250,2008,02/04/2016 06:33:39 AM,41.780461082,-87.688556867,"(41.780461082, -87.688556867)" +6173338,HP261677,04/04/2008 06:00:41 PM,004XX W NORMAL PKWY,1661,GAMBLING,GAME/DICE,STREET,true,false,0722,007,6,68,19,1174296,1860068,2008,02/04/2016 06:33:39 AM,41.77142565,-87.636643121,"(41.77142565, -87.636643121)" +6173710,HP261721,04/04/2008 06:30:00 PM,012XX N LARRABEE ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1172105,1908543,2008,02/04/2016 06:33:39 AM,41.904493689,-87.643246928,"(41.904493689, -87.643246928)" +6173739,HP258198,04/02/2008 09:27:57 PM,049XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143274,1906867,2008,02/04/2016 06:33:39 AM,41.90048217,-87.749193895,"(41.90048217, -87.749193895)" +6174879,HP258037,04/02/2008 07:10:00 PM,005XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1180703,1878345,2008,02/04/2016 06:33:39 AM,41.821434535,-87.61259572,"(41.821434535, -87.61259572)" +6174990,HP263666,04/05/2008 07:15:00 PM,013XX N HUDSON AVE,1680,GAMBLING,OTHER,"SCHOOL, PUBLIC, BUILDING",true,false,1821,018,27,8,19,1173068,1909509,2008,02/04/2016 06:33:39 AM,41.907123131,-87.639680899,"(41.907123131, -87.639680899)" +6175556,HP265829,04/07/2008 02:30:00 AM,011XX W 104TH PL,1661,GAMBLING,GAME/DICE,DRIVEWAY - RESIDENTIAL,true,false,2232,022,34,73,19,1170649,1835508,2008,02/04/2016 06:33:39 AM,41.704109895,-87.650725817,"(41.704109895, -87.650725817)" +6176169,HP259561,04/03/2008 04:18:39 PM,054XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0232,002,3,40,19,1178524,1868985,2008,02/04/2016 06:33:39 AM,41.795799756,-87.620873987,"(41.795799756, -87.620873987)" +6177314,HP243554,03/25/2008 04:50:00 PM,056XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2011,020,40,2,19,1159306,1937456,2008,02/04/2016 06:33:39 AM,41.984105656,-87.689463379,"(41.984105656, -87.689463379)" +6178381,HP265359,04/06/2008 08:31:45 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163469,1861980,2008,02/04/2016 06:33:39 AM,41.776906256,-87.676277714,"(41.776906256, -87.676277714)" +6178588,HP259586,04/03/2008 04:39:49 PM,054XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139924,1905802,2008,02/04/2016 06:33:39 AM,41.897621617,-87.761524853,"(41.897621617, -87.761524853)" +6178751,HP257776,04/02/2008 05:26:15 PM,001XX N LOTUS AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1523,015,28,25,19,1139929,1900507,2008,02/04/2016 06:33:39 AM,41.883091389,-87.761636064,"(41.883091389, -87.761636064)" +6178829,HP244902,03/26/2008 01:30:00 PM,015XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148639,1892057,2008,02/04/2016 06:33:39 AM,41.85973992,-87.729870292,"(41.85973992, -87.729870292)" +6178883,HP263640,04/05/2008 07:30:00 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162215,1860620,2008,02/04/2016 06:33:39 AM,41.773200429,-87.680912685,"(41.773200429, -87.680912685)" +6178885,HP258051,04/02/2008 07:26:19 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142585,1904502,2008,02/04/2016 06:33:39 AM,41.894005182,-87.75178354,"(41.894005182, -87.75178354)" +6180033,HP261137,04/04/2008 01:36:55 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1143952,1904526,2008,02/04/2016 06:33:39 AM,41.894045505,-87.746762326,"(41.894045505, -87.746762326)" +6180189,HP265167,04/06/2008 05:38:30 PM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142506,1906351,2008,02/04/2016 06:33:39 AM,41.899080522,-87.752027675,"(41.899080522, -87.752027675)" +6180249,HP243541,03/25/2008 03:35:00 PM,040XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2534,025,30,20,19,1148906,1912977,2008,02/04/2016 06:33:39 AM,41.91714152,-87.728348795,"(41.91714152, -87.728348795)" +6180478,HP248416,03/28/2008 11:00:00 AM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182650,1863246,2008,02/04/2016 06:33:39 AM,41.7799566,-87.605921959,"(41.7799566, -87.605921959)" +6180766,HP266800,04/07/2008 02:25:57 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138494,1899449,2008,02/04/2016 06:33:39 AM,41.88021421,-87.76693118,"(41.88021421, -87.76693118)" +6181042,HP265021,04/06/2008 04:10:00 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1112,011,27,23,19,1149511,1907331,2008,02/04/2016 06:33:39 AM,41.901636613,-87.726272815,"(41.901636613, -87.726272815)" +6181616,HP249240,03/28/2008 07:30:00 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1152382,1889045,2008,02/04/2016 06:33:39 AM,41.851401622,-87.716210168,"(41.851401622, -87.716210168)" +6182125,HP213279,03/07/2008 05:55:00 PM,049XX W FULLERTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2521,025,31,19,19,1142967,1915504,2008,02/04/2016 06:33:39 AM,41.924188761,-87.750105812,"(41.924188761, -87.750105812)" +6183338,HP256229,04/01/2008 07:35:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0621,006,17,69,19,1174947,1854378,2008,02/04/2016 06:33:39 AM,41.755797128,-87.634426259,"(41.755797128, -87.634426259)" +6183080,HP265256,04/06/2008 06:50:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909509,2008,02/04/2016 06:33:39 AM,41.907123131,-87.639680899,"(41.907123131, -87.639680899)" +6183224,HP271000,04/09/2008 08:15:00 PM,066XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163838,1860666,2008,02/04/2016 06:33:39 AM,41.773292719,-87.674961844,"(41.773292719, -87.674961844)" +6183738,HP263675,04/05/2008 07:04:44 PM,053XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140836,1903458,2008,02/04/2016 06:33:39 AM,41.89117267,-87.758232841,"(41.89117267, -87.758232841)" +6184820,HP271225,04/09/2008 10:40:00 PM,074XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0333,003,7,43,19,1192172,1856056,2008,02/04/2016 06:33:39 AM,41.760000361,-87.571247085,"(41.760000361, -87.571247085)" +6185436,HP265565,04/06/2008 10:20:00 PM,078XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1164722,1852630,2008,02/04/2016 06:33:39 AM,41.751222201,-87.671947793,"(41.751222201, -87.671947793)" +6186335,HP272890,04/10/2008 08:45:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151252,1904762,2008,02/04/2016 06:33:39 AM,41.894553036,-87.719945341,"(41.894553036, -87.719945341)" +6187090,HP264958,04/06/2008 03:45:00 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141353,1900671,2008,02/04/2016 06:33:39 AM,41.883515275,-87.75640294,"(41.883515275, -87.75640294)" +6187187,HP270475,04/09/2008 04:20:00 PM,002XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140303,1901140,2008,02/04/2016 06:33:39 AM,41.884821576,-87.760247174,"(41.884821576, -87.760247174)" +6187744,HP273963,04/11/2008 02:04:00 PM,039XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150239,1896408,2008,02/04/2016 06:33:39 AM,41.871648564,-87.723883715,"(41.871648564, -87.723883715)" +6189275,HP277801,04/13/2008 06:25:00 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180760,1881423,2008,02/04/2016 06:33:39 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +6189913,HP257857,04/02/2008 06:10:00 PM,021XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153750,1889540,2008,02/04/2016 06:33:39 AM,41.852732872,-87.711176088,"(41.852732872, -87.711176088)" +6190441,HP270104,04/09/2008 12:21:28 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0726,007,15,67,19,1165181,1859901,2008,02/04/2016 06:33:39 AM,41.771165139,-87.670060336,"(41.771165139, -87.670060336)" +6190787,HP261676,04/04/2008 06:30:00 PM,014XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1011,010,24,29,19,1152607,1892837,2008,02/04/2016 06:33:39 AM,41.861802874,-87.715284178,"(41.861802874, -87.715284178)" +6192283,HP258055,04/02/2008 07:10:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1157457,1894581,2008,02/04/2016 06:33:39 AM,41.866491403,-87.697433146,"(41.866491403, -87.697433146)" +6193165,HP281774,04/15/2008 08:05:00 PM,073XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0334,003,7,43,19,1193919,1856789,2008,02/04/2016 06:33:39 AM,41.76196912,-87.564820445,"(41.76196912, -87.564820445)" +6194781,HP282986,04/16/2008 02:50:00 PM,048XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143914,1901022,2008,02/04/2016 06:33:39 AM,41.884430831,-87.746989827,"(41.884430831, -87.746989827)" +6194854,HP283564,04/16/2008 07:20:00 PM,088XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,71,19,1170860,1846273,2008,02/04/2016 06:33:39 AM,41.73364605,-87.649640129,"(41.73364605, -87.649640129)" +6195709,HP284029,04/16/2008 11:30:00 PM,001XX S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142154,1899029,2008,02/04/2016 06:33:39 AM,41.878994608,-87.753502304,"(41.878994608, -87.753502304)" +6196217,HP280575,04/15/2008 11:08:18 AM,007XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152490,1896696,2008,02/04/2016 06:33:39 AM,41.872394713,-87.715611734,"(41.872394713, -87.715611734)" +6196581,HP270841,04/09/2008 06:55:00 PM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148621,1889044,2008,02/04/2016 06:33:39 AM,41.851472218,-87.730014078,"(41.851472218, -87.730014078)" +6197313,HP285134,04/17/2008 03:47:25 PM,049XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143566,1899210,2008,02/04/2016 06:33:39 AM,41.879465,-87.748313102,"(41.879465, -87.748313102)" +6198505,HP285828,04/17/2008 09:25:56 PM,057XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168638,1866731,2008,02/04/2016 06:33:39 AM,41.789833635,-87.657191337,"(41.789833635, -87.657191337)" +6198323,HP285656,04/17/2008 07:30:22 PM,042XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0214,002,3,38,19,1177866,1876836,2008,02/04/2016 06:33:39 AM,41.817358545,-87.623048957,"(41.817358545, -87.623048957)" +6198488,HP281873,04/15/2008 09:14:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170531,1858092,2008,02/04/2016 06:33:39 AM,41.766086124,-87.650501797,"(41.766086124, -87.650501797)" +6199724,HP279087,04/14/2008 02:01:38 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139611,1907127,2008,02/04/2016 06:33:39 AM,41.901263295,-87.762642109,"(41.901263295, -87.762642109)" +6199945,HP280795,04/15/2008 01:00:00 PM,077XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0611,006,17,71,19,1166688,1853362,2008,02/04/2016 06:33:39 AM,41.753189214,-87.664722511,"(41.753189214, -87.664722511)" +6200807,HP288887,04/19/2008 01:45:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1331,012,27,27,19,1156061,1901477,2008,02/04/2016 06:33:39 AM,41.885442986,-87.702371918,"(41.885442986, -87.702371918)" +6201034,HP283116,04/16/2008 03:23:00 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152580,1904797,2008,02/04/2016 06:33:39 AM,41.894622923,-87.715067026,"(41.894622923, -87.715067026)" +6202015,HP290882,04/20/2008 05:27:26 PM,051XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142046,1899173,2008,02/04/2016 06:33:39 AM,41.879391764,-87.753895296,"(41.879391764, -87.753895296)" +6202156,HP290758,04/20/2008 03:59:10 PM,059XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1136377,1906051,2008,02/04/2016 06:33:39 AM,41.898369037,-87.774546829,"(41.898369037, -87.774546829)" +6202157,HP287698,04/18/2008 08:30:00 PM,017XX E 67TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0331,003,5,42,19,1188818,1860898,2008,02/04/2016 06:33:39 AM,41.773368097,-87.583384586,"(41.773368097, -87.583384586)" +6203935,HP289220,04/19/2008 05:05:00 PM,006XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142905,1903988,2008,02/04/2016 06:33:39 AM,41.892588748,-87.750621089,"(41.892588748, -87.750621089)" +6203945,HP292774,04/21/2008 04:45:00 PM,049XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143368,1905208,2008,02/04/2016 06:33:39 AM,41.895927928,-87.748890135,"(41.895927928, -87.748890135)" +6206291,HP290745,04/20/2008 03:55:00 PM,054XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140339,1898139,2008,02/04/2016 06:33:39 AM,41.876585788,-87.76018857,"(41.876585788, -87.76018857)" +6206279,HP291203,04/20/2008 09:00:00 PM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142370,1906181,2008,02/04/2016 06:33:39 AM,41.89861655,-87.752531432,"(41.89861655, -87.752531432)" +6206611,HP290452,04/20/2008 12:10:47 PM,048XX W JACKSON BLVD,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1533,015,28,25,19,1144138,1898232,2008,02/04/2016 06:33:39 AM,41.87677053,-87.746237347,"(41.87677053, -87.746237347)" +6206728,HP294457,04/22/2008 02:00:00 PM,015XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166329,1894478,2008,02/04/2016 06:33:39 AM,41.866023805,-87.664866131,"(41.866023805, -87.664866131)" +6206947,HP287532,04/18/2008 07:24:00 PM,065XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0321,003,20,42,19,1182019,1861705,2008,02/04/2016 06:33:39 AM,41.775742574,-87.608282904,"(41.775742574, -87.608282904)" +6207108,HP293202,04/21/2008 08:00:00 PM,059XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160058,1865137,2008,02/04/2016 06:33:39 AM,41.78564034,-87.688695643,"(41.78564034, -87.688695643)" +6207351,HP291405,04/20/2008 11:20:00 PM,077XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166355,1853394,2008,02/04/2016 06:33:39 AM,41.753284122,-87.665941922,"(41.753284122, -87.665941922)" +6207410,HP295494,04/22/2008 11:45:00 PM,008XX N CLEVELAND AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1823,018,27,8,19,1172835,1906291,2008,02/04/2016 06:33:39 AM,41.898297932,-87.640632253,"(41.898297932, -87.640632253)" +6207639,HP290569,04/20/2008 01:54:00 PM,097XX S HOXIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0431,004,7,51,19,1195072,1840741,2008,02/04/2016 06:33:39 AM,41.71790373,-87.561122429,"(41.71790373, -87.561122429)" +6208985,HP283813,04/16/2008 06:00:00 PM,047XX N KENNETH AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1722,017,45,16,19,1145602,1931183,2008,02/04/2016 06:33:39 AM,41.967163715,-87.740024854,"(41.967163715, -87.740024854)" +6209059,HP291188,04/20/2008 08:00:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150362,1894752,2008,02/04/2016 06:33:39 AM,41.867101912,-87.723475324,"(41.867101912, -87.723475324)" +6209300,HP295448,04/22/2008 11:00:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1331,012,2,27,19,1156855,1899880,2008,02/04/2016 06:33:39 AM,41.881044607,-87.699499505,"(41.881044607, -87.699499505)" +6209174,HP284630,04/17/2008 10:00:00 AM,002XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,3,38,19,1178501,1873910,2008,02/04/2016 06:33:39 AM,41.809314925,-87.620808615,"(41.809314925, -87.620808615)" +6209517,HP288064,04/19/2008 12:20:00 AM,028XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157444,1899228,2008,02/04/2016 06:33:39 AM,41.879243499,-87.69735447,"(41.879243499, -87.69735447)" +6209972,HP294194,04/22/2008 12:00:00 PM,039XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150077,1907054,2008,02/04/2016 06:33:39 AM,41.900865488,-87.72420104,"(41.900865488, -87.72420104)" +6210036,HP273376,04/11/2008 07:30:00 AM,050XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0223,002,4,38,19,1182444,1871550,2008,02/04/2016 06:33:39 AM,41.802748279,-87.606419768,"(41.802748279, -87.606419768)" +6211952,HP295165,04/22/2008 08:25:00 PM,068XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166189,1859382,2008,02/04/2016 06:33:39 AM,41.769719543,-87.666380113,"(41.769719543, -87.666380113)" +6212088,HP295501,04/22/2008 11:25:40 PM,069XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,6,68,19,1171831,1858858,2008,02/04/2016 06:33:39 AM,41.768159703,-87.645714401,"(41.768159703, -87.645714401)" +6212393,HP287109,04/18/2008 03:30:00 PM,106XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0512,005,9,49,19,1178458,1834489,2008,02/04/2016 06:33:39 AM,41.701140204,-87.622161549,"(41.701140204, -87.622161549)" +6213009,HP300688,04/25/2008 05:46:00 PM,085XX S MACKINAW AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0424,004,10,46,19,1199950,1849082,2008,02/04/2016 06:33:39 AM,41.740670623,-87.54297612,"(41.740670623, -87.54297612)" +6213860,HP300853,04/25/2008 07:10:00 PM,027XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2112,001,2,35,19,1178045,1886481,2008,02/04/2016 06:33:39 AM,41.843821113,-87.622099417,"(41.843821113, -87.622099417)" +6215202,HP299347,04/25/2008 01:00:00 AM,083XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1172075,1849649,2008,02/04/2016 06:33:39 AM,41.74288368,-87.645090067,"(41.74288368, -87.645090067)" +6215503,HP296802,04/23/2008 05:14:00 PM,050XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142993,1898866,2008,02/04/2016 06:33:39 AM,41.87853172,-87.750425675,"(41.87853172, -87.750425675)" +6216095,HP273673,04/11/2008 12:00:00 PM,042XX W 13TH ST,1610,GAMBLING,BOOKMAKING/HORSES,SIDEWALK,true,false,1011,010,24,29,19,1148507,1893707,2008,02/04/2016 06:33:39 AM,41.864270267,-87.73031229,"(41.864270267, -87.73031229)" +6216729,HP296527,04/23/2008 02:50:00 PM,066XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164827,1860683,2008,02/04/2016 06:33:39 AM,41.773318536,-87.671335913,"(41.773318536, -87.671335913)" +6216737,HP279731,04/14/2008 07:45:00 PM,018XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150692,1890650,2008,02/04/2016 06:33:39 AM,41.855839098,-87.722371003,"(41.855839098, -87.722371003)" +6216739,HP298130,04/24/2008 12:55:00 PM,068XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1169167,1859523,2008,02/04/2016 06:33:39 AM,41.770042575,-87.655459998,"(41.770042575, -87.655459998)" +6216759,HP300973,04/25/2008 08:29:13 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0734,007,17,67,19,1167202,1858730,2008,02/04/2016 06:33:39 AM,41.767908753,-87.662685531,"(41.767908753, -87.662685531)" +6217018,HP284908,04/17/2008 01:33:00 PM,016XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152644,1891480,2008,02/04/2016 06:33:39 AM,41.858078378,-87.715184221,"(41.858078378, -87.715184221)" +6217036,HP283818,04/16/2008 08:45:00 PM,025XX W PETERSON AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1158116,1939768,2008,02/04/2016 06:33:39 AM,41.990474347,-87.693776531,"(41.990474347, -87.693776531)" +6217063,HP286503,04/18/2008 08:30:00 AM,108XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178830,1833042,2008,02/04/2016 06:33:39 AM,41.697160996,-87.620843253,"(41.697160996, -87.620843253)" +6217350,HP293145,04/21/2008 07:50:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154284,1892222,2008,02/04/2016 06:33:39 AM,41.860081952,-87.709144569,"(41.860081952, -87.709144569)" +6217410,HP303723,04/27/2008 12:10:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153932,1892898,2008,02/04/2016 06:33:39 AM,41.861943987,-87.710418671,"(41.861943987, -87.710418671)" +6221051,HP302760,04/26/2008 07:28:00 PM,014XX E 69TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1186972,1859197,2008,02/04/2016 06:33:39 AM,41.76874438,-87.59020537,"(41.76874438, -87.59020537)" +6221080,HP298282,04/24/2008 01:10:00 PM,074XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0333,003,5,43,19,1191843,1855973,2008,02/04/2016 06:33:39 AM,41.759780594,-87.572455541,"(41.759780594, -87.572455541)" +6221639,HP304130,04/27/2008 05:08:10 PM,019XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155001,1890347,2008,02/04/2016 06:33:39 AM,41.854922407,-87.706562882,"(41.854922407, -87.706562882)" +6221944,HP306086,04/28/2008 06:25:56 PM,007XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139387,1904461,2008,02/04/2016 06:33:39 AM,41.893951553,-87.763529932,"(41.893951553, -87.763529932)" +6222750,HP302990,04/26/2008 11:04:04 PM,063XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163453,1862529,2008,02/04/2016 06:33:39 AM,41.778413121,-87.676320993,"(41.778413121, -87.676320993)" +6222777,HP304495,04/27/2008 09:22:06 PM,065XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164484,1861209,2008,02/04/2016 06:33:39 AM,41.774769188,-87.672578459,"(41.774769188, -87.672578459)" +6223812,HP303793,04/27/2008 01:00:00 PM,078XX S MARSHFIELD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0611,006,17,71,19,1166703,1852814,2008,02/04/2016 06:33:39 AM,41.751685106,-87.664683149,"(41.751685106, -87.664683149)" +6223814,HP304022,04/27/2008 03:47:28 PM,077XX S PAULINA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0611,006,17,71,19,1166355,1853394,2008,02/04/2016 06:33:39 AM,41.753284122,-87.665941922,"(41.753284122, -87.665941922)" +6226238,HP313703,05/02/2008 06:45:00 PM,016XX W MONTVALE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1167184,1829509,2008,02/04/2016 06:33:39 AM,41.68772231,-87.663584886,"(41.68772231, -87.663584886)" +6226589,HP311578,05/01/2008 06:34:43 PM,054XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140357,1898140,2008,02/04/2016 06:33:39 AM,41.876588202,-87.760122455,"(41.876588202, -87.760122455)" +6226695,HP313623,05/02/2008 06:45:00 PM,048XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143962,1904201,2008,02/04/2016 06:33:39 AM,41.89315348,-87.74673376,"(41.89315348, -87.74673376)" +6227570,HP314865,05/03/2008 01:05:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143345,1905860,2008,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +6229276,HP311650,05/01/2008 06:53:26 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180760,1881423,2008,02/04/2016 06:33:39 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +6229976,HP313112,05/02/2008 02:30:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169705,1864003,2008,02/04/2016 06:33:39 AM,41.782324589,-87.653358071,"(41.782324589, -87.653358071)" +6231972,HP303834,04/27/2008 01:35:00 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152584,1904667,2008,02/04/2016 06:33:39 AM,41.894266111,-87.715055775,"(41.894266111, -87.715055775)" +6232139,HP313438,05/02/2008 05:00:00 PM,064XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0314,003,20,42,19,1183833,1862461,2008,02/04/2016 06:33:39 AM,41.777774946,-87.601609451,"(41.777774946, -87.601609451)" +6232190,HP319251,05/05/2008 10:30:00 PM,041XX W WEST END AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1114,011,28,26,19,1148696,1900650,2008,02/04/2016 06:33:39 AM,41.88331902,-87.729439148,"(41.88331902, -87.729439148)" +6232966,HP320774,05/06/2008 06:13:42 PM,051XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142046,1899173,2008,02/04/2016 06:33:39 AM,41.879391764,-87.753895296,"(41.879391764, -87.753895296)" +6233712,HP313871,05/02/2008 08:13:12 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143163,1905526,2008,02/04/2016 06:33:39 AM,41.896804386,-87.74963512,"(41.896804386, -87.74963512)" +6234359,HP320043,05/06/2008 11:58:48 AM,045XX N CLARENDON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2313,019,46,3,19,1170102,1930169,2008,02/04/2016 06:33:39 AM,41.963880376,-87.649971265,"(41.963880376, -87.649971265)" +6234428,HP314924,05/03/2008 12:25:00 PM,054XX S HALSTED ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0934,009,3,61,19,1171902,1868542,2008,02/04/2016 06:33:39 AM,41.794732153,-87.645170076,"(41.794732153, -87.645170076)" +6234496,HP315454,05/03/2008 06:22:00 PM,0000X W 104TH PL,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0512,005,34,49,19,1177883,1835680,2008,02/04/2016 06:33:39 AM,41.704421486,-87.624231083,"(41.704421486, -87.624231083)" +6235646,HP320935,05/06/2008 07:18:00 PM,050XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2024,020,48,3,19,1167956,1933871,2008,02/04/2016 06:33:39 AM,41.974085476,-87.657754064,"(41.974085476, -87.657754064)" +6235890,HP319158,05/05/2008 08:46:44 PM,0000X S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136839,1899281,2008,02/04/2016 06:33:39 AM,41.879783007,-87.773012281,"(41.879783007, -87.773012281)" +6236560,HP300727,04/25/2008 06:30:00 PM,064XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1162180,1861894,2008,02/04/2016 06:33:39 AM,41.776697189,-87.681005562,"(41.776697189, -87.681005562)" +6236808,HP324522,05/08/2008 04:06:15 PM,009XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1524,015,37,25,19,1140851,1905809,2008,02/04/2016 06:33:39 AM,41.897623821,-87.758119868,"(41.897623821, -87.758119868)" +6237495,HP309111,04/30/2008 01:21:25 PM,052XX W WASHINGTON BLVD,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1523,015,28,25,19,1141246,1900245,2008,02/04/2016 06:33:39 AM,41.882348251,-87.756806366,"(41.882348251, -87.756806366)" +6237745,HP319120,05/05/2008 07:40:00 PM,068XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188379,1860054,2008,02/04/2016 06:33:39 AM,41.771062585,-87.585020753,"(41.771062585, -87.585020753)" +6238452,HP324323,05/08/2008 02:37:58 PM,013XX W 73RD PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0734,007,17,67,19,1168573,1856023,2008,02/04/2016 06:33:39 AM,41.760450948,-87.657738119,"(41.760450948, -87.657738119)" +6239529,HP324945,05/08/2008 07:56:00 PM,0000X N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143050,1899760,2008,02/04/2016 06:33:39 AM,41.880983904,-87.750194076,"(41.880983904, -87.750194076)" +6239692,HP321258,05/06/2008 10:50:49 PM,011XX S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136891,1894459,2008,02/04/2016 06:33:39 AM,41.866549844,-87.772936938,"(41.866549844, -87.772936938)" +6239853,HP325655,05/09/2008 07:05:00 AM,008XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138535,1905106,2008,02/04/2016 06:33:39 AM,41.895736997,-87.766643452,"(41.895736997, -87.766643452)" +6239871,HP320859,05/06/2008 07:01:12 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900763,2008,02/04/2016 06:33:39 AM,41.883730659,-87.749067409,"(41.883730659, -87.749067409)" +6240060,HP311823,05/01/2008 08:30:00 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191764,1858596,2008,02/04/2016 06:33:39 AM,41.766980232,-87.572660059,"(41.766980232, -87.572660059)" +6240723,HP328605,05/10/2008 07:00:00 PM,092XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174913,1843582,2008,02/04/2016 06:33:39 AM,41.726172279,-87.634871982,"(41.726172279, -87.634871982)" +6240853,HP328353,05/10/2008 03:45:00 PM,048XX W RICE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1531,015,37,25,19,1143857,1905216,2008,02/04/2016 06:33:39 AM,41.895940726,-87.74709392,"(41.895940726, -87.74709392)" +6240912,HP328832,05/10/2008 09:05:00 PM,101XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,9,73,19,1174091,1837685,2008,02/04/2016 06:33:39 AM,41.710008343,-87.63805747,"(41.710008343, -87.63805747)" +6240993,HP312123,05/02/2008 01:08:00 AM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151289,1894080,2008,02/04/2016 06:33:39 AM,41.865239745,-87.720089778,"(41.865239745, -87.720089778)" +6241064,HP316022,05/04/2008 02:55:00 AM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151903,1894170,2008,02/04/2016 06:33:39 AM,41.865474657,-87.717833381,"(41.865474657, -87.717833381)" +6241210,HP328090,05/10/2008 01:30:00 PM,027XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1331,012,2,27,19,1158160,1900844,2008,02/04/2016 06:33:39 AM,41.883663366,-87.694681276,"(41.883663366, -87.694681276)" +6241342,HP318444,05/05/2008 03:00:00 PM,021XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150388,1889401,2008,02/04/2016 06:33:39 AM,41.85241762,-87.7235194,"(41.85241762, -87.7235194)" +6241390,HP328500,05/10/2008 05:53:00 PM,054XX S SHORE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2132,002,5,41,19,1189140,1869811,2008,02/04/2016 06:33:39 AM,41.797818324,-87.581918691,"(41.797818324, -87.581918691)" +6241414,HP311851,05/01/2008 08:20:00 PM,022XX S KIRKLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147703,1888731,2008,02/04/2016 06:33:39 AM,41.850630955,-87.733391419,"(41.850630955, -87.733391419)" +6241826,HP328183,05/10/2008 02:20:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2008,02/04/2016 06:33:39 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +6242026,HP321308,05/07/2008 12:10:29 AM,067XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165842,1859963,2008,02/04/2016 06:33:39 AM,41.771321261,-87.667635581,"(41.771321261, -87.667635581)" +6242221,HP320478,05/06/2008 02:15:00 PM,027XX W PETERSON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1157166,1939754,2008,02/04/2016 06:33:39 AM,41.990455346,-87.697271229,"(41.990455346, -87.697271229)" +6242264,HP308806,04/30/2008 08:30:00 AM,115XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0532,005,9,53,19,1178884,1828608,2008,02/04/2016 06:33:39 AM,41.684992237,-87.620779831,"(41.684992237, -87.620779831)" +6242390,HP320481,05/06/2008 02:20:00 PM,027XX W PETERSON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2413,024,50,2,19,1157166,1939754,2008,02/04/2016 06:33:39 AM,41.990455346,-87.697271229,"(41.990455346, -87.697271229)" +6243381,HP309347,04/25/2008 11:00:00 PM,021XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1913,019,47,5,19,1161235,1923879,2008,02/04/2016 06:33:39 AM,41.946809711,-87.682747958,"(41.946809711, -87.682747958)" +6243418,HP313619,05/02/2008 05:00:00 PM,002XX E GARFIELD BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178645,1868596,2008,02/04/2016 06:33:39 AM,41.794729551,-87.620442108,"(41.794729551, -87.620442108)" +6243435,HP319019,05/05/2008 08:10:00 PM,037XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151375,1903742,2008,02/04/2016 06:33:39 AM,41.891751638,-87.719520394,"(41.891751638, -87.719520394)" +6243866,HP291023,04/20/2008 06:43:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150905,1894207,2008,02/04/2016 06:33:39 AM,41.865595766,-87.721496141,"(41.865595766, -87.721496141)" +6243949,HP331141,05/12/2008 11:30:00 AM,016XX W MONTVALE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2234,022,34,75,19,1167181,1829510,2008,02/04/2016 06:33:39 AM,41.687725118,-87.66359584,"(41.687725118, -87.66359584)" +6244030,HP297076,04/23/2008 07:45:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151257,1904578,2008,02/04/2016 06:33:39 AM,41.894048023,-87.719931808,"(41.894048023, -87.719931808)" +6244042,HP328544,05/10/2008 04:40:00 PM,041XX W MONROE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1115,011,28,26,19,1148770,1899338,2008,02/04/2016 06:33:39 AM,41.879717315,-87.729201327,"(41.879717315, -87.729201327)" +6244099,HP326280,05/09/2008 02:30:00 PM,001XX N STATE ST,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,0122,001,42,32,19,1176331,1901608,2008,02/04/2016 06:33:39 AM,41.885369362,-87.627933255,"(41.885369362, -87.627933255)" +6244142,HP320704,05/06/2008 05:00:00 PM,044XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0935,009,3,37,19,1175025,1875646,2008,02/04/2016 06:33:39 AM,41.814157046,-87.633506021,"(41.814157046, -87.633506021)" +6245302,HP324926,05/08/2008 07:43:00 PM,015XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153288,1892205,2008,02/04/2016 06:33:39 AM,41.860055114,-87.712801093,"(41.860055114, -87.712801093)" +6245652,HP328714,05/10/2008 08:15:00 PM,119XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0522,005,34,53,19,1176433,1825698,2008,02/04/2016 06:33:39 AM,41.677062029,-87.629839249,"(41.677062029, -87.629839249)" 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PUBLIC, BUILDING",true,false,1821,018,27,8,19,1173068,1909520,2008,02/04/2016 06:33:39 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +6247819,HP327037,05/09/2008 09:50:00 PM,012XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136470,1907586,2008,02/04/2016 06:33:39 AM,41.902579606,-87.774168494,"(41.902579606, -87.774168494)" +6248226,HP333859,05/13/2008 07:04:03 PM,019XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153406,1890235,2008,02/04/2016 06:33:39 AM,41.854646866,-87.712420239,"(41.854646866, -87.712420239)" +6248455,HP324833,05/08/2008 05:00:00 PM,063XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164439,1942389,2008,02/04/2016 06:33:39 AM,41.997534513,-87.670444563,"(41.997534513, -87.670444563)" +6248677,HP335851,05/14/2008 08:10:00 PM,021XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1332,012,2,28,19,1162052,1900969,2008,02/04/2016 06:33:39 AM,41.883926007,-87.680386025,"(41.883926007, -87.680386025)" +6249692,HP333107,05/13/2008 01:01:00 PM,038XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150674,1905068,2008,02/04/2016 06:33:39 AM,41.895404051,-87.722060175,"(41.895404051, -87.722060175)" +6249972,HP336962,05/15/2008 01:25:00 PM,012XX N PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1149498,1907791,2008,02/04/2016 06:33:39 AM,41.902899152,-87.72630861,"(41.902899152, -87.72630861)" +6250485,HP333898,05/13/2008 07:09:54 PM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,29,25,19,1140297,1898801,2008,02/04/2016 06:33:39 AM,41.878403171,-87.760326555,"(41.878403171, -87.760326555)" +6251219,HP333954,05/13/2008 06:40:00 PM,025XX W NORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,1423,014,26,24,19,1159225,1910553,2008,02/04/2016 06:33:39 AM,41.91028387,-87.690503369,"(41.91028387, -87.690503369)" +6252234,HP333112,05/13/2008 12:00:00 PM,104XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0512,005,9,49,19,1178893,1835938,2008,02/04/2016 06:33:39 AM,41.705106592,-87.620524823,"(41.705106592, -87.620524823)" +6253971,HP341651,05/17/2008 08:00:00 PM,087XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1196148,1847603,2008,02/04/2016 06:33:39 AM,41.736707102,-87.556954861,"(41.736707102, -87.556954861)" +6254092,HP335787,05/14/2008 07:30:00 PM,069XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,43,19,1186741,1859087,2008,02/04/2016 06:33:39 AM,41.768448004,-87.591055569,"(41.768448004, -87.591055569)" +6254191,HP338902,05/16/2008 12:49:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1156034,1901476,2008,02/04/2016 06:33:39 AM,41.885440786,-87.702471094,"(41.885440786, -87.702471094)" +6254577,HP340953,05/17/2008 12:15:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142141,1899417,2008,02/04/2016 06:33:39 AM,41.88005957,-87.753540414,"(41.88005957, -87.753540414)" +6255391,HP339252,05/16/2008 03:47:58 PM,066XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172647,1861029,2008,02/04/2016 06:33:39 AM,41.774099243,-87.64265948,"(41.774099243, -87.64265948)" +6255426,HP339018,05/16/2008 01:49:13 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139830,1907131,2008,02/04/2016 06:33:39 AM,41.901270271,-87.761837592,"(41.901270271, -87.761837592)" +6256524,HP343476,05/18/2008 10:15:00 PM,008XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,3,61,19,1171552,1871363,2008,02/04/2016 06:33:39 AM,41.802480961,-87.646370847,"(41.802480961, -87.646370847)" +6256802,HP335190,05/14/2008 02:30:00 PM,035XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1021,010,24,29,19,1153093,1893230,2008,02/04/2016 06:33:39 AM,41.862871696,-87.713489726,"(41.862871696, -87.713489726)" +6256817,HP337028,05/15/2008 02:00:00 PM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148207,1889032,2008,02/04/2016 06:33:39 AM,41.85144726,-87.731533881,"(41.85144726, -87.731533881)" +6257319,HP339424,05/16/2008 05:27:06 PM,009XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142858,1905603,2008,02/04/2016 06:33:39 AM,41.897021372,-87.75075343,"(41.897021372, -87.75075343)" +6257975,HP345269,05/19/2008 08:00:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191431,1858633,2008,02/04/2016 06:33:39 AM,41.767089837,-87.573879419,"(41.767089837, -87.573879419)" +6258245,HP343385,05/18/2008 09:00:00 PM,052XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1170205,1869994,2008,02/04/2016 06:33:39 AM,41.798753712,-87.651350698,"(41.798753712, -87.651350698)" +6258653,HP327008,05/09/2008 09:15:00 PM,014XX W 49TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167568,1871922,2008,02/04/2016 06:33:39 AM,41.804101368,-87.660965838,"(41.804101368, -87.660965838)" +6259817,HP343526,05/18/2008 10:35:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1191431,1858644,2008,02/04/2016 06:33:39 AM,41.767120022,-87.573879063,"(41.767120022, -87.573879063)" +6259976,HP341065,05/17/2008 02:04:47 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143284,1902558,2008,02/04/2016 06:33:39 AM,41.888657588,-87.749264906,"(41.888657588, -87.749264906)" +6260168,HP346211,05/20/2008 12:45:00 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139703,1898457,2008,02/04/2016 06:33:39 AM,41.877470052,-87.762516028,"(41.877470052, -87.762516028)" +6260736,HP346321,05/20/2008 01:05:00 PM,013XX W 15TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1231,012,2,28,19,1167732,1892862,2008,02/04/2016 06:33:39 AM,41.861559271,-87.65976218,"(41.861559271, -87.65976218)" +6261039,HP328071,05/10/2008 01:20:00 PM,023XX W 72ND ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,18,66,19,1162114,1856867,2008,02/04/2016 06:33:39 AM,41.762903768,-87.681387209,"(41.762903768, -87.681387209)" +6261202,HP335860,05/14/2008 08:36:45 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143352,1905861,2008,02/04/2016 06:33:39 AM,41.897720134,-87.748932564,"(41.897720134, -87.748932564)" +6261264,HP343226,05/18/2008 06:47:48 PM,001XX N LATROBE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1523,015,28,25,19,1141361,1900453,2008,02/04/2016 06:33:39 AM,41.882916908,-87.756378944,"(41.882916908, -87.756378944)" +6262974,HP325946,05/09/2008 11:55:00 AM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160723,1865156,2008,02/04/2016 06:33:39 AM,41.785678771,-87.686256904,"(41.785678771, -87.686256904)" +6263159,HP347498,05/21/2008 12:04:19 AM,010XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142173,1906357,2008,02/04/2016 06:33:39 AM,41.899103172,-87.75325064,"(41.899103172, -87.75325064)" +6263207,HP339682,05/16/2008 07:25:00 PM,046XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1145444,1899160,2008,02/04/2016 06:33:39 AM,41.879292459,-87.741418566,"(41.879292459, -87.741418566)" +6264219,HP347379,05/20/2008 10:17:51 PM,012XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,false,false,2535,025,27,23,19,1150152,1908107,2008,02/04/2016 06:33:39 AM,41.903753563,-87.72389808,"(41.903753563, -87.72389808)" +6265047,HP341225,05/17/2008 03:43:18 PM,011XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139302,1906990,2008,02/04/2016 06:33:39 AM,41.900892985,-87.763780453,"(41.900892985, -87.763780453)" +6266753,HP341228,05/17/2008 03:38:28 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141933,1903187,2008,02/04/2016 06:33:39 AM,41.890408766,-87.754210755,"(41.890408766, -87.754210755)" +6267020,HP353005,05/23/2008 08:44:00 PM,023XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1332,012,2,28,19,1160864,1900628,2008,02/04/2016 06:33:39 AM,41.883014994,-87.684757944,"(41.883014994, -87.684757944)" +6267214,HP351363,05/22/2008 11:34:21 PM,054XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140351,1898140,2008,02/04/2016 06:33:39 AM,41.876588312,-87.760144485,"(41.876588312, -87.760144485)" +6267783,HP353201,05/23/2008 10:47:42 PM,0000X N LOTUS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,28,25,19,1139950,1899850,2008,02/04/2016 06:33:39 AM,41.881288113,-87.761575023,"(41.881288113, -87.761575023)" +6267846,HP352823,05/23/2008 06:47:26 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899694,2008,02/04/2016 06:33:39 AM,41.880815147,-87.75263391,"(41.880815147, -87.75263391)" +6268555,HP353940,05/24/2008 11:35:00 AM,081XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196579,1851577,2008,02/04/2016 06:33:39 AM,41.747601389,-87.555244206,"(41.747601389, -87.555244206)" +6269202,HP348983,05/21/2008 06:39:50 PM,052XX W QUINCY ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1522,015,29,25,19,1141457,1898499,2008,02/04/2016 06:33:39 AM,41.877553114,-87.756074685,"(41.877553114, -87.756074685)" +6269292,HP354707,05/24/2008 08:07:51 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139931,1900440,2008,02/04/2016 06:33:39 AM,41.882907496,-87.761630358,"(41.882907496, -87.761630358)" +6269675,HP346128,05/20/2008 11:40:00 AM,009XX W 73RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171092,1856425,2008,02/04/2016 06:33:39 AM,41.761499428,-87.648494183,"(41.761499428, -87.648494183)" +6269723,HP346473,05/20/2008 02:30:00 PM,069XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171503,1858829,2008,02/04/2016 06:33:39 AM,41.768087313,-87.646917522,"(41.768087313, -87.646917522)" +6269862,HP332338,05/13/2008 10:30:00 PM,076XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172958,1854218,2008,02/04/2016 06:33:39 AM,41.755402177,-87.64172017,"(41.755402177, -87.64172017)" +6270293,HP355598,05/25/2008 11:24:52 AM,054XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1163947,1868656,2008,02/04/2016 06:33:39 AM,41.795216027,-87.674337793,"(41.795216027, -87.674337793)" +6270333,HP358029,05/26/2008 08:22:00 PM,012XX W 14TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1231,012,2,28,19,1168148,1893536,2008,02/04/2016 06:33:39 AM,41.863399817,-87.65821567,"(41.863399817, -87.65821567)" +6270584,HP351023,05/22/2008 07:30:00 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0212,002,4,35,19,1180760,1881423,2008,02/04/2016 06:33:39 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +6270643,HP347190,05/20/2008 08:32:00 PM,013XX S KOLIN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1011,010,24,29,19,1147596,1893470,2008,02/04/2016 06:33:39 AM,41.86363742,-87.733662657,"(41.86363742, -87.733662657)" +6270741,HP346998,05/20/2008 06:40:41 PM,014XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1011,010,24,29,19,1147619,1892689,2008,02/04/2016 06:33:39 AM,41.861493819,-87.733598253,"(41.861493819, -87.733598253)" +6270756,HP348575,05/21/2008 03:43:22 PM,014XX N WASHTENAW AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1423,014,26,24,19,1158150,1909537,2008,02/04/2016 06:33:39 AM,41.907517923,-87.694480307,"(41.907517923, -87.694480307)" 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PORCH/HALLWAY,false,false,0331,003,5,43,19,1192537,1858872,2008,02/04/2016 06:33:39 AM,41.767718802,-87.569817775,"(41.767718802, -87.569817775)" +6275487,HP361664,05/28/2008 06:45:05 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143898,1901492,2008,02/04/2016 06:33:39 AM,41.885720867,-87.74703679,"(41.885720867, -87.74703679)" +6276038,HP349138,05/21/2008 07:15:00 PM,013XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149598,1893454,2008,02/04/2016 06:33:39 AM,41.863554906,-87.726313789,"(41.863554906, -87.726313789)" +6276898,HP363776,05/29/2008 06:52:59 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191759,1858793,2008,02/04/2016 06:33:39 AM,41.767520936,-87.572672,"(41.767520936, -87.572672)" +6276936,HP363050,05/29/2008 12:50:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2008,02/04/2016 06:33:39 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +6277041,HP348037,05/21/2008 10:50:47 AM,008XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138538,1905011,2008,02/04/2016 06:33:39 AM,41.895476251,-87.766634738,"(41.895476251, -87.766634738)" +6277202,HP363848,05/29/2008 06:47:00 PM,023XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1332,012,2,28,19,1160909,1900297,2008,02/04/2016 06:33:39 AM,41.882105768,-87.684601889,"(41.882105768, -87.684601889)" +6277546,HP361440,05/28/2008 04:20:00 PM,102XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,false,false,0511,005,9,49,19,1179389,1837163,2008,02/04/2016 06:33:39 AM,41.708456877,-87.618671313,"(41.708456877, -87.618671313)" +6277560,HP357577,05/26/2008 03:35:36 PM,002XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149028,1900850,2008,02/04/2016 06:33:39 AM,41.883861425,-87.728214833,"(41.883861425, -87.728214833)" 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AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139482,1900436,2008,02/04/2016 06:33:39 AM,41.882904715,-87.763279227,"(41.882904715, -87.763279227)" +6279051,HP364050,05/29/2008 09:42:17 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157198,1894938,2008,02/04/2016 06:33:39 AM,41.867476308,-87.69837427,"(41.867476308, -87.69837427)" +6279055,HP363509,05/29/2008 04:42:35 PM,013XX S KOLIN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1011,010,24,29,19,1147597,1893436,2008,02/04/2016 06:33:39 AM,41.863544101,-87.733659858,"(41.863544101, -87.733659858)" +6279514,HP367203,05/31/2008 01:15:00 PM,088XX S WOOD ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2221,022,21,71,19,1165889,1846085,2008,02/04/2016 06:33:39 AM,41.733237066,-87.667856778,"(41.733237066, -87.667856778)" +6281176,HP367296,05/31/2008 01:18:11 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167204,1858669,2008,02/04/2016 06:33:39 AM,41.767741318,-87.662679943,"(41.767741318, -87.662679943)" +6281292,HP367373,05/31/2008 02:53:49 PM,054XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140310,1898139,2008,02/04/2016 06:33:39 AM,41.876586319,-87.760295051,"(41.876586319, -87.760295051)" +6281579,HP368111,05/31/2008 10:15:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156130,1901478,2008,02/04/2016 06:33:39 AM,41.885444337,-87.702118509,"(41.885444337, -87.702118509)" +6281794,HP369127,06/01/2008 01:41:00 PM,076XX S SOUTH SHORE DR,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0421,004,7,43,19,1196820,1855275,2008,02/04/2016 06:33:39 AM,41.757742987,-87.554238424,"(41.757742987, -87.554238424)" +6282617,HP371275,06/02/2008 04:42:07 PM,067XX N BOSWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,2432,024,40,1,19,1164716,1944926,2008,02/04/2016 06:33:39 AM,42.004490211,-87.669353214,"(42.004490211, -87.669353214)" +6283080,HP363861,05/29/2008 08:00:00 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1532,015,28,25,19,1141933,1903187,2008,02/04/2016 06:33:39 AM,41.890408766,-87.754210755,"(41.890408766, -87.754210755)" +6283702,HP341737,05/17/2008 09:05:00 PM,078XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172660,1852904,2008,02/04/2016 06:33:39 AM,41.751802963,-87.642850908,"(41.751802963, -87.642850908)" +6284028,HP331443,05/12/2008 02:00:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157200,1894891,2008,02/04/2016 06:33:39 AM,41.867347295,-87.698368204,"(41.867347295, -87.698368204)" +6284409,HP367066,05/31/2008 11:13:00 AM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151273,1904024,2008,02/04/2016 06:33:39 AM,41.892527477,-87.719887592,"(41.892527477, -87.719887592)" +6284551,HP356299,05/25/2008 08:24:36 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139619,1907127,2008,02/04/2016 06:33:39 AM,41.901263149,-87.762612724,"(41.901263149, -87.762612724)" +6284602,HP356232,05/25/2008 07:32:44 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142488,1907114,2008,02/04/2016 06:33:39 AM,41.901174616,-87.752074801,"(41.901174616, -87.752074801)" +6284623,HP356139,05/25/2008 06:12:04 PM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144130,1900067,2008,02/04/2016 06:33:39 AM,41.881806144,-87.74622063,"(41.881806144, -87.74622063)" +6284747,HP368066,05/31/2008 09:40:00 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152856,1894827,2008,02/04/2016 06:33:39 AM,41.867258736,-87.714317462,"(41.867258736, -87.714317462)" +6284890,HP373588,06/03/2008 06:45:00 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176683,1888842,2008,02/04/2016 06:33:39 AM,41.850330711,-87.627026373,"(41.850330711, -87.627026373)" +6284908,HP371620,06/02/2008 07:43:07 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0732,007,6,68,19,1174196,1857574,2008,02/04/2016 06:33:39 AM,41.764584045,-87.63708369,"(41.764584045, -87.63708369)" +6285011,HP371725,06/02/2008 08:05:00 PM,073XX S RIDGELAND AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0324,003,8,43,19,1189151,1856483,2008,02/04/2016 06:33:39 AM,41.761244993,-87.582305221,"(41.761244993, -87.582305221)" +6285027,HP373533,06/03/2008 06:47:40 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169299,1866775,2008,02/04/2016 06:33:39 AM,41.789940085,-87.654766372,"(41.789940085, -87.654766372)" +6285163,HP365992,05/30/2008 08:30:00 PM,004XX E 63RD ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0313,003,20,42,19,1180133,1863331,2008,02/04/2016 06:33:39 AM,41.780247905,-87.615146952,"(41.780247905, -87.615146952)" +6285285,HP369153,06/01/2008 01:54:00 PM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151172,1907281,2008,02/04/2016 06:33:39 AM,41.901466992,-87.720173039,"(41.901466992, -87.720173039)" +6285337,HP367693,05/31/2008 05:15:00 PM,040XX W LAKE ST,1680,GAMBLING,OTHER,CTA TRAIN,true,false,1114,011,28,26,19,1149512,1901446,2008,02/04/2016 06:33:39 AM,41.885487535,-87.726422045,"(41.885487535, -87.726422045)" +6285413,HP365854,05/30/2008 06:45:00 PM,037XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151406,1907744,2008,02/04/2016 06:33:39 AM,41.902732917,-87.719301353,"(41.902732917, -87.719301353)" +6285523,HP373815,06/03/2008 08:11:00 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0321,003,20,42,19,1185009,1861874,2008,02/04/2016 06:33:39 AM,41.776136626,-87.597316685,"(41.776136626, -87.597316685)" +6285669,HP361923,05/28/2008 07:50:00 PM,008XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151901,1905259,2008,02/04/2016 06:33:39 AM,41.895904097,-87.717548636,"(41.895904097, -87.717548636)" +6285775,HP374075,06/04/2008 12:50:00 AM,041XX W WILCOX ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1115,011,28,26,19,1148848,1899015,2008,02/04/2016 06:33:39 AM,41.87882946,-87.728923272,"(41.87882946, -87.728923272)" +6286608,HP371758,06/02/2008 08:15:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147514,1898984,2008,02/04/2016 06:33:39 AM,41.878770067,-87.733822305,"(41.878770067, -87.733822305)" +6286642,HP373624,06/03/2008 07:05:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149445,1901930,2008,02/04/2016 06:33:39 AM,41.886816984,-87.726655518,"(41.886816984, -87.726655518)" +6287019,HP375299,06/04/2008 05:46:39 PM,002XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1142003,1901105,2008,02/04/2016 06:33:39 AM,41.884694208,-87.754005299,"(41.884694208, -87.754005299)" +6287105,HP373687,06/03/2008 07:50:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147592,1898661,2008,02/04/2016 06:33:39 AM,41.877882222,-87.73354419,"(41.877882222, -87.73354419)" +6288054,HP369620,06/01/2008 06:55:00 PM,120XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,false,false,0523,005,34,53,19,1176452,1825025,2008,02/04/2016 06:33:39 AM,41.675214786,-87.629789817,"(41.675214786, -87.629789817)" +6288072,HP366375,05/31/2008 12:20:31 AM,0000X N LATROBE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,28,25,19,1141387,1899732,2008,02/04/2016 06:33:39 AM,41.880937914,-87.756301271,"(41.880937914, -87.756301271)" +6288080,HP367897,05/31/2008 08:00:00 PM,114XX S STATE ST,1661,GAMBLING,GAME/DICE,RESIDENCE,false,false,0522,005,34,49,19,1178293,1829189,2008,02/04/2016 06:33:39 AM,41.68659998,-87.622925778,"(41.68659998, -87.622925778)" +6288182,HP369827,06/01/2008 09:00:00 PM,118XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0524,005,34,53,19,1172122,1826341,2008,02/04/2016 06:33:39 AM,41.678922032,-87.645599956,"(41.678922032, -87.645599956)" +6289356,HP375301,06/04/2008 04:41:37 PM,035XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,4,35,19,1179387,1881825,2008,02/04/2016 06:33:39 AM,41.831014114,-87.617317037,"(41.831014114, -87.617317037)" +6291018,HP374890,06/04/2008 02:07:00 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165918,1869297,2008,02/04/2016 06:33:39 AM,41.796933318,-87.667091876,"(41.796933318, -87.667091876)" +6291277,HP374982,06/04/2008 11:56:30 AM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139464,1897791,2008,02/04/2016 06:33:39 AM,41.875646819,-87.763409822,"(41.875646819, -87.763409822)" +6292066,HP381993,06/08/2008 12:30:49 AM,012XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136471,1907559,2008,02/04/2016 06:33:39 AM,41.902505497,-87.774165467,"(41.902505497, -87.774165467)" +6292437,HP381704,06/07/2008 08:42:12 PM,005XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1180746,1878346,2008,02/04/2016 06:33:39 AM,41.821436289,-87.612437945,"(41.821436289, -87.612437945)" +6292693,HP379396,06/06/2008 05:35:02 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144208,1899225,2008,02/04/2016 06:33:39 AM,41.879494129,-87.745955373,"(41.879494129, -87.745955373)" +6293589,HP373742,06/03/2008 08:30:09 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141471,1898499,2008,02/04/2016 06:33:39 AM,41.877552855,-87.75602328,"(41.877552855, -87.75602328)" +6293599,HP383267,06/08/2008 06:41:27 PM,005XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143347,1897100,2008,02/04/2016 06:33:39 AM,41.873678991,-87.749169978,"(41.873678991, -87.749169978)" +6295804,HP385735,06/09/2008 10:17:07 PM,010XX W AINSLIE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2024,020,46,3,19,1168613,1932960,2008,02/04/2016 06:33:39 AM,41.971571423,-87.655364619,"(41.971571423, -87.655364619)" +6296204,HP351902,05/23/2008 09:00:00 AM,087XX S JEFFERY BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0412,004,8,48,19,1191030,1847518,2008,02/04/2016 06:33:39 AM,41.736599019,-87.575707974,"(41.736599019, -87.575707974)" +6296528,HP360085,05/27/2008 07:40:00 PM,088XX S ASHLAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2221,022,21,71,19,1167223,1845876,2008,02/04/2016 06:33:39 AM,41.732635131,-87.662975644,"(41.732635131, -87.662975644)" +6297131,HP380842,06/07/2008 11:30:00 AM,0000X E 102ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0511,005,9,49,19,1178407,1837022,2008,02/04/2016 06:33:39 AM,41.708092262,-87.622271711,"(41.708092262, -87.622271711)" +6297774,HP381315,06/07/2008 04:31:53 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143208,1906197,2008,02/04/2016 06:33:39 AM,41.898644847,-87.749453068,"(41.898644847, -87.749453068)" +6297840,HP380808,06/07/2008 11:33:00 AM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142718,1904178,2008,02/04/2016 06:33:39 AM,41.893113613,-87.75130314,"(41.893113613, -87.75130314)" +6298597,HP379984,06/06/2008 10:42:38 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142580,1899186,2008,02/04/2016 06:33:39 AM,41.879417527,-87.751934184,"(41.879417527, -87.751934184)" +6299085,HP387556,06/10/2008 08:55:00 PM,008XX E 38TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2122,002,4,36,19,1182526,1879895,2008,02/04/2016 06:33:39 AM,41.825645688,-87.605859954,"(41.825645688, -87.605859954)" +6299330,HP379842,06/06/2008 08:49:53 PM,060XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1181603,1865103,2008,02/04/2016 06:33:39 AM,41.785076621,-87.609703078,"(41.785076621, -87.609703078)" +6300353,HP379841,06/06/2008 09:05:02 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141386,1899747,2008,02/04/2016 06:33:39 AM,41.880979094,-87.756304573,"(41.880979094, -87.756304573)" +6300378,HP379647,06/06/2008 07:10:46 PM,052XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141601,1897512,2008,02/04/2016 06:33:39 AM,41.874842001,-87.755570343,"(41.874842001, -87.755570343)" +6300434,HP381847,06/07/2008 10:49:55 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899808,2008,02/04/2016 06:33:39 AM,41.881146523,-87.756310411,"(41.881146523, -87.756310411)" +6300742,HP379844,06/06/2008 08:53:00 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139585,1898454,2008,02/04/2016 06:33:39 AM,41.877463972,-87.762949371,"(41.877463972, -87.762949371)" +6300798,HP385359,06/09/2008 07:17:24 PM,009XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142858,1905603,2008,02/04/2016 06:33:39 AM,41.897021372,-87.75075343,"(41.897021372, -87.75075343)" +6301328,HP385646,06/09/2008 09:55:00 PM,063XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166413,1862640,2008,02/04/2016 06:33:39 AM,41.778655148,-87.665466283,"(41.778655148, -87.665466283)" +6301361,HP385620,06/09/2008 09:34:13 PM,057XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0711,007,20,68,19,1175266,1866942,2008,02/04/2016 06:33:39 AM,41.790267031,-87.632882195,"(41.790267031, -87.632882195)" +6301413,HP335732,05/14/2008 06:45:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1160776,1863168,2008,02/04/2016 06:33:39 AM,41.780222332,-87.686117444,"(41.780222332, -87.686117444)" +6301550,HP338059,05/15/2008 11:08:00 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160112,1863162,2008,02/04/2016 06:33:39 AM,41.780219556,-87.688551953,"(41.780219556, -87.688551953)" +6303459,HP382929,06/08/2008 02:55:00 PM,003XX N FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1156999,1902079,2008,02/04/2016 06:33:39 AM,41.887075953,-87.698911051,"(41.887075953, -87.698911051)" +6303500,HP383020,06/08/2008 03:19:00 PM,009XX N MOZART ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1311,012,26,24,19,1157211,1906258,2008,02/04/2016 06:33:39 AM,41.898539205,-87.698018894,"(41.898539205, -87.698018894)" +6305001,HP379350,06/06/2008 04:30:00 PM,068XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,20,69,19,1179659,1859729,2008,02/04/2016 06:33:39 AM,41.770374503,-87.616994694,"(41.770374503, -87.616994694)" +6305010,HP385535,06/09/2008 07:40:00 PM,064XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,20,42,19,1185102,1862461,2008,02/04/2016 06:33:39 AM,41.777745221,-87.596957332,"(41.777745221, -87.596957332)" +6305084,HP387526,06/10/2008 08:20:00 PM,073XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186814,1856511,2008,02/04/2016 06:33:39 AM,41.761377498,-87.590869495,"(41.761377498, -87.590869495)" +6305293,HP384998,06/09/2008 04:18:10 PM,047XX W FULTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1113,011,28,25,19,1144810,1901373,2008,02/04/2016 06:33:39 AM,41.88537717,-87.743690705,"(41.88537717, -87.743690705)" +6305688,HP395847,06/15/2008 12:50:00 AM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0212,002,4,35,19,1180760,1881423,2008,02/04/2016 06:33:39 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +6306065,HP395402,06/14/2008 07:04:50 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1531,015,37,25,19,1143168,1905857,2008,02/04/2016 06:33:39 AM,41.897712595,-87.749608485,"(41.897712595, -87.749608485)" +6306199,HP395403,06/14/2008 07:04:50 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143167,1906196,2008,02/04/2016 06:33:39 AM,41.898642868,-87.749603686,"(41.898642868, -87.749603686)" +6306266,HP394867,06/14/2008 02:37:34 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1524,015,37,25,19,1140143,1905675,2008,02/04/2016 06:33:39 AM,41.897269105,-87.760723593,"(41.897269105, -87.760723593)" +6306302,HP361290,05/28/2008 03:30:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,21,71,19,1167716,1852037,2008,02/04/2016 06:33:39 AM,41.749531247,-87.660993222,"(41.749531247, -87.660993222)" +6306524,HP367071,05/31/2008 11:41:00 AM,081XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183322,1851118,2008,02/04/2016 06:33:39 AM,41.746660544,-87.603835415,"(41.746660544, -87.603835415)" +6306546,HP367389,05/31/2008 03:00:00 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,44,19,1180619,1852513,2008,02/04/2016 06:33:39 AM,41.750551037,-87.613697029,"(41.750551037, -87.613697029)" +6307997,HP377948,06/05/2008 11:10:00 PM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158232,1894098,2008,02/04/2016 06:33:39 AM,41.865150213,-87.694601228,"(41.865150213, -87.694601228)" +6308097,HP397183,06/15/2008 06:27:00 PM,047XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0223,002,3,38,19,1180398,1873719,2008,02/04/2016 06:33:39 AM,41.808747436,-87.613856692,"(41.808747436, -87.613856692)" +6308525,HP390524,06/12/2008 11:02:53 AM,068XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0723,007,6,68,19,1172514,1859528,2008,02/04/2016 06:33:39 AM,41.769983252,-87.643191185,"(41.769983252, -87.643191185)" +6308611,HP397344,06/15/2008 08:44:00 PM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163309,1867793,2008,02/04/2016 06:33:39 AM,41.792861243,-87.676701528,"(41.792861243, -87.676701528)" +6308842,HP371810,06/02/2008 09:15:00 PM,077XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166690,1853288,2008,02/04/2016 06:33:39 AM,41.752986105,-87.664717289,"(41.752986105, -87.664717289)" +6309588,HP391273,06/12/2008 05:46:06 PM,001XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143685,1900699,2008,02/04/2016 06:33:39 AM,41.88354877,-87.747838847,"(41.88354877, -87.747838847)" +6309701,HP391728,06/12/2008 09:56:13 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141383,1899823,2008,02/04/2016 06:33:39 AM,41.881187703,-87.756313713,"(41.881187703, -87.756313713)" +6309952,HP340225,05/17/2008 01:10:00 AM,074XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0835,008,18,66,19,1162357,1855365,2008,02/04/2016 06:33:39 AM,41.758777005,-87.680538343,"(41.758777005, -87.680538343)" +6311675,HP348272,05/21/2008 01:00:00 PM,011XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,29,19,1155869,1894855,2008,02/04/2016 06:33:39 AM,41.867275419,-87.703255494,"(41.867275419, -87.703255494)" +6311918,HP350109,05/22/2008 11:41:47 AM,073XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0835,008,18,66,19,1162343,1855938,2008,02/04/2016 06:33:39 AM,41.760349692,-87.680573718,"(41.760349692, -87.680573718)" +6312475,HP400558,06/17/2008 02:55:40 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139456,1897791,2008,02/04/2016 06:33:39 AM,41.875646965,-87.763439196,"(41.875646965, -87.763439196)" +6312492,HP399705,06/17/2008 02:27:12 AM,007XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140539,1904452,2008,02/04/2016 06:33:39 AM,41.893905784,-87.759299171,"(41.893905784, -87.759299171)" +6312784,HP397032,06/15/2008 04:45:00 PM,010XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150531,1906583,2008,02/04/2016 06:33:39 AM,41.899564159,-87.72254577,"(41.899564159, -87.72254577)" +6312910,HP354613,05/24/2008 06:33:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161129,1862532,2008,02/04/2016 06:33:39 AM,41.778469763,-87.684840867,"(41.778469763, -87.684840867)" +6313816,HP403108,06/18/2008 09:10:00 PM,017XX N MOODY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2513,025,29,25,19,1135149,1910826,2008,02/04/2016 06:33:39 AM,41.911494094,-87.778943916,"(41.911494094, -87.778943916)" +6314175,HP362750,05/29/2008 08:30:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182667,1862584,2008,02/04/2016 06:33:39 AM,41.778139616,-87.605880167,"(41.778139616, -87.605880167)" +6314392,HP389682,06/11/2008 09:15:03 PM,072XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,17,69,19,1176209,1857070,2008,02/04/2016 06:33:39 AM,41.763156062,-87.629720655,"(41.763156062, -87.629720655)" +6314622,HP395521,06/14/2008 08:44:40 PM,046XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0221,002,3,38,19,1177938,1874256,2008,02/04/2016 06:33:39 AM,41.810277169,-87.622863089,"(41.810277169, -87.622863089)" +6314931,HP400832,06/17/2008 05:32:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1156109,1901478,2008,02/04/2016 06:33:39 AM,41.885444761,-87.702195625,"(41.885444761, -87.702195625)" +6315355,HP375627,06/04/2008 07:05:00 PM,060XX W BELMONT AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2511,025,36,19,19,1135636,1920648,2008,02/04/2016 06:33:39 AM,41.938438137,-87.776920663,"(41.938438137, -87.776920663)" +6316236,HP402676,06/18/2008 05:29:32 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143293,1898684,2008,02/04/2016 06:33:39 AM,41.878026693,-87.749328671,"(41.878026693, -87.749328671)" +6316478,HP401388,06/17/2008 10:25:00 PM,029XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156974,1896894,2008,02/04/2016 06:33:39 AM,41.872848316,-87.69914356,"(41.872848316, -87.69914356)" +6317265,HP389829,06/11/2008 10:40:57 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138864,1899459,2008,02/04/2016 06:33:39 AM,41.880234943,-87.765572318,"(41.880234943, -87.765572318)" +6317271,HP404466,06/19/2008 05:06:24 PM,056XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138409,1905439,2008,02/04/2016 06:33:39 AM,41.896653073,-87.767098157,"(41.896653073, -87.767098157)" +6317349,HP385409,06/09/2008 07:30:00 PM,042XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148005,1906333,2008,02/04/2016 06:33:39 AM,41.898927107,-87.731830278,"(41.898927107, -87.731830278)" +6317352,HP397329,06/15/2008 08:55:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146773,1897319,2008,02/04/2016 06:33:39 AM,41.874215281,-87.736585646,"(41.874215281, -87.736585646)" +6317365,HP379887,06/06/2008 09:15:00 PM,001XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148373,1900379,2008,02/04/2016 06:33:39 AM,41.882581597,-87.730632224,"(41.882581597, -87.730632224)" +6318458,HP403021,06/18/2008 08:00:00 PM,034XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153335,1901782,2008,02/04/2016 06:33:39 AM,41.886334501,-87.712374246,"(41.886334501, -87.712374246)" +6318664,HP406730,06/20/2008 07:47:26 PM,013XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140786,1908227,2008,02/04/2016 06:33:39 AM,41.904260292,-87.758299079,"(41.904260292, -87.758299079)" +6318734,HP405845,06/20/2008 11:50:01 AM,001XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140315,1900516,2008,02/04/2016 06:33:39 AM,41.883109021,-87.76021841,"(41.883109021, -87.76021841)" +6318865,HP401194,06/17/2008 08:40:00 PM,006XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153932,1903972,2008,02/04/2016 06:33:39 AM,41.892332202,-87.710123499,"(41.892332202, -87.710123499)" +6318866,HP404343,06/19/2008 03:27:30 PM,049XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143368,1905208,2008,02/04/2016 06:33:39 AM,41.895927928,-87.748890135,"(41.895927928, -87.748890135)" +6318880,HP404068,06/19/2008 01:09:41 PM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142417,1906182,2008,02/04/2016 06:33:39 AM,41.898618421,-87.752358777,"(41.898618421, -87.752358777)" +6318890,HP402102,06/18/2008 12:25:08 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142787,1899191,2008,02/04/2016 06:33:39 AM,41.879427397,-87.751173979,"(41.879427397, -87.751173979)" +6318977,HP404861,06/19/2008 08:00:00 PM,037XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151415,1907078,2008,02/04/2016 06:33:39 AM,41.900905171,-87.719285805,"(41.900905171, -87.719285805)" +6319011,HP407072,06/20/2008 11:05:00 PM,007XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150256,1904668,2008,02/04/2016 06:33:39 AM,41.894314571,-87.72360584,"(41.894314571, -87.72360584)" +6319013,HP405096,06/19/2008 10:55:00 PM,010XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150527,1906712,2008,02/04/2016 06:33:39 AM,41.899918226,-87.722557089,"(41.899918226, -87.722557089)" +6319022,HP407043,06/20/2008 10:30:00 PM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148123,1898673,2008,02/04/2016 06:33:39 AM,41.877904952,-87.731594161,"(41.877904952, -87.731594161)" +6319470,HP387558,06/10/2008 08:50:00 PM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166707,1852679,2008,02/04/2016 06:33:39 AM,41.751314561,-87.664672335,"(41.751314561, -87.664672335)" +6320343,HP408132,06/21/2008 02:56:17 PM,056XX S MICHIGAN AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0233,002,20,40,19,1178116,1867759,2008,02/04/2016 06:33:39 AM,41.792444765,-87.62240731,"(41.792444765, -87.62240731)" +6320350,HP409033,06/22/2008 12:30:00 AM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1181063,1878354,2008,02/04/2016 06:33:39 AM,41.821450938,-87.611274792,"(41.821450938, -87.611274792)" +6321380,HP408101,06/21/2008 02:50:00 PM,004XX W 60TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,20,68,19,1174228,1865119,2008,02/04/2016 06:33:39 AM,41.785287668,-87.636742402,"(41.785287668, -87.636742402)" +6321634,HP408248,06/21/2008 04:15:00 PM,072XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,17,69,19,1175547,1856970,2008,02/04/2016 06:33:39 AM,41.762896484,-87.632149984,"(41.762896484, -87.632149984)" +6321666,HP405135,06/19/2008 10:30:00 PM,003XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1213,012,2,28,19,1167112,1898584,2008,02/04/2016 06:33:39 AM,41.877274235,-87.661873779,"(41.877274235, -87.661873779)" +6321775,HP409809,06/22/2008 01:30:00 PM,005XX N ALBANY AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1313,012,27,23,19,1155615,1903526,2008,02/04/2016 06:33:39 AM,41.891074625,-87.703954532,"(41.891074625, -87.703954532)" +6323163,HP399453,06/16/2008 09:58:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1182278,1864461,2008,02/04/2016 06:33:39 AM,41.783299299,-87.607248137,"(41.783299299, -87.607248137)" +6323372,HP410247,06/22/2008 06:37:06 PM,040XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0214,002,3,38,19,1178705,1878338,2008,02/04/2016 06:33:39 AM,41.821461084,-87.619925551,"(41.821461084, -87.619925551)" +6323390,HP406613,06/20/2008 06:31:18 PM,001XX E 42ND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0214,002,3,38,19,1178015,1877199,2008,02/04/2016 06:33:39 AM,41.818351267,-87.622491372,"(41.818351267, -87.622491372)" +6323521,HP408792,06/21/2008 09:40:00 PM,061XX S COTTAGE GROVE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0313,003,20,42,19,1182620,1864459,2008,02/04/2016 06:33:39 AM,41.783285879,-87.605994327,"(41.783285879, -87.605994327)" +6323568,HP408807,06/21/2008 09:21:00 PM,004XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180432,1864004,2008,02/04/2016 06:33:39 AM,41.782087824,-87.614030141,"(41.782087824, -87.614030141)" +6323591,HP408797,06/21/2008 09:32:00 PM,061XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182619,1864513,2008,02/04/2016 06:33:39 AM,41.783434083,-87.605996318,"(41.783434083, -87.605996318)" +6323610,HP408801,06/21/2008 07:25:00 PM,075XX S COLFAX AVE,1611,GAMBLING,BOOKMAKING/SPORTS,RESIDENCE PORCH/HALLWAY,true,false,0421,004,7,43,19,1194833,1855559,2008,02/04/2016 06:33:39 AM,41.758571453,-87.561511043,"(41.758571453, -87.561511043)" +6324591,HP406819,06/20/2008 07:49:51 PM,046XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1145352,1899158,2008,02/04/2016 06:33:39 AM,41.879288711,-87.741756429,"(41.879288711, -87.741756429)" +6325434,HP413808,06/24/2008 04:38:36 PM,038XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,3,35,19,1178559,1879683,2008,02/04/2016 06:33:39 AM,41.825155197,-87.620420208,"(41.825155197, -87.620420208)" +6326009,HP413521,06/24/2008 02:59:55 PM,048XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143926,1903551,2008,02/04/2016 06:33:39 AM,41.89137048,-87.746882292,"(41.89137048, -87.746882292)" +6326850,HP414478,06/24/2008 11:05:00 PM,027XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1158037,1900842,2008,02/04/2016 06:33:39 AM,41.883660389,-87.695132998,"(41.883660389, -87.695132998)" +6327054,HP414090,06/24/2008 07:30:00 PM,092XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1173923,1843712,2008,02/04/2016 06:33:39 AM,41.726551003,-87.638494577,"(41.726551003, -87.638494577)" +6327590,HP412192,06/23/2008 07:30:00 PM,039XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150077,1907054,2008,02/04/2016 06:33:39 AM,41.900865488,-87.72420104,"(41.900865488, -87.72420104)" +6327603,HP412120,06/23/2008 07:00:00 PM,034XX W HURON ST,1610,GAMBLING,BOOKMAKING/HORSES,SIDEWALK,true,false,1121,011,27,23,19,1153443,1904456,2008,02/04/2016 06:33:39 AM,41.893670078,-87.711906527,"(41.893670078, -87.711906527)" +6327620,HP414006,06/24/2008 08:30:00 PM,034XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153125,1905781,2008,02/04/2016 06:33:39 AM,41.897312321,-87.713039257,"(41.897312321, -87.713039257)" +6327831,HP416040,06/25/2008 07:58:52 PM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1181063,1878354,2008,02/04/2016 06:33:39 AM,41.821450938,-87.611274792,"(41.821450938, -87.611274792)" +6328164,HP412350,06/23/2008 08:59:17 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142636,1904177,2008,02/04/2016 06:33:39 AM,41.893112395,-87.751604324,"(41.893112395, -87.751604324)" +6329213,HP399548,06/16/2008 11:42:43 PM,015XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153950,1892248,2008,02/04/2016 06:33:39 AM,41.860159955,-87.710369909,"(41.860159955, -87.710369909)" +6329900,HP405015,06/19/2008 09:13:00 PM,009XX W GUNNISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,48,3,19,1169051,1932407,2008,02/04/2016 06:33:39 AM,41.970044452,-87.653770176,"(41.970044452, -87.653770176)" +6330003,HP410529,06/22/2008 08:29:45 PM,070XX S CLYDE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0331,003,5,43,19,1191426,1858808,2008,02/04/2016 06:33:39 AM,41.767570172,-87.573892082,"(41.767570172, -87.573892082)" +6330562,HP413442,06/24/2008 02:00:16 PM,015XX N MASSASOIT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137724,1909707,2008,02/04/2016 06:33:39 AM,41.908377364,-87.769511057,"(41.908377364, -87.769511057)" +6331004,HP416439,06/26/2008 12:21:20 AM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142430,1899183,2008,02/04/2016 06:33:39 AM,41.879412082,-87.752485042,"(41.879412082, -87.752485042)" +6332086,HP418926,06/27/2008 09:49:00 AM,053XX W RACE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140596,1903036,2008,02/04/2016 06:33:39 AM,41.890019061,-87.759124629,"(41.890019061, -87.759124629)" +6332270,HP417963,06/26/2008 06:48:00 PM,065XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,20,42,19,1180700,1861757,2008,02/04/2016 06:33:39 AM,41.775915681,-87.613116588,"(41.775915681, -87.613116588)" +6332184,HP418562,06/27/2008 02:30:00 AM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142928,1903317,2008,02/04/2016 06:33:39 AM,41.890747016,-87.750553356,"(41.890747016, -87.750553356)" +6332213,HP417179,06/26/2008 12:29:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191433,1858545,2008,02/04/2016 06:33:39 AM,41.76684831,-87.573874936,"(41.76684831, -87.573874936)" +6332235,HP419557,06/27/2008 03:45:00 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142731,1904178,2008,02/04/2016 06:33:39 AM,41.893113371,-87.751255395,"(41.893113371, -87.751255395)" +6332266,HP419571,06/27/2008 04:00:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141380,1899914,2008,02/04/2016 06:33:39 AM,41.881437474,-87.756322482,"(41.881437474, -87.756322482)" +6332372,HP417426,06/26/2008 02:45:00 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141936,1903098,2008,02/04/2016 06:33:39 AM,41.890164484,-87.754201943,"(41.890164484, -87.754201943)" +6332842,HP419155,06/27/2008 12:10:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142465,1899184,2008,02/04/2016 06:33:39 AM,41.879414176,-87.752356501,"(41.879414176, -87.752356501)" +6333213,HP414054,06/24/2008 06:29:55 PM,002XX E 136TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0533,005,9,54,19,1180224,1815111,2008,02/04/2016 06:33:39 AM,41.647923888,-87.616285561,"(41.647923888, -87.616285561)" +6333397,HP419459,06/27/2008 02:49:24 PM,008XX N FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1311,012,26,24,19,1156895,1905642,2008,02/04/2016 06:33:39 AM,41.896855262,-87.699196269,"(41.896855262, -87.699196269)" +6333424,HP420183,06/27/2008 09:01:00 PM,047XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2124,002,4,39,19,1183716,1873793,2008,02/04/2016 06:33:39 AM,41.80887363,-87.601684809,"(41.80887363, -87.601684809)" +6333608,HP420041,06/27/2008 07:20:00 PM,042XX W DIVISION ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2534,025,37,23,19,1147959,1907664,2008,02/04/2016 06:33:39 AM,41.902580395,-87.731964966,"(41.902580395, -87.731964966)" +6335856,HP420170,06/27/2008 09:00:00 PM,029XX W WILCOX ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1124,011,2,27,19,1156905,1899216,2008,02/04/2016 06:33:39 AM,41.879221513,-87.699333919,"(41.879221513, -87.699333919)" +6337063,HP411932,06/23/2008 05:15:55 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0212,002,4,35,19,1180453,1881415,2008,02/04/2016 06:33:39 AM,41.829864596,-87.613418466,"(41.829864596, -87.613418466)" +6337208,HP391817,06/12/2008 09:00:00 PM,070XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0322,003,6,69,19,1180466,1858385,2008,02/04/2016 06:33:39 AM,41.766667946,-87.614077781,"(41.766667946, -87.614077781)" +6337318,HP426159,06/30/2008 11:13:00 PM,048XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,46,3,19,1168761,1932314,2008,02/04/2016 06:33:39 AM,41.969795565,-87.65483922,"(41.969795565, -87.65483922)" +6337539,HP422201,06/28/2008 10:00:00 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1185009,1861854,2008,02/04/2016 06:33:39 AM,41.776081745,-87.597317312,"(41.776081745, -87.597317312)" +6337580,HP420431,06/27/2008 11:43:00 PM,065XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,20,42,19,1180697,1861858,2008,02/04/2016 06:33:39 AM,41.776192904,-87.613124484,"(41.776192904, -87.613124484)" +6337952,HP425446,06/30/2008 05:30:00 PM,012XX W 92ND ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2222,022,21,73,19,1169487,1843766,2008,02/04/2016 06:33:39 AM,41.726796298,-87.654742531,"(41.726796298, -87.654742531)" +6340590,HP427120,07/01/2008 01:55:00 AM,037XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151423,1903743,2008,02/04/2016 06:33:39 AM,41.89175344,-87.719344084,"(41.89175344, -87.719344084)" +6339946,HP425881,06/30/2008 08:45:21 PM,067XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,68,19,1173731,1860274,2008,02/04/2016 06:33:39 AM,41.772003478,-87.638708111,"(41.772003478, -87.638708111)" +6340105,HP427117,07/01/2008 02:10:00 PM,064XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167771,1862071,2008,02/04/2016 06:33:39 AM,41.777064691,-87.660504077,"(41.777064691, -87.660504077)" +6340414,HP425795,06/30/2008 07:53:34 PM,049XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143336,1906533,2008,02/04/2016 06:33:39 AM,41.899564478,-87.74897452,"(41.899564478, -87.74897452)" +6340519,HP427996,07/01/2008 09:59:12 PM,002XX S LAVERGNE AVE,1610,GAMBLING,BOOKMAKING/HORSES,SIDEWALK,true,false,1533,015,28,25,19,1143289,1898790,2008,02/04/2016 06:33:39 AM,41.878317645,-87.74934071,"(41.878317645, -87.74934071)" +6341567,HP429375,07/02/2008 04:08:20 PM,0000X N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1139948,1899896,2008,02/04/2016 06:33:39 AM,41.881414379,-87.761581241,"(41.881414379, -87.761581241)" +6342630,HP407033,06/20/2008 10:40:00 PM,037XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151649,1893786,2008,02/04/2016 06:33:39 AM,41.86442591,-87.718775924,"(41.86442591, -87.718775924)" +6342673,HP403025,06/18/2008 08:00:00 PM,019XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155665,1890331,2008,02/04/2016 06:33:39 AM,41.854865175,-87.704126129,"(41.854865175, -87.704126129)" +6343769,HP430074,07/02/2008 10:53:57 PM,008XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140871,1905014,2008,02/04/2016 06:33:39 AM,41.895441878,-87.758065988,"(41.895441878, -87.758065988)" +6344253,HP431628,07/03/2008 07:43:00 PM,038XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,28,26,19,1150782,1900941,2008,02/04/2016 06:33:39 AM,41.884077019,-87.721771544,"(41.884077019, -87.721771544)" +6344322,HP423648,06/29/2008 06:08:48 PM,010XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153184,1906707,2008,02/04/2016 06:33:39 AM,41.899852183,-87.712797957,"(41.899852183, -87.712797957)" +6344361,HP431997,07/03/2008 11:55:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151252,1904776,2008,02/04/2016 06:33:39 AM,41.894591453,-87.719944973,"(41.894591453, -87.719944973)" +6344699,HP393717,06/13/2008 09:15:00 PM,079XX S MARYLAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SIDEWALK,true,false,0624,006,8,44,19,1183280,1852513,2008,02/04/2016 06:33:39 AM,41.750489549,-87.60394598,"(41.750489549, -87.60394598)" +6345175,HP432889,07/04/2008 03:40:41 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141546,1900252,2008,02/04/2016 06:33:39 AM,41.882361924,-87.755704575,"(41.882361924, -87.755704575)" +6345286,HP418071,06/26/2008 08:25:27 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1141933,1903187,2008,02/04/2016 06:33:39 AM,41.890408766,-87.754210755,"(41.890408766, -87.754210755)" +6345822,HP431651,07/03/2008 07:47:53 PM,060XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179073,1865070,2008,02/04/2016 06:33:39 AM,41.785044121,-87.618980083,"(41.785044121, -87.618980083)" +6346340,HP426914,07/01/2008 12:40:00 PM,063XX N FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,2413,024,50,2,19,1156850,1941898,2008,02/04/2016 06:33:39 AM,41.996345007,-87.698375075,"(41.996345007, -87.698375075)" +6346513,HP431798,07/03/2008 09:25:00 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156332,1899869,2008,02/04/2016 06:33:39 AM,41.881025006,-87.701420232,"(41.881025006, -87.701420232)" +6346759,HP434264,07/05/2008 12:14:35 PM,051XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142064,1903521,2008,02/04/2016 06:33:39 AM,41.891322875,-87.753721369,"(41.891322875, -87.753721369)" +6347036,HP428274,07/02/2008 01:05:00 AM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151875,1906066,2008,02/04/2016 06:33:39 AM,41.898119097,-87.717622858,"(41.898119097, -87.717622858)" +6347047,HP424916,06/30/2008 01:30:26 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152897,1894828,2008,02/04/2016 06:33:39 AM,41.867260668,-87.714166918,"(41.867260668, -87.714166918)" +6347083,HP424952,06/30/2008 01:15:00 PM,042XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148041,1899321,2008,02/04/2016 06:33:39 AM,41.879684716,-87.731878574,"(41.879684716, -87.731878574)" +6347403,HP435116,07/05/2008 07:54:00 PM,069XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1186732,1859439,2008,02/04/2016 06:33:39 AM,41.769414136,-87.591077424,"(41.769414136, -87.591077424)" +6348572,HP435008,07/05/2008 06:31:58 PM,074XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169940,1855493,2008,02/04/2016 06:33:39 AM,41.758966989,-87.65274339,"(41.758966989, -87.65274339)" +6349029,HP422302,06/28/2008 11:00:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153542,1905907,2008,02/04/2016 06:33:39 AM,41.897649793,-87.711504309,"(41.897649793, -87.711504309)" +6350748,HP429748,07/02/2008 07:17:06 PM,023XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1332,012,2,28,19,1160889,1900297,2008,02/04/2016 06:33:39 AM,41.882106182,-87.684675329,"(41.882106182, -87.684675329)" +6350929,HP410594,06/22/2008 10:38:00 PM,015XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151629,1892141,2008,02/04/2016 06:33:39 AM,41.859912232,-87.718892563,"(41.859912232, -87.718892563)" +6351494,HP438968,07/07/2008 10:00:00 PM,047XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2312,019,46,3,19,1168772,1931858,2008,02/04/2016 06:33:39 AM,41.968544048,-87.654812052,"(41.968544048, -87.654812052)" +6352759,HP440961,07/08/2008 08:55:07 PM,113XX S THROOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1169699,1829340,2008,02/04/2016 06:33:39 AM,41.68720452,-87.654382593,"(41.68720452, -87.654382593)" +6353016,HP430880,07/03/2008 01:13:00 PM,063XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,16,67,19,1167754,1862667,2008,02/04/2016 06:33:39 AM,41.778700554,-87.660549305,"(41.778700554, -87.660549305)" +6353681,HP414247,06/24/2008 08:42:00 PM,012XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1152561,1894367,2008,02/04/2016 06:33:39 AM,41.866002276,-87.715412613,"(41.866002276, -87.715412613)" +6354007,HP437065,07/06/2008 11:38:58 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899816,2008,02/04/2016 06:33:39 AM,41.881168476,-87.756310214,"(41.881168476, -87.756310214)" +6354073,HP440371,07/08/2008 04:34:16 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143522,1905745,2008,02/04/2016 06:33:39 AM,41.897398638,-87.748311071,"(41.897398638, -87.748311071)" +6354904,HP443086,07/09/2008 09:35:00 PM,099XX S THROOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2213,022,21,73,19,1169326,1838774,2008,02/04/2016 06:33:39 AM,41.713100982,-87.655476273,"(41.713100982, -87.655476273)" +6355340,HP411834,06/23/2008 04:08:19 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162216,1860573,2008,02/04/2016 06:33:39 AM,41.773071434,-87.680910326,"(41.773071434, -87.680910326)" +6355577,HP429818,07/02/2008 07:21:19 PM,023XX W ADAMS ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1211,012,2,28,19,1160791,1899021,2008,02/04/2016 06:33:39 AM,41.878606756,-87.685070577,"(41.878606756, -87.685070577)" +6356087,HP438097,07/07/2008 02:20:00 PM,027XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1158037,1900842,2008,02/04/2016 06:33:39 AM,41.883660389,-87.695132998,"(41.883660389, -87.695132998)" +6356136,HP386616,06/10/2008 12:15:00 PM,047XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,false,false,0224,002,3,38,19,1177953,1873730,2008,02/04/2016 06:33:39 AM,41.808833439,-87.622824022,"(41.808833439, -87.622824022)" +6356290,HP440789,07/08/2008 07:30:00 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1124,011,28,27,19,1156307,1899868,2008,02/04/2016 06:33:39 AM,41.881022767,-87.701512057,"(41.881022767, -87.701512057)" +6356500,HP440732,07/08/2008 07:15:00 PM,008XX W 53RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0934,009,3,61,19,1171589,1869668,2008,02/04/2016 06:33:39 AM,41.797828889,-87.646284839,"(41.797828889, -87.646284839)" +6356678,HP402488,06/18/2008 02:58:00 PM,003XX S HALSTED ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1213,012,27,28,19,1171097,1898751,2008,02/04/2016 06:33:39 AM,41.877646013,-87.647237171,"(41.877646013, -87.647237171)" +6356799,HP417171,06/26/2008 11:30:00 AM,051XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178468,1871084,2008,02/04/2016 06:33:39 AM,41.80156088,-87.621015557,"(41.80156088, -87.621015557)" +6356950,HP431689,07/03/2008 08:05:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151903,1894190,2008,02/04/2016 06:33:39 AM,41.865529539,-87.717832854,"(41.865529539, -87.717832854)" +6358114,HP436991,07/06/2008 10:36:02 PM,070XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176178,1858303,2008,02/04/2016 06:33:39 AM,41.76654025,-87.629797313,"(41.76654025, -87.629797313)" +6358580,HP442438,07/09/2008 05:00:53 PM,011XX W 58TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0712,007,16,68,19,1169522,1866331,2008,02/04/2016 06:33:39 AM,41.788716865,-87.65396156,"(41.788716865, -87.65396156)" +6359013,HP418971,06/27/2008 08:30:00 AM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182650,1863246,2008,02/04/2016 06:33:39 AM,41.7799566,-87.605921959,"(41.7799566, -87.605921959)" +6359327,HP437977,07/07/2008 01:15:00 PM,068XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,20,69,19,1179661,1859655,2008,02/04/2016 06:33:39 AM,41.770171393,-87.616989622,"(41.770171393, -87.616989622)" +6359389,HP442752,07/09/2008 07:05:00 PM,065XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180697,1861858,2008,02/04/2016 06:33:39 AM,41.776192904,-87.613124484,"(41.776192904, -87.613124484)" +6359391,HP440836,07/08/2008 08:10:00 PM,073XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0324,003,5,43,19,1186814,1856517,2008,02/04/2016 06:33:39 AM,41.761393963,-87.590869306,"(41.761393963, -87.590869306)" +6359395,HP438751,07/07/2008 07:40:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860596,2008,02/04/2016 06:33:39 AM,41.772542303,-87.58384145,"(41.772542303, -87.58384145)" +6360652,HP447183,07/11/2008 11:25:34 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152210,1905998,2008,02/04/2016 06:33:39 AM,41.897925894,-87.71639422,"(41.897925894, -87.71639422)" +6361769,HP437320,07/07/2008 05:00:00 AM,008XX N MOHAWK ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172676,1906282,2008,02/04/2016 06:33:39 AM,41.898276757,-87.641216509,"(41.898276757, -87.641216509)" +6362179,HP447475,07/12/2008 02:30:00 AM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1123,011,28,27,19,1153545,1899323,2008,02/04/2016 06:33:39 AM,41.87958258,-87.711668485,"(41.87958258, -87.711668485)" +6363036,HP448685,07/12/2008 05:15:00 PM,008XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171537,1869010,2008,02/04/2016 06:33:39 AM,41.796024406,-87.646494811,"(41.796024406, -87.646494811)" +6363053,HP446628,07/11/2008 06:03:30 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1165919,1869236,2008,02/04/2016 06:33:39 AM,41.796765906,-87.667089942,"(41.796765906, -87.667089942)" +6363113,HP436933,07/06/2008 09:40:00 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1165918,1869283,2008,02/04/2016 06:33:39 AM,41.796894901,-87.667092274,"(41.796894901, -87.667092274)" +6363915,HP449011,07/12/2008 08:45:35 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141361,1900446,2008,02/04/2016 06:33:39 AM,41.882897699,-87.756379117,"(41.882897699, -87.756379117)" +6364547,HP441072,07/08/2008 10:50:00 PM,065XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1164155,1861234,2008,02/04/2016 06:33:39 AM,41.774844722,-87.673783824,"(41.774844722, -87.673783824)" +6365055,HP444319,07/10/2008 02:34:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191431,1858622,2008,02/04/2016 06:33:39 AM,41.767059652,-87.573879775,"(41.767059652, -87.573879775)" +6365258,HP444200,07/10/2008 02:12:07 PM,049XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143289,1904188,2008,02/04/2016 06:33:39 AM,41.893130406,-87.749205794,"(41.893130406, -87.749205794)" +6366025,HP446317,07/11/2008 03:41:13 PM,057XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137730,1906085,2008,02/04/2016 06:33:39 AM,41.898438048,-87.769576457,"(41.898438048, -87.769576457)" +6366588,HP453220,07/15/2008 12:45:00 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188694,1860665,2008,02/04/2016 06:33:39 AM,41.772731693,-87.583846578,"(41.772731693, -87.583846578)" +6367350,HP435609,07/06/2008 03:07:50 AM,013XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1022,010,24,29,19,1154909,1893591,2008,02/04/2016 06:33:39 AM,41.863826147,-87.706813677,"(41.863826147, -87.706813677)" +6367798,HP454869,07/15/2008 08:15:00 PM,045XX N CLARENDON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2313,019,46,3,19,1170091,1930554,2008,02/04/2016 06:33:39 AM,41.964937068,-87.650000419,"(41.964937068, -87.650000419)" +6367866,HP448738,07/12/2008 06:07:52 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141020,1900686,2008,02/04/2016 06:33:39 AM,41.883562573,-87.757625389,"(41.883562573, -87.757625389)" +6369573,HP408693,06/21/2008 08:51:00 PM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166704,1852801,2008,02/04/2016 06:33:39 AM,41.751649411,-87.664679854,"(41.751649411, -87.664679854)" +6369578,HP337713,05/15/2008 07:02:00 PM,040XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149519,1896138,2008,02/04/2016 06:33:39 AM,41.87092165,-87.72653415,"(41.87092165, -87.72653415)" +6369713,HP452919,07/14/2008 08:26:33 PM,047XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,2132,002,4,39,19,1186364,1873970,2008,02/04/2016 06:33:39 AM,41.809297059,-87.591967028,"(41.809297059, -87.591967028)" +6370993,HP392627,06/13/2008 10:30:00 AM,072XX S STONY ISLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0324,003,5,43,19,1188059,1857479,2008,02/04/2016 06:33:39 AM,41.764004198,-87.586275721,"(41.764004198, -87.586275721)" +6371011,HP439890,07/08/2008 11:30:00 AM,107XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178807,1833727,2008,02/04/2016 06:33:39 AM,41.699041254,-87.620906719,"(41.699041254, -87.620906719)" +6371326,HP456538,07/16/2008 05:39:52 PM,008XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136985,1905190,2008,02/04/2016 06:33:39 AM,41.895995456,-87.772334331,"(41.895995456, -87.772334331)" +6371948,HP413823,06/24/2008 05:20:00 PM,076XX S UNION AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0621,006,17,71,19,1172958,1854198,2008,02/04/2016 06:33:39 AM,41.755347295,-87.64172076,"(41.755347295, -87.64172076)" +6373619,HP459622,07/14/2008 12:00:00 PM,050XX W QUINCY ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,1533,015,28,25,19,1142959,1898535,2008,02/04/2016 06:33:39 AM,41.877624049,-87.75055877,"(41.877624049, -87.75055877)" +6373833,HP380041,06/06/2008 11:10:00 PM,053XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140530,1900229,2008,02/04/2016 06:33:39 AM,41.882317514,-87.759435955,"(41.882317514, -87.759435955)" +6375441,HP460070,07/18/2008 01:34:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2008,02/04/2016 06:33:39 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +6375490,HP460216,07/18/2008 02:00:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192103,1858518,2008,02/04/2016 06:33:39 AM,41.76675796,-87.571420043,"(41.76675796, -87.571420043)" +6375613,HP462717,07/19/2008 08:00:00 PM,008XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142872,1904997,2008,02/04/2016 06:33:39 AM,41.895358177,-87.750717124,"(41.895358177, -87.750717124)" +6375855,HP459077,07/17/2008 10:27:20 PM,008XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142203,1905113,2008,02/04/2016 06:33:39 AM,41.895688934,-87.753171348,"(41.895688934, -87.753171348)" +6375876,HP460106,07/18/2008 02:33:46 PM,005XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143348,1897089,2008,02/04/2016 06:33:39 AM,41.873648787,-87.749166581,"(41.873648787, -87.749166581)" +6375888,HP461174,07/19/2008 12:31:56 AM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142489,1907087,2008,02/04/2016 06:33:39 AM,41.901100507,-87.7520718,"(41.901100507, -87.7520718)" +6375925,HP450646,07/13/2008 07:34:09 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141336,1902645,2008,02/04/2016 06:33:39 AM,41.888932488,-87.756416633,"(41.888932488, -87.756416633)" +6375979,HP452809,07/14/2008 08:04:46 PM,005XX E 35TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0212,002,4,35,19,1180685,1881905,2008,02/04/2016 06:33:39 AM,41.831203853,-87.612552184,"(41.831203853, -87.612552184)" +6376043,HP456989,07/16/2008 09:45:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,false,false,2124,002,4,39,19,1182442,1871609,2008,02/04/2016 06:33:39 AM,41.802910226,-87.606425272,"(41.802910226, -87.606425272)" +6376491,HP459761,07/18/2008 10:54:48 AM,057XX W OHIO ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1137970,1903398,2008,02/04/2016 06:33:39 AM,41.891060252,-87.768759881,"(41.891060252, -87.768759881)" +6376433,HP450577,07/13/2008 06:54:08 PM,010XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143507,1906325,2008,02/04/2016 06:33:39 AM,41.898990504,-87.748351639,"(41.898990504, -87.748351639)" +6376634,HP410280,06/22/2008 07:01:00 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0611,006,21,71,19,1166411,1851330,2008,02/04/2016 06:33:39 AM,41.747619022,-87.665795386,"(41.747619022, -87.665795386)" +6376786,HP464036,07/20/2008 02:40:00 PM,049XX N MARINE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2024,020,48,3,19,1169842,1933434,2008,02/04/2016 06:33:39 AM,41.972845315,-87.65083157,"(41.972845315, -87.65083157)" +6376836,HP464044,07/20/2008 02:15:00 PM,012XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150151,1908118,2008,02/04/2016 06:33:39 AM,41.903783767,-87.723901467,"(41.903783767, -87.723901467)" +6377965,HP456636,07/16/2008 06:00:00 PM,016XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136842,1910295,2008,02/04/2016 06:33:39 AM,41.91000677,-87.772737021,"(41.91000677, -87.772737021)" +6378063,HP460260,07/18/2008 03:57:23 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174385,1862249,2008,02/04/2016 06:33:39 AM,41.777408581,-87.636252076,"(41.777408581, -87.636252076)" +6378114,HP420403,06/27/2008 11:35:17 PM,075XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,17,71,19,1170623,1854691,2008,02/04/2016 06:33:39 AM,41.756751343,-87.650263572,"(41.756751343, -87.650263572)" +6378144,HP464157,07/20/2008 04:10:18 PM,067XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171467,1860195,2008,02/04/2016 06:33:39 AM,41.771836571,-87.647009523,"(41.771836571, -87.647009523)" +6378230,HP363001,05/29/2008 01:19:23 PM,038XX W 80TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0834,008,18,70,19,1152137,1851265,2008,02/04/2016 06:33:39 AM,41.747732627,-87.718101834,"(41.747732627, -87.718101834)" +6378584,HP460717,07/18/2008 07:10:48 PM,029XX N CLYBOURN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1913,019,1,5,19,1161568,1919514,2008,02/04/2016 06:33:39 AM,41.934824952,-87.681645924,"(41.934824952, -87.681645924)" +6378636,HP422107,06/28/2008 08:10:00 PM,078XX S ADA ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0612,006,17,71,19,1168802,1852763,2008,02/04/2016 06:33:39 AM,41.751500134,-87.656992757,"(41.751500134, -87.656992757)" +6379289,HP426126,06/30/2008 11:20:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,18,71,19,1164699,1853416,2008,02/04/2016 06:33:39 AM,41.753379583,-87.672009938,"(41.753379583, -87.672009938)" +6379381,HP462724,07/19/2008 07:45:00 PM,098XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169390,1839583,2008,02/04/2016 06:33:39 AM,41.715319619,-87.655218549,"(41.715319619, -87.655218549)" +6380150,HP460999,07/18/2008 10:10:00 PM,047XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175089,1873457,2008,02/04/2016 06:33:39 AM,41.808148794,-87.633336667,"(41.808148794, -87.633336667)" +6380516,HP452280,07/14/2008 04:20:00 PM,014XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1231,012,2,28,19,1167934,1893304,2008,02/04/2016 06:33:39 AM,41.862767805,-87.659007934,"(41.862767805, -87.659007934)" +6381179,HP368151,05/31/2008 10:15:41 PM,024XX W 63RD ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0825,008,15,66,19,1160989,1862809,2008,02/04/2016 06:33:39 AM,41.779232785,-87.685346466,"(41.779232785, -87.685346466)" +6381589,HP467804,07/22/2008 01:45:00 PM,043XX S INDIANA AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0221,002,3,38,19,1178324,1876277,2008,02/04/2016 06:33:39 AM,41.815814201,-87.621385889,"(41.815814201, -87.621385889)" +6382811,HP370765,06/02/2008 11:45:00 AM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162217,1860559,2008,02/04/2016 06:33:39 AM,41.773032995,-87.680907049,"(41.773032995, -87.680907049)" +6382891,HP370913,06/02/2008 01:45:00 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0825,008,15,66,19,1161111,1863169,2008,02/04/2016 06:33:39 AM,41.780218151,-87.684889246,"(41.780218151, -87.684889246)" 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ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171320,1865543,2008,02/04/2016 06:33:39 AM,41.786515327,-87.647391999,"(41.786515327, -87.647391999)" +6385505,HP467929,07/22/2008 02:34:44 PM,070XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164569,1858081,2008,02/04/2016 06:33:39 AM,41.76618374,-87.672354986,"(41.76618374, -87.672354986)" +6386682,HP444838,07/10/2008 07:20:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1133,011,24,27,19,1152927,1896474,2008,02/04/2016 06:33:39 AM,41.87177688,-87.714013186,"(41.87177688, -87.714013186)" +6388538,HP470705,07/23/2008 09:04:52 PM,007XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142895,1904276,2008,02/04/2016 06:33:39 AM,41.89337924,-87.750650633,"(41.89337924, -87.750650633)" +6388787,HP467547,07/22/2008 11:57:56 AM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166876,1870607,2008,02/04/2016 06:33:39 AM,41.800507683,-87.663541346,"(41.800507683, -87.663541346)" +6388858,HP446869,07/11/2008 08:27:57 PM,044XX S LAMON AVE,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144398,1874820,2008,02/04/2016 06:33:39 AM,41.812519883,-87.745870702,"(41.812519883, -87.745870702)" +6389920,HP473617,07/25/2008 11:44:19 AM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,35,19,1180453,1881415,2008,02/04/2016 06:33:39 AM,41.829864596,-87.613418466,"(41.829864596, -87.613418466)" +6389987,HP475313,07/26/2008 04:10:00 AM,100XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,9,73,19,1174071,1838361,2008,02/04/2016 06:33:39 AM,41.711863827,-87.638110725,"(41.711863827, -87.638110725)" +6390168,HP474192,07/25/2008 04:04:59 PM,051XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142262,1900501,2008,02/04/2016 06:33:39 AM,41.883031956,-87.753069199,"(41.883031956, -87.753069199)" 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PROPERTY,true,false,0835,008,18,70,19,1158362,1849444,2008,02/04/2016 06:33:39 AM,41.742611107,-87.695340778,"(41.742611107, -87.695340778)" +6392943,HP399525,06/16/2008 10:37:21 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862613,2008,02/04/2016 06:33:39 AM,41.778692079,-87.68484596,"(41.778692079, -87.68484596)" +6393043,HP478347,07/27/2008 07:34:48 PM,008XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141868,1905175,2008,02/04/2016 06:33:39 AM,41.895865279,-87.754400207,"(41.895865279, -87.754400207)" +6393063,HP476895,07/27/2008 12:29:12 AM,001XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140318,1900411,2008,02/04/2016 06:33:39 AM,41.882820833,-87.760209969,"(41.882820833, -87.760209969)" +6393070,HP476602,07/26/2008 08:41:16 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1524,015,37,25,19,1139778,1904425,2008,02/04/2016 06:33:39 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ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153473,1899322,2008,02/04/2016 06:33:39 AM,41.879581267,-87.711932887,"(41.879581267, -87.711932887)" +6396844,HP474953,07/25/2008 11:31:18 PM,066XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181375,1861109,2008,02/04/2016 06:33:39 AM,41.774121967,-87.610662082,"(41.774121967, -87.610662082)" +6396866,HP480835,07/28/2008 11:20:16 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191433,1858556,2008,02/04/2016 06:33:39 AM,41.766878495,-87.57387458,"(41.766878495, -87.57387458)" +6396936,HP477824,07/27/2008 01:35:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156136,1901478,2008,02/04/2016 06:33:39 AM,41.885444216,-87.702096476,"(41.885444216, -87.702096476)" +6398721,HP476670,07/26/2008 09:05:00 PM,073XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1193919,1856810,2008,02/04/2016 06:33:39 AM,41.762026746,-87.564819757,"(41.762026746, -87.564819757)" +6398802,HP480080,07/28/2008 04:52:00 PM,061XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180307,1864312,2008,02/04/2016 06:33:39 AM,41.782935874,-87.614478979,"(41.782935874, -87.614478979)" +6399209,HP440825,07/08/2008 08:02:22 PM,059XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160057,1865191,2008,02/04/2016 06:33:39 AM,41.785788544,-87.688697825,"(41.785788544, -87.688697825)" +6399351,HP435038,07/05/2008 06:51:31 PM,033XX W 72ND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0831,008,18,66,19,1155510,1856677,2008,02/04/2016 06:33:39 AM,41.762517178,-87.705597292,"(41.762517178, -87.705597292)" +6399793,HP470730,07/23/2008 09:10:00 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152177,1893045,2008,02/04/2016 06:33:39 AM,41.862382133,-87.716857164,"(41.862382133, -87.716857164)" +6400826,HP478274,07/27/2008 06:30:00 PM,024XX E 107TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0434,004,10,51,19,1194281,1834558,2008,02/04/2016 06:33:39 AM,41.700956393,-87.564221765,"(41.700956393, -87.564221765)" +6401028,HP484789,07/30/2008 09:15:00 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0431,004,7,51,19,1192688,1840623,2008,02/04/2016 06:33:39 AM,41.717638272,-87.569857762,"(41.717638272, -87.569857762)" +6401161,HP450282,07/13/2008 04:07:07 PM,029XX W 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157920,1864054,2008,02/04/2016 06:33:39 AM,41.782712154,-87.696564015,"(41.782712154, -87.696564015)" +6402384,HP468386,07/22/2008 06:41:00 PM,013XX S HOMAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1021,010,24,29,19,1153916,1893509,2008,02/04/2016 06:33:39 AM,41.863620958,-87.710461133,"(41.863620958, -87.710461133)" +6402510,HP470374,07/23/2008 06:10:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151903,1894170,2008,02/04/2016 06:33:39 AM,41.865474657,-87.717833381,"(41.865474657, -87.717833381)" +6402662,HP464435,07/20/2008 06:45:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,false,false,2124,002,4,39,19,1182434,1871952,2008,02/04/2016 06:33:39 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +6403455,HP478377,07/27/2008 07:45:00 PM,079XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0422,004,7,46,19,1193902,1852877,2008,02/04/2016 06:33:39 AM,41.751234705,-87.5650108,"(41.751234705, -87.5650108)" +6403458,HP480505,07/28/2008 08:00:00 PM,078XX S JEFFERY BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1190897,1853327,2008,02/04/2016 06:33:39 AM,41.752542654,-87.57600793,"(41.752542654, -87.57600793)" +6405440,HP479895,07/28/2008 03:35:43 PM,004XX W TREMONT 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PROPERTY,true,false,2233,022,34,49,19,1174150,1835631,2008,02/04/2016 06:33:39 AM,41.704370559,-87.637902149,"(41.704370559, -87.637902149)" +6406556,HP479366,07/28/2008 11:10:08 AM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143201,1906197,2008,02/04/2016 06:33:39 AM,41.898644978,-87.749478779,"(41.898644978, -87.749478779)" +6406695,HP490720,08/02/2008 10:29:05 PM,062XX W BLOOMINGDALE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2513,025,29,25,19,1134732,1911315,2008,02/04/2016 06:33:39 AM,41.912843356,-87.780464288,"(41.912843356, -87.780464288)" +6407244,HP491817,08/03/2008 02:48:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144099,1901497,2008,02/04/2016 06:33:39 AM,41.885730817,-87.746298543,"(41.885730817, -87.746298543)" +6409114,HP493366,08/04/2008 12:00:00 PM,027XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1158037,1900842,2008,02/04/2016 06:33:39 AM,41.883660389,-87.695132998,"(41.883660389, -87.695132998)" +6409322,HP490967,08/03/2008 01:10:00 AM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,false,false,2124,002,4,39,19,1182434,1871952,2008,02/04/2016 06:33:39 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +6409361,HP484682,07/30/2008 08:50:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151904,1894163,2008,02/04/2016 06:33:39 AM,41.865455429,-87.717829894,"(41.865455429, -87.717829894)" +6409433,HP482171,07/29/2008 04:27:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151904,1894136,2008,02/04/2016 06:33:39 AM,41.865381337,-87.717830604,"(41.865381337, -87.717830604)" +6410263,HP469984,07/23/2008 02:50:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177251,1830685,2008,02/04/2016 06:33:39 AM,41.690728743,-87.626695422,"(41.690728743, -87.626695422)" +6411543,HP495606,08/05/2008 01:49:00 PM,043XX S MICHIGAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0221,002,3,38,19,1177879,1876339,2008,02/04/2016 06:33:39 AM,41.81599444,-87.62301634,"(41.81599444, -87.62301634)" +6412039,HP496265,08/05/2008 08:05:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1533,015,28,25,19,1142465,1899184,2008,02/04/2016 06:33:39 AM,41.879414176,-87.752356501,"(41.879414176, -87.752356501)" +6412065,HP496535,08/05/2008 10:30:00 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142598,1903219,2008,02/04/2016 06:33:39 AM,41.890484236,-87.751767733,"(41.890484236, -87.751767733)" +6412473,HP475780,07/26/2008 12:11:40 PM,070XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171190,1858158,2008,02/04/2016 06:33:39 AM,41.766252855,-87.648084406,"(41.766252855, -87.648084406)" +6413345,HP490037,08/02/2008 02:30:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153560,1899324,2008,02/04/2016 06:33:39 AM,41.879585026,-87.711613381,"(41.879585026, -87.711613381)" +6413324,HP450224,07/13/2008 03:00:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151526,1906595,2008,02/04/2016 06:33:39 AM,41.899577591,-87.718890798,"(41.899577591, -87.718890798)" +6413364,HP490424,08/02/2008 06:45:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153552,1899323,2008,02/04/2016 06:33:39 AM,41.879582441,-87.711642782,"(41.879582441, -87.711642782)" +6413461,HP449864,07/13/2008 10:54:00 AM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151274,1903983,2008,02/04/2016 06:33:39 AM,41.892414949,-87.719884996,"(41.892414949, -87.719884996)" +6413541,HP436210,07/06/2008 01:30:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150295,1903269,2008,02/04/2016 06:33:39 AM,41.890474809,-87.723499122,"(41.890474809, -87.723499122)" +6413671,HP442223,07/09/2008 02:45:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153246,1904715,2008,02/04/2016 06:33:39 AM,41.894384712,-87.712623163,"(41.894384712, -87.712623163)" +6413706,HP482708,07/29/2008 09:05:00 PM,045XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146202,1898303,2008,02/04/2016 06:33:39 AM,41.87692637,-87.738657089,"(41.87692637, -87.738657089)" +6413723,HP485396,07/31/2008 08:35:00 AM,001XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157076,1899313,2008,02/04/2016 06:33:39 AM,41.879484223,-87.698703401,"(41.879484223, -87.698703401)" +6413751,HP497478,08/06/2008 12:38:00 PM,005XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1180703,1878345,2008,02/04/2016 06:33:39 AM,41.821434535,-87.61259572,"(41.821434535, -87.61259572)" +6414235,HP497755,08/06/2008 03:55:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143898,1901492,2008,02/04/2016 06:33:39 AM,41.885720867,-87.74703679,"(41.885720867, -87.74703679)" +6414655,HP498540,08/06/2008 10:38:00 PM,011XX S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136892,1894418,2008,02/04/2016 06:33:39 AM,41.866437316,-87.77293425,"(41.866437316, -87.77293425)" +6414822,HP498015,08/06/2008 05:38:00 PM,007XX E OAKWOOD BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,4,38,19,1181987,1878827,2008,02/04/2016 06:33:39 AM,41.822727526,-87.607870473,"(41.822727526, -87.607870473)" +6414920,HP498467,08/06/2008 09:55:50 PM,016XX N MELVINA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2513,025,29,25,19,1134829,1910241,2008,02/04/2016 06:33:39 AM,41.909894452,-87.780133375,"(41.909894452, -87.780133375)" +6414934,HP497682,08/06/2008 02:46:07 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142015,1900761,2008,02/04/2016 06:33:39 AM,41.883750008,-87.753969761,"(41.883750008, -87.753969761)" +6415010,HP490503,08/02/2008 07:20:22 PM,055XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1172578,1868086,2008,02/04/2016 06:33:39 AM,41.793465964,-87.642704634,"(41.793465964, -87.642704634)" +6415328,HP484740,07/30/2008 09:44:03 PM,003XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143314,1898083,2008,02/04/2016 06:33:39 AM,41.876377082,-87.74926658,"(41.876377082, -87.74926658)" +6415530,HP496320,08/05/2008 08:33:42 PM,056XX W RACE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138792,1902756,2008,02/04/2016 06:33:39 AM,41.889283642,-87.765756628,"(41.889283642, -87.765756628)" +6415588,HP498699,08/07/2008 01:03:35 AM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144127,1898232,2008,02/04/2016 06:33:39 AM,41.876770736,-87.746277736,"(41.876770736, -87.746277736)" +6416103,HP488749,08/01/2008 09:37:20 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141487,1900250,2008,02/04/2016 06:33:39 AM,41.882357525,-87.755921276,"(41.882357525, -87.755921276)" +6416172,HP499167,08/07/2008 11:05:00 AM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,28,25,19,1140610,1899502,2008,02/04/2016 06:33:39 AM,41.880321065,-87.759160051,"(41.880321065, -87.759160051)" +6417426,HP493631,08/04/2008 02:00:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904735,2008,02/04/2016 06:33:39 AM,41.894478926,-87.719942377,"(41.894478926, -87.719942377)" +6417488,HP493967,08/04/2008 04:11:21 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169298,1866808,2008,02/04/2016 06:33:39 AM,41.790030663,-87.654769084,"(41.790030663, -87.654769084)" +6418251,HP458368,07/17/2008 03:45:00 PM,058XX N NORTHWEST HWY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1611,016,41,10,19,1131942,1938426,2008,02/04/2016 06:33:39 AM,41.987287784,-87.790082952,"(41.987287784, -87.790082952)" +6418355,HP460418,07/18/2008 03:30:00 PM,115XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0532,005,9,53,19,1178884,1828608,2008,02/04/2016 06:33:39 AM,41.684992237,-87.620779831,"(41.684992237, -87.620779831)" +6418360,HP496540,08/05/2008 10:40:00 PM,029XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,27,19,1156949,1895898,2008,02/04/2016 06:33:39 AM,41.870115697,-87.699262359,"(41.870115697, -87.699262359)" +6418476,HP475718,07/26/2008 11:29:07 AM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1533,015,28,25,19,1142285,1899542,2008,02/04/2016 06:33:39 AM,41.880399914,-87.753008553,"(41.880399914, -87.753008553)" +6418562,HP495139,08/05/2008 10:36:00 AM,043XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147361,1906313,2008,02/04/2016 06:33:39 AM,41.898884591,-87.734196199,"(41.898884591, -87.734196199)" +6418624,HP488432,08/01/2008 06:15:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152552,1894695,2008,02/04/2016 06:33:39 AM,41.866902523,-87.715436986,"(41.866902523, -87.715436986)" +6418809,HP442786,07/09/2008 06:30:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,47,4,19,1157997,1931783,2008,02/04/2016 06:33:39 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +6418931,HP440907,07/08/2008 07:00:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,2111,009,25,34,19,1175324,1889434,2008,02/04/2016 06:33:39 AM,41.851985768,-87.631996346,"(41.851985768, -87.631996346)" +6419046,HP501743,08/08/2008 03:00:00 PM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1181113,1878355,2008,02/04/2016 06:33:39 AM,41.821452529,-87.611091338,"(41.821452529, -87.611091338)" +6419254,HP502445,08/08/2008 09:55:00 PM,042XX W DIVISION ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2534,025,37,23,19,1147986,1907664,2008,02/04/2016 06:33:39 AM,41.902579875,-87.73186579,"(41.902579875, -87.73186579)" +6419609,HP501484,08/08/2008 01:00:00 PM,109XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1170283,1832016,2008,02/04/2016 06:33:39 AM,41.694535248,-87.652167179,"(41.694535248, -87.652167179)" +6419729,HP502625,08/08/2008 11:28:37 PM,052XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141158,1907822,2008,02/04/2016 06:33:39 AM,41.903142075,-87.756942602,"(41.903142075, -87.756942602)" +6419755,HP444273,07/10/2008 02:45:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0522,005,34,49,19,1177239,1830685,2008,02/04/2016 06:33:39 AM,41.690729013,-87.626739355,"(41.690729013, -87.626739355)" +6419831,HP450550,07/13/2008 06:10:42 PM,0000X E 118TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1178617,1826404,2008,02/04/2016 06:33:39 AM,41.678950189,-87.621823874,"(41.678950189, -87.621823874)" +6419854,HP501905,08/08/2008 04:49:17 PM,001XX E 47TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1178059,1873898,2008,02/04/2016 06:33:39 AM,41.80929204,-87.622430142,"(41.80929204, -87.622430142)" +6420279,HP458997,07/17/2008 07:47:21 PM,006XX E 131ST ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183034,1818559,2008,02/04/2016 06:33:39 AM,41.657321134,-87.605898416,"(41.657321134, -87.605898416)" +6420344,HP494375,08/04/2008 07:47:00 PM,084XX S MUSKEGON AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0423,004,10,46,19,1196622,1849537,2008,02/04/2016 06:33:39 AM,41.742002405,-87.555154245,"(41.742002405, -87.555154245)" +6420438,HP464596,07/20/2008 08:51:55 PM,118XX S UNION AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0524,005,34,53,19,1173776,1826446,2008,02/04/2016 06:33:39 AM,41.67917378,-87.639542574,"(41.67917378, -87.639542574)" +6421071,HP503929,08/09/2008 05:15:40 PM,020XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163870,1859556,2008,02/04/2016 06:33:39 AM,41.770246055,-87.674875692,"(41.770246055, -87.674875692)" +6421284,HP499642,08/07/2008 03:07:01 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142731,1904178,2008,02/04/2016 06:33:39 AM,41.893113371,-87.751255395,"(41.893113371, -87.751255395)" +6421561,HP501726,08/08/2008 03:12:22 PM,007XX W 54TH PL,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0934,009,3,61,19,1172292,1868732,2008,02/04/2016 06:33:39 AM,41.795244958,-87.643734366,"(41.795244958, -87.643734366)" +6421810,HP502724,08/09/2008 01:08:00 AM,040XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149427,1899029,2008,02/04/2016 06:33:39 AM,41.878856669,-87.726796913,"(41.878856669, -87.726796913)" +6421835,HP494262,08/04/2008 07:05:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153227,1905353,2008,02/04/2016 06:33:39 AM,41.896135823,-87.712675995,"(41.896135823, -87.712675995)" +6422143,HP505849,08/10/2008 08:00:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143347,1904516,2008,02/04/2016 06:33:39 AM,41.894029393,-87.748984575,"(41.894029393, -87.748984575)" +6422463,HP501851,08/08/2008 04:16:00 PM,085XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195312,1848853,2008,02/04/2016 06:33:39 AM,41.74015786,-87.559976481,"(41.74015786, -87.559976481)" +6423069,HP502601,08/08/2008 11:25:22 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191759,1858815,2008,02/04/2016 06:33:39 AM,41.767581306,-87.572671287,"(41.767581306, -87.572671287)" +6423124,HP502458,08/08/2008 10:00:00 PM,074XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1182514,1855803,2008,02/04/2016 06:33:39 AM,41.759535438,-87.606651098,"(41.759535438, -87.606651098)" +6423275,HP499759,08/07/2008 03:25:00 PM,070XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0331,003,5,43,19,1192538,1858860,2008,02/04/2016 06:33:39 AM,41.767685849,-87.5698145,"(41.767685849, -87.5698145)" +6423731,HP490437,08/02/2008 06:45:00 PM,073XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0323,003,6,69,19,1183172,1856502,2008,02/04/2016 06:33:39 AM,41.761438286,-87.604217854,"(41.761438286, -87.604217854)" +6423795,HP500409,08/07/2008 09:20:00 PM,078XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,69,19,1181594,1853100,2008,02/04/2016 06:33:39 AM,41.752139395,-87.610106125,"(41.752139395, -87.610106125)" +6423836,HP504331,08/09/2008 10:00:00 PM,059XX S LA SALLE ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0233,002,20,68,19,1176318,1865623,2008,02/04/2016 06:33:39 AM,41.786623976,-87.629064433,"(41.786623976, -87.629064433)" +6423843,HP482061,07/29/2008 04:09:46 PM,021XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,30,19,1154027,1889576,2008,02/04/2016 06:33:39 AM,41.852826148,-87.710158447,"(41.852826148, -87.710158447)" +6424522,HP507961,08/11/2008 09:00:00 PM,013XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151464,1893655,2008,02/04/2016 06:33:39 AM,41.864070063,-87.719458499,"(41.864070063, -87.719458499)" +6425137,HP492222,08/03/2008 07:05:11 PM,057XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1170958,1866692,2008,02/04/2016 06:33:39 AM,41.789676231,-87.648685729,"(41.789676231, -87.648685729)" +6425513,HP410469,06/22/2008 09:06:19 PM,0000X E 118TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0532,005,9,53,19,1178593,1826403,2008,02/04/2016 06:33:39 AM,41.678947989,-87.621911753,"(41.678947989, -87.621911753)" +6425802,HP509191,08/12/2008 03:30:00 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143201,1906197,2008,02/04/2016 06:33:39 AM,41.898644978,-87.749478779,"(41.898644978, -87.749478779)" +6426021,HP508193,08/12/2008 12:40:29 AM,0000X N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143053,1899680,2008,02/04/2016 06:33:39 AM,41.880764318,-87.750185056,"(41.880764318, -87.750185056)" +6426076,HP498131,08/06/2008 07:15:35 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140621,1899502,2008,02/04/2016 06:33:39 AM,41.880320863,-87.759119659,"(41.880320863, -87.759119659)" +6427346,HP509779,08/12/2008 08:40:00 PM,045XX N CLARENDON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2313,019,46,3,19,1170091,1930539,2008,02/04/2016 06:33:39 AM,41.964895907,-87.650000859,"(41.964895907, -87.650000859)" +6427355,HP504320,08/09/2008 09:30:00 PM,016XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137180,1910404,2008,02/04/2016 06:33:39 AM,41.91029981,-87.771492703,"(41.91029981, -87.771492703)" +6427375,HP509866,08/12/2008 09:55:00 PM,041XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148413,1907677,2008,02/04/2016 06:33:39 AM,41.902607323,-87.730296997,"(41.902607323, -87.730296997)" +6427619,HP507429,08/11/2008 04:51:28 PM,007XX N MENARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137593,1904508,2008,02/04/2016 06:33:39 AM,41.894113031,-87.77011768,"(41.894113031, -87.77011768)" +6427845,HP508251,08/12/2008 02:49:23 AM,071XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,0734,007,17,67,19,1166911,1857552,2008,02/04/2016 06:33:39 AM,41.764682386,-87.663785792,"(41.764682386, -87.663785792)" +6427879,HP509364,08/12/2008 05:09:10 PM,057XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0711,007,20,68,19,1174946,1867025,2008,02/04/2016 06:33:39 AM,41.79050194,-87.634053068,"(41.79050194, -87.634053068)" +6428024,HP496397,08/05/2008 09:05:00 PM,066XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1173184,1860764,2008,02/04/2016 06:33:39 AM,41.773360201,-87.64069877,"(41.773360201, -87.64069877)" +6428057,HP441865,07/09/2008 10:00:00 AM,055XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,3,40,19,1178540,1868393,2008,02/04/2016 06:33:39 AM,41.794174889,-87.620833308,"(41.794174889, -87.620833308)" +6429526,HP511571,08/13/2008 07:45:00 PM,049XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143545,1899209,2008,02/04/2016 06:33:39 AM,41.879462649,-87.748390237,"(41.879462649, -87.748390237)" +6430240,HP505054,08/10/2008 11:05:21 AM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141914,1903729,2008,02/04/2016 06:33:39 AM,41.891896431,-87.7542671,"(41.891896431, -87.7542671)" +6430594,HP509529,08/12/2008 06:52:57 PM,0000X N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137165,1899602,2008,02/04/2016 06:33:39 AM,41.880658027,-87.771807522,"(41.880658027, -87.771807522)" +6431382,HP512504,08/14/2008 11:00:00 AM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141020,1900686,2008,02/04/2016 06:33:39 AM,41.883562573,-87.757625389,"(41.883562573, -87.757625389)" +6431405,HP502234,08/08/2008 07:48:22 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150298,1892213,2008,02/04/2016 06:33:39 AM,41.860135843,-87.723776459,"(41.860135843, -87.723776459)" +6431596,HP498491,08/06/2008 10:26:53 PM,022XX S KIRKLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147701,1888808,2008,02/04/2016 06:33:39 AM,41.850842292,-87.733396785,"(41.850842292, -87.733396785)" +6431798,HP510115,08/13/2008 12:25:35 AM,015XX S CENTRAL PARK AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1021,010,24,29,19,1152626,1892136,2008,02/04/2016 06:33:39 AM,41.859878874,-87.715232958,"(41.859878874, -87.715232958)" +6431801,HP504066,08/09/2008 07:07:44 PM,040XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149516,1899031,2008,02/04/2016 06:33:39 AM,41.87886043,-87.726470068,"(41.87886043, -87.726470068)" +6431903,HP495631,08/05/2008 02:32:49 PM,051XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141905,1900107,2008,02/04/2016 06:33:39 AM,41.881957388,-87.754389898,"(41.881957388, -87.754389898)" +6432132,HP513657,08/14/2008 08:15:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182442,1871618,2008,02/04/2016 06:33:39 AM,41.802934923,-87.606424993,"(41.802934923, -87.606424993)" +6432241,HP513483,08/14/2008 07:25:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174384,1862256,2008,02/04/2016 06:33:39 AM,41.777427812,-87.636255534,"(41.777427812, -87.636255534)" +6432333,HP513936,08/14/2008 11:15:00 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,35,19,1180453,1881415,2008,02/04/2016 06:33:39 AM,41.829864596,-87.613418466,"(41.829864596, -87.613418466)" +6432823,HP497923,08/06/2008 05:00:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1231,012,2,28,19,1167650,1894516,2008,02/04/2016 06:33:39 AM,41.866099751,-87.660015567,"(41.866099751, -87.660015567)" +6433021,HP496086,08/05/2008 06:46:00 PM,022XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1151391,1888853,2008,02/04/2016 06:33:39 AM,41.850894236,-87.719852434,"(41.850894236, -87.719852434)" +6433278,HP509813,08/12/2008 08:20:00 PM,024XX E 87TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,STREET,true,false,0423,004,7,46,19,1194099,1847770,2008,02/04/2016 06:33:39 AM,41.737215842,-87.564456124,"(41.737215842, -87.564456124)" +6433401,HP490678,08/02/2008 09:57:54 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141353,1900671,2008,02/04/2016 06:33:39 AM,41.883515275,-87.75640294,"(41.883515275, -87.75640294)" +6433489,HP486575,07/31/2008 07:22:32 PM,039XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150271,1889765,2008,02/04/2016 06:33:39 AM,41.85341876,-87.723939347,"(41.85341876, -87.723939347)" +6433490,HP507714,08/11/2008 07:10:56 PM,049XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143320,1902878,2008,02/04/2016 06:33:39 AM,41.889535033,-87.749124699,"(41.889535033, -87.749124699)" +6433561,HP509766,08/12/2008 08:53:07 PM,054XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139913,1906134,2008,02/04/2016 06:33:39 AM,41.898532866,-87.761557128,"(41.898532866, -87.761557128)" +6434064,HP498578,08/06/2008 09:50:00 PM,061XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164531,1941072,2008,02/04/2016 06:33:39 AM,41.993918675,-87.670143652,"(41.993918675, -87.670143652)" +6434192,HP505884,08/10/2008 10:25:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153543,1905875,2008,02/04/2016 06:33:39 AM,41.897561962,-87.711501488,"(41.897561962, -87.711501488)" +6434538,HP515879,08/15/2008 11:11:00 PM,059XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,2531,025,29,25,19,1136572,1907383,2008,02/04/2016 06:33:39 AM,41.902020724,-87.773798688,"(41.902020724, -87.773798688)" +6435790,HP517248,08/16/2008 07:00:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156136,1901478,2008,02/04/2016 06:33:39 AM,41.885444216,-87.702096476,"(41.885444216, -87.702096476)" +6436226,HP509774,08/12/2008 08:13:00 PM,081XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0411,004,8,45,19,1185633,1851048,2008,02/04/2016 06:33:39 AM,41.74641438,-87.595369644,"(41.74641438, -87.595369644)" +6436261,HP514740,08/15/2008 01:15:00 PM,081XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1185633,1851043,2008,02/04/2016 06:33:39 AM,41.74640066,-87.595369802,"(41.74640066, -87.595369802)" +6437037,HP518529,08/17/2008 01:10:00 PM,122XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1172878,1823613,2008,02/04/2016 06:33:39 AM,41.671419359,-87.642912709,"(41.671419359, -87.642912709)" +6437520,HP518329,08/17/2008 11:00:00 AM,067XX S EBERHART AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,20,42,19,1180737,1860533,2008,02/04/2016 06:33:39 AM,41.772556054,-87.613018533,"(41.772556054, -87.613018533)" +6437618,HP519119,08/17/2008 07:23:01 PM,056XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169611,1867495,2008,02/04/2016 06:33:39 AM,41.791909085,-87.653601485,"(41.791909085, -87.653601485)" +6437641,HP509697,08/12/2008 07:08:00 PM,015XX E 66TH PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,5,42,19,1187573,1861203,2008,02/04/2016 06:33:39 AM,41.774234744,-87.587938707,"(41.774234744, -87.587938707)" +6437828,HP505203,08/10/2008 12:25:00 PM,066XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1183033,1861254,2008,02/04/2016 06:33:39 AM,41.774481468,-87.60457973,"(41.774481468, -87.60457973)" +6437889,HP511903,08/13/2008 11:09:00 PM,054XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139860,1907794,2008,02/04/2016 06:33:39 AM,41.903089073,-87.761711171,"(41.903089073, -87.761711171)" +6438175,HP513738,08/14/2008 08:40:00 PM,067XX S EAST END AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0332,003,5,43,19,1188693,1860726,2008,02/04/2016 06:33:39 AM,41.772899106,-87.583848295,"(41.772899106, -87.583848295)" +6438185,HP508975,08/12/2008 01:35:00 PM,038XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150655,1906398,2008,02/04/2016 06:33:39 AM,41.899054077,-87.722095157,"(41.899054077, -87.722095157)" +6438366,HP509973,08/12/2008 11:30:00 PM,061XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180306,1864352,2008,02/04/2016 06:33:39 AM,41.783045661,-87.614481419,"(41.783045661, -87.614481419)" +6438466,HP490823,08/02/2008 11:55:00 PM,066XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,20,42,19,1181709,1861093,2008,02/04/2016 06:33:39 AM,41.774070353,-87.609438208,"(41.774070353, -87.609438208)" +6438673,HP515144,08/15/2008 04:58:00 PM,053XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169557,1869485,2008,02/04/2016 06:33:39 AM,41.797371042,-87.653741809,"(41.797371042, -87.653741809)" +6438700,HP512902,08/14/2008 02:15:00 PM,051XX S JUSTINE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0932,009,16,61,19,1166873,1870715,2008,02/04/2016 06:33:39 AM,41.800804112,-87.663549262,"(41.800804112, -87.663549262)" +6438741,HP515901,08/16/2008 12:10:00 AM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152580,1904790,2008,02/04/2016 06:33:39 AM,41.894603715,-87.715067211,"(41.894603715, -87.715067211)" +6439668,HP514737,08/15/2008 01:35:29 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143174,1906196,2008,02/04/2016 06:33:39 AM,41.898642738,-87.749577975,"(41.898642738, -87.749577975)" +6439757,HP513500,08/14/2008 07:10:00 PM,006XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151935,1904100,2008,02/04/2016 06:33:39 AM,41.892723015,-87.717454316,"(41.892723015, -87.717454316)" +6439844,HP496295,08/05/2008 07:35:00 PM,009XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149884,1905988,2008,02/04/2016 06:33:39 AM,41.897944034,-87.724937715,"(41.897944034, -87.724937715)" +6439855,HP505947,08/10/2008 08:20:00 PM,046XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1145426,1899160,2008,02/04/2016 06:33:39 AM,41.879292799,-87.741484659,"(41.879292799, -87.741484659)" +6439953,HP520993,08/18/2008 06:43:12 PM,086XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,7,46,19,1195655,1848233,2008,02/04/2016 06:33:39 AM,41.738448064,-87.558740244,"(41.738448064, -87.558740244)" +6441253,HP520207,08/18/2008 12:40:00 PM,059XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0713,007,15,67,19,1167025,1865292,2008,02/04/2016 06:33:39 AM,41.785919501,-87.663146869,"(41.785919501, -87.663146869)" +6441714,HP507796,08/11/2008 07:57:00 PM,062XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167070,1863406,2008,02/04/2016 06:33:39 AM,41.780743121,-87.663035783,"(41.780743121, -87.663035783)" +6442065,HP523206,08/19/2008 08:19:00 PM,068XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166520,1859403,2008,02/04/2016 06:33:39 AM,41.769770119,-87.665166213,"(41.769770119, -87.665166213)" +6442611,HP522390,08/19/2008 01:40:00 PM,007XX W 54TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0934,009,3,61,19,1172340,1868733,2008,02/04/2016 06:33:39 AM,41.795246645,-87.643558321,"(41.795246645, -87.643558321)" +6442995,HP481652,07/29/2008 12:30:00 PM,065XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161165,1861226,2008,02/04/2016 06:33:39 AM,41.774885172,-87.684744998,"(41.774885172, -87.684744998)" +6443417,HP484652,07/30/2008 07:50:00 PM,043XX S LAMON AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144624,1875337,2008,02/04/2016 06:33:39 AM,41.813934368,-87.745028738,"(41.813934368, -87.745028738)" +6443982,HP488495,08/01/2008 06:30:00 PM,029XX W 64TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0823,008,15,66,19,1157727,1862056,2008,02/04/2016 06:33:39 AM,41.777233274,-87.697325797,"(41.777233274, -87.697325797)" +6444012,HP489874,08/02/2008 01:00:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161126,1862627,2008,02/04/2016 06:33:39 AM,41.778730518,-87.684849239,"(41.778730518, -87.684849239)" +6444617,HP523574,08/20/2008 12:40:02 AM,087XX S ADA ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,2222,022,21,71,19,1168859,1846715,2008,02/04/2016 06:33:39 AM,41.734902346,-87.656958082,"(41.734902346, -87.656958082)" +6444629,HP525321,08/20/2008 09:50:00 PM,011XX W 104TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,1170615,1835508,2008,02/04/2016 06:33:39 AM,41.704110634,-87.65085032,"(41.704110634, -87.65085032)" +6444788,HP520593,08/18/2008 04:12:12 PM,055XX W HADDON AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1524,015,37,25,19,1139072,1907116,2008,02/04/2016 06:33:39 AM,41.901242932,-87.764622204,"(41.901242932, -87.764622204)" +6445210,HP524494,08/20/2008 02:45:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167258,1868770,2008,02/04/2016 06:33:39 AM,41.795458564,-87.662193029,"(41.795458564, -87.662193029)" +6445229,HP498167,08/06/2008 07:00:00 PM,043XX S LAMON AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144615,1875335,2008,02/04/2016 06:33:39 AM,41.813929049,-87.745061801,"(41.813929049, -87.745061801)" +6445712,HP523115,08/19/2008 07:55:00 PM,040XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149407,1899028,2008,02/04/2016 06:33:39 AM,41.878854312,-87.726870376,"(41.878854312, -87.726870376)" +6446043,HP526154,08/21/2008 11:50:00 AM,060XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166043,1864686,2008,02/04/2016 06:33:39 AM,41.784277509,-87.666764586,"(41.784277509, -87.666764586)" +6446455,HP515634,08/15/2008 08:57:40 PM,015XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140407,1909756,2008,02/04/2016 06:33:39 AM,41.908463008,-87.759653705,"(41.908463008, -87.759653705)" +6446826,HP527138,08/21/2008 08:27:00 PM,059XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1176827,1865726,2008,02/04/2016 06:33:39 AM,41.786895162,-87.627195083,"(41.786895162, -87.627195083)" +6447211,HP521138,08/18/2008 08:15:00 PM,013XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167725,1893853,2008,02/04/2016 06:33:39 AM,41.864278809,-87.659759334,"(41.864278809, -87.659759334)" +6447262,HP524133,08/20/2008 11:10:00 AM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184832,1843863,2008,02/04/2016 06:33:39 AM,41.726716775,-87.59852944,"(41.726716775, -87.59852944)" +6447361,HP488398,08/01/2008 06:00:00 PM,018XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1152997,1890766,2008,02/04/2016 06:33:39 AM,41.856112098,-87.713907391,"(41.856112098, -87.713907391)" +6447448,HP484245,07/30/2008 05:10:37 PM,015XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1153950,1892248,2008,02/04/2016 06:33:39 AM,41.860159955,-87.710369909,"(41.860159955, -87.710369909)" +6447711,HP468538,07/22/2008 07:20:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1154388,1942272,2008,02/04/2016 06:33:39 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +6448102,HP507323,08/11/2008 03:58:50 PM,002XX E 55TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,40,19,1178713,1868273,2008,02/04/2016 06:33:39 AM,41.793841661,-87.62020258,"(41.793841661, -87.62020258)" +6449073,HP529102,08/22/2008 08:00:00 PM,057XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1173945,1866710,2008,02/04/2016 06:33:39 AM,41.78965983,-87.637732808,"(41.78965983, -87.637732808)" +6449095,HP529252,08/22/2008 09:15:00 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139443,1901655,2008,02/04/2016 06:33:39 AM,41.886250518,-87.76339271,"(41.886250518, -87.76339271)" +6450056,HP522159,08/19/2008 12:00:00 PM,074XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1194643,1856170,2008,02/04/2016 06:33:39 AM,41.760252758,-87.562187291,"(41.760252758, -87.562187291)" +6450672,HP518812,08/17/2008 04:20:00 PM,008XX E 50TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,false,false,2124,002,4,39,19,1182685,1872039,2008,02/04/2016 06:33:39 AM,41.804084538,-87.605520738,"(41.804084538, -87.605520738)" +6450797,HP531279,08/23/2008 10:05:00 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152522,1906628,2008,02/04/2016 06:33:39 AM,41.899648513,-87.715231596,"(41.899648513, -87.715231596)" +6450817,HP531340,08/23/2008 11:15:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,28,25,19,1143291,1898731,2008,02/04/2016 06:33:39 AM,41.878155704,-87.74933484,"(41.878155704, -87.74933484)" +6450839,HP531433,08/24/2008 12:30:00 AM,120XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1179747,1824984,2008,02/04/2016 06:33:39 AM,41.675027816,-87.617730818,"(41.675027816, -87.617730818)" +6450863,HP526908,08/21/2008 06:45:00 PM,004XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1149979,1902692,2008,02/04/2016 06:33:39 AM,41.888897617,-87.724674664,"(41.888897617, -87.724674664)" +6451552,HP527237,08/21/2008 09:25:00 PM,062XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183522,1863876,2008,02/04/2016 06:33:39 AM,41.78166509,-87.602705494,"(41.78166509, -87.602705494)" +6452510,HP506911,08/11/2008 12:51:15 PM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141914,1903741,2008,02/04/2016 06:33:39 AM,41.891929361,-87.754266802,"(41.891929361, -87.754266802)" +6452593,HP532426,08/24/2008 03:15:00 PM,067XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181070,1860484,2008,02/04/2016 06:33:39 AM,41.772413933,-87.611799366,"(41.772413933, -87.611799366)" +6452607,HP509159,08/12/2008 03:44:50 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142604,1903065,2008,02/04/2016 06:33:39 AM,41.89006153,-87.751749531,"(41.89006153, -87.751749531)" +6453855,HP527256,08/21/2008 10:01:06 PM,052XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167553,1870089,2008,02/04/2016 06:33:39 AM,41.799071728,-87.661073429,"(41.799071728, -87.661073429)" +6454268,HP534206,08/25/2008 03:00:00 PM,008XX N CAMBRIDGE AVE,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172522,1906029,2008,02/04/2016 06:33:39 AM,41.897585918,-87.641789625,"(41.897585918, -87.641789625)" +6454995,HP523197,08/19/2008 08:30:00 PM,069XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0331,003,5,43,19,1192078,1859337,2008,02/04/2016 06:33:39 AM,41.769005966,-87.571485086,"(41.769005966, -87.571485086)" +6455183,HP529671,08/23/2008 02:09:23 AM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143879,1901492,2008,02/04/2016 06:33:39 AM,41.885721223,-87.747106563,"(41.885721223, -87.747106563)" +6455417,HP531076,08/23/2008 08:06:00 PM,014XX N MASON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1136429,1908921,2008,02/04/2016 06:33:39 AM,41.906243744,-87.774287138,"(41.906243744, -87.774287138)" +6455467,HP518656,08/17/2008 02:59:11 PM,069XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0831,008,18,66,19,1160238,1858564,2008,02/04/2016 06:33:39 AM,41.767599396,-87.688216464,"(41.767599396, -87.688216464)" +6455510,HP518587,08/17/2008 02:20:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160129,1862505,2008,02/04/2016 06:33:39 AM,41.778416306,-87.68850769,"(41.778416306, -87.68850769)" +6456960,HP523368,08/19/2008 10:05:29 PM,016XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1014,010,24,29,19,1151325,1891471,2008,02/04/2016 06:33:39 AM,41.858079637,-87.720026039,"(41.858079637, -87.720026039)" +6456962,HP525012,08/20/2008 07:07:15 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1014,010,24,29,19,1150298,1892213,2008,02/04/2016 06:33:39 AM,41.860135843,-87.723776459,"(41.860135843, -87.723776459)" +6456966,HP528950,08/22/2008 06:45:28 PM,013XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1011,010,24,29,19,1152252,1893598,2008,02/04/2016 06:33:39 AM,41.86389815,-87.716567264,"(41.86389815, -87.716567264)" +6456968,HP531311,08/23/2008 10:55:23 PM,022XX S KIRKLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1013,010,22,29,19,1147702,1888787,2008,02/04/2016 06:33:39 AM,41.850784646,-87.733393653,"(41.850784646, -87.733393653)" +6456970,HP529334,08/22/2008 09:45:20 PM,013XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1011,010,24,29,19,1152252,1893604,2008,02/04/2016 06:33:39 AM,41.863914615,-87.716567106,"(41.863914615, -87.716567106)" +6456992,HP536602,08/26/2008 07:20:00 PM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158231,1894108,2008,02/04/2016 06:33:39 AM,41.865177674,-87.694604625,"(41.865177674, -87.694604625)" +6457071,HP536995,08/26/2008 11:30:00 PM,098XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0511,005,8,50,19,1185607,1840074,2008,02/04/2016 06:33:39 AM,41.716301138,-87.595809468,"(41.716301138, -87.595809468)" +6457330,HP534847,08/25/2008 07:47:34 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142491,1907019,2008,02/04/2016 06:33:39 AM,41.90091387,-87.752066146,"(41.90091387, -87.752066146)" +6457483,HP532266,08/24/2008 02:15:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169298,1866822,2008,02/04/2016 06:33:39 AM,41.79006908,-87.654768679,"(41.79006908, -87.654768679)" +6457524,HP535251,08/26/2008 01:54:07 AM,007XX W 50TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,61,19,1172303,1871385,2008,02/04/2016 06:33:39 AM,41.802524828,-87.643615969,"(41.802524828, -87.643615969)" +6457611,HP523357,08/19/2008 10:05:29 PM,016XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1014,010,24,29,19,1151325,1891471,2008,02/04/2016 06:33:39 AM,41.858079637,-87.720026039,"(41.858079637, -87.720026039)" +6458016,HP527299,08/21/2008 10:50:19 PM,031XX W 19TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1022,010,24,29,19,1155527,1890534,2008,02/04/2016 06:33:39 AM,41.855425004,-87.704627196,"(41.855425004, -87.704627196)" +6458031,HP531053,08/23/2008 07:27:30 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1164298,1950856,2008,02/04/2016 06:33:39 AM,42.020771125,-87.67072217,"(42.020771125, -87.67072217)" +6458922,HP527027,08/21/2008 08:01:00 PM,044XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146885,1899648,2008,02/04/2016 06:33:39 AM,41.880604194,-87.736114928,"(41.880604194, -87.736114928)" +6458659,HP534737,08/25/2008 06:48:14 PM,050XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2533,025,37,25,19,1142616,1908185,2008,02/04/2016 06:33:39 AM,41.904111181,-87.751577962,"(41.904111181, -87.751577962)" 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AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195312,1848853,2008,02/04/2016 06:33:39 AM,41.74015786,-87.559976481,"(41.74015786, -87.559976481)" +6461051,HP538387,08/27/2008 06:35:22 PM,039XX W BELDEN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2525,025,30,22,19,1149764,1914999,2008,02/04/2016 06:33:39 AM,41.922673421,-87.725143789,"(41.922673421, -87.725143789)" +6461081,HP538701,08/27/2008 09:29:13 PM,052XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141199,1907823,2008,02/04/2016 06:33:39 AM,41.903144063,-87.756791974,"(41.903144063, -87.756791974)" +6461720,HP540570,08/28/2008 08:20:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177251,1830685,2008,02/04/2016 06:33:39 AM,41.690728743,-87.626695422,"(41.690728743, -87.626695422)" +6463644,HP541825,08/29/2008 02:30:00 PM,069XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171172,1858827,2008,02/04/2016 06:33:39 AM,41.768089067,-87.648130848,"(41.768089067, -87.648130848)" +6463159,HP539439,08/28/2008 09:57:45 AM,078XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1190227,1853466,2008,02/04/2016 06:33:39 AM,41.752940239,-87.578458689,"(41.752940239, -87.578458689)" +6463210,HP538628,08/27/2008 09:00:00 PM,065XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182684,1861915,2008,02/04/2016 06:33:39 AM,41.776303423,-87.605838593,"(41.776303423, -87.605838593)" +6463260,HP538456,08/27/2008 07:30:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152846,1896472,2008,02/04/2016 06:33:39 AM,41.871772995,-87.714310625,"(41.871772995, -87.714310625)" +6463778,HP542240,08/29/2008 06:37:00 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,28,25,19,1140588,1899501,2008,02/04/2016 06:33:39 AM,41.880318725,-87.759240858,"(41.880318725, -87.759240858)" 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AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0422,004,7,46,19,1193902,1852888,2008,02/04/2016 06:33:39 AM,41.75126489,-87.56501044,"(41.75126489, -87.56501044)" +6464625,HP450509,07/13/2008 05:45:00 PM,009XX E 82ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183826,1850820,2008,02/04/2016 06:33:39 AM,41.74583106,-87.601997936,"(41.74583106, -87.601997936)" +6464709,HP451150,07/14/2008 02:10:00 AM,077XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,17,71,19,1170656,1853464,2008,02/04/2016 06:33:39 AM,41.753383576,-87.65017834,"(41.753383576, -87.65017834)" +6465225,HP543527,08/30/2008 12:10:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169298,1866808,2008,02/04/2016 06:33:39 AM,41.790030663,-87.654769084,"(41.790030663, -87.654769084)" +6465290,HP454310,07/15/2008 02:45:00 PM,077XX S HONORE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,17,71,19,1165363,1853378,2008,02/04/2016 06:33:39 AM,41.753261274,-87.669577691,"(41.753261274, -87.669577691)" +6465364,HP543815,08/30/2008 03:30:00 PM,070XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174497,1858211,2008,02/04/2016 06:33:39 AM,41.766325357,-87.63596152,"(41.766325357, -87.63596152)" +6465483,HP544176,08/30/2008 07:09:00 PM,008XX E 50TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182624,1872043,2008,02/04/2016 06:33:39 AM,41.804096931,-87.60574433,"(41.804096931, -87.60574433)" +6465494,HP544185,08/30/2008 07:00:00 PM,042XX S PRAIRIE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0214,002,3,38,19,1178746,1876914,2008,02/04/2016 06:33:39 AM,41.817552577,-87.619818523,"(41.817552577, -87.619818523)" +6465545,HP544588,08/30/2008 11:40:00 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139594,1898454,2008,02/04/2016 06:33:39 AM,41.877463808,-87.762916325,"(41.877463808, -87.762916325)" +6466277,HP543966,08/30/2008 04:53:53 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171049,1868997,2008,02/04/2016 06:33:39 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +6466692,HP545448,08/31/2008 01:40:00 PM,0000X W 114TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,49,19,1178082,1829380,2008,02/04/2016 06:33:39 AM,41.687128885,-87.623692449,"(41.687128885, -87.623692449)" +6466867,HP545982,08/31/2008 08:20:00 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140142,1905722,2008,02/04/2016 06:33:39 AM,41.897398097,-87.760726113,"(41.897398097, -87.760726113)" +6467708,HP546346,09/01/2008 12:10:00 AM,064XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180025,1862493,2008,02/04/2016 06:33:39 AM,41.777950825,-87.615568537,"(41.777950825, -87.615568537)" +6467776,HP544208,08/30/2008 07:09:11 PM,063XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1182650,1863246,2008,02/04/2016 06:33:39 AM,41.7799566,-87.605921959,"(41.7799566, -87.605921959)" +6468228,HP546899,09/01/2008 11:30:00 AM,053XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140784,1899143,2008,02/04/2016 06:33:39 AM,41.879332727,-87.758529961,"(41.879332727, -87.758529961)" +6468506,HP545857,08/31/2008 06:20:00 PM,111XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,2234,022,34,75,19,1167341,1830449,2008,02/04/2016 06:33:39 AM,41.690298478,-87.662983345,"(41.690298478, -87.662983345)" +6468508,HP547435,09/01/2008 04:55:00 PM,022XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176667,1889435,2008,02/04/2016 06:33:39 AM,41.851958307,-87.627067195,"(41.851958307, -87.627067195)" +6468835,HP435474,07/05/2008 11:37:00 PM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1023,010,28,29,19,1158242,1893740,2008,02/04/2016 06:33:39 AM,41.86416762,-87.694574296,"(41.86416762, -87.694574296)" +6469088,HP542627,08/29/2008 09:47:04 PM,039XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150271,1889765,2008,02/04/2016 06:33:39 AM,41.85341876,-87.723939347,"(41.85341876, -87.723939347)" +6469119,HP542622,08/29/2008 10:17:02 PM,039XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150276,1889765,2008,02/04/2016 06:33:39 AM,41.853418663,-87.723920995,"(41.853418663, -87.723920995)" +6469524,HP539820,08/28/2008 01:57:00 PM,071XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0735,007,17,67,19,1163929,1857270,2008,02/04/2016 06:33:39 AM,41.763971715,-87.674723585,"(41.763971715, -87.674723585)" +6470637,HP526510,08/21/2008 03:00:00 PM,004XX W TREMONT ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,3,68,19,1174299,1867621,2008,02/04/2016 06:33:39 AM,41.792151843,-87.636407725,"(41.792151843, -87.636407725)" +6470753,HP543358,08/30/2008 09:25:00 AM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,1013,010,22,29,19,1148001,1888689,2008,02/04/2016 06:33:39 AM,41.850509983,-87.732298769,"(41.850509983, -87.732298769)" +6470936,HP549811,09/02/2008 07:35:00 PM,028XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157572,1899563,2008,02/04/2016 06:33:39 AM,41.880160168,-87.696875353,"(41.880160168, -87.696875353)" +6471051,HP550097,09/02/2008 10:45:00 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164298,1950668,2008,02/04/2016 06:33:39 AM,42.02025525,-87.670727526,"(42.02025525, -87.670727526)" +6471557,HP519308,08/17/2008 10:00:00 PM,093XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,48,19,1195881,1843656,2008,02/04/2016 06:33:39 AM,41.725882802,-87.558063291,"(41.725882802, -87.558063291)" +6471758,HP483855,07/30/2008 02:15:00 PM,025XX W PETERSON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2413,024,50,2,19,1158125,1939768,2008,02/04/2016 06:33:39 AM,41.990474163,-87.693743427,"(41.990474163, -87.693743427)" +6471784,HP548974,09/02/2008 01:42:16 PM,071XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0735,007,17,67,19,1166579,1857319,2008,02/04/2016 06:33:39 AM,41.764050088,-87.6650093,"(41.764050088, -87.6650093)" +6472589,HP544506,08/30/2008 11:15:00 PM,005XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1152285,1903519,2008,02/04/2016 06:33:39 AM,41.891121791,-87.716184244,"(41.891121791, -87.716184244)" +6472663,HP547717,09/01/2008 08:08:00 PM,007XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,61,19,1172181,1871381,2008,02/04/2016 06:33:39 AM,41.802516537,-87.644063512,"(41.802516537, -87.644063512)" +6472832,HP546125,08/31/2008 09:25:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151255,1904667,2008,02/04/2016 06:33:39 AM,41.894292287,-87.719936817,"(41.894292287, -87.719936817)" +6472857,HP538634,08/27/2008 09:19:49 PM,010XX W 63RD ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0724,007,16,68,19,1170541,1863042,2008,02/04/2016 06:33:39 AM,41.77966931,-87.650321052,"(41.77966931, -87.650321052)" +6472859,HP547359,09/01/2008 04:00:00 PM,003XX W 42ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174852,1877111,2008,02/04/2016 06:33:39 AM,41.818181004,-87.63409687,"(41.818181004, -87.63409687)" +6472942,HP540608,08/28/2008 09:00:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180322,1863762,2008,02/04/2016 06:33:39 AM,41.781426277,-87.614440844,"(41.781426277, -87.614440844)" +6473251,HP549959,09/02/2008 09:00:00 PM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194833,1855559,2008,02/04/2016 06:33:39 AM,41.758571453,-87.561511043,"(41.758571453, -87.561511043)" +6474009,HP538358,08/27/2008 06:45:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151252,1904762,2008,02/04/2016 06:33:39 AM,41.894553036,-87.719945341,"(41.894553036, -87.719945341)" +6474358,HP551393,09/03/2008 04:40:31 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167609,1894514,2008,02/04/2016 06:33:39 AM,41.866095145,-87.660166138,"(41.866095145, -87.660166138)" +6474447,HP537787,08/27/2008 01:45:00 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142488,1907148,2008,02/04/2016 06:33:39 AM,41.901267916,-87.752073955,"(41.901267916, -87.752073955)" +6474711,HP551652,09/03/2008 05:35:00 PM,046XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2123,002,4,39,19,1183698,1874517,2008,02/04/2016 06:33:39 AM,41.810860761,-87.601728223,"(41.810860761, -87.601728223)" 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AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1163454,1862516,2008,02/04/2016 06:33:39 AM,41.778377427,-87.676317691,"(41.778377427, -87.676317691)" +6477571,HP548971,09/02/2008 01:15:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153245,1904762,2008,02/04/2016 06:33:39 AM,41.894513704,-87.712625587,"(41.894513704, -87.712625587)" +6478276,HP554883,09/05/2008 03:53:00 PM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142711,1900032,2008,02/04/2016 06:33:39 AM,41.88173662,-87.751432105,"(41.88173662, -87.751432105)" +6478412,HP555200,09/05/2008 07:00:00 PM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141914,1903741,2008,02/04/2016 06:33:39 AM,41.891929361,-87.754266802,"(41.891929361, -87.754266802)" +6478539,HP555619,09/05/2008 09:31:00 PM,040XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178706,1878297,2008,02/04/2016 06:33:39 AM,41.821348554,-87.619923132,"(41.821348554, -87.619923132)" +6479305,HP555242,09/05/2008 07:22:05 PM,049XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143306,1905207,2008,02/04/2016 06:33:39 AM,41.895926343,-87.749117876,"(41.895926343, -87.749117876)" +6479312,HP555217,09/05/2008 07:09:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1141590,1897182,2008,02/04/2016 06:33:39 AM,41.873936641,-87.755618886,"(41.873936641, -87.755618886)" +6479561,HP556345,09/06/2008 11:38:00 AM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1141839,1906411,2008,02/04/2016 06:33:39 AM,41.899257545,-87.75447609,"(41.899257545, -87.75447609)" +6479733,HP556540,09/06/2008 01:05:00 PM,051XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2124,002,4,41,19,1186422,1871242,2008,02/04/2016 06:33:39 AM,41.801809859,-87.59184062,"(41.801809859, -87.59184062)" +6479620,HP480478,07/28/2008 07:30:00 PM,078XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,69,19,1183922,1853193,2008,02/04/2016 06:33:39 AM,41.75234058,-87.601572228,"(41.75234058, -87.601572228)" +6480450,HP555209,09/05/2008 06:20:00 PM,015XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164481,1950346,2008,02/04/2016 06:33:39 AM,42.019367788,-87.670063282,"(42.019367788, -87.670063282)" +6481026,HP482696,07/29/2008 08:05:00 PM,076XX S WOOD ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0611,006,17,71,19,1165674,1854103,2008,02/04/2016 06:33:39 AM,41.755244187,-87.668417456,"(41.755244187, -87.668417456)" +6481336,HP557097,09/06/2008 07:00:00 PM,072XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0334,003,7,43,19,1193134,1857328,2008,02/04/2016 06:33:39 AM,41.763467387,-87.567679923,"(41.763467387, -87.567679923)" +6481344,HP558654,09/07/2008 05:51:00 PM,096XX S FOREST AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,6,49,19,1179948,1841185,2008,02/04/2016 06:33:39 AM,41.71948102,-87.616501605,"(41.71948102, -87.616501605)" +6481393,HP558771,09/07/2008 07:00:00 PM,005XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138591,1903018,2008,02/04/2016 06:33:39 AM,41.890006249,-87.766488437,"(41.890006249, -87.766488437)" +6481413,HP558820,09/07/2008 06:40:00 PM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0213,002,4,38,19,1181069,1878354,2008,02/04/2016 06:33:39 AM,41.821450799,-87.611252781,"(41.821450799, -87.611252781)" +6482655,HP557149,09/05/2008 07:40:00 PM,060XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180309,1865101,2008,02/04/2016 06:33:39 AM,41.785100919,-87.614447461,"(41.785100919, -87.614447461)" +6482678,HP556687,09/06/2008 02:30:00 PM,064XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180025,1862499,2008,02/04/2016 06:33:39 AM,41.777967289,-87.615568353,"(41.777967289, -87.615568353)" +6483487,HP488389,08/01/2008 05:24:00 PM,078XX S PAULINA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0611,006,17,71,19,1166372,1852765,2008,02/04/2016 06:33:39 AM,41.751557695,-87.665897504,"(41.751557695, -87.665897504)" +6484817,HP549943,09/02/2008 09:15:00 PM,006XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153597,1904067,2008,02/04/2016 06:33:39 AM,41.892599562,-87.711351291,"(41.892599562, -87.711351291)" +6485043,HP561028,09/08/2008 11:40:55 PM,015XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154616,1892236,2008,02/04/2016 06:33:39 AM,41.860113739,-87.707925505,"(41.860113739, -87.707925505)" +6485247,HP552026,09/03/2008 10:32:12 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165936,1868632,2008,02/04/2016 06:33:39 AM,41.795108095,-87.667044769,"(41.795108095, -87.667044769)" +6485800,HP562289,09/09/2008 06:15:00 PM,047XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144729,1899144,2008,02/04/2016 06:33:39 AM,41.879262055,-87.744044361,"(41.879262055, -87.744044361)" +6485819,HP489959,08/02/2008 01:43:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0612,006,21,71,19,1167719,1851939,2008,02/04/2016 06:33:39 AM,41.749262257,-87.660985035,"(41.749262257, -87.660985035)" +6485984,HP562823,09/09/2008 10:20:00 PM,001XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157081,1899135,2008,02/04/2016 06:33:39 AM,41.878995672,-87.698689875,"(41.878995672, -87.698689875)" +6486705,HP547813,09/01/2008 09:00:29 PM,009XX N MENARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137516,1905898,2008,02/04/2016 06:33:39 AM,41.897928752,-87.770366984,"(41.897928752, -87.770366984)" +6486799,HP555478,09/05/2008 09:34:52 PM,015XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164491,1950995,2008,02/04/2016 06:33:39 AM,42.021148441,-87.670007974,"(42.021148441, -87.670007974)" +6487919,HP557231,09/06/2008 09:07:28 PM,013XX W 56TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168181,1867622,2008,02/04/2016 06:33:39 AM,41.792288494,-87.658841391,"(41.792288494, -87.658841391)" +6488663,HP564974,09/11/2008 01:44:53 AM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153976,1891380,2008,02/04/2016 06:33:39 AM,41.857777547,-87.71029759,"(41.857777547, -87.71029759)" +6489874,HP564899,09/11/2008 12:15:00 AM,033XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153755,1905130,2008,02/04/2016 06:33:39 AM,41.895513392,-87.710742689,"(41.895513392, -87.710742689)" +6489945,HP564159,09/10/2008 04:39:00 PM,040XX W FIFTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149460,1896759,2008,02/04/2016 06:33:39 AM,41.87262689,-87.72673465,"(41.87262689, -87.72673465)" +6491563,HP490567,08/02/2008 08:27:00 PM,004XX E 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1180358,1852718,2008,02/04/2016 06:33:39 AM,41.751119567,-87.614647172,"(41.751119567, -87.614647172)" +6491601,HP490692,08/02/2008 09:35:00 PM,079XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,8,44,19,1183608,1852595,2008,02/04/2016 06:33:39 AM,41.750706929,-87.602741498,"(41.750706929, -87.602741498)" +6491668,HP490851,08/02/2008 11:50:00 PM,080XX S STEWART AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0621,006,17,44,19,1175024,1851553,2008,02/04/2016 06:33:39 AM,41.748043265,-87.634228197,"(41.748043265, -87.634228197)" +6491720,HP563690,09/10/2008 01:15:00 PM,001XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149043,1900361,2008,02/04/2016 06:33:39 AM,41.882519264,-87.728172413,"(41.882519264, -87.728172413)" +6492013,HP492340,08/03/2008 08:20:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183281,1852506,2008,02/04/2016 06:33:39 AM,41.750470317,-87.603942533,"(41.750470317, -87.603942533)" +6492718,HP494376,08/04/2008 08:10:00 PM,076XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1165016,1853911,2008,02/04/2016 06:33:39 AM,41.754731241,-87.670834278,"(41.754731241, -87.670834278)" +6492850,HP495540,08/05/2008 02:05:00 PM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,68,19,1172939,1854882,2008,02/04/2016 06:33:39 AM,41.757224695,-87.641770239,"(41.757224695, -87.641770239)" +6493883,HP562612,09/09/2008 08:40:00 PM,053XX S JUSTINE ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869306,2008,02/04/2016 06:33:39 AM,41.796936817,-87.663446505,"(41.796936817, -87.663446505)" +6494023,HP497961,08/06/2008 05:10:00 PM,080XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,44,19,1175023,1851586,2008,02/04/2016 06:33:39 AM,41.748133843,-87.634230879,"(41.748133843, -87.634230879)" +6494034,HP498174,08/06/2008 06:40:00 PM,088XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0632,006,6,44,19,1179136,1846522,2008,02/04/2016 06:33:39 AM,41.734144934,-87.619313551,"(41.734144934, -87.619313551)" +6494236,HP569525,09/13/2008 12:30:00 PM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139483,1900399,2008,02/04/2016 06:33:39 AM,41.882803164,-87.763276458,"(41.882803164, -87.763276458)" +6494311,HP500422,08/07/2008 08:55:00 PM,004XX W WINNECONNA PKWY,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0621,006,17,69,19,1174753,1853179,2008,02/04/2016 06:33:39 AM,41.752511248,-87.635172878,"(41.752511248, -87.635172878)" +6495287,HP563770,09/10/2008 12:40:00 PM,059XX N NORTHWEST HWY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1611,016,41,10,19,1131202,1938973,2008,02/04/2016 06:33:39 AM,41.98880165,-87.792792053,"(41.98880165, -87.792792053)" +6495543,HP503837,08/09/2008 04:30:00 PM,081XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0613,006,21,71,19,1171725,1850824,2008,02/04/2016 06:33:39 AM,41.746115711,-87.646338104,"(41.746115711, -87.646338104)" +6495804,HP566679,09/11/2008 10:52:41 PM,056XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1138376,1907432,2008,02/04/2016 06:33:39 AM,41.902122707,-87.767171056,"(41.902122707, -87.767171056)" +6496559,HP563715,09/10/2008 01:18:00 PM,060XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164392,1864637,2008,02/04/2016 06:33:39 AM,41.78417801,-87.672819193,"(41.78417801, -87.672819193)" +6496866,HP538594,08/27/2008 07:30:00 PM,099XX S TORRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0431,004,7,51,19,1195453,1839570,2008,02/04/2016 06:33:39 AM,41.71468101,-87.559765537,"(41.71468101, -87.559765537)" +6497561,HP537870,08/27/2008 02:00:00 PM,059XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,68,19,1176318,1865623,2008,02/04/2016 06:33:39 AM,41.786623976,-87.629064433,"(41.786623976, -87.629064433)" +6497657,HP572804,09/15/2008 12:25:00 PM,012XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147580,1894013,2008,02/04/2016 06:33:39 AM,41.865127786,-87.73370747,"(41.865127786, -87.73370747)" +6498060,HP509253,08/12/2008 03:55:00 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,44,19,1180619,1852493,2008,02/04/2016 06:33:39 AM,41.750496155,-87.613697642,"(41.750496155, -87.613697642)" +6498123,HP573672,09/15/2008 07:00:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898708,2008,02/04/2016 06:33:39 AM,41.878092571,-87.749331743,"(41.878092571, -87.749331743)" +6498617,HP563994,09/10/2008 04:15:00 PM,057XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1170957,1866719,2008,02/04/2016 06:33:39 AM,41.789750344,-87.648688607,"(41.789750344, -87.648688607)" +6499494,HP511233,08/13/2008 04:20:00 PM,080XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1172699,1851543,2008,02/04/2016 06:33:39 AM,41.748067346,-87.642748022,"(41.748067346, -87.642748022)" +6499955,HP574038,09/15/2008 10:40:18 PM,029XX W HARRISON ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1135,011,2,27,19,1156807,1897225,2008,02/04/2016 06:33:39 AM,41.873759997,-87.699747727,"(41.873759997, -87.699747727)" +6499978,HP520290,08/18/2008 01:25:00 PM,081XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,6,44,19,1182644,1851114,2008,02/04/2016 06:33:39 AM,41.746665314,-87.606319872,"(41.746665314, -87.606319872)" +6500019,HP572266,09/15/2008 02:13:43 AM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156869,1897226,2008,02/04/2016 06:33:39 AM,41.873761485,-87.699520065,"(41.873761485, -87.699520065)" +6500085,HP573395,09/15/2008 05:07:03 PM,011XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1135,011,28,29,19,1156862,1895047,2008,02/04/2016 06:33:39 AM,41.867782229,-87.699604829,"(41.867782229, -87.699604829)" +6500092,HP540260,08/28/2008 06:00:00 PM,005XX E 35TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0212,002,4,35,19,1180379,1881901,2008,02/04/2016 06:33:39 AM,41.831199917,-87.613675031,"(41.831199917, -87.613675031)" +6500171,HP515462,08/15/2008 07:40:00 PM,085XX S BISHOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0614,006,21,71,19,1168157,1848052,2008,02/04/2016 06:33:39 AM,41.738586378,-87.659491565,"(41.738586378, -87.659491565)" +6500382,HP575531,09/16/2008 06:45:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143252,1904514,2008,02/04/2016 06:33:39 AM,41.894025679,-87.749333534,"(41.894025679, -87.749333534)" +6500970,HP551722,09/03/2008 06:30:00 PM,025XX W DIVISION ST,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1312,012,26,24,19,1159082,1907889,2008,02/04/2016 06:33:39 AM,41.902976579,-87.691101968,"(41.902976579, -87.691101968)" +6501232,HP566061,09/11/2008 04:30:00 PM,0000X W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1178000,1830704,2008,02/04/2016 06:33:39 AM,41.690763988,-87.623952724,"(41.690763988, -87.623952724)" +6502076,HP525533,08/21/2008 12:35:00 AM,077XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170656,1853471,2008,02/04/2016 06:33:39 AM,41.753402785,-87.650178136,"(41.753402785, -87.650178136)" +6502396,HP576891,09/17/2008 02:00:00 PM,001XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142349,1900778,2008,02/04/2016 06:33:39 AM,41.883790464,-87.752742845,"(41.883790464, -87.752742845)" +6502692,HP577493,09/17/2008 06:30:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139504,1897134,2008,02/04/2016 06:33:39 AM,41.873843195,-87.763278976,"(41.873843195, -87.763278976)" +6502735,HP577634,09/17/2008 07:40:00 PM,078XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0411,004,8,43,19,1188597,1853377,2008,02/04/2016 06:33:39 AM,41.752735105,-87.584434739,"(41.752735105, -87.584434739)" +6503035,HP576745,09/17/2008 01:03:57 PM,004XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1138962,1902397,2008,02/04/2016 06:33:39 AM,41.888295413,-87.765141039,"(41.888295413, -87.765141039)" +6504046,HP541496,08/29/2008 11:20:00 AM,048XX W 43RD ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144960,1875698,2008,02/04/2016 06:33:39 AM,41.814918688,-87.743787158,"(41.814918688, -87.743787158)" +6504359,HP564478,09/10/2008 07:31:00 PM,065XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167793,1861285,2008,02/04/2016 06:33:39 AM,41.774907335,-87.660445972,"(41.774907335, -87.660445972)" +6504952,HP579811,09/18/2008 10:00:00 PM,008XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152565,1905273,2008,02/04/2016 06:33:39 AM,41.895929411,-87.71510952,"(41.895929411, -87.71510952)" +6506145,HP577769,09/17/2008 09:20:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1821,018,27,8,19,1173068,1909520,2008,02/04/2016 06:33:39 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +6506300,HP573713,09/15/2008 07:35:00 PM,064XX S INGLESIDE AVE,1651,GAMBLING,GAME/CARDS,ALLEY,true,false,0314,003,20,42,19,1183833,1862461,2008,02/04/2016 06:33:39 AM,41.777774946,-87.601609451,"(41.777774946, -87.601609451)" +6506345,HP576908,09/17/2008 01:30:00 PM,008XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151237,1905260,2008,02/04/2016 06:33:39 AM,41.895919892,-87.719987356,"(41.895919892, -87.719987356)" +6506880,HP580681,09/19/2008 12:18:00 PM,009XX E 82ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183850,1850820,2008,02/04/2016 06:33:39 AM,41.7458305,-87.601909996,"(41.7458305, -87.601909996)" +6507657,HP570244,09/13/2008 08:01:13 PM,008XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138534,1905140,2008,02/04/2016 06:33:39 AM,41.895830316,-87.7666463,"(41.895830316, -87.7666463)" +6507878,HP578786,09/18/2008 01:04:12 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141353,1900694,2008,02/04/2016 06:33:39 AM,41.88357839,-87.756402372,"(41.88357839, -87.756402372)" +6509114,HP581208,09/19/2008 05:15:53 PM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141320,1901631,2008,02/04/2016 06:33:39 AM,41.886150243,-87.756500424,"(41.886150243, -87.756500424)" +6509250,HP583017,09/20/2008 03:30:01 PM,048XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143903,1903875,2008,02/04/2016 06:33:39 AM,41.892260005,-87.74695863,"(41.892260005, -87.74695863)" +6509260,HP582708,09/20/2008 12:09:39 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144122,1901498,2008,02/04/2016 06:33:39 AM,41.885733129,-87.746214056,"(41.885733129, -87.746214056)" +6509630,HP581922,09/19/2008 11:45:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151857,1906643,2008,02/04/2016 06:33:39 AM,41.899702796,-87.717673762,"(41.899702796, -87.717673762)" +6510098,HP585008,09/21/2008 05:45:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0522,005,34,49,19,1177239,1830685,2008,02/04/2016 06:33:39 AM,41.690729013,-87.626739355,"(41.690729013, -87.626739355)" +6511145,HP566298,09/11/2008 07:00:00 PM,060XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2513,025,29,25,19,1135719,1910673,2008,02/04/2016 06:33:39 AM,41.911064115,-87.776853529,"(41.911064115, -87.776853529)" +6511213,HP577685,09/17/2008 08:48:00 PM,017XX N MELVINA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2513,025,29,25,19,1134806,1911015,2008,02/04/2016 06:33:39 AM,41.91201881,-87.780199533,"(41.91201881, -87.780199533)" +6512241,HP540925,08/29/2008 12:35:00 AM,077XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170656,1853471,2008,02/04/2016 06:33:39 AM,41.753402785,-87.650178136,"(41.753402785, -87.650178136)" +6512549,HP586760,09/22/2008 04:13:00 PM,059XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171320,1865550,2008,02/04/2016 06:33:39 AM,41.786534536,-87.647391795,"(41.786534536, -87.647391795)" +6512669,HP582900,09/20/2008 02:00:00 PM,052XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167552,1870096,2008,02/04/2016 06:33:39 AM,41.799090959,-87.661076896,"(41.799090959, -87.661076896)" +6513041,HP569925,09/13/2008 02:52:00 PM,105XX S EGGLESTON AVE,1640,GAMBLING,REGISTER FED GAMBLING STAMP,RESIDENCE,true,false,2233,022,34,49,19,1175149,1835059,2008,02/04/2016 06:33:39 AM,41.702778712,-87.634260984,"(41.702778712, -87.634260984)" +6514135,HP546661,09/01/2008 02:17:20 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176173,1841939,2008,02/04/2016 06:33:39 AM,41.721635519,-87.630305672,"(41.721635519, -87.630305672)" +6514166,HP569721,09/13/2008 01:57:41 PM,079XX S PAULINA ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0611,006,21,71,19,1166390,1852123,2008,02/04/2016 06:33:39 AM,41.749795574,-87.665849794,"(41.749795574, -87.665849794)" +6514177,HP546688,09/01/2008 02:17:20 PM,076XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0621,006,17,69,19,1174618,1854247,2008,02/04/2016 06:33:39 AM,41.755444976,-87.635635856,"(41.755444976, -87.635635856)" +6514832,HP589141,09/23/2008 05:41:00 PM,094XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,2221,022,21,73,19,1167990,1842128,2008,02/04/2016 06:33:39 AM,41.722333633,-87.660273136,"(41.722333633, -87.660273136)" +6515175,HP588599,09/23/2008 03:00:45 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,28,25,19,1142386,1899689,2008,02/04/2016 06:33:39 AM,41.880801426,-87.752634034,"(41.880801426, -87.752634034)" +6515337,HP586655,09/22/2008 03:36:29 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142141,1899413,2008,02/04/2016 06:33:39 AM,41.880048593,-87.753540513,"(41.880048593, -87.753540513)" +6516049,HP588832,09/23/2008 04:52:51 PM,005XX N PARKSIDE AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,1512,015,29,25,19,1138593,1902951,2008,02/04/2016 06:33:39 AM,41.889822356,-87.766482717,"(41.889822356, -87.766482717)" +6516383,HP575619,09/16/2008 07:10:27 PM,063XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0823,008,15,66,19,1157807,1862401,2008,02/04/2016 06:33:39 AM,41.77817838,-87.697023157,"(41.77817838, -87.697023157)" +6516426,HP551205,09/03/2008 03:30:00 PM,078XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,69,19,1182255,1853135,2008,02/04/2016 06:33:39 AM,41.752220166,-87.607682794,"(41.752220166, -87.607682794)" +6516612,HP589157,09/23/2008 06:28:22 PM,038XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150643,1906398,2008,02/04/2016 06:33:39 AM,41.899054311,-87.722139232,"(41.899054311, -87.722139232)" +6516957,HP554887,09/05/2008 04:15:59 PM,077XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1165030,1853444,2008,02/04/2016 06:33:39 AM,41.753449431,-87.670796151,"(41.753449431, -87.670796151)" +6517004,HP590741,09/24/2008 04:10:00 PM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140297,1898801,2008,02/04/2016 06:33:39 AM,41.878403171,-87.760326555,"(41.878403171, -87.760326555)" +6517242,HP591166,09/24/2008 07:39:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169298,1866822,2008,02/04/2016 06:33:39 AM,41.79006908,-87.654768679,"(41.79006908, -87.654768679)" +6517463,HP590326,09/24/2008 12:53:37 PM,006XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1141580,1903770,2008,02/04/2016 06:33:39 AM,41.892015119,-87.755492736,"(41.892015119, -87.755492736)" +6519578,HP593389,09/25/2008 09:55:00 PM,051XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141858,1910820,2008,02/04/2016 06:33:39 AM,41.911355989,-87.754296989,"(41.911355989, -87.754296989)" +6519741,HP590400,09/24/2008 01:06:33 PM,006XX N SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154259,1904170,2008,02/04/2016 06:33:39 AM,41.892869009,-87.708917267,"(41.892869009, -87.708917267)" +6520003,HP593037,09/25/2008 06:15:35 PM,042XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,4,38,19,1181299,1877133,2008,02/04/2016 06:33:39 AM,41.818094975,-87.610446717,"(41.818094975, -87.610446717)" +6520457,HP586822,09/22/2008 04:40:35 PM,068XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166522,1859349,2008,02/04/2016 06:33:39 AM,41.769621894,-87.665160419,"(41.769621894, -87.665160419)" +6520606,HP594061,09/26/2008 11:10:00 AM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164298,1950625,2008,02/04/2016 06:33:39 AM,42.020137258,-87.670728751,"(42.020137258, -87.670728751)" +6521287,HP563017,09/10/2008 01:30:00 AM,008XX E 89TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,8,44,19,1183353,1845813,2008,02/04/2016 06:33:39 AM,41.732102317,-87.60388659,"(41.732102317, -87.60388659)" +6521662,HP595217,09/26/2008 09:40:00 PM,070XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174164,1858302,2008,02/04/2016 06:33:39 AM,41.766582474,-87.637179382,"(41.766582474, -87.637179382)" +6522245,HP593594,09/26/2008 01:20:00 AM,036XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1152143,1905098,2008,02/04/2016 06:33:39 AM,41.895457527,-87.716664066,"(41.895457527, -87.716664066)" +6522956,HP596816,09/27/2008 07:00:00 PM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0734,007,17,67,19,1169189,1858710,2008,02/04/2016 06:33:39 AM,41.767811125,-87.655402845,"(41.767811125, -87.655402845)" +6523166,HP570212,09/13/2008 07:45:00 PM,080XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1169388,1851472,2008,02/04/2016 06:33:39 AM,41.747944794,-87.654882651,"(41.747944794, -87.654882651)" +6524135,HP598276,09/28/2008 04:24:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177286,1830686,2008,02/04/2016 06:33:39 AM,41.690730699,-87.626567255,"(41.690730699, -87.626567255)" +6524191,HP598502,09/28/2008 07:00:00 PM,014XX S THROOP ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167931,1893399,2008,02/04/2016 06:33:39 AM,41.863028558,-87.659016208,"(41.863028558, -87.659016208)" +6524528,HP594345,09/26/2008 02:05:46 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141004,1901129,2008,02/04/2016 06:33:39 AM,41.884778515,-87.75767323,"(41.884778515, -87.75767323)" +6524655,HP590884,09/24/2008 05:29:29 PM,0000X N LOCKWOOD AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,1522,015,28,25,19,1141051,1899784,2008,02/04/2016 06:33:39 AM,41.881086801,-87.757533776,"(41.881086801, -87.757533776)" +6524843,HP596290,09/27/2008 01:30:00 AM,044XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146739,1898315,2008,02/04/2016 06:33:39 AM,41.876949072,-87.736685059,"(41.876949072, -87.736685059)" +6525052,HP581879,09/19/2008 11:12:00 PM,039XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149720,1906383,2008,02/04/2016 06:33:39 AM,41.899031144,-87.725529798,"(41.899031144, -87.725529798)" +6525076,HP591191,09/24/2008 07:25:00 PM,033XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154354,1898103,2008,02/04/2016 06:33:39 AM,41.876218655,-87.708730543,"(41.876218655, -87.708730543)" +6525129,HP583143,09/20/2008 04:04:02 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899689,2008,02/04/2016 06:33:39 AM,41.880801426,-87.752634034,"(41.880801426, -87.752634034)" +6525171,HP594049,09/26/2008 10:38:57 AM,054XX W QUINCY ST,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,1522,015,29,25,19,1140232,1898470,2008,02/04/2016 06:33:39 AM,41.877496055,-87.760573335,"(41.877496055, -87.760573335)" +6525194,HP585507,09/21/2008 11:05:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153581,1904626,2008,02/04/2016 06:33:39 AM,41.89413383,-87.711395172,"(41.89413383, -87.711395172)" +6525212,HP591194,09/24/2008 08:03:14 PM,015XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151298,1892100,2008,02/04/2016 06:33:39 AM,41.859806217,-87.720108656,"(41.859806217, -87.720108656)" +6525256,HP581840,09/19/2008 10:45:00 PM,035XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152680,1905773,2008,02/04/2016 06:33:39 AM,41.897299185,-87.714673905,"(41.897299185, -87.714673905)" +6525377,HP589127,09/23/2008 06:44:49 PM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142506,1906357,2008,02/04/2016 06:33:39 AM,41.899096987,-87.752027525,"(41.899096987, -87.752027525)" +6525385,HP581895,09/19/2008 11:24:06 PM,058XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137219,1907401,2008,02/04/2016 06:33:39 AM,41.902058514,-87.771421696,"(41.902058514, -87.771421696)" +6525534,HP594437,09/26/2008 02:20:00 PM,007XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0934,009,3,61,19,1172214,1868395,2008,02/04/2016 06:33:39 AM,41.79432191,-87.644030302,"(41.79432191, -87.644030302)" +6526201,HP600510,09/29/2008 08:48:00 PM,075XX S JEFFERY BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,43,19,1190847,1855368,2008,02/04/2016 06:33:39 AM,41.75814454,-87.576125327,"(41.75814454, -87.576125327)" +6526213,HP600628,09/29/2008 09:50:00 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156269,1899868,2008,02/04/2016 06:33:39 AM,41.881023534,-87.701651591,"(41.881023534, -87.701651591)" +6526214,HP600653,09/29/2008 10:30:00 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176681,1888910,2008,02/04/2016 06:33:39 AM,41.850517353,-87.627031661,"(41.850517353, -87.627031661)" +6526223,HP600574,09/29/2008 09:22:00 PM,015XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164521,1950995,2008,02/04/2016 06:33:39 AM,42.021147803,-87.669897575,"(42.021147803, -87.669897575)" +6527291,HP601662,09/30/2008 03:00:00 PM,003XX W 106TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1175959,1834303,2008,02/04/2016 06:33:39 AM,41.700686057,-87.631317543,"(41.700686057, -87.631317543)" +6527559,HP600688,09/30/2008 12:04:00 AM,037XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151093,1905077,2008,02/04/2016 06:33:39 AM,41.895420546,-87.720521042,"(41.895420546, -87.720521042)" +6527718,HP601347,09/30/2008 12:30:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142465,1899184,2008,02/04/2016 06:33:39 AM,41.879414176,-87.752356501,"(41.879414176, -87.752356501)" +6529028,HP584573,09/21/2008 01:06:46 PM,015XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154615,1892243,2008,02/04/2016 06:33:39 AM,41.860132968,-87.707928988,"(41.860132968, -87.707928988)" +6529126,HP575511,09/16/2008 06:49:58 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151284,1894223,2008,02/04/2016 06:33:39 AM,41.865632251,-87.720104383,"(41.865632251, -87.720104383)" +6529397,HP583754,09/20/2008 11:50:00 PM,077XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174961,1853844,2008,02/04/2016 06:33:39 AM,41.754331455,-87.634390852,"(41.754331455, -87.634390852)" +6529984,HP594392,09/26/2008 02:00:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143291,1905859,2008,02/04/2016 06:33:39 AM,41.897715786,-87.749156663,"(41.897715786, -87.749156663)" +6530204,HP603398,10/01/2008 12:14:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0522,005,34,49,19,1177239,1830685,2008,02/04/2016 06:33:39 AM,41.690729013,-87.626739355,"(41.690729013, -87.626739355)" +6530330,HP581824,09/19/2008 10:15:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,18,71,19,1164699,1853423,2008,02/04/2016 06:33:39 AM,41.753398792,-87.67200974,"(41.753398792, -87.67200974)" +6530848,HP603955,10/01/2008 06:49:49 PM,051XX S PAYNE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,4,40,19,1182174,1870945,2008,02/04/2016 06:33:39 AM,41.801094371,-87.607428705,"(41.801094371, -87.607428705)" +6532181,HP598145,09/28/2008 02:55:50 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,69,19,1174952,1854195,2008,02/04/2016 06:33:39 AM,41.755294842,-87.634413384,"(41.755294842, -87.634413384)" +6532800,HP604397,10/02/2008 01:02:00 AM,001XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157082,1899101,2008,02/04/2016 06:33:39 AM,41.878902352,-87.698687126,"(41.878902352, -87.698687126)" +6532831,HP604995,10/02/2008 12:20:09 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1141360,1900477,2008,02/04/2016 06:33:39 AM,41.882982785,-87.756382024,"(41.882982785, -87.756382024)" +6533037,HP598646,09/28/2008 08:30:00 PM,039XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1150149,1898397,2008,02/04/2016 06:33:39 AM,41.877108358,-87.724162316,"(41.877108358, -87.724162316)" +6533360,HP603202,10/01/2008 12:25:00 PM,031XX W POLK ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1134,011,24,27,19,1155639,1896202,2008,02/04/2016 06:33:39 AM,41.870976358,-87.704063612,"(41.870976358, -87.704063612)" +6533450,HP581533,09/19/2008 05:45:00 PM,064XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0312,003,20,42,19,1181341,1862461,2008,02/04/2016 06:33:39 AM,41.77783277,-87.610745075,"(41.77783277, -87.610745075)" +6533481,HP432130,07/04/2008 01:23:00 AM,033XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154037,1904469,2008,02/04/2016 06:33:39 AM,41.893693925,-87.70972461,"(41.893693925, -87.70972461)" +6533554,HP587390,09/22/2008 09:53:00 PM,073XX S STONY ISLAND AVE,1650,GAMBLING,VIOL CHARITABLE GAME ACT,SIDEWALK,true,false,0324,003,5,43,19,1188088,1856460,2008,02/04/2016 06:33:39 AM,41.761207281,-87.58620187,"(41.761207281, -87.58620187)" +6534127,HP607463,10/03/2008 07:21:00 PM,111XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1178791,1831211,2008,02/04/2016 06:33:39 AM,41.692137357,-87.621041487,"(41.692137357, -87.621041487)" +6535338,HP608482,10/04/2008 11:00:00 AM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156717,1899877,2008,02/04/2016 06:33:39 AM,41.881039171,-87.700006315,"(41.881039171, -87.700006315)" +6535997,HP596783,09/27/2008 06:50:02 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1139456,1897791,2008,02/04/2016 06:33:39 AM,41.875646965,-87.763439196,"(41.875646965, -87.763439196)" +6536243,HP594457,09/26/2008 02:15:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166872,1870742,2008,02/04/2016 06:33:39 AM,41.800878224,-87.663552158,"(41.800878224, -87.663552158)" +6536277,HP609238,10/04/2008 08:15:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0931,009,16,61,19,1166858,1871297,2008,02/04/2016 06:33:39 AM,41.802401508,-87.663587641,"(41.802401508, -87.663587641)" +6536488,HP604190,10/01/2008 09:40:00 PM,025XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1160712,1858818,2008,02/04/2016 06:33:39 AM,41.768286639,-87.686472033,"(41.768286639, -87.686472033)" +6536559,HP609082,10/04/2008 06:00:00 PM,039XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1150203,1898398,2008,02/04/2016 06:33:39 AM,41.87711005,-87.723964016,"(41.87711005, -87.723964016)" +6536915,HP610752,10/05/2008 06:30:00 PM,012XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1149821,1908059,2008,02/04/2016 06:33:39 AM,41.903628292,-87.725115181,"(41.903628292, -87.725115181)" +6538867,HP612542,10/06/2008 06:57:00 PM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,3,35,19,1179349,1879205,2008,02/04/2016 06:33:39 AM,41.823825503,-87.617536553,"(41.823825503, -87.617536553)" +6538871,HP612486,10/06/2008 06:16:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2008,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +6539177,HP612129,10/06/2008 03:43:54 PM,0000X N LATROBE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,28,25,19,1141386,1899762,2008,02/04/2016 06:33:39 AM,41.881020256,-87.756304203,"(41.881020256, -87.756304203)" +6540091,HP607400,10/03/2008 06:40:00 PM,011XX W 50TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0921,009,16,61,19,1169689,1871646,2008,02/04/2016 06:33:39 AM,41.8032982,-87.653195042,"(41.8032982, -87.653195042)" +6540448,HP597039,09/27/2008 09:40:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177286,1830686,2008,02/04/2016 06:33:39 AM,41.690730699,-87.626567255,"(41.690730699, -87.626567255)" +6541838,HP595097,09/26/2008 08:22:51 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174196,1857553,2008,02/04/2016 06:33:39 AM,41.764526419,-87.637084313,"(41.764526419, -87.637084313)" +6541880,HP607457,10/03/2008 07:05:00 PM,034XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153311,1901462,2008,02/04/2016 06:33:39 AM,41.885456865,-87.712470882,"(41.885456865, -87.712470882)" +6541916,HP589557,09/23/2008 09:32:24 PM,061XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1180307,1864332,2008,02/04/2016 06:33:39 AM,41.782990756,-87.614478366,"(41.782990756, -87.614478366)" +6541986,HP537991,08/27/2008 02:20:00 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0331,003,5,43,19,1191765,1858574,2008,02/04/2016 06:33:39 AM,41.766919838,-87.572657107,"(41.766919838, -87.572657107)" +6542014,HP607722,10/03/2008 10:15:00 PM,062XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1181307,1863785,2008,02/04/2016 06:33:39 AM,41.781466736,-87.610828936,"(41.781466736, -87.610828936)" +6542078,HP576939,09/17/2008 02:00:00 PM,017XX E 71ST PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1189224,1857920,2008,02/04/2016 06:33:39 AM,41.765186495,-87.581991672,"(41.765186495, -87.581991672)" +6542369,HP586267,09/22/2008 12:01:00 PM,009XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149885,1905954,2008,02/04/2016 06:33:39 AM,41.897850715,-87.724934928,"(41.897850715, -87.724934928)" +6542396,HP586646,09/22/2008 03:55:34 PM,029XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156872,1896891,2008,02/04/2016 06:33:39 AM,41.872842151,-87.699518132,"(41.872842151, -87.699518132)" +6542466,HP612331,10/06/2008 05:54:57 PM,0000X N KILBOURN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146385,1899827,2008,02/04/2016 06:33:39 AM,41.881104924,-87.737946342,"(41.881104924, -87.737946342)" +6542570,HP612693,10/06/2008 08:48:38 PM,012XX N SPRINGFIELD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2535,025,27,23,19,1150152,1908107,2008,02/04/2016 06:33:39 AM,41.903753563,-87.72389808,"(41.903753563, -87.72389808)" +6542941,HP612016,10/06/2008 03:00:00 PM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,68,19,1172938,1854934,2008,02/04/2016 06:33:39 AM,41.757367412,-87.641772372,"(41.757367412, -87.641772372)" +6542999,HP615753,10/08/2008 03:50:00 PM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141913,1903767,2008,02/04/2016 06:33:39 AM,41.892000726,-87.75426983,"(41.892000726, -87.75426983)" +6543239,HP616470,10/08/2008 09:45:00 PM,0000X W 114TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177972,1829046,2008,02/04/2016 06:33:39 AM,41.686214825,-87.624105209,"(41.686214825, -87.624105209)" +6545283,HP618061,10/09/2008 06:55:00 PM,013XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155238,1893719,2008,02/04/2016 06:33:39 AM,41.864170798,-87.705602493,"(41.864170798, -87.705602493)" +6545321,HP618134,10/09/2008 07:03:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140794,1907906,2008,02/04/2016 06:33:39 AM,41.903379284,-87.758277597,"(41.903379284, -87.758277597)" +6545360,HP618229,10/09/2008 08:40:00 PM,014XX W 110TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1168811,1831807,2008,02/04/2016 06:33:39 AM,41.693993536,-87.657562598,"(41.693993536, -87.657562598)" +6545361,HP618268,10/09/2008 08:35:00 PM,021XX W ADAMS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1211,012,2,28,19,1161985,1899054,2008,02/04/2016 06:33:39 AM,41.878672479,-87.680685532,"(41.878672479, -87.680685532)" +6547141,HP615640,10/08/2008 01:15:00 PM,080XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1172698,1851590,2008,02/04/2016 06:33:39 AM,41.748196342,-87.642750304,"(41.748196342, -87.642750304)" +6547187,HP620011,10/10/2008 06:45:00 PM,013XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150923,1893561,2008,02/04/2016 06:33:39 AM,41.863822715,-87.721446964,"(41.863822715, -87.721446964)" +6547290,HP620260,10/10/2008 09:40:00 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151968,1891620,2008,02/04/2016 06:33:39 AM,41.858475883,-87.717661892,"(41.858475883, -87.717661892)" +6548238,HP613755,10/07/2008 01:50:26 PM,008XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151901,1905273,2008,02/04/2016 06:33:39 AM,41.895942514,-87.717548267,"(41.895942514, -87.717548267)" +6548411,HP618283,10/09/2008 09:04:00 PM,038XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150429,1906395,2008,02/04/2016 06:33:39 AM,41.89905026,-87.722925332,"(41.89905026, -87.722925332)" +6548499,HP621306,10/11/2008 01:20:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165795,1861275,2008,02/04/2016 06:33:39 AM,41.774922559,-87.667770648,"(41.774922559, -87.667770648)" +6549257,HP621432,10/11/2008 02:51:13 PM,0000X S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136839,1899281,2008,02/04/2016 06:33:39 AM,41.879783007,-87.773012281,"(41.879783007, -87.773012281)" +6549270,HP621893,10/11/2008 06:41:25 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143823,1905869,2008,02/04/2016 06:33:39 AM,41.89773327,-87.747202411,"(41.89773327, -87.747202411)" +6550622,HP610868,10/05/2008 08:20:35 PM,057XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167318,1866641,2008,02/04/2016 06:33:39 AM,41.789615049,-87.66203397,"(41.789615049, -87.66203397)" +6551400,HP625145,10/13/2008 03:25:00 PM,012XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147580,1894013,2008,02/04/2016 06:33:39 AM,41.865127786,-87.73370747,"(41.865127786, -87.73370747)" +6552033,HP625161,10/13/2008 02:55:28 PM,069XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,43,19,1186741,1859087,2008,02/04/2016 06:33:39 AM,41.768448004,-87.591055569,"(41.768448004, -87.591055569)" +6552248,HP568648,09/12/2008 09:56:44 PM,019XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153405,1890251,2008,02/04/2016 06:33:39 AM,41.854690791,-87.712423484,"(41.854690791, -87.712423484)" +6552443,HP624209,10/13/2008 01:34:01 AM,093XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1167643,1842743,2008,02/04/2016 06:33:39 AM,41.724028724,-87.661526572,"(41.724028724, -87.661526572)" +6552753,HP623131,10/12/2008 01:00:00 PM,050XX S PEORIA ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0921,009,20,61,19,1171156,1871602,2008,02/04/2016 06:33:39 AM,41.803145478,-87.647816154,"(41.803145478, -87.647816154)" +6552782,HP623822,10/12/2008 08:20:00 PM,052XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1167552,1870096,2008,02/04/2016 06:33:39 AM,41.799090959,-87.661076896,"(41.799090959, -87.661076896)" +6552783,HP620294,10/10/2008 10:00:00 PM,054XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169908,1868693,2008,02/04/2016 06:33:39 AM,41.795190083,-87.652477649,"(41.795190083, -87.652477649)" +6553483,HP623353,10/12/2008 02:34:00 PM,078XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1182586,1853131,2008,02/04/2016 06:33:39 AM,41.752201523,-87.60646996,"(41.752201523, -87.60646996)" +6553196,HP605672,10/02/2008 06:44:31 PM,019XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153730,1890220,2008,02/04/2016 06:33:39 AM,41.854599268,-87.711231413,"(41.854599268, -87.711231413)" +6554460,HP607489,10/03/2008 07:11:57 PM,015XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149302,1892183,2008,02/04/2016 06:33:39 AM,41.860072866,-87.727433323,"(41.860072866, -87.727433323)" +6554985,HP617597,10/09/2008 02:50:00 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1161110,1863210,2008,02/04/2016 06:33:39 AM,41.780330681,-87.684891779,"(41.780330681, -87.684891779)" +6555032,HP615793,10/08/2008 03:58:00 PM,063XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1158139,1862397,2008,02/04/2016 06:33:39 AM,41.778160655,-87.69580613,"(41.778160655, -87.69580613)" +6555102,HP617538,10/09/2008 02:15:00 PM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151169,1907376,2008,02/04/2016 06:33:39 AM,41.901727741,-87.720181564,"(41.901727741, -87.720181564)" +6555200,HP623066,10/12/2008 12:00:00 PM,029XX W FILLMORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1156729,1895231,2008,02/04/2016 06:33:39 AM,41.868289837,-87.700088114,"(41.868289837, -87.700088114)" +6555314,HP625474,10/13/2008 06:14:31 PM,016XX N LUNA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139157,1910274,2008,02/04/2016 06:33:39 AM,41.90990731,-87.76423303,"(41.90990731, -87.76423303)" +6555342,HP627153,10/14/2008 04:37:28 PM,006XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150944,1903937,2008,02/04/2016 06:33:39 AM,41.892295188,-87.721098164,"(41.892295188, -87.721098164)" +6555830,HP629702,10/15/2008 09:15:00 PM,105XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1176810,1835237,2008,02/04/2016 06:33:39 AM,41.703230009,-87.628173505,"(41.703230009, -87.628173505)" +6556100,HP627455,10/14/2008 07:20:00 PM,076XX N MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1163977,1950563,2008,02/04/2016 06:33:39 AM,42.019973942,-87.671911768,"(42.019973942, -87.671911768)" +6557310,HP579283,09/18/2008 05:15:00 PM,053XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140295,1910113,2008,02/04/2016 06:33:39 AM,41.909444712,-87.760056378,"(41.909444712, -87.760056378)" +6558139,HP631784,10/16/2008 10:02:00 PM,017XX W 90TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1166467,1844664,2008,02/04/2016 06:33:39 AM,41.729325345,-87.665779654,"(41.729325345, -87.665779654)" +6558729,HP631279,10/16/2008 05:36:23 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143823,1905869,2008,02/04/2016 06:33:39 AM,41.89773327,-87.747202411,"(41.89773327, -87.747202411)" +6558822,HP626716,10/14/2008 02:50:00 PM,008XX N MOHAWK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1823,018,27,8,19,1172676,1906273,2008,02/04/2016 06:33:39 AM,41.89825206,-87.641216776,"(41.89825206, -87.641216776)" +6560306,HP633517,10/17/2008 08:20:00 PM,016XX W MONTVALE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1167205,1829500,2008,02/04/2016 06:33:39 AM,41.687697164,-87.663508263,"(41.687697164, -87.663508263)" +6560126,HP632966,10/17/2008 03:55:00 PM,054XX W FULTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1140192,1901488,2008,02/04/2016 06:33:39 AM,41.885778565,-87.76064626,"(41.885778565, -87.76064626)" +6560651,HP631433,10/16/2008 07:15:00 PM,076XX N MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1163977,1950563,2008,02/04/2016 06:33:39 AM,42.019973942,-87.671911768,"(42.019973942, -87.671911768)" +6562457,HP629797,10/15/2008 08:50:00 PM,012XX N BURLING ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1171084,1908425,2008,02/04/2016 06:33:39 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +6563445,HP635255,10/18/2008 06:50:00 PM,009XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152876,1905943,2008,02/04/2016 06:33:39 AM,41.897761801,-87.713949511,"(41.897761801, -87.713949511)" +6563547,HP631033,10/16/2008 03:50:00 PM,033XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153919,1905133,2008,02/04/2016 06:33:39 AM,41.895518357,-87.710140273,"(41.895518357, -87.710140273)" +6563855,HP632866,10/17/2008 03:05:36 PM,014XX W 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,16,67,19,1167625,1862965,2008,02/04/2016 06:33:39 AM,41.779521072,-87.661013687,"(41.779521072, -87.661013687)" +6564274,HP623463,10/12/2008 04:45:00 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155571,1893727,2008,02/04/2016 06:33:39 AM,41.864186063,-87.70437984,"(41.864186063, -87.70437984)" +6564447,HP635288,10/18/2008 07:50:00 PM,061XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0314,003,20,42,19,1185698,1864503,2008,02/04/2016 06:33:39 AM,41.783334618,-87.594708112,"(41.783334618, -87.594708112)" +6566995,HP638963,10/20/2008 09:55:00 PM,009XX W 50TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,20,61,19,1170961,1871679,2008,02/04/2016 06:33:39 AM,41.80336104,-87.648529059,"(41.80336104, -87.648529059)" +6567882,HP634554,10/18/2008 12:16:26 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141933,1903180,2008,02/04/2016 06:33:39 AM,41.890389558,-87.754210928,"(41.890389558, -87.754210928)" +6568927,HP641321,10/22/2008 11:00:00 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141343,1902645,2008,02/04/2016 06:33:39 AM,41.888932359,-87.756390926,"(41.888932359, -87.756390926)" +6569281,HP627906,10/15/2008 12:10:00 AM,007XX W 59TH ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0711,007,20,68,19,1172482,1865750,2008,02/04/2016 06:33:39 AM,41.78705784,-87.643125425,"(41.78705784, -87.643125425)" +6570717,HP636848,10/19/2008 07:10:00 PM,014XX W 58TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167550,1866278,2008,02/04/2016 06:33:39 AM,41.788613959,-87.661193702,"(41.788613959, -87.661193702)" +6570778,HP641787,10/22/2008 02:25:00 PM,015XX E 71ST PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1187591,1857886,2008,02/04/2016 06:33:39 AM,41.765132183,-87.587978099,"(41.765132183, -87.587978099)" +6570950,HP637227,10/20/2008 12:10:00 PM,025XX W LITHUANIAN PLAZA CT,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,SIDEWALK,true,false,0832,008,15,66,19,1160686,1858817,2008,02/04/2016 06:33:39 AM,41.768284432,-87.686567364,"(41.768284432, -87.686567364)" +6572707,HP645194,10/24/2008 12:30:00 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142940,1902954,2008,02/04/2016 06:33:39 AM,41.889750677,-87.750518341,"(41.889750677, -87.750518341)" +6573266,HP616274,10/08/2008 07:50:00 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152206,1906113,2008,02/04/2016 06:33:39 AM,41.898241544,-87.716405874,"(41.898241544, -87.716405874)" +6573606,HP633586,10/17/2008 09:00:00 PM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166705,1852767,2008,02/04/2016 06:33:39 AM,41.751556088,-87.664677158,"(41.751556088, -87.664677158)" +6573856,HP645988,10/24/2008 07:15:00 PM,099XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2213,022,21,73,19,1168790,1838789,2008,02/04/2016 06:33:39 AM,41.713153707,-87.657438857,"(41.713153707, -87.657438857)" +6574260,HP635528,10/18/2008 10:40:00 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1160112,1863189,2008,02/04/2016 06:33:39 AM,41.780293648,-87.688551211,"(41.780293648, -87.688551211)" +6574905,HP631758,10/16/2008 09:55:32 PM,080XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168066,1851361,2008,02/04/2016 06:33:39 AM,41.747668697,-87.659730069,"(41.747668697, -87.659730069)" +6575003,HP647432,10/25/2008 03:55:00 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141020,1900670,2008,02/04/2016 06:33:39 AM,41.883518667,-87.757625783,"(41.883518667, -87.757625783)" +6575536,HP646209,10/24/2008 10:01:36 PM,002XX N LOWER MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0122,001,42,32,19,1177256,1901911,2008,02/04/2016 06:33:39 AM,41.886179895,-87.624527336,"(41.886179895, -87.624527336)" +6576608,HP646103,10/24/2008 08:00:00 PM,038XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150745,1899737,2008,02/04/2016 06:33:39 AM,41.880773836,-87.721938911,"(41.880773836, -87.721938911)" +6577731,HP616533,10/08/2008 08:00:00 PM,015XX E 75TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0324,003,5,43,19,1187814,1855564,2008,02/04/2016 06:33:39 AM,41.758755102,-87.587234567,"(41.758755102, -87.587234567)" +6578996,HP647209,10/25/2008 01:28:00 PM,043XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147463,1905648,2008,02/04/2016 06:33:39 AM,41.897057804,-87.733838622,"(41.897057804, -87.733838622)" +6579011,HP645642,10/24/2008 04:15:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153245,1904762,2008,02/04/2016 06:33:39 AM,41.894513704,-87.712625587,"(41.894513704, -87.712625587)" +6579107,HP645586,10/24/2008 03:37:00 PM,061XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0314,003,20,42,19,1185698,1864510,2008,02/04/2016 06:33:39 AM,41.783353826,-87.594707892,"(41.783353826, -87.594707892)" +6579385,HP631766,10/16/2008 02:00:00 PM,033XX E 106TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0432,004,10,52,19,1200084,1835267,2008,02/04/2016 06:33:39 AM,41.70275778,-87.542949881,"(41.70275778, -87.542949881)" +6579424,HP640729,10/21/2008 06:35:00 PM,044XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1722,017,45,16,19,1145410,1931524,2008,02/04/2016 06:33:39 AM,41.968103091,-87.74072215,"(41.968103091, -87.74072215)" +6580599,HP630779,10/16/2008 01:30:00 PM,015XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148638,1892078,2008,02/04/2016 06:33:39 AM,41.859797566,-87.729873421,"(41.859797566, -87.729873421)" +6581043,HP636814,10/19/2008 06:41:06 PM,035XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1152886,1889146,2008,02/04/2016 06:33:39 AM,41.851668823,-87.714357684,"(41.851668823, -87.714357684)" +6581390,HP653305,10/28/2008 09:10:00 PM,066XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,20,42,19,1182031,1861239,2008,02/04/2016 06:33:39 AM,41.774463548,-87.608253317,"(41.774463548, -87.608253317)" +6581489,HP636394,10/19/2008 11:55:29 AM,015XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154614,1892311,2008,02/04/2016 06:33:39 AM,41.860319588,-87.707930841,"(41.860319588, -87.707930841)" +6581495,HP581341,09/19/2008 06:30:00 PM,028XX W CERMAK RD,1650,GAMBLING,VIOL CHARITABLE GAME ACT,POOL ROOM,true,false,1033,010,12,30,19,1157547,1889256,2008,02/04/2016 06:33:39 AM,41.851877206,-87.697247573,"(41.851877206, -87.697247573)" +6582468,HP655091,10/29/2008 09:33:00 PM,027XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2112,001,2,35,19,1178045,1886507,2008,02/04/2016 06:33:39 AM,41.843892459,-87.622098627,"(41.843892459, -87.622098627)" +6582946,HP594018,09/26/2008 10:00:00 AM,048XX N AUSTIN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,38,15,19,1135407,1931372,2008,02/04/2016 06:33:39 AM,41.967869957,-87.777506684,"(41.967869957, -87.777506684)" +6582983,HP594621,09/26/2008 04:30:00 PM,063XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,16,67,19,1167424,1862665,2008,02/04/2016 06:33:39 AM,41.778702144,-87.661759167,"(41.778702144, -87.661759167)" +6583877,HP645149,10/24/2008 12:00:00 PM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1148045,1889026,2008,02/04/2016 06:33:39 AM,41.85143391,-87.73212862,"(41.85143391, -87.73212862)" +6584061,HP602272,09/30/2008 06:20:00 PM,053XX W GALE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,11,19,1139449,1932358,2008,02/04/2016 06:33:39 AM,41.970502708,-87.762620205,"(41.970502708, -87.762620205)" +6584072,HP627476,10/14/2008 04:45:00 PM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,DRUG STORE,true,false,1732,017,39,16,19,1149190,1926286,2008,02/04/2016 06:33:39 AM,41.95365705,-87.726959518,"(41.95365705, -87.726959518)" +6584521,HP657064,10/30/2008 11:15:00 PM,011XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151834,1907334,2008,02/04/2016 06:33:39 AM,41.90159942,-87.71774003,"(41.90159942, -87.71774003)" +6585582,HP657559,10/31/2008 10:15:00 AM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143313,1904515,2008,02/04/2016 06:33:39 AM,41.894027284,-87.749109473,"(41.894027284, -87.749109473)" +6586084,HP657955,10/31/2008 01:30:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143332,1905860,2008,02/04/2016 06:33:39 AM,41.897717764,-87.749006048,"(41.897717764, -87.749006048)" 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AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164337,1866596,2008,02/04/2016 06:33:39 AM,41.789554916,-87.672965679,"(41.789554916, -87.672965679)" +6590965,HP663723,11/03/2008 03:03:00 PM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,20,68,19,1171601,1867461,2008,02/04/2016 06:33:39 AM,41.791772377,-87.646305515,"(41.791772377, -87.646305515)" +6591211,HP664267,11/03/2008 07:10:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153223,1905475,2008,02/04/2016 06:33:39 AM,41.896470682,-87.712687444,"(41.896470682, -87.712687444)" +6591427,HP663870,11/03/2008 04:24:39 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139627,1898455,2008,02/04/2016 06:33:39 AM,41.877465951,-87.762795132,"(41.877465951, -87.762795132)" +6594745,HP649589,10/26/2008 09:18:37 PM,055XX W KAMERLING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1138992,1908434,2008,02/04/2016 06:33:39 AM,41.904861136,-87.764883976,"(41.904861136, -87.764883976)" +6595284,HP668025,11/05/2008 07:51:00 PM,052XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,OTHER RAILROAD PROP / TRAIN DEPOT,true,false,2132,002,4,41,19,1187640,1870715,2008,02/04/2016 06:33:39 AM,41.800334814,-87.587390579,"(41.800334814, -87.587390579)" +6595372,HP659974,11/01/2008 12:30:00 PM,065XX S CLAREMONT AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0832,008,15,66,19,1161869,1861177,2008,02/04/2016 06:33:39 AM,41.77473611,-87.682165583,"(41.77473611, -87.682165583)" +6595582,HP667631,11/05/2008 05:25:00 PM,069XX S UNION AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0732,007,6,68,19,1172837,1858772,2008,02/04/2016 06:33:39 AM,41.76790158,-87.642029481,"(41.76790158, -87.642029481)" +6596439,HP664496,11/03/2008 09:40:00 PM,059XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160058,1865130,2008,02/04/2016 06:33:39 AM,41.785621131,-87.688695836,"(41.785621131, -87.688695836)" 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AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1170282,1832041,2008,02/04/2016 06:33:39 AM,41.694603874,-87.652170116,"(41.694603874, -87.652170116)" +6602121,HP646604,10/25/2008 01:30:00 AM,066XX S STATE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,ABANDONED BUILDING,true,false,0322,003,20,69,19,1177425,1860890,2008,02/04/2016 06:33:39 AM,41.773611179,-87.625148537,"(41.773611179, -87.625148537)" +6604283,HP673285,11/08/2008 07:24:20 PM,005XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1512,015,29,25,19,1138941,1903004,2008,02/04/2016 06:33:39 AM,41.889961479,-87.765203401,"(41.889961479, -87.765203401)" +6604285,HP673212,11/08/2008 06:06:19 PM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141913,1903760,2008,02/04/2016 06:33:39 AM,41.891981518,-87.754270004,"(41.891981518, -87.754270004)" +6604897,HP662691,11/02/2008 11:30:00 PM,080XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1172698,1851590,2008,02/04/2016 06:33:39 AM,41.748196342,-87.642750304,"(41.748196342, -87.642750304)" +6604977,HP666346,11/05/2008 12:25:00 AM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142400,1904845,2008,02/04/2016 06:33:39 AM,41.894949853,-87.752454466,"(41.894949853, -87.752454466)" +6605286,HP677236,11/11/2008 11:39:00 AM,058XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1512,015,29,25,19,1137518,1900155,2008,02/04/2016 06:33:39 AM,41.882169187,-87.770497998,"(41.882169187, -87.770497998)" +6606814,HP679697,11/12/2008 06:00:00 PM,059XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137003,1899406,2008,02/04/2016 06:33:39 AM,41.880123084,-87.772407085,"(41.880123084, -87.772407085)" +6607127,HP667916,11/05/2008 08:49:08 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142752,1897869,2008,02/04/2016 06:33:39 AM,41.875800315,-87.751335411,"(41.875800315, -87.751335411)" +6607239,HP678331,11/11/2008 09:00:00 PM,039XX W 19TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150214,1890342,2008,02/04/2016 06:33:39 AM,41.855003229,-87.724133534,"(41.855003229, -87.724133534)" +6608693,HP673702,11/09/2008 12:56:26 AM,085XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0614,006,18,71,19,1166499,1848068,2008,02/04/2016 06:33:39 AM,41.738665748,-87.665565681,"(41.738665748, -87.665565681)" +6616926,HP670849,11/07/2008 12:10:00 PM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,28,25,19,1141321,1901594,2008,02/04/2016 06:33:39 AM,41.886048692,-87.756497665,"(41.886048692, -87.756497665)" +6617782,HP688810,11/18/2008 01:15:00 AM,037XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1112,011,27,23,19,1151145,1905078,2008,02/04/2016 06:33:39 AM,41.89542227,-87.720330031,"(41.89542227, -87.720330031)" +6624514,HP686319,11/16/2008 01:30:00 PM,034XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1133,011,24,27,19,1153458,1896817,2008,02/04/2016 06:33:39 AM,41.872707579,-87.712054544,"(41.872707579, -87.712054544)" +6625974,HP698727,11/23/2008 08:45:00 PM,021XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0134,001,3,33,19,1176653,1890016,2008,02/04/2016 06:33:39 AM,41.853552927,-87.62710104,"(41.853552927, -87.62710104)" +6626933,HP681097,11/13/2008 01:45:30 PM,057XX W AUGUSTA BLVD,1680,GAMBLING,OTHER,SIDEWALK,true,false,1511,015,29,25,19,1137950,1906091,2008,02/04/2016 06:33:39 AM,41.898450542,-87.768768254,"(41.898450542, -87.768768254)" +6630740,HP381888,06/07/2008 11:10:26 PM,008XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151237,1905246,2008,02/04/2016 06:33:39 AM,41.895881475,-87.719987724,"(41.895881475, -87.719987724)" +6631014,HP681654,11/13/2008 06:50:00 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162217,1860539,2008,02/04/2016 06:33:39 AM,41.772978112,-87.680907606,"(41.772978112, -87.680907606)" +6631405,HP703278,11/26/2008 01:10:00 PM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177922,1831694,2008,02/04/2016 06:33:39 AM,41.693482454,-87.624208448,"(41.693482454, -87.624208448)" +6635151,HP698437,11/23/2008 05:08:00 PM,032XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1134,011,24,27,19,1154787,1896518,2008,02/04/2016 06:33:39 AM,41.871860592,-87.707183161,"(41.871860592, -87.707183161)" +6637930,HP686150,11/16/2008 11:10:00 AM,067XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161895,1859872,2008,02/04/2016 06:33:39 AM,41.771154468,-87.682106496,"(41.771154468, -87.682106496)" +6639482,HP707474,11/29/2008 09:47:35 AM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140605,1899502,2008,02/04/2016 06:33:39 AM,41.880321157,-87.75917841,"(41.880321157, -87.75917841)" +6639961,HP691319,11/19/2008 12:20:00 PM,037XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,36,17,19,1127407,1923972,2008,02/04/2016 06:33:39 AM,41.947702172,-87.807089728,"(41.947702172, -87.807089728)" +6645876,HP703286,11/26/2008 12:59:00 PM,048XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144200,1903556,2008,02/04/2016 06:33:39 AM,41.891379058,-87.745875882,"(41.891379058, -87.745875882)" +6648604,HP702230,11/25/2008 08:00:00 PM,039XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1112,011,27,23,19,1149710,1907713,2008,02/04/2016 06:33:39 AM,41.902680993,-87.725531918,"(41.902680993, -87.725531918)" +6650628,HP723022,12/08/2008 04:05:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0722,007,20,68,19,1174387,1862174,2008,02/04/2016 06:33:39 AM,41.777202728,-87.636246973,"(41.777202728, -87.636246973)" +6650820,HP723430,12/08/2008 06:28:00 PM,050XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2024,020,48,3,19,1167953,1933959,2008,02/04/2016 06:33:39 AM,41.974327016,-87.657762544,"(41.974327016, -87.657762544)" +6654452,HP726978,12/10/2008 05:40:00 PM,056XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1511,015,29,25,19,1138720,1904782,2008,02/04/2016 06:33:39 AM,41.894844546,-87.765971847,"(41.894844546, -87.765971847)" +6657785,HP692903,11/20/2008 10:30:00 AM,076XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0621,006,17,71,19,1172290,1854230,2008,02/04/2016 06:33:39 AM,41.755449817,-87.644167861,"(41.755449817, -87.644167861)" +6662861,HP681903,11/13/2008 10:00:00 PM,033XX N HARLEM AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1632,016,36,17,19,1127493,1921332,2008,02/04/2016 06:33:39 AM,41.940456249,-87.806833211,"(41.940456249, -87.806833211)" +6664719,HP732545,12/13/2008 07:05:00 PM,009XX E 82ND ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0631,006,8,44,19,1183850,1850820,2008,02/04/2016 06:33:39 AM,41.7458305,-87.601909996,"(41.7458305, -87.601909996)" +6665435,HP738482,12/17/2008 01:15:00 PM,020XX W 23RD ST,1651,GAMBLING,GAME/CARDS,ALLEY,true,false,1034,010,25,31,19,1162914,1888733,2008,02/04/2016 06:33:39 AM,41.850331258,-87.677563912,"(41.850331258, -87.677563912)" +6685232,HP754580,12/28/2008 03:48:00 PM,008XX E 80TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,8,44,19,1183378,1852145,2008,02/04/2016 06:33:39 AM,41.749477438,-87.603598304,"(41.749477438, -87.603598304)" +6686162,HP758125,12/30/2008 05:10:07 PM,008XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150240,1905226,2008,02/04/2016 06:33:39 AM,41.895846093,-87.72365004,"(41.895846093, -87.72365004)" +6688181,HR103213,01/02/2009 11:25:00 PM,031XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1155501,1901465,2009,02/04/2016 06:33:39 AM,41.885421337,-87.704428674,"(41.885421337, -87.704428674)" +6710686,HR126575,01/18/2009 12:30:00 AM,046XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2123,002,4,39,19,1183699,1874469,2009,02/04/2016 06:33:39 AM,41.810729022,-87.601726053,"(41.810729022, -87.601726053)" +6714312,HP367388,05/31/2008 01:16:00 PM,079XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,21,71,19,1167051,1852166,2008,02/04/2016 06:33:39 AM,41.749899475,-87.663426378,"(41.749899475, -87.663426378)" +6717233,HR134080,01/22/2009 08:20:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,69,19,1174735,1853874,2009,02/04/2016 06:33:39 AM,41.754418814,-87.635218174,"(41.754418814, -87.635218174)" +6718444,HR134912,01/23/2009 12:30:00 PM,001XX E 79TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,0623,006,6,44,19,1178670,1852666,2009,02/04/2016 06:33:39 AM,41.751015398,-87.62083438,"(41.751015398, -87.62083438)" +6725608,HR143320,01/28/2009 07:15:00 PM,005XX E 79TH ST,1611,GAMBLING,BOOKMAKING/SPORTS,TAVERN/LIQUOR STORE,true,false,0624,006,6,44,19,1181404,1852752,2009,02/04/2016 06:33:39 AM,41.751188826,-87.610813094,"(41.751188826, -87.610813094)" +6727274,HP591306,09/24/2008 08:48:00 PM,046XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,2123,002,4,39,19,1183697,1874551,2008,02/04/2016 06:33:39 AM,41.810954083,-87.601730829,"(41.810954083, -87.601730829)" +6740327,HR157088,02/06/2009 04:18:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174952,1854195,2009,02/04/2016 06:33:39 AM,41.755294842,-87.634413384,"(41.755294842, -87.634413384)" +6741214,HP725349,12/09/2008 07:40:00 PM,082XX S ASHLAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,0614,006,21,71,19,1167107,1850062,2008,02/04/2016 06:33:39 AM,41.744124604,-87.663281208,"(41.744124604, -87.663281208)" +6741427,HP256213,04/01/2008 08:05:00 PM,078XX S MORGAN ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,0612,006,17,71,19,1171006,1852776,2008,02/04/2016 06:33:39 AM,41.75148798,-87.648915778,"(41.75148798, -87.648915778)" +6741640,HR159249,02/07/2009 08:10:00 PM,038XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150795,1900941,2009,02/04/2016 06:33:39 AM,41.884076765,-87.721723807,"(41.884076765, -87.721723807)" +6741657,HR159304,02/07/2009 09:00:00 PM,0000X E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1177498,1868439,2009,02/04/2016 06:33:39 AM,41.794324752,-87.624652856,"(41.794324752, -87.624652856)" +6742713,HR160824,02/08/2009 10:30:00 PM,038XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179157,1879549,2009,02/04/2016 06:33:39 AM,41.824773853,-87.618230423,"(41.824773853, -87.618230423)" +6746647,HR163610,02/10/2009 03:45:00 PM,013XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154247,1893523,2009,02/04/2016 06:33:39 AM,41.863652779,-87.709245672,"(41.863652779, -87.709245672)" +6746868,HR164076,02/10/2009 07:26:00 PM,062XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183522,1863876,2009,02/04/2016 06:33:39 AM,41.78166509,-87.602705494,"(41.78166509, -87.602705494)" +6748156,HR157511,02/06/2009 08:52:27 PM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1023,010,28,29,19,1158231,1894118,2009,02/04/2016 06:33:39 AM,41.865205115,-87.694604352,"(41.865205115, -87.694604352)" +6749736,HR164403,02/10/2009 11:48:00 PM,039XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150191,1896407,2009,02/04/2016 06:33:39 AM,41.871646755,-87.724059969,"(41.871646755, -87.724059969)" +6750156,HR167514,02/12/2009 08:15:00 PM,025XX N HALSTED ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1933,019,43,7,19,1170505,1917269,2009,02/04/2016 06:33:39 AM,41.928473459,-87.648868318,"(41.928473459, -87.648868318)" +6751399,HR168537,02/13/2009 02:35:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170367,1864032,2009,02/04/2016 06:33:39 AM,41.782389777,-87.650930154,"(41.782389777, -87.650930154)" +6752582,HR170161,02/14/2009 01:25:00 PM,001XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144019,1900683,2009,02/04/2016 06:33:39 AM,41.883498605,-87.74661276,"(41.883498605, -87.74661276)" +6752583,HR170137,02/14/2009 01:15:00 PM,0000X W 114TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1178028,1829378,2009,02/04/2016 06:33:39 AM,41.687124617,-87.623890195,"(41.687124617, -87.623890195)" +6753220,HR160451,02/08/2009 04:00:00 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152311,1896454,2009,02/04/2016 06:33:39 AM,41.871734172,-87.716275314,"(41.871734172, -87.716275314)" +6753413,HR166530,02/12/2009 10:43:44 AM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139776,1904482,2009,02/04/2016 06:33:39 AM,41.894002082,-87.762100727,"(41.894002082, -87.762100727)" +6753629,HR171605,02/15/2009 01:55:00 PM,049XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143260,1900525,2009,02/04/2016 06:33:39 AM,41.883079239,-87.749403848,"(41.883079239, -87.749403848)" +6754162,HR170416,02/14/2009 04:08:00 PM,044XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174724,1875270,2009,02/04/2016 06:33:39 AM,41.813131988,-87.634621326,"(41.813131988, -87.634621326)" +6756215,HR162217,02/09/2009 06:54:27 PM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158242,1893740,2009,02/04/2016 06:33:39 AM,41.86416762,-87.694574296,"(41.86416762, -87.694574296)" +6757268,HR160711,02/08/2009 08:50:00 PM,086XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171157,1847591,2009,02/04/2016 06:33:39 AM,41.737256346,-87.648513649,"(41.737256346, -87.648513649)" +6758548,HR163486,02/10/2009 02:48:10 PM,007XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1141223,1904457,2009,02/04/2016 06:33:39 AM,41.89390692,-87.756786905,"(41.89390692, -87.756786905)" +6767515,HR185073,02/23/2009 07:35:00 PM,005XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,24,25,19,1143347,1897100,2009,02/04/2016 06:33:39 AM,41.873678991,-87.749169978,"(41.873678991, -87.749169978)" +6769402,HR186013,02/24/2009 12:50:00 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142927,1903341,2009,02/04/2016 06:33:39 AM,41.890812893,-87.75055643,"(41.890812893, -87.75055643)" +6770150,HR186425,02/24/2009 04:40:00 PM,021XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1332,012,2,28,19,1162079,1900970,2009,02/04/2016 06:33:39 AM,41.883928187,-87.68028685,"(41.883928187, -87.68028685)" +6773003,HR188447,02/25/2009 07:50:00 PM,065XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161865,1861319,2009,02/04/2016 06:33:39 AM,41.775125861,-87.682176305,"(41.775125861, -87.682176305)" +6777533,HR192409,02/28/2009 11:00:00 AM,002XX E 69TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,6,69,19,1178947,1858988,2009,02/04/2016 06:33:39 AM,41.768357364,-87.619627118,"(41.768357364, -87.619627118)" +6782462,HR197204,03/03/2009 05:15:00 PM,068XX S RIDGELAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1189049,1859886,2009,02/04/2016 06:33:39 AM,41.770585556,-87.582570191,"(41.770585556, -87.582570191)" +6783252,HR146663,01/30/2009 10:15:10 PM,001XX W 75TH ST,1680,GAMBLING,OTHER,OTHER,true,false,0623,006,6,69,19,1176502,1855255,2009,02/04/2016 06:33:39 AM,41.758168911,-87.628701252,"(41.758168911, -87.628701252)" +6784873,HR199179,03/04/2009 08:55:00 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142602,1897866,2009,02/04/2016 06:33:39 AM,41.875794873,-87.751886238,"(41.875794873, -87.751886238)" +6786942,HR200166,03/05/2009 06:04:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141471,1898499,2009,02/04/2016 06:33:39 AM,41.877552855,-87.75602328,"(41.877552855, -87.75602328)" +6786761,HR199832,03/05/2009 02:15:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142130,1900978,2009,02/04/2016 06:33:39 AM,41.884343351,-87.753542081,"(41.884343351, -87.753542081)" +6789158,HR202194,03/06/2009 06:50:00 PM,004XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142290,1902473,2009,02/04/2016 06:33:39 AM,41.888442845,-87.752917402,"(41.888442845, -87.752917402)" +6789462,HR202553,03/06/2009 10:15:00 PM,038XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179156,1879562,2009,02/04/2016 06:33:39 AM,41.824809549,-87.618233695,"(41.824809549, -87.618233695)" +6790775,HR204174,03/07/2009 09:30:00 PM,064XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0724,007,16,68,19,1170090,1862066,2009,02/04/2016 06:33:39 AM,41.777000866,-87.652002823,"(41.777000866, -87.652002823)" +6793943,HR206837,03/09/2009 04:27:00 PM,014XX S TRIPP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148286,1892707,2009,02/04/2016 06:33:39 AM,41.861530401,-87.731149332,"(41.861530401, -87.731149332)" +6796310,HR208111,03/10/2009 01:55:00 PM,004XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1523,015,28,25,19,1141627,1902404,2009,02/04/2016 06:33:39 AM,41.888265781,-87.755353915,"(41.888265781, -87.755353915)" +6796794,HR208964,03/10/2009 10:15:00 PM,054XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0232,002,3,40,19,1178969,1868892,2009,02/04/2016 06:33:39 AM,41.795534424,-87.619244998,"(41.795534424, -87.619244998)" +6803466,HR214036,03/13/2009 05:55:00 PM,059XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136785,1905395,2009,02/04/2016 06:33:39 AM,41.896561588,-87.773063985,"(41.896561588, -87.773063985)" +6804801,HR215790,03/14/2009 06:00:00 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139700,1907129,2009,02/04/2016 06:33:39 AM,41.901267158,-87.76231515,"(41.901267158, -87.76231515)" +6804865,HR215974,03/14/2009 07:50:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151252,1904749,2009,02/04/2016 06:33:39 AM,41.894517363,-87.719945682,"(41.894517363, -87.719945682)" +6805935,HR217184,03/15/2009 04:00:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144208,1899225,2009,02/04/2016 06:33:39 AM,41.879494129,-87.745955373,"(41.879494129, -87.745955373)" +6806030,HR217287,03/15/2009 04:22:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0332,003,5,43,19,1188712,1860059,2009,02/04/2016 06:33:39 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +6807979,HR218583,03/16/2009 12:59:00 PM,009XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152876,1905943,2009,02/04/2016 06:33:39 AM,41.897761801,-87.713949511,"(41.897761801, -87.713949511)" +6808633,HR219387,03/16/2009 08:25:00 PM,064XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,CHA APARTMENT,true,false,0312,003,20,69,19,1179561,1862428,2009,02/04/2016 06:33:39 AM,41.777783073,-87.617271544,"(41.777783073, -87.617271544)" +6810305,HR220366,03/17/2009 12:45:00 PM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141837,1906473,2009,02/04/2016 06:33:39 AM,41.899427717,-87.7544819,"(41.899427717, -87.7544819)" +6810802,HR221086,03/17/2009 07:00:00 PM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158232,1894098,2009,02/04/2016 06:33:39 AM,41.865150213,-87.694601228,"(41.865150213, -87.694601228)" +6810816,HR221167,03/17/2009 07:20:00 PM,085XX S ESCANABA AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0423,004,10,46,19,1196967,1848869,2009,02/04/2016 06:33:39 AM,41.740160793,-87.553912367,"(41.740160793, -87.553912367)" +6813533,HR223237,03/18/2009 09:30:00 PM,054XX W FULTON ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,1523,015,28,25,19,1140192,1901488,2009,02/04/2016 06:33:39 AM,41.885778565,-87.76064626,"(41.885778565, -87.76064626)" +6813665,HR223448,03/19/2009 12:30:00 AM,080XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1169389,1851438,2009,02/04/2016 06:33:39 AM,41.747851471,-87.654879969,"(41.747851471, -87.654879969)" +6815468,HR224238,03/19/2009 02:15:00 PM,022XX W JACKSON BLVD,1651,GAMBLING,GAME/CARDS,"SCHOOL, PUBLIC, BUILDING",true,false,1211,012,2,28,19,1161324,1898653,2009,02/04/2016 06:33:39 AM,41.877585867,-87.683123746,"(41.877585867, -87.683123746)" +6815832,HR224926,03/19/2009 08:22:00 PM,060XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0311,003,20,40,19,1178632,1865035,2009,02/04/2016 06:33:39 AM,41.78495812,-87.620598031,"(41.78495812, -87.620598031)" +6815883,HR225123,03/19/2009 10:45:00 PM,052XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0932,009,16,61,19,1166565,1869893,2009,02/04/2016 06:33:39 AM,41.798555028,-87.664702251,"(41.798555028, -87.664702251)" +6818634,HR220658,03/17/2009 03:30:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904735,2009,02/04/2016 06:33:39 AM,41.894478926,-87.719942377,"(41.894478926, -87.719942377)" +6818748,HR200762,03/06/2009 12:11:00 AM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150858,1903067,2009,02/04/2016 06:33:39 AM,41.889909501,-87.721436793,"(41.889909501, -87.721436793)" +6818810,HR227715,03/21/2009 01:19:00 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1523,015,28,25,19,1141558,1900252,2009,02/04/2016 06:33:39 AM,41.882361702,-87.75566051,"(41.882361702, -87.75566051)" +6819031,HR228151,03/21/2009 06:10:00 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142940,1902954,2009,02/04/2016 06:33:39 AM,41.889750677,-87.750518341,"(41.889750677, -87.750518341)" +6819122,HR228323,03/21/2009 08:30:00 PM,007XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,27,19,1153164,1896368,2009,02/04/2016 06:33:39 AM,41.871481309,-87.71314587,"(41.871481309, -87.71314587)" +6819875,HR201704,03/06/2009 02:10:00 PM,009XX N CENTRAL PARK AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1121,011,27,23,19,1152207,1906080,2009,02/04/2016 06:33:39 AM,41.898150969,-87.716403073,"(41.898150969, -87.716403073)" +6819914,HR195846,03/02/2009 07:15:00 PM,034XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1123,011,28,27,19,1153330,1902186,2009,02/04/2016 06:33:39 AM,41.887443217,-87.712381872,"(41.887443217, -87.712381872)" +6820135,HR229265,03/22/2009 12:40:00 PM,014XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152277,1892735,2009,02/04/2016 06:33:39 AM,41.861529486,-87.716498251,"(41.861529486, -87.716498251)" +6820146,HR229323,03/22/2009 01:25:00 PM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0211,002,3,35,19,1179016,1879197,2009,02/04/2016 06:33:39 AM,41.823811157,-87.618758446,"(41.823811157, -87.618758446)" +6820219,HR229527,03/22/2009 03:42:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143284,1905859,2009,02/04/2016 06:33:39 AM,41.897715917,-87.749182374,"(41.897715917, -87.749182374)" +6820311,HR225963,03/22/2009 05:10:00 PM,017XX W 78TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,17,71,19,1166201,1852974,2009,02/04/2016 06:33:39 AM,41.752134859,-87.666518204,"(41.752134859, -87.666518204)" +6820956,HR222953,03/18/2009 06:30:00 PM,006XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1153142,1897044,2009,02/04/2016 06:33:39 AM,41.873336762,-87.713208711,"(41.873336762, -87.713208711)" +6823727,HR221191,03/17/2009 07:30:00 PM,040XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1149442,1898379,2009,02/04/2016 06:33:39 AM,41.877072704,-87.726758704,"(41.877072704, -87.726758704)" +6824656,HR233070,03/24/2009 04:33:00 PM,106XX S STATE ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0512,005,9,49,19,1178140,1834263,2009,02/04/2016 06:33:39 AM,41.700527229,-87.623332772,"(41.700527229, -87.623332772)" +6825530,HR228227,03/21/2009 06:20:00 PM,025XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,OTHER,true,false,0832,008,15,66,19,1160725,1858818,2009,02/04/2016 06:33:39 AM,41.768286371,-87.686424382,"(41.768286371, -87.686424382)" +6827385,HR226759,03/20/2009 08:45:00 PM,087XX S PEORIA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,71,19,1171830,1846925,2009,02/04/2016 06:33:39 AM,41.735414028,-87.64606746,"(41.735414028, -87.64606746)" +6828481,HR236285,03/26/2009 12:40:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143386,1902559,2009,02/04/2016 06:33:39 AM,41.888658426,-87.748890295,"(41.888658426, -87.748890295)" +6828549,HR236306,03/26/2009 12:40:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143345,1905860,2009,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +6828927,HR236600,03/26/2009 03:45:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1522,015,29,25,19,1139445,1897133,2009,02/04/2016 06:33:39 AM,41.873841526,-87.763495624,"(41.873841526, -87.763495624)" +6829116,HR236938,03/26/2009 06:00:00 PM,071XX S ST LAWRENCE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0323,003,6,69,19,1181472,1857807,2009,02/04/2016 06:33:39 AM,41.765058712,-87.610408244,"(41.765058712, -87.610408244)" +6829177,HR237212,03/26/2009 08:35:00 PM,039XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178690,1878878,2009,02/04/2016 06:33:39 AM,41.822943229,-87.619964131,"(41.822943229, -87.619964131)" +6829276,HR237402,03/26/2009 10:30:00 PM,124XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0523,005,34,53,19,1174895,1822389,2009,02/04/2016 06:33:39 AM,41.66801592,-87.635566835,"(41.66801592, -87.635566835)" +6831270,HR239103,03/27/2009 09:45:00 PM,069XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171173,1858820,2009,02/04/2016 06:33:39 AM,41.768069836,-87.648127387,"(41.768069836, -87.648127387)" +6834582,HR237315,03/26/2009 09:59:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152968,1896475,2009,02/04/2016 06:33:39 AM,41.871778812,-87.713862631,"(41.871778812, -87.713862631)" +6834606,HR230768,03/23/2009 12:12:00 PM,008XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150239,1905274,2009,02/04/2016 06:33:39 AM,41.895977829,-87.72365246,"(41.895977829, -87.72365246)" +6835208,HR243190,03/30/2009 04:16:00 PM,054XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163284,1868634,2009,02/04/2016 06:33:39 AM,41.795169577,-87.676769648,"(41.795169577, -87.676769648)" +6839468,HR237378,03/26/2009 10:35:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160776,1863168,2009,02/04/2016 06:33:39 AM,41.780222332,-87.686117444,"(41.780222332, -87.686117444)" +6839562,HR246446,04/01/2009 04:30:00 PM,033XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154074,1900783,2009,02/04/2016 06:33:39 AM,41.883578438,-87.709687109,"(41.883578438, -87.709687109)" +6839630,HR246642,04/01/2009 06:10:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156167,1899647,2009,02/04/2016 06:33:39 AM,41.880419148,-87.702032099,"(41.880419148, -87.702032099)" +6841768,HR248640,04/02/2009 07:05:00 PM,064XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1161848,1861919,2009,02/04/2016 06:33:39 AM,41.776772697,-87.682221972,"(41.776772697, -87.682221972)" +6843696,HR250250,04/03/2009 06:44:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904735,2009,02/04/2016 06:33:39 AM,41.894478926,-87.719942377,"(41.894478926, -87.719942377)" +6843745,HR250341,04/03/2009 07:28:00 PM,009XX E 44TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2123,002,4,39,19,1183292,1876034,2009,02/04/2016 06:33:39 AM,41.815032997,-87.603170097,"(41.815032997, -87.603170097)" +6844214,HR215757,03/14/2009 05:11:52 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150903,1894255,2009,02/04/2016 06:33:39 AM,41.865727523,-87.721502227,"(41.865727523, -87.721502227)" +6844758,HR251769,04/04/2009 04:20:00 PM,054XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139785,1905799,2009,02/04/2016 06:33:39 AM,41.897615925,-87.762035464,"(41.897615925, -87.762035464)" +6844833,HR252015,04/04/2009 06:15:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143284,1902558,2009,02/04/2016 06:33:39 AM,41.888657588,-87.749264906,"(41.888657588, -87.749264906)" +6846610,HR251450,04/04/2009 12:40:00 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173240,1909286,2009,02/04/2016 06:33:39 AM,41.906507389,-87.639055705,"(41.906507389, -87.639055705)" +6847542,HR254781,04/06/2009 05:25:00 PM,054XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139902,1905468,2009,02/04/2016 06:33:39 AM,41.896705483,-87.761613832,"(41.896705483, -87.761613832)" +6850155,HR256530,04/07/2009 05:42:10 PM,081XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0422,004,7,46,19,1196910,1851600,2009,02/04/2016 06:33:39 AM,41.747656283,-87.554030587,"(41.747656283, -87.554030587)" +6851781,HR258323,04/08/2009 06:44:00 PM,003XX S CICERO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144446,1898000,2009,02/04/2016 06:33:39 AM,41.876128106,-87.745112291,"(41.876128106, -87.745112291)" +6851905,HR258451,04/08/2009 07:40:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1821,018,27,8,19,1173068,1909520,2009,02/04/2016 06:33:39 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +6853336,HR259431,04/09/2009 12:08:00 PM,118XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0532,005,9,53,19,1180040,1826482,2009,02/04/2016 06:33:39 AM,41.679131868,-87.616612786,"(41.679131868, -87.616612786)" +6853578,HR259594,04/09/2009 02:00:00 PM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1139826,1900211,2009,02/04/2016 06:33:39 AM,41.882281009,-87.762021527,"(41.882281009, -87.762021527)" +6853982,HR260220,04/09/2009 06:45:00 PM,039XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2122,002,4,36,19,1183094,1879594,2009,02/04/2016 06:33:39 AM,41.824806507,-87.603785506,"(41.824806507, -87.603785506)" +6857626,HR264374,04/12/2009 11:55:00 AM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1131,011,24,25,19,1144750,1897933,2009,02/04/2016 06:33:39 AM,41.875938528,-87.743997784,"(41.875938528, -87.743997784)" +6858174,HR264641,04/12/2009 04:27:00 PM,017XX W 90TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1166428,1844663,2009,02/04/2016 06:33:39 AM,41.729323431,-87.66592255,"(41.729323431, -87.66592255)" +6859785,HR266517,04/13/2009 07:30:00 PM,078XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1189898,1853322,2009,02/04/2016 06:33:39 AM,41.752553005,-87.579668947,"(41.752553005, -87.579668947)" +6862890,HR229997,03/22/2009 09:45:00 PM,003XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154431,1898297,2009,02/04/2016 06:33:39 AM,41.876749473,-87.708442638,"(41.876749473, -87.708442638)" +6862945,HR245080,03/31/2009 06:45:00 PM,001XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1114,011,28,26,19,1149044,1900341,2009,02/04/2016 06:33:39 AM,41.882464363,-87.728169259,"(41.882464363, -87.728169259)" +6863015,HR237115,03/26/2009 07:31:00 PM,001XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155924,1899337,2009,02/04/2016 06:33:39 AM,41.879573379,-87.702932735,"(41.879573379, -87.702932735)" +6863018,HR264627,04/12/2009 03:52:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136780,1908242,2009,02/04/2016 06:33:39 AM,41.904374201,-87.773014053,"(41.904374201, -87.773014053)" +6863084,HR237079,03/26/2009 07:14:00 PM,006XX N SPAULDING AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1121,011,27,23,19,1154262,1904061,2009,02/04/2016 06:33:39 AM,41.892569843,-87.708909162,"(41.892569843, -87.708909162)" +6863192,HR258759,04/08/2009 11:58:00 PM,066XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,15,66,19,1157855,1860516,2009,02/04/2016 06:33:39 AM,41.773004689,-87.696898327,"(41.773004689, -87.696898327)" +6863905,HR269300,04/15/2009 02:10:00 PM,070XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169208,1858034,2009,02/04/2016 06:33:39 AM,41.765955683,-87.655352732,"(41.765955683, -87.655352732)" +6863933,HR144943,01/29/2009 06:25:00 PM,006XX E 79TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0624,006,6,69,19,1181757,1852762,2009,02/04/2016 06:33:39 AM,41.751208125,-87.609519228,"(41.751208125, -87.609519228)" +6863952,HR200179,03/05/2009 05:00:00 PM,076XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,TAVERN/LIQUOR STORE,true,false,0621,006,17,71,19,1172294,1854108,2009,02/04/2016 06:33:39 AM,41.755114946,-87.644156784,"(41.755114946, -87.644156784)" +6864205,HR269941,04/15/2009 07:10:00 PM,039XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0214,002,3,38,19,1179077,1879038,2009,02/04/2016 06:33:39 AM,41.823373456,-87.618539513,"(41.823373456, -87.618539513)" +6864214,HR269961,04/15/2009 07:37:00 PM,017XX W 90TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1166467,1844664,2009,02/04/2016 06:33:39 AM,41.729325345,-87.665779654,"(41.729325345, -87.665779654)" +6864278,HR270060,04/15/2009 08:53:00 PM,041XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149296,1889061,2009,02/04/2016 06:33:39 AM,41.851505828,-87.727536202,"(41.851505828, -87.727536202)" +6865391,HR270838,04/16/2009 11:35:00 AM,054XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139848,1905135,2009,02/04/2016 06:33:39 AM,41.895792678,-87.761820315,"(41.895792678, -87.761820315)" +6866069,HR271823,04/16/2009 07:33:00 PM,050XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142982,1898535,2009,02/04/2016 06:33:39 AM,41.87762362,-87.750474319,"(41.87762362, -87.750474319)" +6866205,HR271537,04/16/2009 05:22:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1180324,1863694,2009,02/04/2016 06:33:39 AM,41.781239632,-87.614435596,"(41.781239632, -87.614435596)" +6867188,HP622066,10/11/2008 08:37:03 PM,058XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,20,40,19,1179923,1866324,2008,02/04/2016 06:33:39 AM,41.788465795,-87.615825273,"(41.788465795, -87.615825273)" +6869057,HR273398,04/17/2009 05:18:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167643,1894515,2009,02/04/2016 06:33:39 AM,41.866097157,-87.660041293,"(41.866097157, -87.660041293)" +6869238,HR273374,04/17/2009 05:25:53 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139118,1910086,2009,02/04/2016 06:33:39 AM,41.909392126,-87.764380883,"(41.909392126, -87.764380883)" +6870738,HR277516,04/20/2009 10:00:00 AM,003XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140286,1901629,2009,02/04/2016 06:33:39 AM,41.886163765,-87.76029761,"(41.886163765, -87.76029761)" +6871612,HR278738,04/20/2009 08:54:00 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,SMALL RETAIL STORE,true,false,1112,011,27,23,19,1149510,1907359,2009,02/04/2016 06:33:39 AM,41.901713467,-87.72627576,"(41.901713467, -87.72627576)" +6872849,HR250526,04/03/2009 09:15:00 PM,032XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1123,011,28,27,19,1154700,1901816,2009,02/04/2016 06:33:39 AM,41.886400586,-87.707360706,"(41.886400586, -87.707360706)" +6873614,HR280020,04/21/2009 04:30:00 PM,008XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143536,1905124,2009,02/04/2016 06:33:39 AM,41.89569428,-87.748275203,"(41.89569428, -87.748275203)" +6875313,HR281177,04/22/2009 10:40:00 AM,081XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,21,71,19,1166761,1850642,2009,02/04/2016 06:33:39 AM,41.745723593,-87.664532472,"(41.745723593, -87.664532472)" +6875503,HR269385,04/15/2009 02:10:00 PM,003XX E 63RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0311,003,20,40,19,1179744,1863318,2009,02/04/2016 06:33:39 AM,41.780221138,-87.616573473,"(41.780221138, -87.616573473)" +6876091,HR282124,04/22/2009 07:14:00 PM,003XX E 31ST ST,1651,GAMBLING,GAME/CARDS,"SCHOOL, PUBLIC, GROUNDS",true,false,2112,001,2,35,19,1178600,1884506,2009,02/04/2016 06:33:39 AM,41.838388942,-87.620122887,"(41.838388942, -87.620122887)" +6877181,HR219254,03/16/2009 07:15:00 PM,046XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1113,011,28,25,19,1145352,1899158,2009,02/04/2016 06:33:39 AM,41.879288711,-87.741756429,"(41.879288711, -87.741756429)" +6879408,HR284033,04/23/2009 09:07:04 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1138966,1910083,2009,02/04/2016 06:33:39 AM,41.909386659,-87.764939346,"(41.909386659, -87.764939346)" +6880104,HR286129,04/25/2009 12:50:00 AM,0000X N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140337,1899860,2009,02/04/2016 06:33:39 AM,41.88130847,-87.760153713,"(41.88130847, -87.760153713)" +6880567,HR274715,04/18/2009 12:20:00 PM,077XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1165363,1853378,2009,02/04/2016 06:33:39 AM,41.753261274,-87.669577691,"(41.753261274, -87.669577691)" +6880666,HR264834,04/12/2009 06:50:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153228,1905333,2009,02/04/2016 06:33:39 AM,41.896080921,-87.712672853,"(41.896080921, -87.712672853)" +6880827,HR272967,04/17/2009 01:28:00 PM,0000X S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1149732,1899614,2009,02/04/2016 06:33:39 AM,41.880456054,-87.725661793,"(41.880456054, -87.725661793)" +6881832,HR283016,04/23/2009 11:25:00 AM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153228,1905326,2009,02/04/2016 06:33:39 AM,41.896061713,-87.712673039,"(41.896061713, -87.712673039)" +6882251,HR288811,04/26/2009 04:40:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1164700,1853389,2009,02/04/2016 06:33:39 AM,41.75330547,-87.672007034,"(41.75330547, -87.672007034)" +6882537,HR289322,04/26/2009 10:40:00 PM,065XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160501,1861105,2009,02/04/2016 06:33:39 AM,41.774566847,-87.687182473,"(41.774566847, -87.687182473)" +6882616,HR289471,04/27/2009 01:45:00 AM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150541,1903060,2009,02/04/2016 06:33:39 AM,41.88989649,-87.722601149,"(41.88989649, -87.722601149)" +6886001,HR292685,04/28/2009 06:42:00 PM,027XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,27,19,1158070,1898578,2009,02/04/2016 06:33:39 AM,41.877447084,-87.695073647,"(41.877447084, -87.695073647)" +6886350,HR281538,04/22/2009 02:15:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154284,1892243,2009,02/04/2016 06:33:39 AM,41.860139578,-87.709144009,"(41.860139578, -87.709144009)" +6887593,HR293845,04/29/2009 01:40:00 PM,081XX S DREXEL AVE,1680,GAMBLING,OTHER,RESIDENTIAL YARD (FRONT/BACK),true,false,0631,006,8,44,19,1183652,1851153,2009,02/04/2016 06:33:39 AM,41.746748904,-87.602625138,"(41.746748904, -87.602625138)" +6887744,HR291876,04/28/2009 12:10:00 PM,050XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",false,false,2132,002,4,39,19,1186774,1871922,2009,02/04/2016 06:33:39 AM,41.803667488,-87.590528166,"(41.803667488, -87.590528166)" +6888134,HR294508,04/29/2009 07:20:00 PM,044XX S LAMON AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144398,1874801,2009,02/04/2016 06:33:39 AM,41.812467744,-87.745871179,"(41.812467744, -87.745871179)" +6888844,HR274128,04/17/2009 11:40:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180684,1862467,2009,02/04/2016 06:33:39 AM,41.777864359,-87.613153444,"(41.777864359, -87.613153444)" +6890123,HR296153,04/30/2009 06:41:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141570,1898832,2009,02/04/2016 06:33:39 AM,41.878464822,-87.755651544,"(41.878464822, -87.755651544)" +6890226,HR296247,04/30/2009 07:05:00 PM,047XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1113,011,28,25,19,1144812,1900082,2009,02/04/2016 06:33:39 AM,41.881834475,-87.743715933,"(41.881834475, -87.743715933)" +6890319,HR296467,04/30/2009 09:59:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141381,1899903,2009,02/04/2016 06:33:39 AM,41.88140727,-87.756319082,"(41.88140727, -87.756319082)" +6891716,HR297373,05/01/2009 12:27:00 PM,065XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1172636,1861438,2009,02/04/2016 06:33:39 AM,41.775221829,-87.642687763,"(41.775221829, -87.642687763)" +6892786,HR297990,05/01/2009 07:00:00 PM,016XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137180,1910404,2009,02/04/2016 06:33:39 AM,41.91029981,-87.771492703,"(41.91029981, -87.771492703)" +6892958,HR299579,05/02/2009 05:47:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138190,1904512,2009,02/04/2016 06:33:39 AM,41.894113233,-87.767924957,"(41.894113233, -87.767924957)" +6894215,HR301433,05/03/2009 08:10:00 PM,102XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177077,1837033,2009,02/04/2016 06:33:39 AM,41.708152482,-87.627141885,"(41.708152482, -87.627141885)" +6894282,HR301540,05/03/2009 10:38:00 PM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176614,1858383,2009,02/04/2016 06:33:39 AM,41.766749982,-87.628196813,"(41.766749982, -87.628196813)" +6896133,HR303232,05/04/2009 07:30:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900763,2009,02/04/2016 06:33:39 AM,41.883730659,-87.749067409,"(41.883730659, -87.749067409)" +6895676,HR302441,05/04/2009 01:08:00 PM,006XX E 37TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,4,36,19,1181488,1880528,2009,02/04/2016 06:33:39 AM,41.827406741,-87.609648514,"(41.827406741, -87.609648514)" +6896099,HR303077,05/04/2009 06:30:00 PM,050XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142862,1902808,2009,02/04/2016 06:33:39 AM,41.889351489,-87.750808434,"(41.889351489, -87.750808434)" +6896140,HR303148,05/04/2009 06:29:00 PM,038XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179157,1879549,2009,02/04/2016 06:33:39 AM,41.824773853,-87.618230423,"(41.824773853, -87.618230423)" +6896237,HR303378,05/04/2009 07:40:00 PM,009XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183589,1864096,2009,02/04/2016 06:33:39 AM,41.782267227,-87.602453003,"(41.782267227, -87.602453003)" +6896525,HR262907,04/11/2009 01:35:38 PM,054XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1524,015,37,25,19,1139636,1904799,2009,02/04/2016 06:33:39 AM,41.894874525,-87.762607165,"(41.894874525, -87.762607165)" +6897109,HR303275,05/04/2009 07:45:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154284,1892243,2009,02/04/2016 06:33:39 AM,41.860139578,-87.709144009,"(41.860139578, -87.709144009)" +6897973,HR304508,05/05/2009 02:40:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141363,1902646,2009,02/04/2016 06:33:39 AM,41.888934734,-87.756317452,"(41.888934734, -87.756317452)" +6898423,HR305160,05/05/2009 08:19:00 PM,008XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150237,1905335,2009,02/04/2016 06:33:39 AM,41.896145258,-87.723658214,"(41.896145258, -87.723658214)" +6899259,HR296223,04/30/2009 06:53:23 PM,060XX S HONORE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1165055,1864559,2009,02/04/2016 06:33:39 AM,41.783949966,-87.670390578,"(41.783949966, -87.670390578)" +6900033,HR306369,05/06/2009 01:30:00 AM,080XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166738,1851494,2009,02/04/2016 06:33:39 AM,41.748062093,-87.664592486,"(41.748062093, -87.664592486)" +6901078,HR307869,05/07/2009 11:30:00 AM,032XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154741,1900799,2009,02/04/2016 06:33:39 AM,41.883609017,-87.707237391,"(41.883609017, -87.707237391)" +6901391,HR308395,05/07/2009 05:30:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143290,1898755,2009,02/04/2016 06:33:39 AM,41.878221582,-87.749337912,"(41.878221582, -87.749337912)" +6901827,HR309187,05/08/2009 01:06:00 AM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143291,1898731,2009,02/04/2016 06:33:39 AM,41.878155704,-87.74933484,"(41.878155704, -87.74933484)" +6902910,HR309929,05/08/2009 12:45:00 PM,078XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166372,1852759,2009,02/04/2016 06:33:39 AM,41.751541231,-87.665897675,"(41.751541231, -87.665897675)" +6903099,HR310148,05/08/2009 03:30:00 PM,011XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151830,1907449,2009,02/04/2016 06:33:39 AM,41.90191507,-87.717751691,"(41.90191507, -87.717751691)" +6903211,HR310381,05/08/2009 05:25:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899694,2009,02/04/2016 06:33:39 AM,41.880815147,-87.75263391,"(41.880815147, -87.75263391)" +6903240,HR310510,05/08/2009 06:35:00 PM,063XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1156810,1862353,2009,02/04/2016 06:33:39 AM,41.778066847,-87.700679526,"(41.778066847, -87.700679526)" +6903327,HR310660,05/08/2009 08:10:00 PM,031XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,28,27,19,1155406,1900512,2009,02/04/2016 06:33:39 AM,41.882808121,-87.704803164,"(41.882808121, -87.704803164)" +6903346,HR310634,05/08/2009 07:05:00 PM,067XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181070,1860484,2009,02/04/2016 06:33:39 AM,41.772413933,-87.611799366,"(41.772413933, -87.611799366)" +6903353,HR310625,05/08/2009 08:00:00 PM,059XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,20,40,19,1179055,1865734,2009,02/04/2016 06:33:39 AM,41.786866612,-87.619025853,"(41.786866612, -87.619025853)" +6903470,HR310820,05/08/2009 09:25:00 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1163893,1951001,2009,02/04/2016 06:33:39 AM,42.021177601,-87.67220843,"(42.021177601, -87.67220843)" +6903859,HR305322,05/05/2009 10:00:52 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164298,1950863,2009,02/04/2016 06:33:39 AM,42.020790333,-87.67072197,"(42.020790333, -87.67072197)" +6904005,HR290758,04/27/2009 05:45:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152552,1894695,2009,02/04/2016 06:33:39 AM,41.866902523,-87.715436986,"(41.866902523, -87.715436986)" +6904079,HR287171,04/25/2009 03:20:51 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147402,1898657,2009,02/04/2016 06:33:39 AM,41.877874887,-87.734241933,"(41.877874887, -87.734241933)" +6904082,HR285253,04/24/2009 03:10:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152552,1894710,2009,02/04/2016 06:33:39 AM,41.866943684,-87.715436589,"(41.866943684, -87.715436589)" +6904106,HR288832,04/26/2009 04:50:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150295,1903242,2009,02/04/2016 06:33:39 AM,41.890400718,-87.723499827,"(41.890400718, -87.723499827)" +6904152,HR292185,04/28/2009 02:00:00 PM,011XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157533,1894906,2009,02/04/2016 06:33:39 AM,41.867381691,-87.697145299,"(41.867381691, -87.697145299)" +6904159,HR298583,05/02/2009 01:50:00 AM,006XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1132,011,24,26,19,1149820,1897002,2009,02/04/2016 06:33:39 AM,41.873286721,-87.725406597,"(41.873286721, -87.725406597)" +6904255,HR305501,05/06/2009 01:35:00 AM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151172,1907281,2009,02/04/2016 06:33:39 AM,41.901466992,-87.720173039,"(41.901466992, -87.720173039)" +6904814,HR312528,05/09/2009 09:45:00 PM,060XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160737,1864599,2009,02/04/2016 06:33:39 AM,41.784149999,-87.686220943,"(41.784149999, -87.686220943)" +6905217,HR305060,05/05/2009 07:12:26 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152118,1893043,2009,02/04/2016 06:33:39 AM,41.862377807,-87.7170738,"(41.862377807, -87.7170738)" +6905387,HR313208,05/10/2009 11:24:00 AM,065XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0832,008,15,66,19,1161495,1861317,2009,02/04/2016 06:33:39 AM,41.775128052,-87.683532739,"(41.775128052, -87.683532739)" +6905541,HR313405,05/10/2009 02:52:00 PM,006XX E 92ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,9,44,19,1182152,1843782,2009,02/04/2016 06:33:39 AM,41.72655686,-87.608348979,"(41.72655686, -87.608348979)" +6905745,HR313799,05/10/2009 07:30:00 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161221,1859222,2009,02/04/2016 06:33:39 AM,41.769384753,-87.684595124,"(41.769384753, -87.684595124)" +6905834,HR313929,05/10/2009 08:45:00 PM,029XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1331,012,2,27,19,1156848,1900543,2009,02/04/2016 06:33:39 AM,41.882864085,-87.699507229,"(41.882864085, -87.699507229)" +6907871,HR315777,05/11/2009 08:50:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166040,1852784,2009,02/04/2016 06:33:39 AM,41.751616895,-87.667113591,"(41.751616895, -87.667113591)" +6911488,HR307192,05/06/2009 11:29:49 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152250,1896453,2009,02/04/2016 06:33:39 AM,41.871732631,-87.716499297,"(41.871732631, -87.716499297)" +6912648,HR316640,05/12/2009 12:24:00 PM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0621,006,17,68,19,1172940,1854874,2009,02/04/2016 06:33:39 AM,41.75720272,-87.64176681,"(41.75720272, -87.64176681)" +6913015,HR316818,05/12/2009 01:45:00 PM,052XX S BLACKSTONE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2132,002,4,41,19,1186802,1870765,2009,02/04/2016 06:33:39 AM,41.800491933,-87.590462151,"(41.800491933, -87.590462151)" +6913096,HR317039,05/12/2009 04:10:00 PM,062XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1181307,1863799,2009,02/04/2016 06:33:39 AM,41.781505154,-87.610828505,"(41.781505154, -87.610828505)" +6913261,HR317334,05/12/2009 06:10:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167600,1894183,2009,02/04/2016 06:33:39 AM,41.865187047,-87.660208706,"(41.865187047, -87.660208706)" +6913375,HR317469,05/12/2009 07:32:00 PM,053XX W ADAMS ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,29,25,19,1140845,1898815,2009,02/04/2016 06:33:39 AM,41.878431532,-87.758314045,"(41.878431532, -87.758314045)" +6913427,HR317575,05/12/2009 07:43:00 PM,067XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1191037,1860725,2009,02/04/2016 06:33:39 AM,41.772839986,-87.575255978,"(41.772839986, -87.575255978)" +6914411,HR317598,05/12/2009 08:20:00 PM,034XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153714,1893079,2009,02/04/2016 06:33:39 AM,41.862445009,-87.711214105,"(41.862445009, -87.711214105)" +6915514,HR319826,05/14/2009 03:00:00 AM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1160778,1863106,2009,02/04/2016 06:33:39 AM,41.780052155,-87.686111822,"(41.780052155, -87.686111822)" +6915863,HR299814,05/02/2009 08:30:00 PM,072XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161626,1856687,2009,02/04/2016 06:33:39 AM,41.762419957,-87.683180808,"(41.762419957, -87.683180808)" +6916799,HR321099,05/14/2009 06:45:00 PM,055XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139184,1906786,2009,02/04/2016 06:33:39 AM,41.900335334,-87.764218853,"(41.900335334, -87.764218853)" +6919759,HR324998,05/16/2009 08:55:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182434,1871952,2009,02/04/2016 06:33:39 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +6919875,HR325196,05/16/2009 11:35:00 PM,014XX W 79TH ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0612,006,21,71,19,1167865,1852354,2009,02/04/2016 06:33:39 AM,41.750397942,-87.660438139,"(41.750397942, -87.660438139)" +6920531,HR325849,05/17/2009 11:45:00 AM,073XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0835,008,18,66,19,1162341,1855992,2009,02/04/2016 06:33:39 AM,41.760497918,-87.680579546,"(41.760497918, -87.680579546)" +6920668,HR326191,05/17/2009 04:05:00 PM,048XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143928,1906545,2009,02/04/2016 06:33:39 AM,41.899586321,-87.746799778,"(41.899586321, -87.746799778)" +6920695,HR326182,05/17/2009 04:10:00 PM,076XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172956,1854279,2009,02/04/2016 06:33:39 AM,41.755569613,-87.641725703,"(41.755569613, -87.641725703)" +6920792,HR326355,05/17/2009 05:45:00 PM,096XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,8,50,19,1185568,1841227,2009,02/04/2016 06:33:39 AM,41.71946602,-87.595916135,"(41.71946602, -87.595916135)" +6920814,HR326408,05/17/2009 07:03:00 PM,048XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143837,1905216,2009,02/04/2016 06:33:39 AM,41.895941101,-87.747167376,"(41.895941101, -87.747167376)" +6920912,HR326599,05/17/2009 08:37:00 PM,060XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160738,1864586,2009,02/04/2016 06:33:39 AM,41.784114304,-87.686217635,"(41.784114304, -87.686217635)" +6920999,HR326699,05/17/2009 10:03:00 PM,092XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,8,48,19,1187727,1844077,2009,02/04/2016 06:33:39 AM,41.72723571,-87.587918086,"(41.72723571, -87.587918086)" +6921100,HR326882,05/18/2009 01:30:00 AM,089XX S BUFFALO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1199595,1846387,2009,02/04/2016 06:33:39 AM,41.733284284,-87.544367294,"(41.733284284, -87.544367294)" +6921485,HR324634,05/16/2009 04:59:35 PM,033XX W CRYSTAL ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1422,014,26,23,19,1153841,1908121,2009,02/04/2016 06:33:39 AM,41.903719264,-87.710347058,"(41.903719264, -87.710347058)" +6922628,HR327802,05/18/2009 03:35:00 PM,006XX W 60TH ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0711,007,20,68,19,1173212,1864882,2009,02/04/2016 06:33:39 AM,41.784659841,-87.6404745,"(41.784659841, -87.6404745)" +6922958,HR328463,05/18/2009 09:05:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136777,1908350,2009,02/04/2016 06:33:39 AM,41.90467062,-87.773022482,"(41.90467062, -87.773022482)" +6922963,HR324688,05/16/2009 05:29:00 PM,013XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141126,1908618,2009,02/04/2016 06:33:39 AM,41.90532698,-87.757040503,"(41.90532698, -87.757040503)" +6922971,HR328484,05/18/2009 09:10:00 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1331,012,2,27,19,1156713,1900211,2009,02/04/2016 06:33:39 AM,41.88195578,-87.700011953,"(41.88195578, -87.700011953)" +6924041,HR302614,05/04/2009 02:45:00 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1121,011,27,23,19,1152538,1906113,2009,02/04/2016 06:33:39 AM,41.898234987,-87.715186457,"(41.898234987, -87.715186457)" +6924747,HR329487,05/19/2009 02:05:00 PM,009XX W 50TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,20,61,19,1170907,1871678,2009,02/04/2016 06:33:39 AM,41.803359476,-87.648727131,"(41.803359476, -87.648727131)" +6925060,HR329996,05/19/2009 05:55:00 PM,018XX W 50TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0931,009,16,61,19,1165058,1871534,2009,02/04/2016 06:33:39 AM,41.803090162,-87.670182311,"(41.803090162, -87.670182311)" +6925215,HR330340,05/19/2009 09:21:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1166872,1870742,2009,02/04/2016 06:33:39 AM,41.800878224,-87.663552158,"(41.800878224, -87.663552158)" +6925355,HR330642,05/20/2009 01:40:00 AM,003XX S KILPATRICK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,25,19,1145105,1898168,2009,02/04/2016 06:33:39 AM,41.8765767,-87.742688399,"(41.8765767, -87.742688399)" +6927267,HR332371,05/20/2009 10:20:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141381,1899903,2009,02/04/2016 06:33:39 AM,41.88140727,-87.756319082,"(41.88140727, -87.756319082)" +6927576,HR326589,05/17/2009 08:27:25 PM,018XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150351,1890629,2009,02/04/2016 06:33:39 AM,41.855788123,-87.723623198,"(41.855788123, -87.723623198)" +6928180,HR298013,05/01/2009 07:08:00 PM,063XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180669,1863054,2009,02/04/2016 06:33:39 AM,41.779475489,-87.613190413,"(41.779475489, -87.613190413)" +6931164,HR335819,05/22/2009 06:55:00 PM,001XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141687,1900649,2009,02/04/2016 06:33:39 AM,41.883448736,-87.755176994,"(41.883448736, -87.755176994)" +6931302,HR335903,05/22/2009 07:21:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153228,1905326,2009,02/04/2016 06:33:39 AM,41.896061713,-87.712673039,"(41.896061713, -87.712673039)" +6931396,HR336141,05/22/2009 10:05:00 PM,003XX S SACRAMENTO BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1124,011,2,27,19,1156434,1898290,2009,02/04/2016 06:33:39 AM,41.876690012,-87.701088405,"(41.876690012, -87.701088405)" +6932175,HR337151,05/23/2009 02:13:00 PM,056XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163659,1867155,2009,02/04/2016 06:33:39 AM,41.791103147,-87.675436019,"(41.791103147, -87.675436019)" +6932329,HR337434,05/23/2009 05:50:00 PM,011XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139303,1906966,2009,02/04/2016 06:33:39 AM,41.900827108,-87.763777365,"(41.900827108, -87.763777365)" +6932343,HR337509,05/23/2009 06:30:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141386,1899755,2009,02/04/2016 06:33:39 AM,41.881001047,-87.756304376,"(41.881001047, -87.756304376)" +6933147,HR335929,05/22/2009 08:03:22 PM,015XX N LINDER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139394,1909618,2009,02/04/2016 06:33:39 AM,41.908102851,-87.76337839,"(41.908102851, -87.76337839)" +6934791,HR340651,05/25/2009 08:30:00 PM,054XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139883,1905801,2009,02/04/2016 06:33:39 AM,41.897619622,-87.761675468,"(41.897619622, -87.761675468)" +6936194,HR320594,05/14/2009 02:05:00 PM,055XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139164,1906785,2009,02/04/2016 06:33:39 AM,41.900332954,-87.764292339,"(41.900332954, -87.764292339)" +6936577,HR341677,05/26/2009 12:45:00 PM,002XX E PERSHING RD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0211,002,3,35,19,1178744,1879190,2009,02/04/2016 06:33:39 AM,41.823798151,-87.619756522,"(41.823798151, -87.619756522)" +6936670,HR341909,05/26/2009 03:20:00 PM,009XX W WILSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2312,019,46,3,19,1169208,1930735,2009,02/04/2016 06:33:39 AM,41.965453015,-87.653241686,"(41.965453015, -87.653241686)" +6936766,HR342080,05/26/2009 04:50:00 PM,0000X S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143268,1899444,2009,02/04/2016 06:33:39 AM,41.880112694,-87.74940148,"(41.880112694, -87.74940148)" +6937027,HR342590,05/26/2009 08:29:00 PM,118XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1178963,1826567,2009,02/04/2016 06:33:39 AM,41.679389638,-87.620552448,"(41.679389638, -87.620552448)" +6938159,HR343486,05/27/2009 01:20:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143379,1902559,2009,02/04/2016 06:33:39 AM,41.888658557,-87.748916002,"(41.888658557, -87.748916002)" +6938356,HR343745,05/27/2009 03:50:00 PM,010XX N KOSTNER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1146845,1906778,2009,02/04/2016 06:33:39 AM,41.900170473,-87.736079574,"(41.900170473, -87.736079574)" +6938624,HR344244,05/27/2009 07:31:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0611,006,18,71,19,1164699,1853416,2009,02/04/2016 06:33:39 AM,41.753379583,-87.672009938,"(41.753379583, -87.672009938)" +6940852,HR346054,05/28/2009 07:30:00 PM,037XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1151691,1894784,2009,02/04/2016 06:33:39 AM,41.867163711,-87.718595506,"(41.867163711, -87.718595506)" +6940970,HR346263,05/28/2009 09:45:00 PM,063XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,16,67,19,1167425,1862658,2009,02/04/2016 06:33:39 AM,41.778682914,-87.661755702,"(41.778682914, -87.661755702)" +6942726,HR347764,05/29/2009 05:29:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153466,1899321,2009,02/04/2016 06:33:39 AM,41.879578662,-87.711958616,"(41.879578662, -87.711958616)" +6942792,HR347874,05/29/2009 06:35:00 PM,118XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1176084,1826400,2009,02/04/2016 06:33:39 AM,41.678996239,-87.631095744,"(41.678996239, -87.631095744)" +6943522,HR348317,05/29/2009 10:45:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167602,1894514,2009,02/04/2016 06:33:39 AM,41.866095296,-87.660191836,"(41.866095296, -87.660191836)" +6943975,HR349323,05/30/2009 03:57:00 PM,033XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1021,010,24,29,19,1154083,1894508,2009,02/04/2016 06:33:39 AM,41.866358997,-87.709821447,"(41.866358997, -87.709821447)" +6944054,HR349367,05/30/2009 04:30:00 PM,050XX S DR MARTIN LUTHER KING JR SD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1179906,1871524,2009,02/04/2016 06:33:39 AM,41.802735456,-87.615728445,"(41.802735456, -87.615728445)" +6944180,HR349660,05/30/2009 07:45:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0612,006,21,71,19,1167719,1851951,2009,02/04/2016 06:33:39 AM,41.749295186,-87.660984691,"(41.749295186, -87.660984691)" +6946932,HR352618,06/01/2009 04:25:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153552,1899323,2009,02/04/2016 06:33:39 AM,41.879582441,-87.711642782,"(41.879582441, -87.711642782)" +6946952,HR352634,06/01/2009 04:25:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153552,1899323,2009,02/04/2016 06:33:39 AM,41.879582441,-87.711642782,"(41.879582441, -87.711642782)" +6947020,HR352796,06/01/2009 05:55:00 PM,001XX E 104TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,49,19,1179073,1836046,2009,02/04/2016 06:33:39 AM,41.705398868,-87.619862412,"(41.705398868, -87.619862412)" +6947051,HR352896,06/01/2009 06:20:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1532,015,28,25,19,1142020,1900641,2009,02/04/2016 06:33:39 AM,41.88342062,-87.753954375,"(41.88342062, -87.753954375)" +6948987,HR354183,06/02/2009 01:35:00 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156699,1900211,2009,02/04/2016 06:33:39 AM,41.881956064,-87.700063361,"(41.881956064, -87.700063361)" +6949390,HR354844,06/02/2009 08:00:00 PM,052XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1141079,1904824,2009,02/04/2016 06:33:39 AM,41.894916666,-87.757306728,"(41.894916666, -87.757306728)" +6949458,HR354909,06/02/2009 08:22:00 PM,073XX N ROGERS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2424,024,49,1,19,1162211,1948559,2009,02/04/2016 06:33:39 AM,42.014512189,-87.678466914,"(42.014512189, -87.678466914)" +6949463,HR354880,06/02/2009 07:30:00 PM,062XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159781,1863126,2009,02/04/2016 06:33:39 AM,41.780127571,-87.689766447,"(41.780127571, -87.689766447)" +6949553,HR355164,06/03/2009 12:05:00 AM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1170367,1864039,2009,02/04/2016 06:33:39 AM,41.782408986,-87.65092995,"(41.782408986, -87.65092995)" +6949615,HR355236,06/03/2009 01:58:00 AM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1533,015,28,25,19,1141989,1899535,2009,02/04/2016 06:33:39 AM,41.880386193,-87.754095623,"(41.880386193, -87.754095623)" +6950549,HR303711,05/05/2009 02:25:00 AM,034XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153439,1901461,2009,02/04/2016 06:33:39 AM,41.885451579,-87.712000866,"(41.885451579, -87.712000866)" +6951416,HR356522,06/03/2009 07:00:00 PM,052XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140982,1908149,2009,02/04/2016 06:33:39 AM,41.904042644,-87.757581033,"(41.904042644, -87.757581033)" +6951481,HR356626,06/03/2009 08:20:00 PM,053XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140459,1910117,2009,02/04/2016 06:33:39 AM,41.909452679,-87.759453807,"(41.909452679, -87.759453807)" +6952038,HR349627,05/30/2009 07:30:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167586,1894183,2009,02/04/2016 06:33:39 AM,41.865187348,-87.6602601,"(41.865187348, -87.6602601)" +6952286,HR210030,03/11/2009 02:15:00 PM,047XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,33,14,19,1152859,1931351,2009,02/04/2016 06:33:39 AM,41.967483718,-87.7133371,"(41.967483718, -87.7133371)" +6952336,HR210033,03/11/2009 01:30:00 PM,032XX W BRYN MAWR AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1712,017,40,13,19,1153949,1937037,2009,02/04/2016 06:33:39 AM,41.983064712,-87.709176935,"(41.983064712, -87.709176935)" +6952366,HR329310,05/19/2009 11:35:00 AM,002XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143337,1901135,2009,02/04/2016 06:33:39 AM,41.884751715,-87.749105847,"(41.884751715, -87.749105847)" +6953077,HR358003,06/04/2009 04:40:00 PM,039XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178690,1878878,2009,02/04/2016 06:33:39 AM,41.822943229,-87.619964131,"(41.822943229, -87.619964131)" +6953195,HR358247,06/04/2009 06:58:00 PM,006XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153595,1904156,2009,02/04/2016 06:33:39 AM,41.892843826,-87.711356267,"(41.892843826, -87.711356267)" +6953286,HR358318,06/04/2009 08:20:00 PM,008XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1531,015,37,25,19,1142203,1905099,2009,02/04/2016 06:33:39 AM,41.895650517,-87.753171695,"(41.895650517, -87.753171695)" +6953335,HR358209,06/04/2009 06:45:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177280,1830686,2009,02/04/2016 06:33:39 AM,41.690730834,-87.626589222,"(41.690730834, -87.626589222)" +6953398,HR358415,06/04/2009 08:50:00 PM,017XX W 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166248,1852975,2009,02/04/2016 06:33:39 AM,41.752136604,-87.666345941,"(41.752136604, -87.666345941)" +6953465,HR358617,06/04/2009 10:50:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191430,1858666,2009,02/04/2016 06:33:39 AM,41.767180416,-87.573882016,"(41.767180416, -87.573882016)" +6954250,HR325930,05/17/2009 12:35:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153541,1905948,2009,02/04/2016 06:33:39 AM,41.897762321,-87.71150689,"(41.897762321, -87.71150689)" +6954276,HR328145,05/18/2009 05:50:00 PM,008XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1112,011,27,23,19,1150237,1905355,2009,02/04/2016 06:33:39 AM,41.896200141,-87.723657692,"(41.896200141, -87.723657692)" +6954589,HR355028,06/02/2009 10:18:13 PM,067XX S GREEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,17,68,19,1171798,1860196,2009,02/04/2016 06:33:39 AM,41.77183206,-87.645796156,"(41.77183206, -87.645796156)" +6954839,HR359479,06/05/2009 02:30:00 PM,012XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1138453,1907598,2009,02/04/2016 06:33:39 AM,41.902576836,-87.766884193,"(41.902576836, -87.766884193)" +6955277,HR360300,06/05/2009 09:25:00 PM,119XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1175116,1825689,2009,02/04/2016 06:33:39 AM,41.677066738,-87.634660104,"(41.677066738, -87.634660104)" +6957024,HR322195,05/15/2009 10:45:00 AM,002XX S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156082,1898760,2009,02/04/2016 06:33:39 AM,41.877986847,-87.702368156,"(41.877986847, -87.702368156)" +6957025,HR331245,05/20/2009 12:10:00 PM,043XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147512,1898001,2009,02/04/2016 06:33:39 AM,41.876072639,-87.73385486,"(41.876072639, -87.73385486)" +6957059,HR358302,06/04/2009 08:20:00 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160113,1863142,2009,02/04/2016 06:33:39 AM,41.780164653,-87.688548837,"(41.780164653, -87.688548837)" +6957065,HR330439,05/19/2009 10:00:00 PM,040XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149565,1897719,2009,02/04/2016 06:33:39 AM,41.875259203,-87.726324218,"(41.875259203, -87.726324218)" +6957198,HR362678,06/07/2009 01:30:00 PM,031XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155709,1899372,2009,02/04/2016 06:33:39 AM,41.879673753,-87.703721244,"(41.879673753, -87.703721244)" +6957438,HR363100,06/07/2009 06:50:00 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164298,1950625,2009,02/04/2016 06:33:39 AM,42.020137258,-87.670728751,"(42.020137258, -87.670728751)" +6957462,HR363180,06/07/2009 07:28:00 PM,003XX E 29TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,001,2,35,19,1178802,1885840,2009,02/04/2016 06:33:39 AM,41.842044928,-87.619340966,"(41.842044928, -87.619340966)" +6957474,HR363128,06/07/2009 07:13:00 PM,090XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2222,022,21,73,19,1169582,1844744,2009,02/04/2016 06:33:39 AM,41.729478017,-87.654366276,"(41.729478017, -87.654366276)" +6957566,HR363230,06/07/2009 08:40:00 PM,073XX S EVANS AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0323,003,6,69,19,1182494,1856542,2009,02/04/2016 06:33:39 AM,41.761563793,-87.606701519,"(41.761563793, -87.606701519)" +6959992,HR295989,04/30/2009 02:35:00 PM,003XX S HALSTED ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1213,012,27,28,19,1171097,1898751,2009,02/04/2016 06:33:39 AM,41.877646013,-87.647237171,"(41.877646013, -87.647237171)" +6961348,HR366316,06/09/2009 03:35:00 PM,008XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1173015,1906392,2009,02/04/2016 06:33:39 AM,41.898571092,-87.639968134,"(41.898571092, -87.639968134)" +6961442,HR366468,06/09/2009 04:30:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1177239,1830685,2009,02/04/2016 06:33:39 AM,41.690729013,-87.626739355,"(41.690729013, -87.626739355)" +6961543,HR366671,06/09/2009 06:30:00 PM,003XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1137104,1901547,2009,02/04/2016 06:33:39 AM,41.88599646,-87.771984796,"(41.88599646, -87.771984796)" +6961610,HR366759,06/09/2009 07:45:00 PM,085XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1194981,1848824,2009,02/04/2016 06:33:39 AM,41.740086438,-87.561190152,"(41.740086438, -87.561190152)" +6962860,HR349617,05/30/2009 06:25:00 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152849,1894827,2009,02/04/2016 06:33:39 AM,41.867258874,-87.714343161,"(41.867258874, -87.714343161)" +6963040,HR330211,05/19/2009 08:15:00 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152856,1894827,2009,02/04/2016 06:33:39 AM,41.867258736,-87.714317462,"(41.867258736, -87.714317462)" +6963187,HR252432,04/04/2009 11:50:00 PM,073XX N SHERIDAN RD,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,2423,024,49,1,19,1166081,1948481,2009,02/04/2016 06:33:39 AM,42.014216031,-87.664229139,"(42.014216031, -87.664229139)" +6963219,HR257947,04/08/2009 02:30:00 PM,040XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2534,025,30,20,19,1148906,1912977,2009,02/04/2016 06:33:39 AM,41.91714152,-87.728348795,"(41.91714152, -87.728348795)" +6963731,HR368427,06/10/2009 06:18:00 PM,019XX E 76TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0414,004,8,43,19,1190621,1854967,2009,02/04/2016 06:33:39 AM,41.757049617,-87.576966501,"(41.757049617, -87.576966501)" +6963920,HR368680,06/10/2009 08:10:00 PM,037XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0211,002,3,35,19,1178546,1880183,2009,02/04/2016 06:33:39 AM,41.826527532,-87.62045268,"(41.826527532, -87.62045268)" +6964546,HR349621,05/30/2009 06:55:16 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,29,19,1152849,1894827,2009,02/04/2016 06:33:39 AM,41.867258874,-87.714343161,"(41.867258874, -87.714343161)" +6965225,HR310758,05/08/2009 09:30:00 PM,016XX S HALSTED ST,1651,GAMBLING,GAME/CARDS,OTHER,false,false,1233,012,25,31,19,1171297,1892183,2009,02/04/2016 06:33:39 AM,41.859618547,-87.646695727,"(41.859618547, -87.646695727)" +6965767,HR370240,06/11/2009 07:17:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899723,2009,02/04/2016 06:33:39 AM,41.880894745,-87.752636861,"(41.880894745, -87.752636861)" +6965784,HR370267,06/11/2009 07:30:00 PM,080XX S WOOD ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0611,006,21,71,19,1165744,1851463,2009,02/04/2016 06:33:39 AM,41.747998167,-87.668235714,"(41.747998167, -87.668235714)" +6966541,HR344390,05/27/2009 05:45:00 PM,043XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,1912,019,47,5,19,1161207,1928613,2009,02/04/2016 06:33:39 AM,41.959800643,-87.682718777,"(41.959800643, -87.682718777)" +6966565,HR341691,05/26/2009 01:15:00 PM,001XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155724,1899012,2009,02/04/2016 06:33:39 AM,41.878685575,-87.703675863,"(41.878685575, -87.703675863)" +6966566,HR367697,06/10/2009 11:40:00 AM,0000X E MARQUETTE RD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,20,69,19,1177990,1860608,2009,02/04/2016 06:33:39 AM,41.772824555,-87.623085922,"(41.772824555, -87.623085922)" +6966747,HR360527,06/06/2009 12:50:00 AM,029XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, GROUNDS",true,false,1135,011,28,27,19,1157004,1895899,2009,02/04/2016 06:33:39 AM,41.870117326,-87.69906041,"(41.870117326, -87.69906041)" +6966773,HR346454,05/29/2009 12:15:00 AM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153579,1904673,2009,02/04/2016 06:33:39 AM,41.894262843,-87.711401266,"(41.894262843, -87.711401266)" +6967162,HR371282,06/12/2009 11:36:00 AM,009XX E 82ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183862,1850820,2009,02/04/2016 06:33:39 AM,41.74583022,-87.601866026,"(41.74583022, -87.601866026)" +6967211,HR371354,06/12/2009 12:50:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141386,1899762,2009,02/04/2016 06:33:39 AM,41.881020256,-87.756304203,"(41.881020256, -87.756304203)" +6967413,HR371577,06/12/2009 02:21:00 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1331,012,2,27,19,1156720,1900211,2009,02/04/2016 06:33:39 AM,41.881955638,-87.699986249,"(41.881955638, -87.699986249)" +6967669,HR372112,06/12/2009 07:17:00 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,1523,015,28,25,19,1141534,1900251,2009,02/04/2016 06:33:39 AM,41.882359401,-87.755748665,"(41.882359401, -87.755748665)" +6967686,HR372077,06/12/2009 07:10:00 PM,003XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139891,1901636,2009,02/04/2016 06:33:39 AM,41.886190203,-87.76174799,"(41.886190203, -87.76174799)" +6967853,HR372386,06/12/2009 10:00:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153503,1904457,2009,02/04/2016 06:33:39 AM,41.893671629,-87.71168614,"(41.893671629, -87.71168614)" +6968117,HR212523,03/12/2009 08:00:00 PM,009XX E 79TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,0624,006,8,44,19,1183779,1852820,2009,02/04/2016 06:33:39 AM,41.751320366,-87.602107872,"(41.751320366, -87.602107872)" +6968119,HR298274,05/01/2009 09:00:00 PM,007XX E 83RD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0631,006,6,44,19,1182498,1850118,2009,02/04/2016 06:33:39 AM,41.743935565,-87.606885657,"(41.743935565, -87.606885657)" +6968499,HR354867,06/02/2009 08:00:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152552,1894695,2009,02/04/2016 06:33:39 AM,41.866902523,-87.715436986,"(41.866902523, -87.715436986)" +6968799,HR373724,06/13/2009 05:15:00 PM,007XX N LOREL AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1524,015,37,25,19,1140540,1904416,2009,02/04/2016 06:33:39 AM,41.893806978,-87.759296383,"(41.893806978, -87.759296383)" +6968823,HR373761,06/13/2009 05:20:00 PM,011XX N KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147504,1907187,2009,02/04/2016 06:33:39 AM,41.901280197,-87.733648522,"(41.901280197, -87.733648522)" +6969651,HR337245,05/23/2009 03:53:00 PM,079XX S EUCLID AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0414,004,8,46,19,1190578,1852812,2009,02/04/2016 06:33:39 AM,41.751137148,-87.577193498,"(41.751137148, -87.577193498)" +6969808,HR374936,06/14/2009 01:40:00 PM,016XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150667,1891521,2009,02/04/2016 06:33:39 AM,41.858229716,-87.72244002,"(41.858229716, -87.72244002)" +6969891,HR375019,06/14/2009 02:30:00 PM,001XX S LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141026,1899043,2009,02/04/2016 06:33:39 AM,41.879053863,-87.757643827,"(41.879053863, -87.757643827)" +6970072,HR375403,06/14/2009 06:45:00 PM,033XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154001,1904468,2009,02/04/2016 06:33:39 AM,41.893691898,-87.709856853,"(41.893691898, -87.709856853)" +6970117,HR375337,06/14/2009 06:15:00 PM,0000X W 103RD PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,34,49,19,1177727,1836340,2009,02/04/2016 06:33:39 AM,41.706236141,-87.624782442,"(41.706236141, -87.624782442)" +6970123,HR375463,06/14/2009 07:35:00 PM,004XX W 58TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0711,007,20,68,19,1174373,1866490,2009,02/04/2016 06:33:39 AM,41.789046613,-87.63617001,"(41.789046613, -87.63617001)" +6970769,HR351469,05/31/2009 11:30:00 PM,005XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1512,015,29,25,19,1138943,1902944,2009,02/04/2016 06:33:39 AM,41.889796795,-87.765197515,"(41.889796795, -87.765197515)" +6971033,HR351298,05/31/2009 09:18:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898720,2009,02/04/2016 06:33:39 AM,41.8781255,-87.749331443,"(41.8781255, -87.749331443)" +6971734,HR376651,06/15/2009 02:00:00 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143823,1905869,2009,02/04/2016 06:33:39 AM,41.89773327,-87.747202411,"(41.89773327, -87.747202411)" +6972093,HR377212,06/15/2009 08:05:00 PM,0000X W 114TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1178044,1829379,2009,02/04/2016 06:33:39 AM,41.687126999,-87.623831592,"(41.687126999, -87.623831592)" +6972222,HR377485,06/15/2009 10:58:00 PM,059XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0233,002,20,40,19,1178617,1865632,2009,02/04/2016 06:33:39 AM,41.786596688,-87.620634884,"(41.786596688, -87.620634884)" +6973519,HR365282,06/08/2009 11:40:00 PM,068XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166854,1859297,2009,02/04/2016 06:33:39 AM,41.769472115,-87.663944937,"(41.769472115, -87.663944937)" +6974833,HR372212,06/12/2009 07:33:00 PM,009XX W 68TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,17,68,19,1171303,1859746,2009,02/04/2016 06:33:39 AM,41.77060805,-87.647623816,"(41.77060805, -87.647623816)" +6975282,HR379711,06/17/2009 11:36:00 AM,066XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165810,1860727,2009,02/04/2016 06:33:39 AM,41.773418457,-87.667731208,"(41.773418457, -87.667731208)" +6975372,HR379772,06/17/2009 11:50:00 AM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143326,1905529,2009,02/04/2016 06:33:39 AM,41.896809574,-87.749036365,"(41.896809574, -87.749036365)" +6975645,HR379953,06/17/2009 01:30:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150295,1903263,2009,02/04/2016 06:33:39 AM,41.890458344,-87.723499279,"(41.890458344, -87.723499279)" +6975781,HR380010,06/17/2009 01:40:00 PM,008XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152230,1905368,2009,02/04/2016 06:33:39 AM,41.896196718,-87.716337402,"(41.896196718, -87.716337402)" +6976207,HR380855,06/17/2009 09:45:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191431,1858644,2009,02/04/2016 06:33:39 AM,41.767120022,-87.573879063,"(41.767120022, -87.573879063)" +6977586,HR298336,05/01/2009 10:40:00 PM,007XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,44,19,1182734,1852793,2009,02/04/2016 06:33:39 AM,41.751270583,-87.605938082,"(41.751270583, -87.605938082)" +6977808,HR381973,06/18/2009 02:46:00 PM,015XX W FARWELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1164895,1945710,2009,02/04/2016 06:33:39 AM,42.006637712,-87.668672278,"(42.006637712, -87.668672278)" +6979007,HR120011,01/13/2009 08:00:00 PM,043XX N MILWAUKEE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,TAVERN/LIQUOR STORE,true,false,1624,016,45,15,19,1141791,1928618,2009,02/04/2016 06:33:39 AM,41.960196699,-87.754101363,"(41.960196699, -87.754101363)" +6979127,HR367779,06/10/2009 09:51:13 AM,011XX N PARKSIDE AVE,1680,GAMBLING,OTHER,SIDEWALK,false,false,1511,015,29,25,19,1138469,1907132,2009,02/04/2016 06:33:39 AM,41.901297786,-87.766836725,"(41.901297786, -87.766836725)" +6979482,HR383600,06/19/2009 01:45:00 PM,068XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,20,69,19,1179661,1859662,2009,02/04/2016 06:33:39 AM,41.770190602,-87.616989408,"(41.770190602, -87.616989408)" +6979486,HR383648,06/19/2009 02:30:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900763,2009,02/04/2016 06:33:39 AM,41.883730659,-87.749067409,"(41.883730659, -87.749067409)" +6979492,HR383693,06/19/2009 03:00:00 PM,0000X N LATROBE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899778,2009,02/04/2016 06:33:39 AM,41.881064181,-87.75630748,"(41.881064181, -87.75630748)" +6980009,HR384433,06/19/2009 11:27:00 PM,007XX N MENARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137593,1904508,2009,02/04/2016 06:33:39 AM,41.894113031,-87.77011768,"(41.894113031, -87.77011768)" +6980171,HR384757,06/20/2009 04:25:00 AM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144091,1899222,2009,02/04/2016 06:33:39 AM,41.879488093,-87.746385059,"(41.879488093, -87.746385059)" +6980748,HR385205,06/20/2009 12:28:00 PM,052XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141238,1901437,2009,02/04/2016 06:33:39 AM,41.885619395,-87.756806337,"(41.885619395, -87.756806337)" +6980774,HR385232,06/20/2009 12:25:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0825,008,15,66,19,1159818,1861817,2009,02/04/2016 06:33:39 AM,41.776534731,-87.68966672,"(41.776534731, -87.68966672)" +6980778,HR385293,06/20/2009 01:45:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899778,2009,02/04/2016 06:33:39 AM,41.881064181,-87.75630748,"(41.881064181, -87.75630748)" +6981639,HR321573,05/14/2009 10:58:00 PM,012XX S KEDVALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148914,1894047,2009,02/04/2016 06:33:39 AM,41.865195413,-87.728809401,"(41.865195413, -87.728809401)" +6982024,HR387076,06/21/2009 01:13:00 PM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151504,1907287,2009,02/04/2016 06:33:39 AM,41.901476939,-87.718953402,"(41.901476939, -87.718953402)" +6983143,HR363279,06/07/2009 08:47:00 PM,007XX N TROY ST,1611,GAMBLING,BOOKMAKING/SPORTS,ALLEY,true,false,1313,012,27,23,19,1155242,1904748,2009,02/04/2016 06:33:39 AM,41.894435409,-87.705291534,"(41.894435409, -87.705291534)" +6983561,HR363340,06/07/2009 10:45:00 PM,064XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167113,1861993,2009,02/04/2016 06:33:39 AM,41.776864751,-87.662918523,"(41.776864751, -87.662918523)" +6983604,HR359156,06/05/2009 11:20:00 AM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143269,1906198,2009,02/04/2016 06:33:39 AM,41.898646452,-87.749228991,"(41.898646452, -87.749228991)" +6983901,HR388959,06/22/2009 03:30:00 PM,084XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,10,46,19,1196621,1849564,2009,02/04/2016 06:33:39 AM,41.74207652,-87.555157014,"(41.74207652, -87.555157014)" +6984806,HR382875,06/18/2009 10:30:00 PM,133XX S AVENUE M,1670,GAMBLING,GAME/AMUSEMENT DEVICE,STREET,true,false,0433,004,10,55,19,1201753,1817029,2009,02/04/2016 06:33:39 AM,41.652668737,-87.537455437,"(41.652668737, -87.537455437)" +6985110,HR382874,06/18/2009 09:10:00 PM,092XX S SOUTH CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,STREET,true,false,0424,004,10,46,19,1197798,1843948,2009,02/04/2016 06:33:39 AM,41.726636483,-87.551031632,"(41.726636483, -87.551031632)" +6986049,HR390968,06/23/2009 04:00:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899709,2009,02/04/2016 06:33:39 AM,41.880856327,-87.752637209,"(41.880856327, -87.752637209)" +6986450,HR391734,06/23/2009 11:30:00 PM,0000X W 114TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177964,1829046,2009,02/04/2016 06:33:39 AM,41.686215006,-87.624134495,"(41.686215006, -87.624134495)" +6987751,HR392537,06/24/2009 12:21:00 PM,070XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1159923,1857877,2009,02/04/2016 06:33:39 AM,41.765720645,-87.689389937,"(41.765720645, -87.689389937)" +6988075,HR393097,06/24/2009 05:40:00 PM,015XX N LUNA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139055,1909617,2009,02/04/2016 06:33:39 AM,41.908106281,-87.764623744,"(41.908106281, -87.764623744)" +6988269,HR393347,06/24/2009 07:55:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136780,1908249,2009,02/04/2016 06:33:39 AM,41.904393409,-87.773013885,"(41.904393409, -87.773013885)" +6991256,HR396204,06/26/2009 12:15:00 PM,130XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0533,005,9,54,19,1183349,1818727,2009,02/04/2016 06:33:39 AM,41.657774851,-87.60474059,"(41.657774851, -87.60474059)" +6991651,HR396912,06/26/2009 07:00:00 PM,002XX S LAVERGNE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1533,015,28,25,19,1143291,1898731,2009,02/04/2016 06:33:39 AM,41.878155704,-87.74933484,"(41.878155704, -87.74933484)" +6991738,HR397097,06/26/2009 08:05:00 PM,017XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2531,025,29,25,19,1138450,1910821,2009,02/04/2016 06:33:39 AM,41.911421184,-87.766817025,"(41.911421184, -87.766817025)" +6991750,HR396897,06/26/2009 06:40:00 PM,002XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148362,1900762,2009,02/04/2016 06:33:39 AM,41.883632804,-87.73066274,"(41.883632804, -87.73066274)" +6991911,HR397124,06/26/2009 07:50:00 PM,071XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0323,003,6,69,19,1180150,1857745,2009,02/04/2016 06:33:39 AM,41.764918965,-87.615255617,"(41.764918965, -87.615255617)" +6992164,HR395240,06/25/2009 08:44:18 PM,061XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166394,1863957,2009,02/04/2016 06:33:39 AM,41.782269568,-87.665498441,"(41.782269568, -87.665498441)" +6992324,HR370353,06/11/2009 08:20:00 PM,019XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155665,1890321,2009,02/04/2016 06:33:39 AM,41.854837734,-87.704126398,"(41.854837734, -87.704126398)" +6992483,HR371978,06/12/2009 06:10:00 PM,021XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153427,1889520,2009,02/04/2016 06:33:39 AM,41.852684405,-87.712362138,"(41.852684405, -87.712362138)" +6992546,HR397916,06/27/2009 09:45:00 AM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153268,1903966,2009,02/04/2016 06:33:39 AM,41.892328946,-87.712562266,"(41.892328946, -87.712562266)" +6992680,HR394881,06/25/2009 05:10:00 PM,079XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183608,1852595,2009,02/04/2016 06:33:39 AM,41.750706929,-87.602741498,"(41.750706929, -87.602741498)" +6993153,HR398921,06/27/2009 08:10:00 PM,052XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1177604,1870284,2009,02/04/2016 06:33:39 AM,41.799385209,-87.62420835,"(41.799385209, -87.62420835)" +6993254,HR398936,06/27/2009 08:19:00 PM,077XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0621,006,17,71,19,1172640,1853642,2009,02/04/2016 06:33:39 AM,41.75382857,-87.642902496,"(41.75382857, -87.642902496)" +6994479,HR400853,06/28/2009 10:30:00 PM,070XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191100,1858528,2009,02/04/2016 06:33:39 AM,41.766809722,-87.575096041,"(41.766809722, -87.575096041)" +6994942,HR382630,06/18/2009 09:20:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167616,1894514,2009,02/04/2016 06:33:39 AM,41.866094994,-87.660140441,"(41.866094994, -87.660140441)" +6996111,HR402444,06/29/2009 06:15:00 PM,027XX W MADISON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1331,012,2,27,19,1158027,1899903,2009,02/04/2016 06:33:39 AM,41.881083889,-87.695195358,"(41.881083889, -87.695195358)" +6996288,HR402754,06/29/2009 08:45:00 PM,003XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140284,1901684,2009,02/04/2016 06:33:39 AM,41.886314728,-87.760303606,"(41.886314728, -87.760303606)" +6996435,HR402929,06/29/2009 10:47:00 PM,071XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,DRIVEWAY - RESIDENTIAL,true,false,0832,008,18,66,19,1162304,1857322,2009,02/04/2016 06:33:39 AM,41.764148399,-87.680678169,"(41.764148399, -87.680678169)" +6996816,HR391831,06/24/2009 12:15:00 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188695,1860637,2009,02/04/2016 06:33:39 AM,41.772654834,-87.583843806,"(41.772654834, -87.583843806)" +6998346,HR404537,06/30/2009 07:20:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154866,1901449,2009,02/04/2016 06:33:39 AM,41.885390178,-87.706760951,"(41.885390178, -87.706760951)" +7000428,HR406361,07/01/2009 07:40:00 PM,014XX W 109TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1168869,1832468,2009,02/04/2016 06:33:39 AM,41.695806179,-87.657331251,"(41.695806179, -87.657331251)" +7000471,HR406524,07/01/2009 09:20:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146951,1897324,2009,02/04/2016 06:33:39 AM,41.874225604,-87.735931977,"(41.874225604, -87.735931977)" +7000686,HR406212,07/01/2009 06:09:11 PM,008XX W SHERIDAN RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2324,019,46,6,19,1170016,1926106,2009,02/04/2016 06:33:39 AM,41.952733251,-87.650406509,"(41.952733251, -87.650406509)" +7000787,HR402245,06/29/2009 04:20:45 PM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139302,1901465,2009,02/04/2016 06:33:39 AM,41.885731702,-87.763915133,"(41.885731702, -87.763915133)" +7001158,HR397137,06/26/2009 09:05:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1194220,1853447,2009,02/04/2016 06:33:39 AM,41.752791032,-87.563826829,"(41.752791032, -87.563826829)" +7001865,HR407736,07/02/2009 03:30:00 PM,050XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1179756,1871522,2009,02/04/2016 06:33:39 AM,41.802733403,-87.616278617,"(41.802733403, -87.616278617)" +7001986,HR407894,07/02/2009 04:52:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136776,1908370,2009,02/04/2016 06:33:39 AM,41.90472552,-87.773025676,"(41.90472552, -87.773025676)" +7002570,HR405686,07/01/2009 02:09:32 PM,053XX W FULTON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1523,015,28,25,19,1140757,1901427,2009,02/04/2016 06:33:39 AM,41.885600808,-87.758572935,"(41.885600808, -87.758572935)" +7002603,HR405496,07/01/2009 11:20:00 AM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139330,1901466,2009,02/04/2016 06:33:39 AM,41.885733936,-87.763812285,"(41.885733936, -87.763812285)" +7003127,HR409369,07/03/2009 02:20:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139932,1900410,2009,02/04/2016 06:33:39 AM,41.882825154,-87.76162742,"(41.882825154, -87.76162742)" +7003264,HR409650,07/03/2009 05:40:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2009,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7003529,HR410201,07/04/2009 12:39:00 AM,073XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1193920,1856749,2009,02/04/2016 06:33:39 AM,41.761859333,-87.56481809,"(41.761859333, -87.56481809)" +7003755,HR408583,07/03/2009 01:04:42 AM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176614,1858376,2009,02/04/2016 06:33:39 AM,41.766730773,-87.628197023,"(41.766730773, -87.628197023)" +7003722,HR407216,07/02/2009 10:55:00 AM,006XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1140918,1903624,2009,02/04/2016 06:33:39 AM,41.891626686,-87.757927602,"(41.891626686, -87.757927602)" +7004173,HR380663,06/17/2009 08:03:34 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150883,1905944,2009,02/04/2016 06:33:39 AM,41.897803795,-87.721269611,"(41.897803795, -87.721269611)" +7004197,HR410792,07/04/2009 12:30:00 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142606,1903006,2009,02/04/2016 06:33:39 AM,41.88989959,-87.751743655,"(41.88989959, -87.751743655)" +7005106,HR412218,07/05/2009 11:50:00 AM,003XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139109,1897904,2009,02/04/2016 06:33:39 AM,41.875963367,-87.76471052,"(41.875963367, -87.76471052)" +7005183,HR412381,07/05/2009 01:31:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860617,2009,02/04/2016 06:33:39 AM,41.772599929,-87.58384078,"(41.772599929, -87.58384078)" +7005291,HR412555,07/05/2009 03:54:00 PM,018XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136462,1911510,2009,02/04/2016 06:33:39 AM,41.913347682,-87.774103908,"(41.913347682, -87.774103908)" +7005353,HR412668,07/05/2009 05:00:00 PM,002XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1139003,1901091,2009,02/04/2016 06:33:39 AM,41.884710837,-87.765022234,"(41.884710837, -87.765022234)" +7005627,HR413067,07/05/2009 08:20:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160776,1863201,2009,02/04/2016 06:33:39 AM,41.780312889,-87.686116533,"(41.780312889, -87.686116533)" +7005669,HR413203,07/05/2009 09:47:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1156157,1901479,2009,02/04/2016 06:33:39 AM,41.885446536,-87.702019332,"(41.885446536, -87.702019332)" +7006308,HR395111,06/25/2009 07:47:00 PM,051XX S WOOD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1165216,1870634,2009,02/04/2016 06:33:39 AM,41.800617108,-87.669628337,"(41.800617108, -87.669628337)" +7007051,HR414178,07/06/2009 01:30:00 PM,037XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1178213,1880321,2009,02/04/2016 06:33:39 AM,41.826913791,-87.621670187,"(41.826913791, -87.621670187)" +7007406,HR414965,07/06/2009 08:10:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1531,015,37,25,19,1143313,1904515,2009,02/04/2016 06:33:39 AM,41.894027284,-87.749109473,"(41.894027284, -87.749109473)" +7007503,HR415077,07/06/2009 08:56:00 PM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1182008,1876665,2009,02/04/2016 06:33:39 AM,41.816794351,-87.607860401,"(41.816794351, -87.607860401)" +7009098,HR416113,07/07/2009 01:04:00 PM,049XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,2533,025,37,25,19,1143134,1908196,2009,02/04/2016 06:33:39 AM,41.90413171,-87.749674916,"(41.90413171, -87.749674916)" +7009180,HR416194,07/07/2009 02:05:00 PM,024XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161051,1860819,2009,02/04/2016 06:33:39 AM,41.773770665,-87.685174153,"(41.773770665, -87.685174153)" +7009188,HR413465,07/06/2009 05:20:00 AM,031XX W POLK ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1134,011,24,27,19,1155646,1896202,2009,02/04/2016 06:33:39 AM,41.870976217,-87.704037912,"(41.870976217, -87.704037912)" +7009824,HR417170,07/07/2009 10:59:00 AM,034XX W 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0834,008,18,70,19,1154603,1851976,2009,02/04/2016 06:33:39 AM,41.749634988,-87.709046647,"(41.749634988, -87.709046647)" +7011868,HR418975,07/08/2009 11:04:00 PM,009XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149882,1906063,2009,02/04/2016 06:33:39 AM,41.89814988,-87.724943108,"(41.89814988, -87.724943108)" +7011885,HR418976,07/08/2009 11:24:00 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152539,1906106,2009,02/04/2016 06:33:39 AM,41.898215758,-87.71518297,"(41.898215758, -87.71518297)" +7012542,HR408438,07/02/2009 07:37:13 PM,037XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1723,017,39,14,19,1150421,1931633,2009,02/04/2016 06:33:39 AM,41.968305606,-87.722294037,"(41.968305606, -87.722294037)" +7013065,HR420115,07/09/2009 05:20:00 PM,054XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139929,1906134,2009,02/04/2016 06:33:39 AM,41.898532573,-87.76149836,"(41.898532573, -87.76149836)" +7013086,HR420167,07/09/2009 05:30:00 PM,061XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168682,1863898,2009,02/04/2016 06:33:39 AM,41.782058595,-87.6571117,"(41.782058595, -87.6571117)" +7013165,HR420368,07/09/2009 07:30:00 PM,029XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156911,1899216,2009,02/04/2016 06:33:39 AM,41.879221392,-87.699311888,"(41.879221392, -87.699311888)" +7013248,HR420406,07/09/2009 07:38:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167202,1858723,2009,02/04/2016 06:33:39 AM,41.767889544,-87.662685731,"(41.767889544, -87.662685731)" +7015053,HR422047,07/10/2009 05:10:00 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139830,1907131,2009,02/04/2016 06:33:39 AM,41.901270271,-87.761837592,"(41.901270271, -87.761837592)" +7015161,HR422025,07/10/2009 05:10:00 PM,035XX W LEXINGTON ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1133,011,24,27,19,1152819,1896472,2009,02/04/2016 06:33:39 AM,41.871773529,-87.714409753,"(41.871773529, -87.714409753)" +7015205,HR422411,07/10/2009 09:10:00 PM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144116,1900066,2009,02/04/2016 06:33:39 AM,41.881803662,-87.746272063,"(41.881803662, -87.746272063)" +7015570,HR420011,07/09/2009 04:15:00 PM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,1523,015,28,25,19,1141336,1901155,2009,02/04/2016 06:33:39 AM,41.884843745,-87.756453418,"(41.884843745, -87.756453418)" +7016184,HR423580,07/11/2009 02:53:00 PM,016XX N MEADE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2513,025,29,25,19,1135496,1910318,2009,02/04/2016 06:33:39 AM,41.910093919,-87.777681217,"(41.910093919, -87.777681217)" +7016329,HR423944,07/11/2009 08:08:00 PM,012XX N MASON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2531,025,29,25,19,1136470,1907580,2009,02/04/2016 06:33:39 AM,41.902563141,-87.774168637,"(41.902563141, -87.774168637)" +7016611,HR422090,07/10/2009 06:05:00 PM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139302,1901465,2009,02/04/2016 06:33:39 AM,41.885731702,-87.763915133,"(41.885731702, -87.763915133)" +7017089,HR424987,07/12/2009 01:25:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144208,1899225,2009,02/04/2016 06:33:39 AM,41.879494129,-87.745955373,"(41.879494129, -87.745955373)" +7017536,HR423890,07/11/2009 07:10:00 PM,011XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142157,1907012,2009,02/04/2016 06:33:39 AM,41.900900864,-87.753293142,"(41.900900864, -87.753293142)" +7017559,HR425679,07/12/2009 09:30:00 PM,105XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0434,004,10,51,19,1193859,1835673,2009,02/04/2016 06:33:39 AM,41.704026401,-87.565730561,"(41.704026401, -87.565730561)" +7018371,HR415072,07/06/2009 08:15:00 PM,116XX S MICHIGAN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,0532,005,9,53,19,1178927,1827640,2009,02/04/2016 06:33:39 AM,41.682334926,-87.620651734,"(41.682334926, -87.620651734)" +7018517,HR395128,06/25/2009 07:41:03 PM,006XX N SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154596,1904021,2009,02/04/2016 06:33:39 AM,41.892453402,-87.707683581,"(41.892453402, -87.707683581)" +7018600,HR408934,07/03/2009 09:43:00 AM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143147,1906196,2009,02/04/2016 06:33:39 AM,41.898643242,-87.749677146,"(41.898643242, -87.749677146)" +7018960,HR426576,07/13/2009 01:34:00 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0733,007,17,68,19,1169924,1856111,2009,02/04/2016 06:33:39 AM,41.760663209,-87.652784111,"(41.760663209, -87.652784111)" +7019252,HR427117,07/13/2009 05:45:00 PM,001XX W 110TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177362,1832013,2009,02/04/2016 06:33:39 AM,41.69437047,-87.626249135,"(41.69437047, -87.626249135)" +7019316,HR427280,07/13/2009 07:45:00 PM,051XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142055,1910490,2009,02/04/2016 06:33:39 AM,41.910446781,-87.75358146,"(41.910446781, -87.75358146)" +7019650,HR427790,07/14/2009 04:10:00 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1531,015,37,25,19,1141774,1904840,2009,02/04/2016 06:33:39 AM,41.894947739,-87.75475375,"(41.894947739, -87.75475375)" +7020773,HR409076,07/03/2009 11:30:00 AM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899808,2009,02/04/2016 06:33:39 AM,41.881146523,-87.756310411,"(41.881146523, -87.756310411)" +7021073,HR428347,07/14/2009 12:32:00 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0611,006,21,71,19,1166409,1851391,2009,02/04/2016 06:33:39 AM,41.747786457,-87.66580098,"(41.747786457, -87.66580098)" +7021113,HR428338,07/14/2009 12:59:00 PM,004XX W TREMONT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174280,1867621,2009,02/04/2016 06:33:39 AM,41.792152265,-87.636477394,"(41.792152265, -87.636477394)" +7021888,HR429529,07/15/2009 01:20:00 AM,068XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166853,1859344,2009,02/04/2016 06:33:39 AM,41.76960111,-87.663947262,"(41.76960111, -87.663947262)" +7023028,HR387074,06/21/2009 02:00:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152826,1896472,2009,02/04/2016 06:33:39 AM,41.871773391,-87.714384053,"(41.871773391, -87.714384053)" +7023531,HR428344,07/14/2009 01:05:00 PM,053XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140611,1907811,2009,02/04/2016 06:33:39 AM,41.903121957,-87.758952142,"(41.903121957, -87.758952142)" +7023662,HR430693,07/15/2009 06:00:00 PM,054XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139896,1906134,2009,02/04/2016 06:33:39 AM,41.898533177,-87.761619569,"(41.898533177, -87.761619569)" +7023855,HR430907,07/15/2009 06:46:00 PM,001XX W 116TH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0522,005,34,53,19,1177490,1827691,2009,02/04/2016 06:33:39 AM,41.682507377,-87.625910442,"(41.682507377, -87.625910442)" +7023965,HR431127,07/15/2009 09:55:00 PM,013XX N HUDSON AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,1821,018,27,8,19,1173073,1909348,2009,02/04/2016 06:33:39 AM,41.906681227,-87.639667314,"(41.906681227, -87.639667314)" +7024508,HR382708,06/18/2009 10:40:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151521,1906778,2009,02/04/2016 06:33:39 AM,41.900079859,-87.718904349,"(41.900079859, -87.718904349)" +7024265,HR419072,07/09/2009 12:41:00 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860610,2009,02/04/2016 06:33:39 AM,41.77258072,-87.583841003,"(41.77258072, -87.583841003)" +7024988,HR391575,06/23/2009 09:25:00 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149922,1904688,2009,02/04/2016 06:33:39 AM,41.89437596,-87.724832009,"(41.89437596, -87.724832009)" +7025159,HR404869,06/30/2009 11:30:00 PM,0000X S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153727,1899660,2009,02/04/2016 06:33:39 AM,41.880503724,-87.710991232,"(41.880503724, -87.710991232)" +7025733,HR432305,07/16/2009 04:20:00 PM,039XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178690,1878878,2009,02/04/2016 06:33:39 AM,41.822943229,-87.619964131,"(41.822943229, -87.619964131)" +7025916,HR432636,07/16/2009 06:30:00 PM,065XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0724,007,17,67,19,1169443,1861521,2009,02/04/2016 06:33:39 AM,41.775519362,-87.654390481,"(41.775519362, -87.654390481)" +7025924,HR432758,07/16/2009 08:05:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166874,1870674,2009,02/04/2016 06:33:39 AM,41.800691582,-87.663546766,"(41.800691582, -87.663546766)" +7025970,HR432750,07/16/2009 07:50:00 PM,078XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0611,006,17,71,19,1166372,1852759,2009,02/04/2016 06:33:39 AM,41.751541231,-87.665897675,"(41.751541231, -87.665897675)" +7026764,HR433483,07/17/2009 09:30:00 AM,102XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177077,1837026,2009,02/04/2016 06:33:39 AM,41.708133273,-87.627142095,"(41.708133273, -87.627142095)" +7026784,HR427451,07/13/2009 09:30:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909526,2009,02/04/2016 06:33:39 AM,41.90716978,-87.639680394,"(41.90716978, -87.639680394)" +7027005,HR396496,06/26/2009 03:03:00 PM,007XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157822,1896484,2009,02/04/2016 06:33:39 AM,41.871706,-87.696041325,"(41.871706, -87.696041325)" +7027500,HR434167,07/17/2009 04:30:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860617,2009,02/04/2016 06:33:39 AM,41.772599929,-87.58384078,"(41.772599929, -87.58384078)" +7027933,HR434870,07/17/2009 10:50:00 PM,046XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2123,002,4,39,19,1183699,1874469,2009,02/04/2016 06:33:39 AM,41.810729022,-87.601726053,"(41.810729022, -87.601726053)" +7028462,HR387032,06/21/2009 01:36:00 PM,042XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147847,1906328,2009,02/04/2016 06:33:39 AM,41.898916425,-87.732410739,"(41.898916425, -87.732410739)" +7028544,HR404649,06/30/2009 08:15:00 PM,040XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149407,1900185,2009,02/04/2016 06:33:39 AM,41.882029249,-87.726840354,"(41.882029249, -87.726840354)" +7028606,HR435625,07/18/2009 12:40:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899808,2009,02/04/2016 06:33:39 AM,41.881146523,-87.756310411,"(41.881146523, -87.756310411)" +7029137,HR436504,07/19/2009 12:02:00 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860617,2009,02/04/2016 06:33:39 AM,41.772599929,-87.58384078,"(41.772599929, -87.58384078)" +7029381,HR430329,07/15/2009 02:30:00 PM,0000X S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138618,1899331,2009,02/04/2016 06:33:39 AM,41.879888156,-87.766478721,"(41.879888156, -87.766478721)" +7029643,HR436569,07/19/2009 12:50:00 AM,029XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1156787,1894567,2009,02/04/2016 06:33:39 AM,41.866466578,-87.699893171,"(41.866466578, -87.699893171)" +7030061,HR437430,07/19/2009 03:40:00 PM,042XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0214,002,3,38,19,1177422,1876844,2009,02/04/2016 06:33:39 AM,41.817390557,-87.624677418,"(41.817390557, -87.624677418)" +7030121,HR437777,07/19/2009 07:15:00 PM,057XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,20,40,19,1179019,1867050,2009,02/04/2016 06:33:39 AM,41.790478663,-87.619117764,"(41.790478663, -87.619117764)" +7030198,HR437938,07/19/2009 09:10:00 PM,055XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176924,1868193,2009,02/04/2016 06:33:39 AM,41.79366267,-87.626765092,"(41.79366267, -87.626765092)" +7031783,HR439080,07/20/2009 02:33:00 PM,0000X E ROOSEVELT RD,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,0132,001,2,32,19,1176818,1895074,2009,02/04/2016 06:33:39 AM,41.867428687,-87.626342565,"(41.867428687, -87.626342565)" +7032228,HR439812,07/20/2009 10:15:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160776,1863188,2009,02/04/2016 06:33:39 AM,41.780277215,-87.686116892,"(41.780277215, -87.686116892)" +7032549,HR154011,02/04/2009 07:10:57 PM,040XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2534,025,30,20,19,1149272,1912986,2009,02/04/2016 06:33:39 AM,41.917159124,-87.727003865,"(41.917159124, -87.727003865)" +7032905,HR406426,07/01/2009 08:20:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151252,1904755,2009,02/04/2016 06:33:39 AM,41.894533827,-87.719945524,"(41.894533827, -87.719945524)" +7033533,HR440633,07/21/2009 12:40:00 PM,002XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1141671,1901101,2009,02/04/2016 06:33:39 AM,41.884689376,-87.755224566,"(41.884689376, -87.755224566)" +7034670,HR441621,07/21/2009 10:15:04 PM,051XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2024,020,48,3,19,1167940,1934432,2009,02/04/2016 06:33:39 AM,41.975625223,-87.657796632,"(41.975625223, -87.657796632)" +7035271,HR422582,07/10/2009 11:25:00 PM,010XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150860,1906678,2009,02/04/2016 06:33:39 AM,41.899818414,-87.721334856,"(41.899818414, -87.721334856)" +7035545,HR442480,07/22/2009 12:40:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899689,2009,02/04/2016 06:33:39 AM,41.880801426,-87.752634034,"(41.880801426, -87.752634034)" +7036131,HR443063,07/22/2009 06:00:00 PM,126XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1173953,1821073,2009,02/04/2016 06:33:39 AM,41.664425476,-87.639053139,"(41.664425476, -87.639053139)" +7036147,HR443187,07/22/2009 07:23:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149866,1906653,2009,02/04/2016 06:33:39 AM,41.899769212,-87.724986509,"(41.899769212, -87.724986509)" +7036189,HR443162,07/22/2009 07:20:00 PM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177714,1866297,2009,02/04/2016 06:33:39 AM,41.788442006,-87.623925611,"(41.788442006, -87.623925611)" +7036275,HR443293,07/22/2009 08:14:00 PM,118XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1177390,1826390,2009,02/04/2016 06:33:39 AM,41.678939488,-87.626315581,"(41.678939488, -87.626315581)" +7036386,HR443473,07/22/2009 10:55:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160129,1862512,2009,02/04/2016 06:33:39 AM,41.778435515,-87.688507498,"(41.778435515, -87.688507498)" +7036393,HR443461,07/22/2009 10:45:00 PM,001XX E 104TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,49,19,1179073,1836046,2009,02/04/2016 06:33:39 AM,41.705398868,-87.619862412,"(41.705398868, -87.619862412)" +7037427,HR426513,07/13/2009 12:20:00 PM,013XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151466,1893604,2009,02/04/2016 06:33:39 AM,41.863930074,-87.719452496,"(41.863930074, -87.719452496)" +7038226,HR444965,07/23/2009 07:47:00 PM,034XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153507,1901460,2009,02/04/2016 06:33:39 AM,41.885447483,-87.711751183,"(41.885447483, -87.711751183)" +7038318,HR445043,07/23/2009 07:55:00 PM,011XX N KOSTNER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1146837,1907048,2009,02/04/2016 06:33:39 AM,41.900911535,-87.736102054,"(41.900911535, -87.736102054)" +7038327,HR445180,07/23/2009 10:13:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141493,1898500,2009,02/04/2016 06:33:39 AM,41.877555193,-87.755942476,"(41.877555193, -87.755942476)" +7038743,HR432696,07/16/2009 06:55:26 PM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,STREET,false,false,0213,002,4,38,19,1181974,1876664,2009,02/04/2016 06:33:39 AM,41.816792395,-87.607985151,"(41.816792395, -87.607985151)" +7040227,HR446910,07/24/2009 07:45:00 PM,090XX S MACKINAW AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0424,004,10,46,19,1199993,1845751,2009,02/04/2016 06:33:39 AM,41.731529031,-87.542930659,"(41.731529031, -87.542930659)" +7040351,HR447095,07/24/2009 10:30:00 PM,001XX S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138636,1898830,2009,02/04/2016 06:33:39 AM,41.87851302,-87.766424778,"(41.87851302, -87.766424778)" +7040379,HR447114,07/24/2009 10:20:00 PM,008XX N FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1311,012,26,24,19,1156894,1905669,2009,02/04/2016 06:33:39 AM,41.896929372,-87.699199209,"(41.896929372, -87.699199209)" +7041159,HR448105,07/25/2009 03:00:00 PM,022XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1151721,1888948,2009,02/04/2016 06:33:39 AM,41.851148452,-87.718638761,"(41.851148452, -87.718638761)" +7041333,HR448459,07/25/2009 06:59:00 PM,066XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0321,003,5,42,19,1183366,1861207,2009,02/04/2016 06:33:39 AM,41.774344746,-87.603360484,"(41.774344746, -87.603360484)" +7041515,HR448769,07/25/2009 10:50:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2009,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7041840,HR449072,07/26/2009 04:25:00 AM,001XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157081,1899125,2009,02/04/2016 06:33:39 AM,41.878968231,-87.698690146,"(41.878968231, -87.698690146)" +7042393,HR449749,07/26/2009 02:50:00 PM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1181960,1876664,2009,02/04/2016 06:33:39 AM,41.816792719,-87.608036506,"(41.816792719, -87.608036506)" +7042616,HR450091,07/26/2009 07:16:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149868,1906565,2009,02/04/2016 06:33:39 AM,41.899527692,-87.724981455,"(41.899527692, -87.724981455)" +7042711,HR450221,07/26/2009 08:45:00 PM,007XX E OAKWOOD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1181661,1878821,2009,02/04/2016 06:33:39 AM,41.822718609,-87.609066604,"(41.822718609, -87.609066604)" +7042802,HR450394,07/26/2009 10:50:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142258,1900981,2009,02/04/2016 06:33:39 AM,41.884349209,-87.753071969,"(41.884349209, -87.753071969)" +7042817,HR450427,07/26/2009 10:50:00 PM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1181202,1878357,2009,02/04/2016 06:33:39 AM,41.821455963,-87.610764782,"(41.821455963, -87.610764782)" +7044060,HR451088,07/27/2009 12:10:00 PM,063XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165426,1862708,2009,02/04/2016 06:33:39 AM,41.778862727,-87.669082776,"(41.778862727, -87.669082776)" +7044283,HR451221,07/27/2009 12:45:00 PM,019XX N MARCEY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1811,018,43,7,19,1167958,1912914,2009,02/04/2016 06:33:39 AM,41.916578512,-87.658353574,"(41.916578512, -87.658353574)" +7044368,HR451355,07/27/2009 02:15:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1166875,1870640,2009,02/04/2016 06:33:39 AM,41.80059826,-87.663544071,"(41.80059826, -87.663544071)" +7044602,HR451826,07/27/2009 06:50:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899699,2009,02/04/2016 06:33:39 AM,41.880828867,-87.752633786,"(41.880828867, -87.752633786)" +7044603,HR451875,07/27/2009 06:55:00 PM,058XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0234,002,20,40,19,1179924,1866283,2009,02/04/2016 06:33:39 AM,41.788353264,-87.615822861,"(41.788353264, -87.615822861)" +7044834,HR452159,07/27/2009 09:55:00 PM,078XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170342,1852866,2009,02/04/2016 06:33:39 AM,41.751749421,-87.651346404,"(41.751749421, -87.651346404)" +7044884,HR452271,07/27/2009 11:12:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153933,1892880,2009,02/04/2016 06:33:39 AM,41.861894573,-87.71041548,"(41.861894573, -87.71041548)" +7045313,HR443692,07/23/2009 02:54:00 AM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191431,1858622,2009,02/04/2016 06:33:39 AM,41.767059652,-87.573879775,"(41.767059652, -87.573879775)" +7045475,HR443520,07/22/2009 11:36:46 PM,079XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,7,46,19,1192906,1852872,2009,02/04/2016 06:33:39 AM,41.751245333,-87.568660742,"(41.751245333, -87.568660742)" +7046632,HR437873,07/19/2009 08:50:00 PM,056XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160991,1867179,2009,02/04/2016 06:33:39 AM,41.791224615,-87.685218371,"(41.791224615, -87.685218371)" +7046742,HR453505,07/28/2009 05:18:00 PM,013XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136451,1908213,2009,02/04/2016 06:33:39 AM,41.904300512,-87.774223274,"(41.904300512, -87.774223274)" +7046745,HR453418,07/28/2009 04:34:00 PM,050XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1183034,1871880,2009,02/04/2016 06:33:39 AM,41.803640113,-87.604245735,"(41.803640113, -87.604245735)" +7047006,HR453947,07/28/2009 09:55:00 PM,057XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1161016,1866597,2009,02/04/2016 06:33:39 AM,41.789627013,-87.68514279,"(41.789627013, -87.68514279)" +7047759,HR450385,07/26/2009 11:01:38 PM,087XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,71,19,1168520,1846889,2009,02/04/2016 06:33:39 AM,41.735387132,-87.658195035,"(41.735387132, -87.658195035)" +7048266,HR454692,07/29/2009 11:50:00 AM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1532,015,28,25,19,1143284,1902558,2009,02/04/2016 06:33:39 AM,41.888657588,-87.749264906,"(41.888657588, -87.749264906)" +7048833,HR454929,07/29/2009 02:00:00 PM,075XX S MAY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0612,006,17,71,19,1169960,1854740,2009,02/04/2016 06:33:39 AM,41.756900225,-87.652691926,"(41.756900225, -87.652691926)" +7049162,HR455574,07/29/2009 08:11:00 PM,0000X S LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141011,1899417,2009,02/04/2016 06:33:39 AM,41.880080443,-87.757689694,"(41.880080443, -87.757689694)" +7049602,HR455518,07/29/2009 07:05:05 PM,050XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2033,020,48,3,19,1167954,1933944,2009,02/04/2016 06:33:39 AM,41.974285834,-87.657759302,"(41.974285834, -87.657759302)" +7050898,HR456497,07/30/2009 11:23:00 AM,074XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1194668,1856103,2009,02/04/2016 06:33:39 AM,41.76006829,-87.562097869,"(41.76006829, -87.562097869)" +7051195,HR457039,07/30/2009 05:00:00 PM,062XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0713,007,16,67,19,1169387,1863508,2009,02/04/2016 06:33:39 AM,41.780973145,-87.654538273,"(41.780973145, -87.654538273)" +7051546,HR457526,07/30/2009 08:50:00 PM,003XX S KILPATRICK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1145117,1897803,2009,02/04/2016 06:33:39 AM,41.875574869,-87.742653561,"(41.875574869, -87.742653561)" +7051953,HR457879,07/31/2009 05:55:00 AM,031XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155507,1895867,2009,02/04/2016 06:33:39 AM,41.870059737,-87.704557242,"(41.870059737, -87.704557242)" +7052719,HR458365,07/31/2009 12:45:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139932,1900410,2009,02/04/2016 06:33:39 AM,41.882825154,-87.76162742,"(41.882825154, -87.76162742)" +7052953,HR458514,07/31/2009 02:25:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899699,2009,02/04/2016 06:33:39 AM,41.880828867,-87.752633786,"(41.880828867, -87.752633786)" +7053279,HR459049,07/31/2009 07:29:00 PM,014XX W 109TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1168846,1832467,2009,02/04/2016 06:33:39 AM,41.69580393,-87.657415491,"(41.69580393, -87.657415491)" +7053376,HR459237,07/31/2009 09:25:00 PM,016XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166166,1868099,2009,02/04/2016 06:33:39 AM,41.793640584,-87.666216523,"(41.793640584, -87.666216523)" +7053489,HR459400,07/31/2009 11:30:00 PM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141316,1901734,2009,02/04/2016 06:33:39 AM,41.886432961,-87.756512571,"(41.886432961, -87.756512571)" +7053837,HR459722,08/01/2009 05:15:00 AM,061XX N KENMORE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2433,024,48,77,19,1168133,1940771,2009,02/04/2016 06:33:39 AM,41.993015414,-87.656902805,"(41.993015414, -87.656902805)" +7054231,HR460231,08/01/2009 01:14:00 PM,061XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161094,1863821,2009,02/04/2016 06:33:39 AM,41.78200768,-87.684933547,"(41.78200768, -87.684933547)" +7054440,HR460658,08/01/2009 06:30:00 PM,0000X W 111TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177907,1831031,2009,02/04/2016 06:33:39 AM,41.691663425,-87.624283348,"(41.691663425, -87.624283348)" +7054483,HR460780,08/01/2009 07:35:00 PM,035XX S RHODES AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0212,002,4,35,19,1180166,1881576,2009,02/04/2016 06:33:39 AM,41.830312987,-87.614466513,"(41.830312987, -87.614466513)" +7054516,HR460805,08/01/2009 07:59:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2124,002,4,39,19,1182434,1871952,2009,02/04/2016 06:33:39 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +7054546,HR460818,08/01/2009 08:13:00 PM,007XX E 133RD ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183477,1817473,2009,02/04/2016 06:33:39 AM,41.654330716,-87.604311025,"(41.654330716, -87.604311025)" +7054617,HR460913,08/01/2009 09:45:00 PM,032XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154840,1903818,2009,02/04/2016 06:33:39 AM,41.891891465,-87.706792909,"(41.891891465, -87.706792909)" +7054631,HR460983,08/01/2009 10:50:00 PM,001XX S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138633,1898911,2009,02/04/2016 06:33:39 AM,41.878735349,-87.766433829,"(41.878735349, -87.766433829)" +7054644,HR461097,08/01/2009 11:00:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180686,1862392,2009,02/04/2016 06:33:39 AM,41.777658506,-87.613148415,"(41.777658506, -87.613148415)" +7055384,HR461996,08/02/2009 03:45:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,OTHER,true,false,1522,015,29,25,19,1139538,1897135,2009,02/04/2016 06:33:39 AM,41.87384532,-87.763154118,"(41.87384532, -87.763154118)" +7055416,HR458508,07/31/2009 02:44:19 PM,049XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143188,1908197,2009,02/04/2016 06:33:39 AM,41.904133446,-87.749476533,"(41.904133446, -87.749476533)" +7055536,HR461037,08/01/2009 11:15:00 PM,014XX W 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167865,1852354,2009,02/04/2016 06:33:39 AM,41.750397942,-87.660438139,"(41.750397942, -87.660438139)" +7056011,HR450147,07/26/2009 08:00:00 PM,011XX W 51ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169387,1870974,2009,02/04/2016 06:33:39 AM,41.80146071,-87.654322088,"(41.80146071, -87.654322088)" +7056803,HR463300,08/03/2009 12:20:00 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139439,1897791,2009,02/04/2016 06:33:39 AM,41.875647275,-87.763501614,"(41.875647275, -87.763501614)" +7057008,HR463699,08/03/2009 03:55:00 PM,042XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0214,002,3,38,19,1177421,1876898,2009,02/04/2016 06:33:39 AM,41.817538761,-87.624679453,"(41.817538761, -87.624679453)" +7057061,HR463782,08/03/2009 04:19:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177303,1830686,2009,02/04/2016 06:33:39 AM,41.690730316,-87.626505017,"(41.690730316, -87.626505017)" +7057101,HR463814,08/03/2009 04:48:00 PM,014XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142107,1909101,2009,02/04/2016 06:33:39 AM,41.906634245,-87.753424927,"(41.906634245, -87.753424927)" +7057199,HR463927,08/03/2009 05:40:00 PM,0000X E 119TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1178616,1825739,2009,02/04/2016 06:33:39 AM,41.677125351,-87.621847635,"(41.677125351, -87.621847635)" +7057201,HR463547,08/03/2009 01:50:00 PM,002XX W 22ND PL,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,2111,009,25,34,19,1175017,1889494,2009,02/04/2016 06:33:39 AM,41.852157287,-87.633121312,"(41.852157287, -87.633121312)" +7057303,HR464138,08/03/2009 08:00:00 PM,0000X N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141051,1899784,2009,02/04/2016 06:33:39 AM,41.881086801,-87.757533776,"(41.881086801, -87.757533776)" +7057313,HR464160,08/03/2009 08:08:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2009,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7057411,HR464214,08/03/2009 08:45:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150905,1894207,2009,02/04/2016 06:33:39 AM,41.865595766,-87.721496141,"(41.865595766, -87.721496141)" +7057541,HR464461,08/03/2009 11:27:00 PM,013XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154242,1893696,2009,02/04/2016 06:33:39 AM,41.86412761,-87.70925941,"(41.86412761, -87.70925941)" +7057880,HR459324,07/31/2009 10:23:12 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,18,66,19,1160278,1857149,2009,02/04/2016 06:33:39 AM,41.763715605,-87.688108752,"(41.763715605, -87.688108752)" +7057906,HR460944,08/01/2009 09:54:50 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,66,19,1160723,1865149,2009,02/04/2016 06:33:39 AM,41.785659563,-87.686257097,"(41.785659563, -87.686257097)" +7058492,HR441656,07/21/2009 10:45:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191430,1858655,2009,02/04/2016 06:33:39 AM,41.767150231,-87.573882372,"(41.767150231, -87.573882372)" +7059140,HR465753,08/04/2009 06:20:00 PM,015XX W SCHREIBER AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2432,024,40,1,19,1164951,1942926,2009,02/04/2016 06:33:39 AM,41.998997162,-87.668545776,"(41.998997162, -87.668545776)" +7059188,HR465960,08/04/2009 08:04:00 PM,040XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149467,1896469,2009,02/04/2016 06:33:39 AM,41.871830961,-87.726716474,"(41.871830961, -87.726716474)" +7060061,HR466606,08/05/2009 09:42:00 AM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143522,1905745,2009,02/04/2016 06:33:39 AM,41.897398638,-87.748311071,"(41.897398638, -87.748311071)" +7060458,HR466922,08/05/2009 12:45:00 PM,027XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,27,19,1158107,1899242,2009,02/04/2016 06:33:39 AM,41.879268409,-87.694919657,"(41.879268409, -87.694919657)" +7060477,HR466827,08/05/2009 11:50:00 AM,067XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0321,003,6,42,19,1182375,1860539,2009,02/04/2016 06:33:39 AM,41.772534715,-87.607013957,"(41.772534715, -87.607013957)" +7060606,HR467113,08/05/2009 02:35:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1139931,1900425,2009,02/04/2016 06:33:39 AM,41.882866334,-87.761630725,"(41.882866334, -87.761630725)" +7061016,HR467869,08/05/2009 09:25:00 PM,058XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0234,002,20,40,19,1179923,1866324,2009,02/04/2016 06:33:39 AM,41.788465795,-87.615825273,"(41.788465795, -87.615825273)" +7061150,HR468002,08/05/2009 11:05:00 PM,054XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139599,1909438,2009,02/04/2016 06:33:39 AM,41.90760517,-87.762629713,"(41.90760517, -87.762629713)" +7061601,HR459157,07/31/2009 07:58:36 PM,076XX N ASHLAND AVE,1651,GAMBLING,GAME/CARDS,PARK PROPERTY,true,false,2422,024,49,1,19,1164297,1950461,2009,02/04/2016 06:33:39 AM,42.01968726,-87.670737103,"(42.01968726, -87.670737103)" +7061765,HR454974,07/29/2009 02:50:00 PM,076XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172958,1854212,2009,02/04/2016 06:33:39 AM,41.755385713,-87.641720347,"(41.755385713, -87.641720347)" +7061899,HR368858,06/10/2009 10:45:00 PM,031XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2413,024,50,2,19,1154388,1942272,2009,02/04/2016 06:33:39 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +7061916,HR459861,08/01/2009 08:43:56 AM,006XX N CICERO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1144237,1904009,2009,02/04/2016 06:33:39 AM,41.892621447,-87.745728604,"(41.892621447, -87.745728604)" +7061950,HR455746,07/29/2009 10:12:00 PM,047XX W WEST END AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1113,011,28,25,19,1144749,1900559,2009,02/04/2016 06:33:39 AM,41.883144607,-87.743935241,"(41.883144607, -87.743935241)" +7062411,HR468849,08/06/2009 02:20:00 PM,093XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,48,19,1195506,1843592,2009,02/04/2016 06:33:39 AM,41.72571644,-87.559439019,"(41.72571644, -87.559439019)" +7062430,HR468799,08/06/2009 01:35:00 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142520,1905756,2009,02/04/2016 06:33:39 AM,41.897447513,-87.751991061,"(41.897447513, -87.751991061)" +7062621,HR469230,08/06/2009 05:58:00 PM,063XX W FULLERTON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2512,025,29,19,19,1133601,1915262,2009,02/04/2016 06:33:39 AM,41.923694334,-87.78452659,"(41.923694334, -87.78452659)" +7062920,HR469481,08/06/2009 08:27:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191431,1858633,2009,02/04/2016 06:33:39 AM,41.767089837,-87.573879419,"(41.767089837, -87.573879419)" +7062997,HR469885,08/07/2009 12:11:00 AM,118XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,53,19,1177388,1826438,2009,02/04/2016 06:33:39 AM,41.679071253,-87.62632146,"(41.679071253, -87.62632146)" +7063588,HR445068,07/23/2009 07:00:00 PM,133XX S BRANDON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0433,004,10,55,19,1199439,1817209,2009,02/04/2016 06:33:39 AM,41.653220991,-87.54591594,"(41.653220991, -87.54591594)" +7064488,HR471218,08/07/2009 06:18:00 PM,050XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,STREET,true,false,0223,002,3,38,19,1179752,1871537,2009,02/04/2016 06:33:39 AM,41.802774656,-87.616292828,"(41.802774656, -87.616292828)" +7064582,HR471279,08/07/2009 07:03:00 PM,014XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141774,1908992,2009,02/04/2016 06:33:39 AM,41.906341308,-87.754650888,"(41.906341308, -87.754650888)" +7064661,HR471352,08/07/2009 07:45:00 PM,086XX S BISHOP ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0614,006,21,71,19,1168174,1847449,2009,02/04/2016 06:33:39 AM,41.736931294,-87.659446579,"(41.736931294, -87.659446579)" +7064764,HR471619,08/07/2009 08:00:00 PM,013XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154578,1893569,2009,02/04/2016 06:33:39 AM,41.863772399,-87.708029355,"(41.863772399, -87.708029355)" +7064837,HR471863,08/08/2009 03:45:00 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1531,015,28,25,19,1141722,1904839,2009,02/04/2016 06:33:39 AM,41.894945957,-87.75494476,"(41.894945957, -87.75494476)" +7065312,HR472286,08/08/2009 12:15:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144085,1899222,2009,02/04/2016 06:33:39 AM,41.879488206,-87.746407091,"(41.879488206, -87.746407091)" +7065575,HR472817,08/08/2009 06:00:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151275,1903942,2009,02/04/2016 06:33:39 AM,41.892302421,-87.7198824,"(41.892302421, -87.7198824)" +7065774,HR473022,08/08/2009 08:25:00 PM,009XX E 48TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2124,002,4,39,19,1183541,1873387,2009,02/04/2016 06:33:39 AM,41.807763621,-87.602339331,"(41.807763621, -87.602339331)" +7065808,HR473145,08/08/2009 09:45:00 PM,009XX E 82ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183838,1850820,2009,02/04/2016 06:33:39 AM,41.74583078,-87.601953966,"(41.74583078, -87.601953966)" +7065855,HR473206,08/08/2009 10:40:00 PM,028XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157382,1899226,2009,02/04/2016 06:33:39 AM,41.879239271,-87.697582179,"(41.879239271, -87.697582179)" +7065942,HR473490,08/09/2009 02:23:00 AM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142518,1905872,2009,02/04/2016 06:33:39 AM,41.897765868,-87.75199552,"(41.897765868, -87.75199552)" +7066563,HR474062,08/09/2009 12:39:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153539,1905990,2009,02/04/2016 06:33:39 AM,41.897877613,-87.711513118,"(41.897877613, -87.711513118)" +7066932,HR474544,08/09/2009 07:00:00 PM,001XX W 110TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177362,1832013,2009,02/04/2016 06:33:39 AM,41.69437047,-87.626249135,"(41.69437047, -87.626249135)" +7066940,HR474630,08/09/2009 08:10:00 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139879,1907132,2009,02/04/2016 06:33:39 AM,41.901272119,-87.761657583,"(41.901272119, -87.761657583)" +7067713,HR470077,08/07/2009 07:10:32 AM,002XX E 55TH PL,1651,GAMBLING,GAME/CARDS,STREET,true,false,0233,002,3,40,19,1178654,1868271,2009,02/04/2016 06:33:39 AM,41.793837516,-87.620418988,"(41.793837516, -87.620418988)" +7068707,HR476189,08/10/2009 03:16:00 PM,008XX E 50TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182685,1872039,2009,02/04/2016 06:33:39 AM,41.804084538,-87.605520738,"(41.804084538, -87.605520738)" +7068815,HR476445,08/10/2009 07:05:00 PM,005XX E 35TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0212,002,4,35,19,1180355,1881901,2009,02/04/2016 06:33:39 AM,41.831200469,-87.613763088,"(41.831200469, -87.613763088)" +7069088,HR476581,08/10/2009 08:20:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174952,1854195,2009,02/04/2016 06:33:39 AM,41.755294842,-87.634413384,"(41.755294842, -87.634413384)" +7069930,HR477265,08/11/2009 09:50:00 AM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0712,007,20,68,19,1171603,1867393,2009,02/04/2016 06:33:39 AM,41.791585734,-87.646300174,"(41.791585734, -87.646300174)" +7070147,HR477445,08/11/2009 11:25:00 AM,007XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140892,1904379,2009,02/04/2016 06:33:39 AM,41.893698975,-87.758004498,"(41.893698975, -87.758004498)" +7070650,HR477893,08/11/2009 04:05:00 PM,004XX W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2233,022,34,49,19,1175154,1831628,2009,02/04/2016 06:33:39 AM,41.693363427,-87.634344636,"(41.693363427, -87.634344636)" +7070914,HR478267,08/11/2009 07:10:00 PM,008XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,3,61,19,1171552,1871363,2009,02/04/2016 06:33:39 AM,41.802480961,-87.646370847,"(41.802480961, -87.646370847)" +7070948,HR478386,08/11/2009 08:10:00 PM,0000X N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139506,1899695,2009,02/04/2016 06:33:39 AM,41.880870878,-87.763209173,"(41.880870878, -87.763209173)" +7070971,HR478405,08/11/2009 08:15:00 PM,010XX W MAXWELL ST,1651,GAMBLING,GAME/CARDS,PARKING LOT/GARAGE(NON.RESID.),true,false,1232,012,2,28,19,1169732,1894018,2009,02/04/2016 06:33:39 AM,41.864688135,-87.652386925,"(41.864688135, -87.652386925)" +7070975,HR478388,08/11/2009 08:08:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903290,2009,02/04/2016 06:33:39 AM,41.890532455,-87.723502246,"(41.890532455, -87.723502246)" +7071141,HR478566,08/11/2009 09:58:00 PM,059XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,68,19,1176319,1865596,2009,02/04/2016 06:33:39 AM,41.786549862,-87.629061578,"(41.786549862, -87.629061578)" +7071852,HR468738,08/06/2009 12:40:00 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139619,1907127,2009,02/04/2016 06:33:39 AM,41.901263149,-87.762612724,"(41.901263149, -87.762612724)" +7072718,HR479618,08/12/2009 02:31:00 PM,044XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146592,1900601,2009,02/04/2016 06:33:39 AM,41.883224927,-87.7371665,"(41.883224927, -87.7371665)" +7072739,HR479821,08/12/2009 04:15:00 PM,075XX S MAY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0612,006,17,71,19,1169960,1854740,2009,02/04/2016 06:33:39 AM,41.756900225,-87.652691926,"(41.756900225, -87.652691926)" +7073002,HR480255,08/12/2009 07:00:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149866,1906640,2009,02/04/2016 06:33:39 AM,41.899733538,-87.724986847,"(41.899733538, -87.724986847)" +7073116,HR480467,08/12/2009 09:30:00 PM,030XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1156238,1901855,2009,02/04/2016 06:33:39 AM,41.886476681,-87.701711721,"(41.886476681, -87.701711721)" +7073203,HR480619,08/12/2009 11:20:00 PM,046XX S LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1144802,1873530,2009,02/04/2016 06:33:39 AM,41.808972337,-87.744421231,"(41.808972337, -87.744421231)" +7073445,HR480908,08/13/2009 06:21:00 AM,012XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154229,1894153,2009,02/04/2016 06:33:39 AM,41.865381927,-87.709294938,"(41.865381927, -87.709294938)" +7074725,HR481789,08/13/2009 04:56:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136498,1910368,2009,02/04/2016 06:33:39 AM,41.910213253,-87.77399901,"(41.910213253, -87.77399901)" +7074824,HR482003,08/13/2009 06:55:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899689,2009,02/04/2016 06:33:39 AM,41.880801426,-87.752634034,"(41.880801426, -87.752634034)" +7074920,HR482088,08/13/2009 07:30:00 PM,069XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0732,007,6,68,19,1174148,1858857,2009,02/04/2016 06:33:39 AM,41.768105814,-87.637221564,"(41.768105814, -87.637221564)" +7074991,HR482214,08/13/2009 08:49:00 PM,047XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2124,002,4,39,19,1183416,1873722,2009,02/04/2016 06:33:39 AM,41.808685803,-87.602787347,"(41.808685803, -87.602787347)" +7075209,HR482618,08/14/2009 02:10:00 AM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1143291,1898731,2009,02/04/2016 06:33:39 AM,41.878155704,-87.74933484,"(41.878155704, -87.74933484)" +7076724,HR483896,08/14/2009 06:40:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147579,1898661,2009,02/04/2016 06:33:39 AM,41.877882471,-87.733591923,"(41.877882471, -87.733591923)" +7076841,HR484010,08/14/2009 07:45:00 PM,039XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150217,1903053,2009,02/04/2016 06:33:39 AM,41.889883603,-87.723791212,"(41.889883603, -87.723791212)" +7076902,HR484191,08/14/2009 10:00:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184833,1843829,2009,02/04/2016 06:33:39 AM,41.726623452,-87.59852684,"(41.726623452, -87.59852684)" +7076926,HR484230,08/14/2009 10:20:00 PM,047XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144674,1904545,2009,02/04/2016 06:33:39 AM,41.894084068,-87.744110141,"(41.894084068, -87.744110141)" +7076937,HR484150,08/14/2009 09:30:00 PM,018XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152997,1890760,2009,02/04/2016 06:33:39 AM,41.856095633,-87.71390755,"(41.856095633, -87.71390755)" +7077628,HR485043,08/15/2009 11:30:00 AM,055XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176923,1868216,2009,02/04/2016 06:33:39 AM,41.793725806,-87.626768066,"(41.793725806, -87.626768066)" +7077741,HR485283,08/15/2009 02:00:00 PM,043XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,3,38,19,1178761,1876397,2009,02/04/2016 06:33:39 AM,41.816133545,-87.619779248,"(41.816133545, -87.619779248)" +7078142,HR486021,08/15/2009 11:30:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142140,1899421,2009,02/04/2016 06:33:39 AM,41.880070565,-87.753543987,"(41.880070565, -87.753543987)" +7078183,HR486069,08/15/2009 11:50:00 PM,081XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196579,1851604,2009,02/04/2016 06:33:39 AM,41.74767548,-87.555243311,"(41.74767548, -87.555243311)" +7079204,HR487436,08/16/2009 07:45:00 PM,049XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143667,1899212,2009,02/04/2016 06:33:39 AM,41.879468598,-87.747942191,"(41.879468598, -87.747942191)" +7079437,HR487805,08/17/2009 01:25:00 AM,0000X N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1139950,1899858,2009,02/04/2016 06:33:39 AM,41.881310066,-87.761574827,"(41.881310066, -87.761574827)" +7080195,HR488464,08/17/2009 01:30:00 PM,006XX E 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1182034,1854102,2009,02/04/2016 06:33:39 AM,41.754878829,-87.608462798,"(41.754878829, -87.608462798)" +7080687,HR489321,08/17/2009 08:50:00 PM,059XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160058,1865130,2009,02/04/2016 06:33:39 AM,41.785621131,-87.688695836,"(41.785621131, -87.688695836)" +7081938,HR482347,08/13/2009 10:28:00 PM,069XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171173,1858807,2009,02/04/2016 06:33:39 AM,41.768034163,-87.648127766,"(41.768034163, -87.648127766)" +7083260,HR482142,08/13/2009 08:09:20 PM,058XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137472,1903389,2009,02/04/2016 06:33:39 AM,41.891044532,-87.770589037,"(41.891044532, -87.770589037)" +7083876,HR491986,08/19/2009 10:27:00 AM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139830,1907131,2009,02/04/2016 06:33:39 AM,41.901270271,-87.761837592,"(41.901270271, -87.761837592)" +7084048,HR492200,08/19/2009 12:20:00 PM,051XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1141793,1904132,2009,02/04/2016 06:33:39 AM,41.893004552,-87.754701504,"(41.893004552, -87.754701504)" +7084074,HR492233,08/19/2009 12:35:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141915,1900973,2009,02/04/2016 06:33:39 AM,41.884333614,-87.754331723,"(41.884333614, -87.754331723)" +7084149,HR416845,07/07/2009 07:10:00 PM,039XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150065,1907054,2009,02/04/2016 06:33:39 AM,41.900865721,-87.724245117,"(41.900865721, -87.724245117)" +7084767,HR493053,08/19/2009 07:42:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177286,1830686,2009,02/04/2016 06:33:39 AM,41.690730699,-87.626567255,"(41.690730699, -87.626567255)" +7085437,HR490591,08/18/2009 03:14:00 PM,051XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142065,1902792,2009,02/04/2016 06:33:39 AM,41.889322393,-87.753735781,"(41.889322393, -87.753735781)" +7086381,HR494389,08/20/2009 03:08:00 PM,001XX E 56TH ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0233,002,20,40,19,1178253,1867931,2009,02/04/2016 06:33:39 AM,41.792913639,-87.621899735,"(41.792913639, -87.621899735)" +7086549,HR494815,08/20/2009 07:27:00 PM,069XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170510,1858842,2009,02/04/2016 06:33:39 AM,41.768144675,-87.650556947,"(41.768144675, -87.650556947)" +7086693,HR494989,08/20/2009 08:55:00 PM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142709,1906188,2009,02/04/2016 06:33:39 AM,41.898629454,-87.751286114,"(41.898629454, -87.751286114)" +7087577,HR482402,08/13/2009 10:50:13 PM,056XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168622,1867306,2009,02/04/2016 06:33:39 AM,41.791411847,-87.657233424,"(41.791411847, -87.657233424)" +7088082,HR495955,08/21/2009 01:15:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144152,1898893,2009,02/04/2016 06:33:39 AM,41.878584132,-87.746169339,"(41.878584132, -87.746169339)" +7088134,HR495929,08/21/2009 01:25:00 PM,070XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169208,1858034,2009,02/04/2016 06:33:39 AM,41.765955683,-87.655352732,"(41.765955683, -87.655352732)" +7088208,HR496018,08/21/2009 02:20:00 PM,118XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0532,005,9,53,19,1178963,1826567,2009,02/04/2016 06:33:39 AM,41.679389638,-87.620552448,"(41.679389638, -87.620552448)" +7088523,HR496588,08/21/2009 07:10:00 PM,014XX W 114TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1168382,1828804,2009,02/04/2016 06:33:39 AM,41.685762029,-87.659219318,"(41.685762029, -87.659219318)" +7089209,HR480317,08/12/2009 08:00:00 PM,043XX S INDIANA AVE,1651,GAMBLING,GAME/CARDS,PARK PROPERTY,true,false,0221,002,3,38,19,1178323,1876298,2009,02/04/2016 06:33:39 AM,41.81587185,-87.621388919,"(41.81587185, -87.621388919)" +7089239,HR497492,08/22/2009 11:00:00 AM,002XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140664,1901306,2009,02/04/2016 06:33:39 AM,41.885270477,-87.758917428,"(41.885270477, -87.758917428)" +7089563,HR497966,08/22/2009 03:10:00 PM,066XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1185025,1861230,2009,02/04/2016 06:33:39 AM,41.774369057,-87.597278237,"(41.774369057, -87.597278237)" +7089661,HR498114,08/22/2009 05:49:00 PM,047XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,4,38,19,1182053,1873752,2009,02/04/2016 06:33:39 AM,41.80879981,-87.607785549,"(41.80879981, -87.607785549)" +7090439,HR499303,08/23/2009 02:40:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143379,1902559,2009,02/04/2016 06:33:39 AM,41.888658557,-87.748916002,"(41.888658557, -87.748916002)" +7090621,HR499628,08/23/2009 06:40:00 PM,003XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140658,1901470,2009,02/04/2016 06:33:39 AM,41.885720624,-87.75893543,"(41.885720624, -87.75893543)" +7090687,HR499713,08/23/2009 06:39:00 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178448,1838352,2009,02/04/2016 06:33:39 AM,41.711741033,-87.622081337,"(41.711741033, -87.622081337)" +7090709,HR499753,08/23/2009 07:50:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898708,2009,02/04/2016 06:33:39 AM,41.878092571,-87.749331743,"(41.878092571, -87.749331743)" +7090761,HR499814,08/23/2009 08:30:00 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143525,1905614,2009,02/04/2016 06:33:39 AM,41.897039102,-87.748303333,"(41.897039102, -87.748303333)" +7090890,HR500052,08/24/2009 12:20:00 AM,054XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139929,1906134,2009,02/04/2016 06:33:39 AM,41.898532573,-87.76149836,"(41.898532573, -87.76149836)" +7090892,HR500057,08/23/2009 11:45:00 PM,016XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2532,025,37,25,19,1141151,1910363,2009,02/04/2016 06:33:39 AM,41.910114997,-87.756905593,"(41.910114997, -87.756905593)" +7091642,HR440454,07/21/2009 11:22:00 AM,047XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144562,1903565,2009,02/04/2016 06:33:39 AM,41.891396946,-87.744546185,"(41.891396946, -87.744546185)" +7091845,HR446240,07/24/2009 02:15:00 PM,100XX S PERRY AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,SIDEWALK,false,false,0511,005,9,49,19,1177371,1838422,2009,02/04/2016 06:33:39 AM,41.711957468,-87.626023463,"(41.711957468, -87.626023463)" +7092411,HR501368,08/24/2009 06:45:00 PM,074XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0323,003,6,69,19,1182515,1855797,2009,02/04/2016 06:33:39 AM,41.75951895,-87.606647619,"(41.75951895, -87.606647619)" +7092504,HR501374,08/24/2009 06:53:00 PM,102XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177077,1837026,2009,02/04/2016 06:33:39 AM,41.708133273,-87.627142095,"(41.708133273, -87.627142095)" +7092633,HR501655,08/24/2009 10:02:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136780,1908262,2009,02/04/2016 06:33:39 AM,41.904429083,-87.773013573,"(41.904429083, -87.773013573)" +7094545,HR503320,08/25/2009 06:46:00 PM,117XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0532,005,9,53,19,1178940,1827238,2009,02/04/2016 06:33:39 AM,41.681231484,-87.620616319,"(41.681231484, -87.620616319)" +7094411,HR503184,08/25/2009 06:55:00 PM,051XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141788,1904132,2009,02/04/2016 06:33:39 AM,41.893004644,-87.754719867,"(41.893004644, -87.754719867)" +7094552,HR503347,08/25/2009 08:30:00 PM,004XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150308,1902771,2009,02/04/2016 06:33:39 AM,41.889107991,-87.723464378,"(41.889107991, -87.723464378)" +7095332,HR500950,08/24/2009 02:50:00 PM,069XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,43,19,1186736,1859296,2009,02/04/2016 06:33:39 AM,41.769021637,-87.591067285,"(41.769021637, -87.591067285)" +7095612,HR466397,08/05/2009 03:39:11 AM,035XX W 12TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152974,1894061,2009,02/04/2016 06:33:39 AM,41.86515441,-87.713904555,"(41.86515441, -87.713904555)" +7096373,HR505056,08/26/2009 06:45:00 PM,092XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184499,1843955,2009,02/04/2016 06:33:39 AM,41.726977027,-87.59974637,"(41.726977027, -87.59974637)" +7096651,HR505481,08/27/2009 01:23:00 AM,008XX N CLEVELAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1823,018,27,8,19,1172835,1906295,2009,02/04/2016 06:33:39 AM,41.898308908,-87.640632134,"(41.898308908, -87.640632134)" +7097498,HR429122,07/14/2009 07:40:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149411,1901929,2009,02/04/2016 06:33:39 AM,41.886814899,-87.726780403,"(41.886814899, -87.726780403)" +7097549,HR434601,07/17/2009 08:40:00 PM,042XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1115,011,28,26,19,1148189,1898349,2009,02/04/2016 06:33:39 AM,41.877014589,-87.731360167,"(41.877014589, -87.731360167)" +7097717,HR446204,07/24/2009 01:45:42 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904708,2009,02/04/2016 06:33:39 AM,41.894404835,-87.719943086,"(41.894404835, -87.719943086)" +7098073,HR506309,08/27/2009 02:17:00 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176683,1888842,2009,02/04/2016 06:33:39 AM,41.850330711,-87.627026373,"(41.850330711, -87.627026373)" +7099396,HR441432,07/21/2009 08:20:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147432,1898982,2009,02/04/2016 06:33:39 AM,41.87876615,-87.734123448,"(41.87876615, -87.734123448)" +7099401,HR441415,07/21/2009 08:05:00 PM,001XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157075,1899360,2009,02/04/2016 06:33:39 AM,41.879613215,-87.698705796,"(41.879613215, -87.698705796)" +7099493,HR443267,07/22/2009 08:21:12 PM,037XX W CHICAGO AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1112,011,27,23,19,1151140,1905078,2009,02/04/2016 06:33:39 AM,41.895422368,-87.720348395,"(41.895422368, -87.720348395)" +7099678,HR507909,08/28/2009 01:51:00 PM,070XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176179,1858249,2009,02/04/2016 06:33:39 AM,41.766392046,-87.629795266,"(41.766392046, -87.629795266)" +7099689,HR507902,08/28/2009 01:15:00 PM,030XX W FIFTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155812,1899170,2009,02/04/2016 06:33:39 AM,41.879117371,-87.703348485,"(41.879117371, -87.703348485)" +7099744,HR508035,08/28/2009 02:50:00 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142602,1903102,2009,02/04/2016 06:33:39 AM,41.8901631,-87.751755955,"(41.8901631, -87.751755955)" +7100056,HR508507,08/28/2009 06:55:00 PM,067XX S BLACKSTONE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0332,003,5,43,19,1187358,1860675,2009,02/04/2016 06:33:39 AM,41.772790978,-87.588743604,"(41.772790978, -87.588743604)" +7100138,HR508506,08/28/2009 07:30:00 PM,030XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, GROUNDS",true,false,2112,001,2,35,19,1179306,1885032,2009,02/04/2016 06:33:39 AM,41.839816207,-87.617516172,"(41.839816207, -87.617516172)" +7100213,HR508718,08/28/2009 09:40:00 PM,059XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1173978,1865541,2009,02/04/2016 06:33:39 AM,41.786451236,-87.637646491,"(41.786451236, -87.637646491)" +7100214,HR508715,08/28/2009 09:35:00 PM,065XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166124,1861262,2009,02/04/2016 06:33:39 AM,41.774879892,-87.666564949,"(41.774879892, -87.666564949)" +7100281,HR508599,08/28/2009 08:08:00 PM,060XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0311,003,20,40,19,1179075,1865009,2009,02/04/2016 06:33:39 AM,41.784876685,-87.618974609,"(41.784876685, -87.618974609)" +7101266,HR510065,08/29/2009 05:30:00 PM,063XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,0725,007,16,67,19,1166756,1862732,2009,02/04/2016 06:33:39 AM,41.778900291,-87.664206195,"(41.778900291, -87.664206195)" +7101315,HR510206,08/29/2009 08:05:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136501,1910280,2009,02/04/2016 06:33:39 AM,41.909971717,-87.773990097,"(41.909971717, -87.773990097)" +7101654,HR455688,07/29/2009 09:19:44 PM,037XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151140,1905078,2009,02/04/2016 06:33:39 AM,41.895422368,-87.720348395,"(41.895422368, -87.720348395)" +7101686,HR459030,07/31/2009 07:15:00 PM,040XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149578,1895807,2009,02/04/2016 06:33:39 AM,41.870012203,-87.726326131,"(41.870012203, -87.726326131)" +7101689,HR458388,07/31/2009 12:45:00 PM,047XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144676,1903568,2009,02/04/2016 06:33:39 AM,41.891403031,-87.744127436,"(41.891403031, -87.744127436)" +7101895,HR509735,08/29/2009 02:25:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1164702,1853328,2009,02/04/2016 06:33:39 AM,41.753138035,-87.672001423,"(41.753138035, -87.672001423)" +7101946,HR504682,08/26/2009 03:25:17 PM,053XX W HIRSCH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140686,1908802,2009,02/04/2016 06:33:39 AM,41.905839998,-87.758652261,"(41.905839998, -87.758652261)" +7101954,HR465849,08/04/2009 07:00:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151276,1903907,2009,02/04/2016 06:33:39 AM,41.892206358,-87.719879646,"(41.892206358, -87.719879646)" +7102000,HR465385,08/04/2009 02:50:00 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1112,011,27,23,19,1152210,1906005,2009,02/04/2016 06:33:39 AM,41.897945103,-87.716394035,"(41.897945103, -87.716394035)" +7102039,HR511133,08/30/2009 12:40:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142585,1904502,2009,02/04/2016 06:33:39 AM,41.894005182,-87.75178354,"(41.894005182, -87.75178354)" +7102098,HR511213,08/30/2009 01:59:00 PM,008XX E 42ND ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2123,002,4,36,19,1182573,1877347,2009,02/04/2016 06:33:39 AM,41.818652701,-87.605766683,"(41.818652701, -87.605766683)" +7102188,HR511328,08/30/2009 03:10:00 PM,073XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0835,008,18,66,19,1162341,1855978,2009,02/04/2016 06:33:39 AM,41.760459499,-87.680579936,"(41.760459499, -87.680579936)" +7102318,HR511556,08/30/2009 05:36:00 PM,063XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1173709,1862788,2009,02/04/2016 06:33:39 AM,41.778902668,-87.63871432,"(41.778902668, -87.63871432)" +7102441,HR511768,08/30/2009 07:57:00 PM,062XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0313,003,20,42,19,1180651,1863798,2009,02/04/2016 06:33:39 AM,41.78151751,-87.613233561,"(41.78151751, -87.613233561)" +7102592,HR512010,08/31/2009 12:30:00 AM,052XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165234,1870005,2009,02/04/2016 06:33:39 AM,41.798890676,-87.669580138,"(41.798890676, -87.669580138)" +7103728,HR512640,08/31/2009 01:15:00 PM,059XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,15,67,19,1167025,1865299,2009,02/04/2016 06:33:39 AM,41.78593871,-87.663146669,"(41.78593871, -87.663146669)" +7104363,HR513511,08/31/2009 09:14:00 PM,011XX W 104TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,1170615,1835508,2009,02/04/2016 06:33:39 AM,41.704110634,-87.65085032,"(41.704110634, -87.65085032)" +7104788,HR513314,08/31/2009 06:55:00 PM,045XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1143785,1874172,2009,02/04/2016 06:33:39 AM,41.810753148,-87.748135411,"(41.810753148, -87.748135411)" +7105281,HR506077,08/27/2009 11:25:00 AM,048XX N AUSTIN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,38,15,19,1135407,1931372,2009,02/04/2016 06:33:39 AM,41.967869957,-87.777506684,"(41.967869957, -87.777506684)" +7105612,HR467694,08/05/2009 07:16:00 PM,028XX W ROOSEVELT RD,1651,GAMBLING,GAME/CARDS,PARK PROPERTY,true,false,1022,010,24,29,19,1157389,1894579,2009,02/04/2016 06:33:39 AM,41.866487296,-87.697682836,"(41.866487296, -87.697682836)" +7105744,HR514284,09/01/2009 12:10:00 PM,088XX S UNION AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2223,022,21,71,19,1173187,1846261,2009,02/04/2016 06:33:39 AM,41.733562079,-87.641115522,"(41.733562079, -87.641115522)" +7105757,HR514335,09/01/2009 01:10:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141282,1902644,2009,02/04/2016 06:33:39 AM,41.88893074,-87.756614969,"(41.88893074, -87.756614969)" +7106310,HR514942,09/01/2009 07:00:00 PM,007XX N MENARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137592,1904544,2009,02/04/2016 06:33:39 AM,41.894211838,-87.770120485,"(41.894211838, -87.770120485)" +7106317,HR514925,09/01/2009 06:23:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149349,1901928,2009,02/04/2016 06:33:39 AM,41.886813357,-87.727008111,"(41.886813357, -87.727008111)" +7106384,HR514968,09/01/2009 06:58:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150607,1904067,2009,02/04/2016 06:33:39 AM,41.892658513,-87.722332432,"(41.892658513, -87.722332432)" +7106527,HR515060,09/01/2009 08:05:00 PM,028XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1157479,1900227,2009,02/04/2016 06:33:39 AM,41.881984139,-87.697198767,"(41.881984139, -87.697198767)" +7106533,HR515061,09/01/2009 07:23:00 PM,107XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0513,005,9,49,19,1178480,1833739,2009,02/04/2016 06:33:39 AM,41.699081601,-87.622103672,"(41.699081601, -87.622103672)" +7106594,HR515333,09/01/2009 11:07:00 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152538,1906113,2009,02/04/2016 06:33:39 AM,41.898234987,-87.715186457,"(41.898234987, -87.715186457)" +7107937,HR516193,09/02/2009 01:30:00 PM,078XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,17,71,19,1167476,1852726,2009,02/04/2016 06:33:39 AM,41.751427101,-87.661852977,"(41.751427101, -87.661852977)" +7108132,HR516643,09/02/2009 06:34:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141872,1900972,2009,02/04/2016 06:33:39 AM,41.884331666,-87.754489651,"(41.884331666, -87.754489651)" +7108123,HR516645,09/02/2009 06:52:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142646,1904503,2009,02/04/2016 06:33:39 AM,41.894006791,-87.751559479,"(41.894006791, -87.751559479)" +7108249,HR516789,09/02/2009 07:50:00 PM,006XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1152272,1903930,2009,02/04/2016 06:33:39 AM,41.892249873,-87.716221131,"(41.892249873, -87.716221131)" +7108387,HR516874,09/02/2009 08:20:00 PM,049XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143516,1901482,2009,02/04/2016 06:33:39 AM,41.885700579,-87.748439839,"(41.885700579, -87.748439839)" +7108450,HR516959,09/02/2009 09:45:00 PM,040XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149646,1895809,2009,02/04/2016 06:33:39 AM,41.870016371,-87.726076429,"(41.870016371, -87.726076429)" +7109423,HR498399,08/22/2009 08:52:00 PM,003XX E 79TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0623,006,6,44,19,1180014,1852708,2009,02/04/2016 06:33:39 AM,41.751100004,-87.615908055,"(41.751100004, -87.615908055)" +7109883,HR517986,09/03/2009 02:57:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142994,1899196,2009,02/04/2016 06:33:39 AM,41.879437262,-87.750413773,"(41.879437262, -87.750413773)" +7110001,HR518303,09/03/2009 05:55:00 PM,006XX E 131ST ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183034,1818559,2009,02/04/2016 06:33:39 AM,41.657321134,-87.605898416,"(41.657321134, -87.605898416)" +7110164,HR518349,09/03/2009 06:44:00 PM,132XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1182588,1817656,2009,02/04/2016 06:33:39 AM,41.654853482,-87.607558213,"(41.654853482, -87.607558213)" +7110165,HR518416,09/03/2009 07:05:00 PM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1181953,1876664,2009,02/04/2016 06:33:39 AM,41.816792881,-87.608062183,"(41.816792881, -87.608062183)" +7110173,HR518532,09/03/2009 08:20:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165793,1861349,2009,02/04/2016 06:33:39 AM,41.775125668,-87.667775881,"(41.775125668, -87.667775881)" +7110197,HR518517,09/03/2009 07:35:00 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139435,1901870,2009,02/04/2016 06:33:39 AM,41.886840651,-87.763416845,"(41.886840651, -87.763416845)" +7110235,HR518530,09/03/2009 08:25:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182434,1871952,2009,02/04/2016 06:33:39 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +7110301,HR518594,09/03/2009 08:41:00 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1164298,1950856,2009,02/04/2016 06:33:39 AM,42.020771125,-87.67072217,"(42.020771125, -87.67072217)" +7111183,HR487026,08/16/2009 03:37:25 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150560,1894603,2009,02/04/2016 06:33:39 AM,41.866689176,-87.722752323,"(41.866689176, -87.722752323)" +7111315,HR471488,08/07/2009 09:30:45 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,29,19,1152372,1894799,2009,02/04/2016 06:33:39 AM,41.867191464,-87.716095047,"(41.867191464, -87.716095047)" +7111319,HR519348,09/04/2009 11:25:00 AM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150591,1893594,2009,02/04/2016 06:33:39 AM,41.863919757,-87.722664867,"(41.863919757, -87.722664867)" +7111595,HR519561,09/04/2009 01:56:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1166858,1871297,2009,02/04/2016 06:33:39 AM,41.802401508,-87.663587641,"(41.802401508, -87.663587641)" +7111955,HR515016,09/01/2009 06:50:00 PM,080XX S GREEN ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0621,006,21,71,19,1172038,1851443,2009,02/04/2016 06:33:39 AM,41.747807465,-87.645173067,"(41.747807465, -87.645173067)" +7112096,HR520365,09/04/2009 09:15:00 PM,091XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1172915,1844188,2009,02/04/2016 06:33:39 AM,41.727879481,-87.642172975,"(41.727879481, -87.642172975)" +7112097,HR520338,09/04/2009 09:10:00 PM,095XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1167948,1841504,2009,02/04/2016 06:33:39 AM,41.720622183,-87.660444842,"(41.720622183, -87.660444842)" +7112145,HR520393,09/04/2009 09:17:00 PM,063XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0314,003,20,42,19,1184494,1863247,2009,02/04/2016 06:33:39 AM,41.77991634,-87.599161641,"(41.77991634, -87.599161641)" +7112169,HR520511,09/04/2009 11:08:00 PM,106XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,49,19,1179800,1834399,2009,02/04/2016 06:33:39 AM,41.700862717,-87.617250378,"(41.700862717, -87.617250378)" +7112533,HR513794,09/01/2009 02:07:00 AM,015XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166341,1894478,2009,02/04/2016 06:33:39 AM,41.866023548,-87.664822078,"(41.866023548, -87.664822078)" +7112809,HR521274,09/05/2009 12:45:00 PM,013XX W 97TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169215,1840177,2009,02/04/2016 06:33:39 AM,41.716953426,-87.655842362,"(41.716953426, -87.655842362)" +7112819,HR521261,09/05/2009 12:45:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180324,1863694,2009,02/04/2016 06:33:39 AM,41.781239632,-87.614435596,"(41.781239632, -87.614435596)" +7112915,HR521539,09/05/2009 04:20:00 PM,0000X S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138618,1899335,2009,02/04/2016 06:33:39 AM,41.879899132,-87.766478624,"(41.879899132, -87.766478624)" +7112920,HR521475,09/05/2009 02:55:00 PM,069XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0331,003,5,43,19,1192523,1859389,2009,02/04/2016 06:33:39 AM,41.76913783,-87.569852269,"(41.76913783, -87.569852269)" +7113242,HR521949,09/05/2009 10:00:00 PM,062XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167071,1863373,2009,02/04/2016 06:33:39 AM,41.780652543,-87.663033059,"(41.780652543, -87.663033059)" +7113278,HR521880,09/05/2009 08:35:00 PM,017XX W 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166272,1852976,2009,02/04/2016 06:33:39 AM,41.752138837,-87.666257963,"(41.752138837, -87.666257963)" +7113293,HR521910,09/05/2009 08:34:00 PM,062XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183522,1863876,2009,02/04/2016 06:33:39 AM,41.78166509,-87.602705494,"(41.78166509, -87.602705494)" +7113324,HR522144,09/06/2009 12:45:00 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141356,1902645,2009,02/04/2016 06:33:39 AM,41.888932119,-87.756343184,"(41.888932119, -87.756343184)" +7113473,HR521507,09/05/2009 03:34:45 PM,002XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139002,1901119,2009,02/04/2016 06:33:39 AM,41.884787691,-87.765025225,"(41.884787691, -87.765025225)" +7113894,HR522677,09/06/2009 12:10:00 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176683,1888842,2009,02/04/2016 06:33:39 AM,41.850330711,-87.627026373,"(41.850330711, -87.627026373)" +7114113,HR523063,09/06/2009 04:45:00 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1163893,1951001,2009,02/04/2016 06:33:39 AM,42.021177601,-87.67220843,"(42.021177601, -87.67220843)" +7114243,HR523237,09/06/2009 07:02:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150907,1894139,2009,02/04/2016 06:33:39 AM,41.865409127,-87.721490578,"(41.865409127, -87.721490578)" +7114414,HR523396,09/06/2009 08:53:00 PM,013XX W 117TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0524,005,34,53,19,1169553,1827177,2009,02/04/2016 06:33:39 AM,41.681272044,-87.65497943,"(41.681272044, -87.65497943)" +7114607,HR523130,09/06/2009 05:52:42 PM,0000X S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138618,1899331,2009,02/04/2016 06:33:39 AM,41.879888156,-87.766478721,"(41.879888156, -87.766478721)" +7115020,HR524076,09/07/2009 11:20:00 AM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149363,1901928,2009,02/04/2016 06:33:39 AM,41.886813086,-87.726956699,"(41.886813086, -87.726956699)" +7115038,HR524166,09/07/2009 11:35:00 AM,029XX W FILLMORE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,28,29,19,1156987,1895236,2009,02/04/2016 06:33:39 AM,41.868298331,-87.699140805,"(41.868298331, -87.699140805)" +7115437,HR524834,09/07/2009 08:45:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166040,1852805,2009,02/04/2016 06:33:39 AM,41.751674522,-87.667112995,"(41.751674522, -87.667112995)" +7115441,HR524748,09/07/2009 07:30:00 PM,029XX S DEARBORN ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2113,001,3,35,19,1176241,1885750,2009,02/04/2016 06:33:39 AM,41.841855999,-87.628741678,"(41.841855999, -87.628741678)" +7115501,HR524864,09/07/2009 09:20:00 PM,076XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0621,006,17,71,19,1172628,1854107,2009,02/04/2016 06:33:39 AM,41.755104853,-87.642932797,"(41.755104853, -87.642932797)" +7115657,HR525087,09/07/2009 11:55:00 PM,009XX N CLEVELAND AVE,1680,GAMBLING,OTHER,STREET,true,false,1823,018,27,8,19,1172829,1906466,2009,02/04/2016 06:33:39 AM,41.898778275,-87.640649101,"(41.898778275, -87.640649101)" +7116267,HR498830,08/23/2009 03:20:00 AM,019XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0915,009,16,61,19,1164072,1870852,2009,02/04/2016 06:33:39 AM,41.80123949,-87.673817631,"(41.80123949, -87.673817631)" +7117111,HR526503,09/08/2009 06:30:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153541,1905948,2009,02/04/2016 06:33:39 AM,41.897762321,-87.71150689,"(41.897762321, -87.71150689)" +7117413,HR526856,09/08/2009 09:49:00 PM,084XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0835,008,18,70,19,1158332,1848593,2009,02/04/2016 06:33:39 AM,41.740276435,-87.695473812,"(41.740276435, -87.695473812)" +7117466,HR526913,09/08/2009 10:45:00 PM,003XX W OAK ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1173484,1907095,2009,02/04/2016 06:33:39 AM,41.900489748,-87.638224621,"(41.900489748, -87.638224621)" +7118196,HR489243,08/17/2009 07:44:24 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150592,1893546,2009,02/04/2016 06:33:39 AM,41.86378802,-87.72266245,"(41.86378802, -87.72266245)" +7119026,HR528205,09/09/2009 06:30:00 PM,059XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136398,1910687,2009,02/04/2016 06:33:39 AM,41.911090417,-87.77435874,"(41.911090417, -87.77435874)" +7118733,HR527784,09/09/2009 02:00:00 PM,082XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,6,44,19,1182658,1850624,2009,02/04/2016 06:33:39 AM,41.745320376,-87.606283743,"(41.745320376, -87.606283743)" +7119218,HR528503,09/09/2009 08:46:00 PM,049XX N MARINE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2024,020,48,3,19,1169938,1933073,2009,02/04/2016 06:33:39 AM,41.971852622,-87.650489142,"(41.971852622, -87.650489142)" +7119233,HR528516,09/09/2009 09:11:00 PM,065XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167129,1861424,2009,02/04/2016 06:33:39 AM,41.775303,-87.66287613,"(41.775303, -87.66287613)" +7119265,HR528609,09/09/2009 10:15:00 PM,092XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184498,1843969,2009,02/04/2016 06:33:39 AM,41.727015468,-87.599749596,"(41.727015468, -87.599749596)" +7120971,HR530057,09/10/2009 06:48:00 PM,035XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152836,1896140,2009,02/04/2016 06:33:39 AM,41.870862149,-87.714356129,"(41.870862149, -87.714356129)" +7120975,HR530022,09/10/2009 06:15:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150591,1893594,2009,02/04/2016 06:33:39 AM,41.863919757,-87.722664867,"(41.863919757, -87.722664867)" +7121296,HR530441,09/10/2009 11:30:00 PM,050XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1179754,1871532,2009,02/04/2016 06:33:39 AM,41.802760889,-87.616285646,"(41.802760889, -87.616285646)" +7121382,HR530575,09/11/2009 02:40:00 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1531,015,37,25,19,1141741,1904839,2009,02/04/2016 06:33:39 AM,41.894945606,-87.754874977,"(41.894945606, -87.754874977)" +7122217,HR476475,08/10/2009 07:45:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904735,2009,02/04/2016 06:33:39 AM,41.894478926,-87.719942377,"(41.894478926, -87.719942377)" +7122272,HR482339,08/13/2009 10:00:00 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152135,1896451,2009,02/04/2016 06:33:39 AM,41.871729409,-87.716921564,"(41.871729409, -87.716921564)" +7122323,HR494729,08/20/2009 06:45:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150560,1894603,2009,02/04/2016 06:33:39 AM,41.866689176,-87.722752323,"(41.866689176, -87.722752323)" +7122344,HR493254,08/19/2009 09:50:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1122,011,27,23,19,1151275,1903955,2009,02/04/2016 06:33:39 AM,41.892338095,-87.719882059,"(41.892338095, -87.719882059)" +7122769,HR531533,09/11/2009 03:45:00 PM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141320,1901631,2009,02/04/2016 06:33:39 AM,41.886150243,-87.756500424,"(41.886150243, -87.756500424)" +7122986,HR531898,09/11/2009 06:40:00 PM,053XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2532,025,37,25,19,1140376,1907806,2009,02/04/2016 06:33:39 AM,41.903112551,-87.759815479,"(41.903112551, -87.759815479)" +7123122,HR532089,09/11/2009 08:25:00 PM,029XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1331,012,2,27,19,1156848,1900543,2009,02/04/2016 06:33:39 AM,41.882864085,-87.699507229,"(41.882864085, -87.699507229)" +7123286,HR532242,09/11/2009 09:44:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0223,002,4,38,19,1182434,1871952,2009,02/04/2016 06:33:39 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +7124388,HR533732,09/12/2009 07:49:00 PM,054XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171222,1868924,2009,02/04/2016 06:33:39 AM,41.795795314,-87.647652447,"(41.795795314, -87.647652447)" +7124456,HR533834,09/12/2009 08:45:00 PM,041XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148750,1898688,2009,02/04/2016 06:33:39 AM,41.877934028,-87.729291563,"(41.877934028, -87.729291563)" +7124615,HR534070,09/12/2009 11:48:00 PM,057XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167975,1866726,2009,02/04/2016 06:33:39 AM,41.789834197,-87.659622508,"(41.789834197, -87.659622508)" +7124631,HR534168,09/13/2009 01:40:00 AM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140719,1899740,2009,02/04/2016 06:33:39 AM,41.880972165,-87.758753958,"(41.880972165, -87.758753958)" +7125423,HR535044,09/13/2009 04:00:00 PM,003XX E 55TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,3,40,19,1179297,1868292,2009,02/04/2016 06:33:39 AM,41.793880485,-87.618060528,"(41.793880485, -87.618060528)" +7126400,HR509994,08/29/2009 05:22:05 PM,066XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182034,1861131,2009,02/04/2016 06:33:39 AM,41.774167116,-87.608245658,"(41.774167116, -87.608245658)" +7127539,HR537105,09/14/2009 08:25:00 PM,055XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1171915,1868079,2009,02/04/2016 06:33:39 AM,41.793461345,-87.645135997,"(41.793461345, -87.645135997)" +7127862,HR514349,09/01/2009 01:06:00 PM,008XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150238,1905308,2009,02/04/2016 06:33:39 AM,41.896071148,-87.723655246,"(41.896071148, -87.723655246)" +7127967,HR507040,08/27/2009 10:00:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149868,1906558,2009,02/04/2016 06:33:39 AM,41.899508483,-87.724981637,"(41.899508483, -87.724981637)" +7128571,HR453911,07/28/2009 09:21:00 PM,052XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166229,1870028,2009,02/04/2016 06:33:39 AM,41.798932649,-87.665930589,"(41.798932649, -87.665930589)" +7128721,HR502712,08/25/2009 02:00:00 PM,044XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146905,1901090,2009,02/04/2016 06:33:39 AM,41.884560826,-87.736004635,"(41.884560826, -87.736004635)" +7129448,HR538634,09/15/2009 05:33:00 PM,016XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2532,025,37,25,19,1141151,1910370,2009,02/04/2016 06:33:39 AM,41.910134206,-87.75690542,"(41.910134206, -87.75690542)" +7129607,HR538944,09/15/2009 09:00:00 PM,069XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,6,68,19,1171831,1858879,2009,02/04/2016 06:33:39 AM,41.768217329,-87.645713786,"(41.768217329, -87.645713786)" +7129800,HR539229,09/16/2009 01:14:00 AM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1021,010,24,29,19,1153932,1892898,2009,02/04/2016 06:33:39 AM,41.861943987,-87.710418671,"(41.861943987, -87.710418671)" +7130726,HR525851,09/08/2009 12:54:00 PM,042XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148198,1900639,2009,02/04/2016 06:33:39 AM,41.883298437,-87.731268136,"(41.883298437, -87.731268136)" +7131398,HR540538,09/16/2009 07:06:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903290,2009,02/04/2016 06:33:39 AM,41.890532455,-87.723502246,"(41.890532455, -87.723502246)" +7132458,HR516927,09/02/2009 09:23:53 PM,022XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1152063,1888612,2009,02/04/2016 06:33:39 AM,41.850219702,-87.717392381,"(41.850219702, -87.717392381)" +7133113,HR541798,09/17/2009 02:05:00 PM,080XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,8,44,19,1183301,1851792,2009,02/04/2016 06:33:39 AM,41.74851056,-87.603891426,"(41.74851056, -87.603891426)" +7133331,HR542264,09/17/2009 06:18:00 PM,044XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146818,1901383,2009,02/04/2016 06:33:39 AM,41.885366513,-87.736316628,"(41.885366513, -87.736316628)" +7133388,HR542416,09/17/2009 07:24:00 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0824,008,16,66,19,1160724,1865129,2009,02/04/2016 06:33:39 AM,41.785604659,-87.686253982,"(41.785604659, -87.686253982)" +7134674,HR533914,09/12/2009 11:35:00 PM,025XX E 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194343,1853737,2009,02/04/2016 06:33:39 AM,41.753583795,-87.563366582,"(41.753583795, -87.563366582)" +7135327,HR544069,09/18/2009 06:14:00 PM,044XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146587,1901083,2009,02/04/2016 06:33:39 AM,41.884547686,-87.737172565,"(41.884547686, -87.737172565)" +7135516,HR544303,09/18/2009 08:40:00 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143516,1905953,2009,02/04/2016 06:33:39 AM,41.897969526,-87.748327899,"(41.897969526, -87.748327899)" +7136339,HR545273,09/19/2009 12:07:00 PM,086XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0412,004,8,45,19,1190354,1848082,2009,02/04/2016 06:33:39 AM,41.738162992,-87.578166445,"(41.738162992, -87.578166445)" +7136398,HR545465,09/19/2009 02:25:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141863,1900972,2009,02/04/2016 06:33:39 AM,41.884331832,-87.7545227,"(41.884331832, -87.7545227)" +7137873,HR547485,09/20/2009 07:15:00 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1192686,1840744,2009,02/04/2016 06:33:39 AM,41.717970357,-87.569861157,"(41.717970357, -87.569861157)" +7138781,HR532338,09/11/2009 11:10:00 PM,008XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,3,61,19,1171586,1871364,2009,02/04/2016 06:33:39 AM,41.802482959,-87.646246125,"(41.802482959, -87.646246125)" +7139537,HR549219,09/21/2009 07:05:00 PM,028XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157503,1899561,2009,02/04/2016 06:33:39 AM,41.880156083,-87.697128768,"(41.880156083, -87.697128768)" +7139798,HR549508,09/21/2009 10:30:00 AM,130XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1184678,1818786,2009,02/04/2016 06:33:39 AM,41.657905826,-87.599875727,"(41.657905826, -87.599875727)" +7139852,HR549399,09/21/2009 09:00:00 PM,075XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1169960,1854716,2009,02/04/2016 06:33:39 AM,41.756834366,-87.652692622,"(41.756834366, -87.652692622)" +7140198,HR514909,09/01/2009 07:40:00 PM,007XX E PERSHING RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1181950,1879272,2009,02/04/2016 06:33:39 AM,41.823949496,-87.607992427,"(41.823949496, -87.607992427)" +7140799,HR496537,08/21/2009 06:30:00 PM,089XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1166910,1845275,2009,02/04/2016 06:33:39 AM,41.730992582,-87.664139424,"(41.730992582, -87.664139424)" +7141633,HR551234,09/22/2009 11:04:00 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152972,1891637,2009,02/04/2016 06:33:39 AM,41.858502718,-87.713976093,"(41.858502718, -87.713976093)" +7141517,HR551149,09/22/2009 09:55:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142141,1899413,2009,02/04/2016 06:33:39 AM,41.880048593,-87.753540513,"(41.880048593, -87.753540513)" +7144675,HR528027,09/09/2009 04:50:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1131,011,24,25,19,1144798,1897934,2009,02/04/2016 06:33:39 AM,41.875940367,-87.743821518,"(41.875940367, -87.743821518)" +7144758,HR535563,09/13/2009 11:05:00 PM,028XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157476,1899561,2009,02/04/2016 06:33:39 AM,41.880156633,-87.697227909,"(41.880156633, -87.697227909)" +7145594,HR554799,09/24/2009 10:00:00 PM,054XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140241,1897151,2009,02/04/2016 06:33:39 AM,41.873876382,-87.760572608,"(41.873876382, -87.760572608)" +7145618,HR554816,09/24/2009 10:16:00 PM,003XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140284,1901684,2009,02/04/2016 06:33:39 AM,41.886314728,-87.760303606,"(41.886314728, -87.760303606)" +7145647,HR554897,09/24/2009 11:01:00 PM,071XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170549,1857442,2009,02/04/2016 06:33:39 AM,41.76430205,-87.650454735,"(41.76430205, -87.650454735)" +7146998,HR555773,09/25/2009 02:05:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139597,1899115,2009,02/04/2016 06:33:39 AM,41.879277624,-87.762889179,"(41.879277624, -87.762889179)" +7147016,HR555603,09/25/2009 12:45:00 PM,106XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,1170653,1834264,2009,02/04/2016 06:33:39 AM,41.700696078,-87.650747275,"(41.700696078, -87.650747275)" +7147080,HR555741,09/25/2009 02:12:00 PM,051XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1533,015,28,25,19,1142279,1900022,2009,02/04/2016 06:33:39 AM,41.881717205,-87.753018667,"(41.881717205, -87.753018667)" +7147328,HR556141,09/25/2009 05:18:00 PM,039XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178690,1878845,2009,02/04/2016 06:33:39 AM,41.822852674,-87.619965136,"(41.822852674, -87.619965136)" +7148069,HR557085,09/26/2009 07:50:00 AM,013XX W 13TH ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167627,1894185,2009,02/04/2016 06:33:39 AM,41.865191954,-87.660109531,"(41.865191954, -87.660109531)" +7148635,HR557990,09/26/2009 07:02:00 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160723,1865149,2009,02/04/2016 06:33:39 AM,41.785659563,-87.686257097,"(41.785659563, -87.686257097)" +7148750,HR558100,09/26/2009 08:12:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167654,1894186,2009,02/04/2016 06:33:39 AM,41.865194117,-87.660010385,"(41.865194117, -87.660010385)" +7148793,HR558254,09/26/2009 10:50:00 PM,057XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137868,1904419,2009,02/04/2016 06:33:39 AM,41.893863846,-87.769109826,"(41.893863846, -87.769109826)" +7148825,HR558279,09/26/2009 10:40:00 PM,005XX W 100TH ST,1661,GAMBLING,GAME/DICE,AIRPORT/AIRCRAFT,true,false,2232,022,9,73,19,1174243,1838579,2009,02/04/2016 06:33:39 AM,41.712458238,-87.637474364,"(41.712458238, -87.637474364)" +7148835,HR558298,09/26/2009 11:10:00 PM,088XX S UNION AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2223,022,21,71,19,1173187,1846261,2009,02/04/2016 06:33:39 AM,41.733562079,-87.641115522,"(41.733562079, -87.641115522)" +7148874,HR558297,09/26/2009 11:18:00 PM,014XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154598,1892883,2009,02/04/2016 06:33:39 AM,41.861889539,-87.707974279,"(41.861889539, -87.707974279)" +7148889,HR558398,09/27/2009 01:00:00 AM,0000X N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1139948,1899903,2009,02/04/2016 06:33:39 AM,41.881433588,-87.76158107,"(41.881433588, -87.76158107)" +7148901,HR558386,09/27/2009 12:45:00 AM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142696,1906187,2009,02/04/2016 06:33:39 AM,41.898626952,-87.751333888,"(41.898626952, -87.751333888)" +7148919,HR558320,09/26/2009 11:15:00 PM,072XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1181486,1857217,2009,02/04/2016 06:33:39 AM,41.763439369,-87.610375106,"(41.763439369, -87.610375106)" +7149892,HR559611,09/27/2009 08:26:00 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169111,1857033,2009,02/04/2016 06:33:39 AM,41.763210908,-87.655737173,"(41.763210908, -87.655737173)" +7150410,HR496714,08/21/2009 08:14:10 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151710,1907749,2009,02/04/2016 06:33:39 AM,41.902740661,-87.718184568,"(41.902740661, -87.718184568)" +7150438,HR498471,08/22/2009 11:46:00 PM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151874,1906100,2009,02/04/2016 06:33:39 AM,41.898212416,-87.717625635,"(41.898212416, -87.717625635)" +7150760,HR557952,09/26/2009 06:25:00 PM,033XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1422,014,26,23,19,1153888,1908782,2009,02/04/2016 06:33:39 AM,41.905532172,-87.710156777,"(41.905532172, -87.710156777)" +7151216,HR485903,08/15/2009 08:46:59 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1143271,1905528,2009,02/04/2016 06:33:39 AM,41.896807858,-87.749238399,"(41.896807858, -87.749238399)" +7152042,HR561625,09/28/2009 11:35:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1124,011,2,27,19,1156793,1899879,2009,02/04/2016 06:33:39 AM,41.88104312,-87.699727193,"(41.88104312, -87.699727193)" +7152586,HR545311,09/19/2009 11:50:00 AM,122XX S HALSTED ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0523,005,34,53,19,1173207,1823738,2009,02/04/2016 06:33:39 AM,41.67175514,-87.641704908,"(41.67175514, -87.641704908)" +7152868,HR528342,09/09/2009 07:45:56 PM,071XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160942,1857263,2009,02/04/2016 06:33:39 AM,41.764014745,-87.685671886,"(41.764014745, -87.685671886)" +7153935,HR562916,09/29/2009 07:05:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899778,2009,02/04/2016 06:33:39 AM,41.881064181,-87.75630748,"(41.881064181, -87.75630748)" +7154124,HR563031,09/29/2009 07:55:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149868,1906552,2009,02/04/2016 06:33:39 AM,41.899492018,-87.724981793,"(41.899492018, -87.724981793)" +7154393,HR517240,09/03/2009 03:05:00 AM,019XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1150020,1890290,2009,02/04/2016 06:33:39 AM,41.854864309,-87.724846958,"(41.854864309, -87.724846958)" +7154712,HR554537,09/24/2009 06:36:28 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167202,1858730,2009,02/04/2016 06:33:39 AM,41.767908753,-87.662685531,"(41.767908753, -87.662685531)" +7157142,HR565614,10/01/2009 12:08:00 PM,051XX W MONROE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1142046,1899173,2009,02/04/2016 06:33:39 AM,41.879391764,-87.753895296,"(41.879391764, -87.753895296)" +7157231,HR565628,10/01/2009 12:37:00 PM,081XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0631,006,8,44,19,1183322,1851125,2009,02/04/2016 06:33:39 AM,41.746679753,-87.603835197,"(41.746679753, -87.603835197)" +7161552,HR571390,10/04/2009 09:45:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900754,2009,02/04/2016 06:33:39 AM,41.883705962,-87.749067634,"(41.883705962, -87.749067634)" +7162414,HR562221,09/29/2009 12:18:00 PM,050XX W ERIE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1532,015,28,25,19,1142600,1903850,2009,02/04/2016 06:33:39 AM,41.892215738,-87.751744681,"(41.892215738, -87.751744681)" +7162900,HR572900,10/05/2009 07:05:00 PM,008XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,3,61,19,1171491,1871361,2009,02/04/2016 06:33:39 AM,41.802476811,-87.646594618,"(41.802476811, -87.646594618)" +7163072,HR573118,10/05/2009 09:30:00 PM,006XX E 131ST ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183026,1818559,2009,02/04/2016 06:33:39 AM,41.65732132,-87.605927689,"(41.65732132, -87.605927689)" +7164539,HR573969,10/06/2009 12:41:00 PM,079XX S BRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1198865,1852838,2009,02/04/2016 06:33:39 AM,41.75100463,-87.546825576,"(41.75100463, -87.546825576)" +7164687,HR574373,10/06/2009 04:14:00 PM,059XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1173978,1865541,2009,02/04/2016 06:33:39 AM,41.786451236,-87.637646491,"(41.786451236, -87.637646491)" +7164873,HR574758,10/06/2009 07:25:00 PM,083XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,46,19,1194952,1850195,2009,02/04/2016 06:33:39 AM,41.743849289,-87.561251335,"(41.743849289, -87.561251335)" +7166454,HR576139,10/07/2009 05:00:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194220,1853447,2009,02/04/2016 06:33:39 AM,41.752791032,-87.563826829,"(41.752791032, -87.563826829)" +7166688,HR576385,10/07/2009 06:55:00 PM,039XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0213,002,3,38,19,1179077,1879038,2009,02/04/2016 06:33:39 AM,41.823373456,-87.618539513,"(41.823373456, -87.618539513)" +7166931,HR576786,10/08/2009 12:10:00 AM,0000X E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1177487,1868439,2009,02/04/2016 06:33:39 AM,41.794325001,-87.624693192,"(41.794325001, -87.624693192)" +7168844,HR545634,09/19/2009 04:28:32 PM,035XX W 15TH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1021,010,24,29,19,1153150,1892484,2009,02/04/2016 06:33:39 AM,41.860823457,-87.713300262,"(41.860823457, -87.713300262)" +7169468,HR564623,09/30/2009 07:00:00 PM,045XX S LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1144791,1873999,2009,02/04/2016 06:33:39 AM,41.810259552,-87.74444979,"(41.810259552, -87.74444979)" +7170074,HR579737,10/09/2009 04:58:00 PM,069XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,6,69,19,1177926,1858939,2009,02/04/2016 06:33:39 AM,41.76824609,-87.623371031,"(41.76824609, -87.623371031)" +7172433,HR583117,10/11/2009 10:02:00 PM,061XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0311,003,20,40,19,1177772,1864271,2009,02/04/2016 06:33:39 AM,41.782881146,-87.623774252,"(41.782881146, -87.623774252)" +7172811,HR551974,09/23/2009 12:31:13 PM,035XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,28,27,19,1152773,1898459,2009,02/04/2016 06:33:39 AM,41.877226982,-87.714526045,"(41.877226982, -87.714526045)" +7173424,HR584336,10/12/2009 06:22:00 PM,048XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144010,1904202,2009,02/04/2016 06:33:39 AM,41.893155324,-87.746557446,"(41.893155324, -87.746557446)" +7174536,HR577421,10/08/2009 12:13:00 PM,035XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,28,27,19,1152940,1897800,2009,02/04/2016 06:33:39 AM,41.87541531,-87.713930327,"(41.87541531, -87.713930327)" +7174632,HR556674,09/25/2009 11:40:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157200,1894884,2009,02/04/2016 06:33:39 AM,41.867328086,-87.698368394,"(41.867328086, -87.698368394)" +7175815,HR586502,10/13/2009 11:15:00 PM,015XX W 51ST ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0932,009,16,61,19,1166715,1870905,2009,02/04/2016 06:33:39 AM,41.801328871,-87.664123276,"(41.801328871, -87.664123276)" +7175863,HR586578,10/14/2009 12:25:00 AM,054XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139951,1905469,2009,02/04/2016 06:33:39 AM,41.896707331,-87.761433836,"(41.896707331, -87.761433836)" +7177316,HR587571,10/14/2009 04:00:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156201,1896545,2009,02/04/2016 06:33:39 AM,41.871906261,-87.701991038,"(41.871906261, -87.701991038)" +7177625,HR587982,10/14/2009 08:00:00 PM,015XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148636,1892139,2009,02/04/2016 06:33:39 AM,41.859964996,-87.729879189,"(41.859964996, -87.729879189)" +7179149,HR589397,10/15/2009 03:55:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1112,011,27,23,19,1151683,1907749,2009,02/04/2016 06:33:39 AM,41.902741192,-87.718283745,"(41.902741192, -87.718283745)" +7181113,HR591840,10/16/2009 08:15:00 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152264,1896453,2009,02/04/2016 06:33:39 AM,41.871732355,-87.716447897,"(41.871732355, -87.716447897)" +7181911,HR593027,10/17/2009 01:41:00 PM,078XX S UNION AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0621,006,17,71,19,1172991,1852970,2009,02/04/2016 06:33:39 AM,41.75197678,-87.641636005,"(41.75197678, -87.641636005)" +7182173,HR593605,10/17/2009 07:35:00 PM,033XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153820,1903796,2009,02/04/2016 06:33:39 AM,41.891851472,-87.710539522,"(41.891851472, -87.710539522)" +7182444,HR594083,10/18/2009 02:27:00 AM,001XX N LECLAIRE AVE,1651,GAMBLING,GAME/CARDS,ALLEY,true,false,1532,015,28,25,19,1142367,1900252,2009,02/04/2016 06:33:39 AM,41.882346721,-87.752689815,"(41.882346721, -87.752689815)" +7182927,HR594672,10/18/2009 02:20:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166877,1870580,2009,02/04/2016 06:33:39 AM,41.80043357,-87.663538451,"(41.80043357, -87.663538451)" +7183130,HR594961,10/18/2009 04:50:00 PM,056XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138428,1905439,2009,02/04/2016 06:33:39 AM,41.896652729,-87.767028373,"(41.896652729, -87.767028373)" +7183194,HR595119,10/18/2009 06:43:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899721,2009,02/04/2016 06:33:39 AM,41.880622252,-87.702037444,"(41.880622252, -87.702037444)" +7184519,HR596161,10/19/2009 01:23:00 PM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142738,1900033,2009,02/04/2016 06:33:39 AM,41.881738862,-87.751332935,"(41.881738862, -87.751332935)" +7184810,HR596570,10/19/2009 04:33:00 PM,017XX N MASON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2531,025,29,25,19,1136482,1910869,2009,02/04/2016 06:33:39 AM,41.911588344,-87.774045788,"(41.911588344, -87.774045788)" +7184823,HR596422,10/19/2009 03:30:00 PM,065XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0724,007,17,67,19,1169443,1861521,2009,02/04/2016 06:33:39 AM,41.775519362,-87.654390481,"(41.775519362, -87.654390481)" +7185134,HR597027,10/19/2009 08:49:00 PM,053XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140392,1907806,2009,02/04/2016 06:33:39 AM,41.903112258,-87.759756707,"(41.903112258, -87.759756707)" +7185222,HR597084,10/19/2009 09:20:00 PM,013XX E 70TH ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0321,003,5,43,19,1186493,1858857,2009,02/04/2016 06:33:39 AM,41.767822733,-87.591971864,"(41.767822733, -87.591971864)" +7187109,HR598751,10/20/2009 07:50:00 PM,101XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1176728,1837811,2009,02/04/2016 06:33:39 AM,41.710295269,-87.628396612,"(41.710295269, -87.628396612)" +7187147,HR598768,10/20/2009 07:45:00 PM,004XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151308,1902758,2009,02/04/2016 06:33:39 AM,41.889052756,-87.719792296,"(41.889052756, -87.719792296)" +7187195,HR598978,10/20/2009 08:49:00 PM,014XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141100,1909145,2009,02/04/2016 06:33:39 AM,41.906773608,-87.757123007,"(41.906773608, -87.757123007)" +7188052,HR517137,09/02/2009 11:15:00 PM,029XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0923,009,11,60,19,1168294,1885618,2009,02/04/2016 06:33:39 AM,41.841668977,-87.657908346,"(41.841668977, -87.657908346)" +7189176,HR601070,10/21/2009 10:45:00 PM,105XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,34,49,19,1177791,1835070,2009,02/04/2016 06:33:39 AM,41.702749638,-87.624586354,"(41.702749638, -87.624586354)" +7191524,HR597053,10/19/2009 08:53:30 PM,050XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,16,61,19,1169839,1871301,2009,02/04/2016 06:33:39 AM,41.802348224,-87.652654942,"(41.802348224, -87.652654942)" +7191756,HR442639,07/22/2009 02:20:00 PM,027XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2413,024,50,2,19,1156691,1942344,2009,02/04/2016 06:33:39 AM,41.997572084,-87.698947813,"(41.997572084, -87.698947813)" +7192014,HR102856,01/02/2009 06:30:00 PM,042XX S KEDZIE AVE,1651,GAMBLING,GAME/CARDS,POOL ROOM,true,false,0912,009,14,58,19,1155714,1876473,2009,02/04/2016 06:33:39 AM,41.816836158,-87.704318755,"(41.816836158, -87.704318755)" +7192046,HR344395,05/27/2009 08:25:00 PM,063XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164439,1942389,2009,02/04/2016 06:33:39 AM,41.997534513,-87.670444563,"(41.997534513, -87.670444563)" +7192059,HR389349,06/22/2009 07:30:00 PM,070XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2424,024,49,1,19,1163356,1947122,2009,02/04/2016 06:33:39 AM,42.010544918,-87.674294484,"(42.010544918, -87.674294484)" +7192095,HR393529,06/24/2009 08:20:00 PM,036XX W 59TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,0822,008,14,62,19,1153044,1865243,2009,02/04/2016 06:33:39 AM,41.786072648,-87.714409703,"(41.786072648, -87.714409703)" +7192525,HR604425,10/23/2009 07:15:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2009,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7192817,HR604950,10/24/2009 03:04:00 AM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142435,1904846,2009,02/04/2016 06:33:39 AM,41.894951947,-87.752325894,"(41.894951947, -87.752325894)" +7194837,HR607831,10/25/2009 07:20:00 PM,0000X S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150398,1899593,2009,02/04/2016 06:33:39 AM,41.880385461,-87.723216836,"(41.880385461, -87.723216836)" +7195555,HR604279,10/23/2009 05:38:00 PM,034XX W OHIO ST,1651,GAMBLING,GAME/CARDS,VEHICLE NON-COMMERCIAL,true,false,1121,011,27,23,19,1153127,1903782,2009,02/04/2016 06:33:39 AM,41.89182683,-87.713084988,"(41.89182683, -87.713084988)" +7195744,HR540784,09/16/2009 09:45:00 PM,008XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150239,1905260,2009,02/04/2016 06:33:39 AM,41.895939412,-87.723652826,"(41.895939412, -87.723652826)" +7198248,HR611554,10/27/2009 06:20:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1143290,1898755,2009,02/04/2016 06:33:39 AM,41.878221582,-87.749337912,"(41.878221582, -87.749337912)" +7198691,HR610703,10/27/2009 12:15:56 PM,051XX W HARRISON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1533,015,24,25,19,1142125,1896831,2009,02/04/2016 06:33:39 AM,41.872963554,-87.753663295,"(41.872963554, -87.753663295)" +7200484,HR612408,10/28/2009 10:17:32 AM,051XX W HARRISON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1533,015,24,25,19,1142125,1896831,2009,02/04/2016 06:33:39 AM,41.872963554,-87.753663295,"(41.872963554, -87.753663295)" +7204685,HR618878,10/31/2009 04:20:00 PM,053XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167572,1869399,2009,02/04/2016 06:33:39 AM,41.797177881,-87.661023542,"(41.797177881, -87.661023542)" +7204868,HR619163,10/31/2009 07:54:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2009,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7206052,HR620958,11/01/2009 07:10:00 PM,103XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,34,49,19,1174128,1836390,2009,02/04/2016 06:33:39 AM,41.706453854,-87.637960267,"(41.706453854, -87.637960267)" +7206221,HR621210,11/01/2009 10:25:00 PM,039XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178690,1878878,2009,02/04/2016 06:33:39 AM,41.822943229,-87.619964131,"(41.822943229, -87.619964131)" +7206384,HR619470,10/31/2009 11:15:00 PM,023XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1211,012,2,28,19,1160870,1898642,2009,02/04/2016 06:33:39 AM,41.877565108,-87.68479102,"(41.877565108, -87.68479102)" +7207973,HR623055,11/02/2009 11:05:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191431,1858644,2009,02/04/2016 06:33:39 AM,41.767120022,-87.573879063,"(41.767120022, -87.573879063)" +7209025,HR623801,11/03/2009 12:20:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144202,1899225,2009,02/04/2016 06:33:39 AM,41.879494242,-87.745977404,"(41.879494242, -87.745977404)" +7209744,HR624603,11/03/2009 06:20:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149637,1892110,2009,02/04/2016 06:33:39 AM,41.859866051,-87.726205511,"(41.859866051, -87.726205511)" +7209831,HR624700,11/03/2009 08:20:00 PM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177950,1831695,2009,02/04/2016 06:33:39 AM,41.693484566,-87.624105905,"(41.693484566, -87.624105905)" +7211139,HR626031,11/04/2009 03:00:00 PM,003XX W 75TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1175327,1855221,2009,02/04/2016 06:33:39 AM,41.758101941,-87.633008505,"(41.758101941, -87.633008505)" +7211296,HR626379,11/04/2009 06:05:00 PM,003XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140286,1901629,2009,02/04/2016 06:33:39 AM,41.886163765,-87.76029761,"(41.886163765, -87.76029761)" +7213526,HR628599,11/05/2009 09:40:00 PM,003XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,3,40,19,1179113,1868491,2009,02/04/2016 06:33:39 AM,41.794430759,-87.618729173,"(41.794430759, -87.618729173)" +7213651,HR628702,11/05/2009 10:05:00 PM,023XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,1211,012,2,28,19,1160842,1898642,2009,02/04/2016 06:33:39 AM,41.877565688,-87.684893829,"(41.877565688, -87.684893829)" +7215172,HR630122,11/06/2009 06:39:00 PM,042XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0213,002,4,38,19,1180971,1876857,2009,02/04/2016 06:33:39 AM,41.817345176,-87.611658416,"(41.817345176, -87.611658416)" +7215435,HR630459,11/06/2009 11:15:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139932,1900418,2009,02/04/2016 06:33:39 AM,41.882847107,-87.761627225,"(41.882847107, -87.761627225)" +7216283,HR631879,11/07/2009 09:05:00 PM,023XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,1211,012,2,28,19,1160842,1898642,2009,02/04/2016 06:33:39 AM,41.877565688,-87.684893829,"(41.877565688, -87.684893829)" +7216298,HR631896,11/07/2009 09:15:00 PM,003XX N LONG AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1523,015,28,25,19,1140284,1901684,2009,02/04/2016 06:33:39 AM,41.886314728,-87.760303606,"(41.886314728, -87.760303606)" +7217074,HR632743,11/08/2009 01:55:00 PM,013XX W 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168587,1856024,2009,02/04/2016 06:33:39 AM,41.76045339,-87.65768678,"(41.76045339, -87.65768678)" +7217111,HR631497,11/07/2009 04:25:00 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,44,19,1180619,1852513,2009,02/04/2016 06:33:39 AM,41.750551037,-87.613697029,"(41.750551037, -87.613697029)" +7217568,HR633412,11/08/2009 08:38:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0421,004,7,43,19,1194222,1853393,2009,02/04/2016 06:33:39 AM,41.752642802,-87.56382127,"(41.752642802, -87.56382127)" +7217608,HR633543,11/08/2009 11:40:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139932,1900418,2009,02/04/2016 06:33:39 AM,41.882847107,-87.761627225,"(41.882847107, -87.761627225)" +7217759,HR632517,11/08/2009 10:29:00 AM,056XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,20,40,19,1179889,1867613,2009,02/04/2016 06:33:39 AM,41.79200371,-87.615910498,"(41.79200371, -87.615910498)" +7221561,HR637093,11/10/2009 10:55:00 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142809,1897870,2009,02/04/2016 06:33:39 AM,41.875801999,-87.751126101,"(41.875801999, -87.751126101)" +7222178,HR616262,10/30/2009 10:40:00 AM,028XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,27,19,1157487,1895911,2009,02/04/2016 06:33:39 AM,41.870140448,-87.697286835,"(41.870140448, -87.697286835)" +7222248,HR637778,11/11/2009 01:00:00 PM,053XX W RACE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140675,1903038,2009,02/04/2016 06:33:39 AM,41.890023098,-87.758834452,"(41.890023098, -87.758834452)" +7222480,HR638077,11/11/2009 03:58:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160776,1863195,2009,02/04/2016 06:33:39 AM,41.780296424,-87.686116699,"(41.780296424, -87.686116699)" +7222833,HR638612,11/11/2009 09:45:00 PM,054XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140316,1898139,2009,02/04/2016 06:33:39 AM,41.876586209,-87.76027302,"(41.876586209, -87.76027302)" +7224770,HR640255,11/12/2009 09:06:00 PM,004XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157788,1897713,2009,02/04/2016 06:33:39 AM,41.87507919,-87.696132656,"(41.87507919, -87.696132656)" +7226582,HR641737,11/13/2009 06:45:00 PM,003XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157775,1898211,2009,02/04/2016 06:33:39 AM,41.876446016,-87.696166813,"(41.876446016, -87.696166813)" +7227061,HR639561,11/12/2009 02:20:00 PM,007XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142883,1904634,2009,02/04/2016 06:33:39 AM,41.894361857,-87.750685776,"(41.894361857, -87.750685776)" +7227352,HR601137,10/22/2009 01:10:00 AM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904708,2009,02/04/2016 06:33:39 AM,41.894404835,-87.719943086,"(41.894404835, -87.719943086)" +7227387,HR594896,10/18/2009 04:05:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153560,1899324,2009,02/04/2016 06:33:39 AM,41.879585026,-87.711613381,"(41.879585026, -87.711613381)" +7227531,HR642891,11/14/2009 12:55:00 PM,013XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149265,1893485,2009,02/04/2016 06:33:39 AM,41.863646428,-87.727535417,"(41.863646428, -87.727535417)" +7227582,HR642923,11/14/2009 12:36:00 PM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,3,38,19,1179277,1879203,2009,02/04/2016 06:33:39 AM,41.82382166,-87.617800754,"(41.82382166, -87.617800754)" +7227624,HR643060,11/14/2009 03:00:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,28,25,19,1141385,1899778,2009,02/04/2016 06:33:39 AM,41.881064181,-87.75630748,"(41.881064181, -87.75630748)" +7227813,HR643428,11/14/2009 07:10:00 PM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140717,1899778,2009,02/04/2016 06:33:39 AM,41.881076479,-87.758760368,"(41.881076479, -87.758760368)" +7228529,HR565757,10/01/2009 02:50:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144513,1904214,2009,02/04/2016 06:33:39 AM,41.893178799,-87.74470979,"(41.893178799, -87.74470979)" +7228535,HR565726,10/01/2009 02:29:45 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1121,011,27,23,19,1153248,1904640,2009,02/04/2016 06:33:39 AM,41.894178865,-87.712617811,"(41.894178865, -87.712617811)" +7228539,HR565542,10/01/2009 12:20:00 PM,028XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157510,1899561,2009,02/04/2016 06:33:39 AM,41.880155941,-87.697103065,"(41.880155941, -87.697103065)" +7228608,HR630956,11/07/2009 09:40:00 AM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156146,1896544,2009,02/04/2016 06:33:39 AM,41.871904627,-87.702192993,"(41.871904627, -87.702192993)" +7229950,HR642202,11/14/2009 12:33:00 AM,067XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191038,1860698,2009,02/04/2016 06:33:39 AM,41.772765871,-87.575253185,"(41.772765871, -87.575253185)" +7231389,HR638521,11/11/2009 08:25:00 PM,052XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1712,017,39,13,19,1154097,1934600,2009,02/04/2016 06:33:39 AM,41.97637449,-87.708697978,"(41.97637449, -87.708697978)" +7231660,HR641812,11/13/2009 07:24:27 PM,059XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,66,19,1160058,1865123,2009,02/04/2016 06:33:39 AM,41.785601922,-87.688696028,"(41.785601922, -87.688696028)" +7233967,HR642910,11/14/2009 12:45:00 AM,052XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1712,017,39,13,19,1154097,1934600,2009,02/04/2016 06:33:39 AM,41.97637449,-87.708697978,"(41.97637449, -87.708697978)" +7234881,HR649953,11/18/2009 08:19:00 PM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141741,1904839,2009,02/04/2016 06:33:39 AM,41.894945606,-87.754874977,"(41.894945606, -87.754874977)" +7237923,HR652379,11/20/2009 11:50:00 AM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1121,011,27,23,19,1153265,1904061,2009,02/04/2016 06:33:39 AM,41.892589695,-87.71257076,"(41.892589695, -87.71257076)" +7238382,HR652815,11/20/2009 03:50:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142130,1900978,2009,02/04/2016 06:33:39 AM,41.884343351,-87.753542081,"(41.884343351, -87.753542081)" +7238389,HR652778,11/20/2009 03:25:00 PM,051XX S PULASKI RD,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,0815,008,23,62,19,1150571,1870205,2009,02/04/2016 06:33:39 AM,41.799737621,-87.723347962,"(41.799737621, -87.723347962)" +7238757,HR653235,11/20/2009 07:50:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1124,011,2,27,19,1156793,1899879,2009,02/04/2016 06:33:39 AM,41.88104312,-87.699727193,"(41.88104312, -87.699727193)" +7239556,HR654257,11/21/2009 12:40:00 PM,002XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1142001,1901144,2009,02/04/2016 06:33:39 AM,41.884801266,-87.754011677,"(41.884801266, -87.754011677)" +7239951,HR654784,11/21/2009 08:08:00 PM,070XX S RHODES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0322,003,6,69,19,1181125,1858399,2009,02/04/2016 06:33:39 AM,41.766691217,-87.611661884,"(41.766691217, -87.611661884)" +7239989,HR654865,11/21/2009 08:52:00 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150483,1894425,2009,02/04/2016 06:33:39 AM,41.866202226,-87.723039647,"(41.866202226, -87.723039647)" +7240094,HR654876,11/21/2009 09:08:00 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180013,1862913,2009,02/04/2016 06:33:39 AM,41.779103621,-87.615599678,"(41.779103621, -87.615599678)" +7240173,HR655052,11/21/2009 11:22:00 PM,013XX E 70TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,43,19,1186493,1858857,2009,02/04/2016 06:33:39 AM,41.767822733,-87.591971864,"(41.767822733, -87.591971864)" +7240771,HR655748,11/22/2009 01:10:00 PM,033XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153791,1903795,2009,02/04/2016 06:33:39 AM,41.891849306,-87.710646053,"(41.891849306, -87.710646053)" +7245752,HR506592,08/27/2009 04:32:00 PM,078XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0835,008,18,70,19,1154743,1852397,2009,02/04/2016 06:33:39 AM,41.750787493,-87.70852242,"(41.750787493, -87.70852242)" +7245812,HR624901,11/03/2009 09:45:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149492,1901932,2009,02/04/2016 06:33:39 AM,41.88682156,-87.726482869,"(41.88682156, -87.726482869)" +7246502,HR660426,11/25/2009 12:04:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149865,1906667,2009,02/04/2016 06:33:39 AM,41.899807648,-87.724989817,"(41.899807648, -87.724989817)" +7252180,HR653219,11/20/2009 08:05:00 PM,017XX W 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166177,1851647,2009,02/04/2016 06:33:39 AM,41.748493893,-87.666643834,"(41.748493893, -87.666643834)" +7253913,HR655170,11/22/2009 01:10:00 AM,050XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2522,025,31,19,19,1142310,1912825,2009,02/04/2016 06:33:39 AM,41.91684954,-87.752586592,"(41.91684954, -87.752586592)" +7253922,HR630311,11/06/2009 09:22:31 PM,087XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,7,46,19,1196149,1847569,2009,02/04/2016 06:33:39 AM,41.736613778,-87.556952322,"(41.736613778, -87.556952322)" +7255922,HR624979,11/03/2009 11:43:00 PM,067XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191037,1860739,2009,02/04/2016 06:33:39 AM,41.772878403,-87.575255526,"(41.772878403, -87.575255526)" +7256006,HR658848,11/24/2009 01:48:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151274,1903969,2009,02/04/2016 06:33:39 AM,41.892376532,-87.719885364,"(41.892376532, -87.719885364)" +7256092,HR601028,10/21/2009 10:15:00 PM,042XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1148224,1897686,2009,02/04/2016 06:33:39 AM,41.875194566,-87.731248733,"(41.875194566, -87.731248733)" +7260439,HR674427,12/04/2009 09:49:00 PM,007XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,0934,009,3,61,19,1172268,1868397,2009,02/04/2016 06:33:39 AM,41.79432621,-87.643832227,"(41.79432621, -87.643832227)" +7262997,HR653098,11/20/2009 06:45:00 PM,0000X W 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,44,19,1177168,1852624,2009,02/04/2016 06:33:39 AM,41.750934145,-87.62633968,"(41.750934145, -87.62633968)" +7266179,HR680421,12/08/2009 08:05:00 PM,067XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1187358,1860686,2009,02/04/2016 06:33:39 AM,41.772821163,-87.588743255,"(41.772821163, -87.588743255)" +7266245,HR680658,12/09/2009 12:51:00 AM,054XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166932,1868569,2009,02/04/2016 06:33:39 AM,41.794913974,-87.663394225,"(41.794913974, -87.663394225)" +7267089,HR643458,11/14/2009 07:38:56 PM,066XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167151,1860645,2009,02/04/2016 06:33:39 AM,41.773164853,-87.662817746,"(41.773164853, -87.662817746)" +7272834,HR688096,12/13/2009 08:52:00 PM,057XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169962,1866773,2009,02/04/2016 06:33:39 AM,41.789920212,-87.652335402,"(41.789920212, -87.652335402)" +7275050,HR670865,12/02/2009 02:55:00 PM,011XX W ARGYLE ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2033,020,48,3,19,1167751,1933570,2009,02/04/2016 06:33:39 AM,41.973263957,-87.65851662,"(41.973263957, -87.65851662)" +7275945,HR691161,12/15/2009 06:45:00 PM,011XX W 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,16,68,19,1169635,1863017,2009,02/04/2016 06:33:39 AM,41.779620406,-87.653643284,"(41.779620406, -87.653643284)" +7279154,HR694462,12/17/2009 08:46:00 PM,072XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161990,1856596,2009,02/04/2016 06:33:39 AM,41.762162683,-87.681849215,"(41.762162683, -87.681849215)" +7279971,HR695206,12/18/2009 11:56:00 AM,040XX W 79TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0834,008,13,70,19,1150677,1851866,2009,02/04/2016 06:33:39 AM,41.749410397,-87.723436184,"(41.749410397, -87.723436184)" +7280605,HR696026,12/18/2009 07:25:00 PM,030XX E 130TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0433,004,10,55,19,1198333,1819367,2009,02/04/2016 06:33:39 AM,41.659170446,-87.549890875,"(41.659170446, -87.549890875)" +7292651,HR634582,11/09/2009 03:20:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0931,009,16,61,19,1166857,1871331,2009,02/04/2016 06:33:39 AM,41.802494829,-87.663590337,"(41.802494829, -87.663590337)" +7292717,HR703484,12/23/2009 06:52:56 PM,063XX S TROY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0823,008,15,66,19,1156479,1862331,2009,02/04/2016 06:33:39 AM,41.778013152,-87.701893587,"(41.778013152, -87.701893587)" +7297774,HS101228,01/01/2010 08:09:00 PM,002XX W 103RD ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0511,005,9,49,19,1176682,1836646,2010,02/04/2016 06:33:39 AM,41.707099379,-87.628599988,"(41.707099379, -87.628599988)" +7297820,HS101417,01/02/2010 12:17:00 AM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179262,1879203,2010,02/04/2016 06:33:39 AM,41.823822003,-87.617855783,"(41.823822003, -87.617855783)" +7303470,HR706890,12/26/2009 07:10:00 PM,034XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1412,014,35,21,19,1153042,1921070,2009,02/04/2016 06:33:39 AM,41.939268304,-87.712937877,"(41.939268304, -87.712937877)" +7305657,HS109217,01/07/2010 11:50:00 AM,007XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,69,19,1182466,1852785,2010,02/04/2016 06:33:39 AM,41.751254843,-87.606920408,"(41.751254843, -87.606920408)" +7315951,HS119971,01/14/2010 01:50:00 PM,049XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,2124,002,4,39,19,1183148,1872494,2010,02/04/2016 06:33:39 AM,41.805322323,-87.603808532,"(41.805322323, -87.603808532)" +7318067,HS122178,01/15/2010 06:55:00 PM,042XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148189,1898349,2010,02/04/2016 06:33:39 AM,41.877014589,-87.731360167,"(41.877014589, -87.731360167)" +7318184,HS122364,01/15/2010 08:10:00 PM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,3,35,19,1179273,1879203,2010,02/04/2016 06:33:39 AM,41.823821752,-87.617815429,"(41.823821752, -87.617815429)" +7328675,HS132126,01/22/2010 01:40:00 PM,0000X E 59TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1177896,1865919,2010,02/04/2016 06:33:39 AM,41.787400614,-87.623269736,"(41.787400614, -87.623269736)" +7331723,HS111881,01/09/2010 01:50:00 AM,042XX W CERMAK RD,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1012,010,24,29,19,1148223,1889032,2010,02/04/2016 06:33:39 AM,41.851446953,-87.731475157,"(41.851446953, -87.731475157)" +7337419,HS140043,01/27/2010 07:50:00 PM,014XX W 79TH ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0612,006,21,71,19,1167865,1852354,2010,02/04/2016 06:33:39 AM,41.750397942,-87.660438139,"(41.750397942, -87.660438139)" +7348438,HS150129,02/03/2010 08:20:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,CTA GARAGE / OTHER PROPERTY,true,false,1135,011,28,29,19,1157437,1894580,2010,02/04/2016 06:33:39 AM,41.866489065,-87.697506595,"(41.866489065, -87.697506595)" +7348466,HS150152,02/03/2010 08:30:00 PM,0000X S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1513,015,29,25,19,1138618,1899331,2010,02/04/2016 06:33:39 AM,41.879888156,-87.766478721,"(41.879888156, -87.766478721)" +7350955,HS138760,01/26/2010 11:25:00 PM,023XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161716,1860827,2010,02/04/2016 06:33:39 AM,41.773778839,-87.682736167,"(41.773778839, -87.682736167)" +7351401,HS152483,02/05/2010 01:30:00 PM,014XX W 79TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0612,006,21,71,19,1167869,1852355,2010,02/04/2016 06:33:39 AM,41.750400601,-87.660423453,"(41.750400601, -87.660423453)" +7352909,HS154764,02/07/2010 12:45:00 AM,0000X E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1177765,1868448,2010,02/04/2016 06:33:39 AM,41.794343405,-87.623673511,"(41.794343405, -87.623673511)" +7354688,HS156471,02/08/2010 12:40:00 PM,062XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161445,1863145,2010,02/04/2016 06:33:39 AM,41.780145374,-87.683665408,"(41.780145374, -87.683665408)" +7354847,HS156570,02/08/2010 02:10:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138190,1904512,2010,02/04/2016 06:33:39 AM,41.894113233,-87.767924957,"(41.894113233, -87.767924957)" +7355626,HS149884,02/03/2010 04:15:00 PM,037XX W 111TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,2211,022,19,74,19,1153491,1830735,2010,02/04/2016 06:33:39 AM,41.6913679,-87.713681763,"(41.6913679, -87.713681763)" +7355872,HS150947,02/04/2010 01:30:00 PM,036XX N ELSTON AVE,1631,GAMBLING,WIREROOM/SPORTS,TAVERN/LIQUOR STORE,true,false,1733,017,35,16,19,1153553,1924286,2010,02/04/2016 06:33:39 AM,41.94808308,-87.710973984,"(41.94808308, -87.710973984)" +7357645,HS159261,02/10/2010 12:24:00 PM,078XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,8,69,19,1184912,1853262,2010,02/04/2016 06:33:39 AM,41.75250676,-87.597942186,"(41.75250676, -87.597942186)" +7359639,HS160732,02/11/2010 01:46:00 PM,085XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0632,006,8,44,19,1184042,1848646,2010,02/04/2016 06:33:39 AM,41.739860331,-87.601274245,"(41.739860331, -87.601274245)" +7361128,HS162980,02/12/2010 11:45:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1143291,1898743,2010,02/04/2016 06:33:39 AM,41.878188634,-87.74933454,"(41.878188634, -87.74933454)" +7362059,HS164204,02/13/2010 08:00:00 PM,110XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0513,005,9,49,19,1181203,1831889,2010,02/04/2016 06:33:39 AM,41.69394281,-87.612190086,"(41.69394281, -87.612190086)" +7362761,HS165177,02/14/2010 06:40:00 PM,017XX N MOODY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2513,025,29,25,19,1135143,1911022,2010,02/04/2016 06:33:39 AM,41.912032048,-87.778961304,"(41.912032048, -87.778961304)" +7363725,HS166554,02/15/2010 07:40:00 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191759,1858815,2010,02/04/2016 06:33:39 AM,41.767581306,-87.572671287,"(41.767581306, -87.572671287)" +7368325,HS170520,02/18/2010 02:20:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136501,1910280,2010,02/04/2016 06:33:39 AM,41.909971717,-87.773990097,"(41.909971717, -87.773990097)" +7370320,HS172458,02/19/2010 07:30:00 PM,0000X S CICERO AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1533,015,28,25,19,1144393,1899494,2010,02/04/2016 06:33:39 AM,41.880228821,-87.745269305,"(41.880228821, -87.745269305)" +7371136,HS173577,02/20/2010 03:05:00 PM,014XX W 114TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1168375,1828804,2010,02/04/2016 06:33:39 AM,41.685762179,-87.659244944,"(41.685762179, -87.659244944)" +7374353,HS153523,02/06/2010 04:20:00 AM,048XX N AUSTIN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,38,15,19,1135407,1931372,2010,02/04/2016 06:33:39 AM,41.967869957,-87.777506684,"(41.967869957, -87.777506684)" +7382082,HS183385,02/27/2010 10:14:00 AM,057XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1161015,1866624,2010,02/04/2016 06:33:39 AM,41.789701125,-87.685145711,"(41.789701125, -87.685145711)" +7386528,HS188610,03/02/2010 07:14:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2531,025,29,25,19,1136503,1910226,2010,02/04/2016 06:33:39 AM,41.909823499,-87.773984044,"(41.909823499, -87.773984044)" +7388017,HS189751,03/03/2010 03:01:00 PM,008XX E 53RD ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2131,002,5,41,19,1182911,1870056,2010,02/04/2016 06:33:39 AM,41.79863777,-87.604753533,"(41.79863777, -87.604753533)" +7389914,HS191937,03/04/2010 08:45:00 PM,015XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142090,1909856,2010,02/04/2016 06:33:39 AM,41.908706365,-87.753468627,"(41.908706365, -87.753468627)" +7390700,HS192614,03/05/2010 10:50:00 AM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140145,1905627,2010,02/04/2016 06:33:39 AM,41.897137351,-87.760717423,"(41.897137351, -87.760717423)" +7392648,HS195052,03/06/2010 08:40:00 PM,087XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2222,022,21,71,19,1171499,1846930,2010,02/04/2016 06:33:39 AM,41.735434996,-87.647279966,"(41.735434996, -87.647279966)" +7395019,HS197174,03/08/2010 12:30:00 PM,004XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150977,1902728,2010,02/04/2016 06:33:39 AM,41.888976921,-87.721008653,"(41.888976921, -87.721008653)" +7395322,HS197837,03/08/2010 06:50:00 PM,008XX E 65TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1183148,1862099,2010,02/04/2016 06:33:39 AM,41.776797552,-87.604131898,"(41.776797552, -87.604131898)" +7397369,HS199156,03/09/2010 03:11:00 PM,078XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,69,19,1183922,1853207,2010,02/04/2016 06:33:39 AM,41.752378998,-87.601571791,"(41.752378998, -87.601571791)" +7397768,HS199832,03/09/2010 10:10:00 PM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,40,19,1177716,1866229,2010,02/04/2016 06:33:39 AM,41.788255362,-87.623920335,"(41.788255362, -87.623920335)" +7399324,HS200953,03/10/2010 03:40:00 PM,052XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141243,1901437,2010,02/04/2016 06:33:39 AM,41.885619303,-87.756787976,"(41.885619303, -87.756787976)" +7399494,HS201293,03/10/2010 06:40:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182434,1871952,2010,02/04/2016 06:33:39 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +7400885,HS202372,03/11/2010 12:50:00 PM,056XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168288,1867412,2010,02/04/2016 06:33:39 AM,41.791709925,-87.658455083,"(41.791709925, -87.658455083)" +7401532,HS201635,03/10/2010 10:50:00 PM,008XX E 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183138,1852806,2010,02/04/2016 06:33:39 AM,41.751296874,-87.604457233,"(41.751296874, -87.604457233)" +7402048,HS123419,01/16/2010 02:10:00 PM,044XX W 55TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,0813,008,13,62,19,1147882,1867773,2010,02/04/2016 06:33:39 AM,41.793115777,-87.733271651,"(41.793115777, -87.733271651)" +7402156,HS141765,01/28/2010 10:00:00 PM,063XX S CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,0813,008,13,64,19,1140176,1861759,2010,02/04/2016 06:33:39 AM,41.776756437,-87.761675873,"(41.776756437, -87.761675873)" +7402421,HS203868,03/12/2010 10:07:00 AM,064XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161847,1861953,2010,02/04/2016 06:33:39 AM,41.776866019,-87.682224695,"(41.776866019, -87.682224695)" +7404523,HS153457,02/06/2010 01:30:00 AM,127XX S HALSTED ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0523,005,34,53,19,1173316,1820430,2010,02/04/2016 06:33:39 AM,41.662675033,-87.641403176,"(41.662675033, -87.641403176)" +7406750,HS209268,03/15/2010 06:45:00 PM,049XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143371,1904190,2010,02/04/2016 06:33:39 AM,41.893134362,-87.748904585,"(41.893134362, -87.748904585)" +7406460,HS208702,03/15/2010 12:25:00 PM,067XX S RHODES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,20,42,19,1181070,1860471,2010,02/04/2016 06:33:39 AM,41.77237826,-87.611799766,"(41.77237826, -87.611799766)" +7408575,HS211225,03/16/2010 09:45:00 PM,067XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188365,1860556,2010,02/04/2016 06:33:39 AM,41.772440449,-87.585056061,"(41.772440449, -87.585056061)" +7410089,HS212785,03/17/2010 07:15:00 PM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1115,011,28,26,19,1149540,1899356,2010,02/04/2016 06:33:39 AM,41.879751801,-87.726373504,"(41.879751801, -87.726373504)" +7410244,HS212989,03/17/2010 08:55:00 PM,038XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,3,35,19,1178559,1879683,2010,02/04/2016 06:33:39 AM,41.825155197,-87.620420208,"(41.825155197, -87.620420208)" +7411821,HS214156,03/18/2010 04:40:00 PM,008XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138538,1905038,2010,02/04/2016 06:33:39 AM,41.895550342,-87.766634083,"(41.895550342, -87.766634083)" +7412301,HS214930,03/19/2010 01:50:00 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188695,1860637,2010,02/04/2016 06:33:39 AM,41.772654834,-87.583843806,"(41.772654834, -87.583843806)" +7415903,HS218925,03/21/2010 04:04:00 PM,013XX W 14TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167734,1893523,2010,02/04/2016 06:33:39 AM,41.863373068,-87.659735801,"(41.863373068, -87.659735801)" +7416217,HS219313,03/21/2010 09:28:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144183,1899224,2010,02/04/2016 06:33:39 AM,41.879491854,-87.746047195,"(41.879491854, -87.746047195)" +7417862,HS220785,03/22/2010 07:30:00 PM,012XX S THROOP ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167903,1894397,2010,02/04/2016 06:33:39 AM,41.865767756,-87.65909022,"(41.865767756, -87.65909022)" +7418859,HR441375,07/21/2009 08:05:00 PM,078XX S DREXEL AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0624,006,6,69,19,1183591,1853240,2009,02/04/2016 06:33:39 AM,41.752477272,-87.602783724,"(41.752477272, -87.602783724)" +7418933,HR689110,12/14/2009 02:30:00 PM,068XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0722,007,6,68,19,1174128,1859607,2009,02/04/2016 06:33:39 AM,41.770164345,-87.637272625,"(41.770164345, -87.637272625)" +7419934,HS222583,03/23/2010 08:44:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146958,1897324,2010,02/04/2016 06:33:39 AM,41.874225471,-87.735906276,"(41.874225471, -87.735906276)" +7419945,HS222511,03/23/2010 07:45:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151255,1904660,2010,02/04/2016 06:33:39 AM,41.894273079,-87.719937001,"(41.894273079, -87.719937001)" +7419954,HS222578,03/23/2010 09:00:00 PM,054XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163951,1868503,2010,02/04/2016 06:33:39 AM,41.794796091,-87.674327426,"(41.794796091, -87.674327426)" +7421471,HS223820,03/24/2010 04:00:00 PM,055XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,40,19,1178103,1868223,2010,02/04/2016 06:33:39 AM,41.79371832,-87.622440909,"(41.79371832, -87.622440909)" +7421593,HS224045,03/24/2010 06:34:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144251,1898895,2010,02/04/2016 06:33:39 AM,41.878587761,-87.745805777,"(41.878587761, -87.745805777)" +7421904,HS224438,03/24/2010 10:46:00 PM,009XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151210,1906094,2010,02/04/2016 06:33:39 AM,41.898209002,-87.720064627,"(41.898209002, -87.720064627)" +7423480,HS225608,03/25/2010 05:20:00 PM,047XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144981,1896934,2010,02/04/2016 06:33:39 AM,41.873192794,-87.743174845,"(41.873192794, -87.743174845)" +7424622,HS211321,03/16/2010 11:13:14 PM,032XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1713,017,39,14,19,1154097,1931711,2010,02/04/2016 06:33:39 AM,41.968446906,-87.708775431,"(41.968446906, -87.708775431)" +7425594,HS227798,03/27/2010 01:20:00 AM,111XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2212,022,19,75,19,1162376,1830860,2010,02/04/2016 06:33:39 AM,41.691530925,-87.681149127,"(41.691530925, -87.681149127)" +7426189,HS228626,03/27/2010 03:00:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,29,25,19,1141408,1897177,2010,02/04/2016 06:33:39 AM,41.87392628,-87.756287237,"(41.87392628, -87.756287237)" +7426572,HS229119,03/27/2010 08:34:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149868,1906552,2010,02/04/2016 06:33:39 AM,41.899492018,-87.724981793,"(41.899492018, -87.724981793)" +7429160,HS231514,03/29/2010 02:15:00 PM,033XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154129,1899337,2010,02/04/2016 06:33:39 AM,41.87960937,-87.709523739,"(41.87960937, -87.709523739)" +7431128,HS233081,03/30/2010 01:52:00 PM,013XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167684,1893852,2010,02/04/2016 06:33:39 AM,41.864276948,-87.659909872,"(41.864276948, -87.659909872)" +7431261,HS233152,03/30/2010 02:39:00 PM,115XX S CHURCH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2212,022,34,75,19,1165503,1827922,2010,02/04/2016 06:33:39 AM,41.683403004,-87.669783626,"(41.683403004, -87.669783626)" +7431591,HS233743,03/30/2010 08:45:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1532,015,28,25,19,1143350,1900763,2010,02/04/2016 06:33:39 AM,41.883730659,-87.749067409,"(41.883730659, -87.749067409)" +7431661,HS233624,03/30/2010 07:00:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149868,1906552,2010,02/04/2016 06:33:39 AM,41.899492018,-87.724981793,"(41.899492018, -87.724981793)" +7433111,HS234981,03/31/2010 03:49:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0712,007,16,68,19,1169705,1864024,2010,02/04/2016 06:33:39 AM,41.782382216,-87.653357462,"(41.782382216, -87.653357462)" +7433226,HS235208,03/31/2010 07:09:00 PM,059XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0713,007,16,67,19,1169008,1865291,2010,02/04/2016 06:33:39 AM,41.785874112,-87.65587626,"(41.785874112, -87.65587626)" +7433258,HS235229,03/31/2010 06:54:00 PM,005XX S KILBOURN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146472,1897228,2010,02/04/2016 06:33:39 AM,41.873971304,-87.737693111,"(41.873971304, -87.737693111)" +7434536,HS236190,04/01/2010 11:30:00 AM,051XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2124,002,4,41,19,1183414,1871171,2010,02/04/2016 06:33:39 AM,41.801685706,-87.602874202,"(41.801685706, -87.602874202)" +7435087,HS236900,04/01/2010 05:40:00 PM,104XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0512,005,9,50,19,1183754,1835835,2010,02/04/2016 06:33:39 AM,41.704712156,-87.602727772,"(41.704712156, -87.602727772)" +7435131,HS236954,04/01/2010 07:15:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141380,1899925,2010,02/04/2016 06:33:39 AM,41.881467659,-87.756322211,"(41.881467659, -87.756322211)" +7435191,HS236999,04/01/2010 07:40:00 PM,005XX E 60TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1180800,1865344,2010,02/04/2016 06:33:39 AM,41.785756455,-87.61263979,"(41.785756455, -87.61263979)" +7435843,HS232654,03/30/2010 09:00:00 AM,001XX W CERMAK RD,1661,GAMBLING,GAME/DICE,CTA TRAIN,true,false,2111,009,25,34,19,1175616,1889758,2010,02/04/2016 06:33:39 AM,41.852868298,-87.63091491,"(41.852868298, -87.63091491)" +7436226,HS237854,04/02/2010 10:35:00 AM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899733,2010,02/04/2016 06:33:39 AM,41.880922186,-87.752636613,"(41.880922186, -87.752636613)" +7436715,HS238094,04/02/2010 12:29:00 PM,069XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0831,008,18,66,19,1160238,1858577,2010,02/04/2016 06:33:39 AM,41.76763507,-87.688216107,"(41.76763507, -87.688216107)" +7436780,HS238235,04/02/2010 02:40:00 PM,092XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1187726,1844104,2010,02/04/2016 06:33:39 AM,41.727309824,-87.587920892,"(41.727309824, -87.587920892)" +7436898,HS238462,04/02/2010 05:20:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1522,015,28,25,19,1141385,1899778,2010,02/04/2016 06:33:39 AM,41.881064181,-87.75630748,"(41.881064181, -87.75630748)" +7437065,HS238719,04/02/2010 08:10:00 PM,012XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150151,1908115,2010,02/04/2016 06:33:39 AM,41.903775535,-87.723901545,"(41.903775535, -87.723901545)" +7437151,HS238790,04/02/2010 08:25:00 PM,117XX S MORGAN ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0524,005,34,53,19,1171772,1826887,2010,02/04/2016 06:33:39 AM,41.680428005,-87.646865171,"(41.680428005, -87.646865171)" +7437173,HS238926,04/02/2010 11:00:00 PM,055XX S WABASH AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0233,002,20,40,19,1177658,1868300,2010,02/04/2016 06:33:39 AM,41.793939702,-87.624070351,"(41.793939702, -87.624070351)" +7437208,HS238976,04/03/2010 12:05:00 AM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899694,2010,02/04/2016 06:33:39 AM,41.880815147,-87.75263391,"(41.880815147, -87.75263391)" +7437220,HS238974,04/02/2010 11:45:00 PM,012XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1169524,1853726,2010,02/04/2016 06:33:39 AM,41.754127129,-87.654319121,"(41.754127129, -87.654319121)" +7437265,HS238997,04/02/2010 11:42:00 PM,064XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0314,003,20,42,19,1183833,1862461,2010,02/04/2016 06:33:39 AM,41.777774946,-87.601609451,"(41.777774946, -87.601609451)" +7438219,HS240354,04/03/2010 09:40:00 PM,045XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0222,002,3,38,19,1178801,1874990,2010,02/04/2016 06:33:39 AM,41.812271707,-87.619675383,"(41.812271707, -87.619675383)" +7439875,HS233815,03/30/2010 10:14:35 PM,028XX W CERMAK RD,1651,GAMBLING,GAME/CARDS,POOL ROOM,true,false,1033,010,12,30,19,1157547,1889256,2010,02/04/2016 06:33:39 AM,41.851877206,-87.697247573,"(41.851877206, -87.697247573)" +7440005,HS242228,04/05/2010 10:45:00 AM,019XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164387,1860892,2010,02/04/2016 06:33:39 AM,41.773901342,-87.672942971,"(41.773901342, -87.672942971)" +7440856,HS243170,04/05/2010 06:49:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143345,1905860,2010,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +7441039,HS243409,04/05/2010 10:45:00 PM,051XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142058,1897853,2010,02/04/2016 06:33:39 AM,41.875769294,-87.753883956,"(41.875769294, -87.753883956)" +7441043,HS243458,04/05/2010 11:18:00 PM,071XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,6,68,19,1172199,1857618,2010,02/04/2016 06:33:39 AM,41.764748911,-87.644401916,"(41.764748911, -87.644401916)" +7441352,HS192158,03/04/2010 11:10:00 PM,026XX N HALSTED ST,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,1933,019,43,7,19,1170489,1917762,2010,02/04/2016 06:33:39 AM,41.929826624,-87.648912651,"(41.929826624, -87.648912651)" +7442629,HS244646,04/06/2010 05:46:00 PM,066XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0321,003,5,42,19,1183366,1861207,2010,02/04/2016 06:33:39 AM,41.774344746,-87.603360484,"(41.774344746, -87.603360484)" +7442636,HS244582,04/06/2010 04:26:00 PM,107XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,49,19,1179483,1833793,2010,02/04/2016 06:33:39 AM,41.699206996,-87.618429529,"(41.699206996, -87.618429529)" +7442748,HS244826,04/06/2010 07:30:00 PM,004XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150978,1902700,2010,02/04/2016 06:33:39 AM,41.888900066,-87.721005715,"(41.888900066, -87.721005715)" +7442851,HS244917,04/06/2010 09:00:00 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139443,1901655,2010,02/04/2016 06:33:39 AM,41.886250518,-87.76339271,"(41.886250518, -87.76339271)" +7444213,HS245884,04/07/2010 01:00:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141548,1898831,2010,02/04/2016 06:33:39 AM,41.878462484,-87.755732349,"(41.878462484, -87.755732349)" +7446940,HS248135,04/08/2010 07:00:00 PM,009XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142856,1905669,2010,02/04/2016 06:33:39 AM,41.897202521,-87.750759129,"(41.897202521, -87.750759129)" +7446987,HS248124,04/08/2010 06:50:00 PM,004XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150309,1902704,2010,02/04/2016 06:33:39 AM,41.888924116,-87.723462455,"(41.888924116, -87.723462455)" +7448111,HS249004,04/09/2010 11:15:00 AM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160776,1863188,2010,02/04/2016 06:33:39 AM,41.780277215,-87.686116892,"(41.780277215, -87.686116892)" +7448248,HS249099,04/09/2010 12:30:00 PM,042XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148198,1900639,2010,02/04/2016 06:33:39 AM,41.883298437,-87.731268136,"(41.883298437, -87.731268136)" +7448776,HS249749,04/09/2010 06:40:00 PM,012XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155224,1894182,2010,02/04/2016 06:33:39 AM,41.865441601,-87.70564146,"(41.865441601, -87.70564146)" +7448804,HS249764,04/09/2010 07:00:00 PM,033XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1123,011,28,27,19,1154128,1899819,2010,02/04/2016 06:33:39 AM,41.880932047,-87.709514547,"(41.880932047, -87.709514547)" +7448909,HS249833,04/09/2010 07:55:00 PM,002XX E 55TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1178668,1868272,2010,02/04/2016 06:33:39 AM,41.793839941,-87.620367621,"(41.793839941, -87.620367621)" +7448975,HS249980,04/09/2010 10:30:00 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1139439,1901762,2010,02/04/2016 06:33:39 AM,41.886544212,-87.76340479,"(41.886544212, -87.76340479)" +7450010,HS251456,04/10/2010 08:05:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2010,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7450015,HS251421,04/10/2010 07:40:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151254,1904680,2010,02/04/2016 06:33:39 AM,41.89432798,-87.719940148,"(41.89432798, -87.719940148)" +7450063,HS251450,04/10/2010 07:46:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151855,1906690,2010,02/04/2016 06:33:39 AM,41.899831808,-87.71767987,"(41.899831808, -87.71767987)" +7450071,HS251468,04/10/2010 08:30:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139623,1897137,2010,02/04/2016 06:33:39 AM,41.873849258,-87.762841985,"(41.873849258, -87.762841985)" +7450356,HS251946,04/11/2010 04:05:00 AM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143545,1898879,2010,02/04/2016 06:33:39 AM,41.878557088,-87.748398495,"(41.878557088, -87.748398495)" +7450837,HS252408,04/11/2010 01:45:00 PM,092XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1187727,1844098,2010,02/04/2016 06:33:39 AM,41.727293336,-87.58791742,"(41.727293336, -87.58791742)" +7451066,HS252790,04/11/2010 06:28:00 PM,013XX N HUDSON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1821,018,27,8,19,1173073,1909360,2010,02/04/2016 06:33:39 AM,41.906714156,-87.639666958,"(41.906714156, -87.639666958)" +7451315,HS253064,04/11/2010 10:10:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194220,1853467,2010,02/04/2016 06:33:39 AM,41.752845913,-87.563826173,"(41.752845913, -87.563826173)" +7452673,HS254001,04/12/2010 03:25:00 PM,012XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147579,1894026,2010,02/04/2016 06:33:39 AM,41.865163478,-87.733710808,"(41.865163478, -87.733710808)" +7452790,HS254118,04/12/2010 04:39:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2010,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7452902,HS254432,04/12/2010 08:03:00 PM,054XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1524,015,37,25,19,1139788,1907463,2010,02/04/2016 06:33:39 AM,41.902182086,-87.761983743,"(41.902182086, -87.761983743)" +7452914,HS254436,04/12/2010 08:00:00 PM,039XX W 19TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150234,1890342,2010,02/04/2016 06:33:39 AM,41.855002839,-87.724060124,"(41.855002839, -87.724060124)" +7452954,HS254405,04/12/2010 07:10:00 PM,029XX W 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157625,1864045,2010,02/04/2016 06:33:39 AM,41.782693447,-87.697645827,"(41.782693447, -87.697645827)" +7452971,HS254280,04/12/2010 06:24:00 PM,0000X W 113TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177846,1830036,2010,02/04/2016 06:33:39 AM,41.688934377,-87.624536649,"(41.688934377, -87.624536649)" +7453082,HS254572,04/12/2010 09:08:00 PM,079XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196879,1852926,2010,02/04/2016 06:33:39 AM,41.751295696,-87.554100174,"(41.751295696, -87.554100174)" +7453131,HS254696,04/12/2010 11:20:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142014,1900795,2010,02/04/2016 06:33:39 AM,41.883843326,-87.75397259,"(41.883843326, -87.75397259)" +7454294,HS227494,02/17/2010 09:15:00 PM,016XX N DAMEN AVE,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,1434,014,32,24,19,1162762,1911125,2010,02/04/2016 06:33:39 AM,41.911780002,-87.677493747,"(41.911780002, -87.677493747)" +7454455,HS255537,04/13/2010 02:15:00 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139456,1897791,2010,02/04/2016 06:33:39 AM,41.875646965,-87.763439196,"(41.875646965, -87.763439196)" +7454808,HS256012,04/13/2010 07:01:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142015,1900761,2010,02/04/2016 06:33:39 AM,41.883750008,-87.753969761,"(41.883750008, -87.753969761)" +7456392,HS257251,04/14/2010 02:45:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153473,1899322,2010,02/04/2016 06:33:39 AM,41.879581267,-87.711932887,"(41.879581267, -87.711932887)" +7456628,HS257648,04/14/2010 06:30:00 PM,0000X S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136839,1899277,2010,02/04/2016 06:33:39 AM,41.87977203,-87.773012377,"(41.87977203, -87.773012377)" +7456697,HS257803,04/14/2010 07:45:00 PM,059XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0233,002,20,40,19,1178175,1865631,2010,02/04/2016 06:33:39 AM,41.786603986,-87.622255505,"(41.786603986, -87.622255505)" +7456875,HS257991,04/14/2010 09:59:00 PM,056XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174935,1867399,2010,02/04/2016 06:33:39 AM,41.79152848,-87.634082248,"(41.79152848, -87.634082248)" +7457017,HS258240,04/15/2010 01:30:00 AM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141519,1898831,2010,02/04/2016 06:33:39 AM,41.87846302,-87.755838832,"(41.87846302, -87.755838832)" +7457929,HS259098,04/15/2010 02:18:00 PM,004XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150976,1902748,2010,02/04/2016 06:33:39 AM,41.889031822,-87.721011802,"(41.889031822, -87.721011802)" +7458291,HS259624,04/15/2010 07:35:00 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1022,010,24,29,19,1155571,1893727,2010,02/04/2016 06:33:39 AM,41.864186063,-87.70437984,"(41.864186063, -87.70437984)" +7458313,HS259710,04/15/2010 08:40:00 PM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144096,1900066,2010,02/04/2016 06:33:39 AM,41.881804038,-87.746345504,"(41.881804038, -87.746345504)" +7458331,HS259695,04/15/2010 08:15:00 PM,007XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149171,1896289,2010,02/04/2016 06:33:39 AM,41.871342755,-87.727807882,"(41.871342755, -87.727807882)" +7458362,HS259713,04/15/2010 08:50:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899689,2010,02/04/2016 06:33:39 AM,41.880801426,-87.752634034,"(41.880801426, -87.752634034)" +7458479,HS259904,04/15/2010 10:15:00 PM,079XX S BISHOP ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0612,006,21,71,19,1168040,1852322,2010,02/04/2016 06:33:39 AM,41.750306372,-87.659797776,"(41.750306372, -87.659797776)" +7458660,HS232824,03/30/2010 11:20:00 AM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144096,1900066,2010,02/04/2016 06:33:39 AM,41.881804038,-87.746345504,"(41.881804038, -87.746345504)" +7459233,HS259116,04/15/2010 02:43:07 PM,051XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2533,025,37,25,19,1141848,1907837,2010,02/04/2016 06:33:39 AM,41.903170487,-87.754407687,"(41.903170487, -87.754407687)" +7459784,HS261426,04/16/2010 07:10:00 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144003,1901142,2010,02/04/2016 06:33:39 AM,41.884758456,-87.746659991,"(41.884758456, -87.746659991)" +7460728,HS262508,04/17/2010 02:15:00 PM,080XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1172699,1851556,2010,02/04/2016 06:33:39 AM,41.748103019,-87.64274764,"(41.748103019, -87.64274764)" +7461062,HS263031,04/17/2010 08:45:00 PM,048XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143857,1905537,2010,02/04/2016 06:33:39 AM,41.896821587,-87.747085864,"(41.896821587, -87.747085864)" +7462854,HS264998,04/19/2010 09:55:00 AM,0000X N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138158,1899796,2010,02/04/2016 06:33:39 AM,41.881172502,-87.768156563,"(41.881172502, -87.768156563)" +7463490,HS265896,04/19/2010 07:00:00 PM,049XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143607,1900534,2010,02/04/2016 06:33:39 AM,41.88309745,-87.748129405,"(41.88309745, -87.748129405)" +7463580,HS266048,04/19/2010 08:30:00 PM,095XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,8,50,19,1185872,1842029,2010,02/04/2016 06:33:39 AM,41.721659648,-87.594777488,"(41.721659648, -87.594777488)" +7464716,HS266744,04/20/2010 10:35:00 AM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149397,1901929,2010,02/04/2016 06:33:39 AM,41.886815171,-87.726831815,"(41.886815171, -87.726831815)" +7465408,HS267530,04/20/2010 06:15:00 PM,039XX W 19TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150234,1890342,2010,02/04/2016 06:33:39 AM,41.855002839,-87.724060124,"(41.855002839, -87.724060124)" +7465551,HS267677,04/20/2010 07:40:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904714,2010,02/04/2016 06:33:39 AM,41.894421299,-87.719942928,"(41.894421299, -87.719942928)" +7465776,HS267992,04/20/2010 11:10:00 AM,004XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150309,1902710,2010,02/04/2016 06:33:39 AM,41.888940581,-87.723462298,"(41.888940581, -87.723462298)" +7466197,HS211241,03/16/2010 09:30:00 PM,064XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2432,024,40,1,19,1164377,1942660,2010,02/04/2016 06:33:39 AM,41.99827946,-87.670664922,"(41.99827946, -87.670664922)" +7466928,HS268696,04/21/2010 01:15:00 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143353,1905530,2010,02/04/2016 06:33:39 AM,41.896811814,-87.748937172,"(41.896811814, -87.748937172)" +7467085,HS268770,04/21/2010 02:05:00 PM,008XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152896,1905313,2010,02/04/2016 06:33:39 AM,41.896032623,-87.713892759,"(41.896032623, -87.713892759)" +7468478,HS270051,04/22/2010 11:30:00 AM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1141360,1900492,2010,02/04/2016 06:33:39 AM,41.883023947,-87.756381654,"(41.883023947, -87.756381654)" +7468809,HS270208,04/22/2010 12:30:00 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178448,1838352,2010,02/04/2016 06:33:39 AM,41.711741033,-87.622081337,"(41.711741033, -87.622081337)" +7469023,HS270434,04/22/2010 03:15:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152893,1896473,2010,02/04/2016 06:33:39 AM,41.871774809,-87.714138041,"(41.871774809, -87.714138041)" +7469431,HS270943,04/22/2010 07:30:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149868,1906558,2010,02/04/2016 06:33:39 AM,41.899508483,-87.724981637,"(41.899508483, -87.724981637)" +7471204,HS272692,04/23/2010 07:30:00 PM,088XX S LOWE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2223,022,21,71,19,1173518,1846299,2010,02/04/2016 06:33:39 AM,41.733659045,-87.639901785,"(41.733659045, -87.639901785)" +7472114,HS273905,04/24/2010 03:05:00 PM,0000X N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136774,1899606,2010,02/04/2016 06:33:39 AM,41.880676015,-87.773243168,"(41.880676015, -87.773243168)" +7472207,HS273875,04/24/2010 02:50:00 PM,095XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,8,50,19,1185874,1841953,2010,02/04/2016 06:33:39 AM,41.721451049,-87.594772551,"(41.721451049, -87.594772551)" +7472379,HS274251,04/24/2010 07:19:00 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1532,015,28,25,19,1141933,1903180,2010,02/04/2016 06:33:39 AM,41.890389558,-87.754210928,"(41.890389558, -87.754210928)" +7473297,HS275616,04/25/2010 04:30:00 PM,038XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179157,1879522,2010,02/04/2016 06:33:39 AM,41.824699763,-87.618231247,"(41.824699763, -87.618231247)" +7474330,HS236506,04/01/2010 02:42:20 PM,003XX N AVERS AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1122,011,27,26,19,1150565,1902046,2010,02/04/2016 06:33:39 AM,41.887113498,-87.722539517,"(41.887113498, -87.722539517)" +7475208,HS277692,04/26/2010 09:00:00 PM,079XX S STATE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0623,006,6,44,19,1177669,1852253,2010,02/04/2016 06:33:39 AM,41.749904766,-87.624514982,"(41.749904766, -87.624514982)" +7475244,HS277802,04/26/2010 11:15:00 PM,0000X N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138602,1899708,2010,02/04/2016 06:33:39 AM,41.880922983,-87.766528329,"(41.880922983, -87.766528329)" +7476286,HS278517,04/27/2010 12:30:00 PM,011XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138144,1906974,2010,02/04/2016 06:33:39 AM,41.900870097,-87.768034324,"(41.900870097, -87.768034324)" +7476793,HS278969,04/27/2010 04:30:00 PM,0000X E ROOSEVELT RD,1661,GAMBLING,GAME/DICE,CTA TRAIN,true,false,0132,001,2,32,19,1176818,1895074,2010,02/04/2016 06:33:39 AM,41.867428687,-87.626342565,"(41.867428687, -87.626342565)" +7478747,HS281137,04/28/2010 08:51:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167674,1894186,2010,02/04/2016 06:33:39 AM,41.865193687,-87.659936964,"(41.865193687, -87.659936964)" +7479903,HS281901,04/29/2010 10:59:00 AM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909520,2010,02/04/2016 06:33:39 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +7480269,HS282513,04/29/2010 06:00:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1533,015,28,25,19,1143290,1898767,2010,02/04/2016 06:33:39 AM,41.878254511,-87.749337612,"(41.878254511, -87.749337612)" +7480369,HS282611,04/29/2010 05:40:00 PM,076XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0624,006,8,69,19,1183888,1854475,2010,02/04/2016 06:33:39 AM,41.755859312,-87.601656868,"(41.755859312, -87.601656868)" +7480399,HS282676,04/29/2010 07:40:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1180324,1863694,2010,02/04/2016 06:33:39 AM,41.781239632,-87.614435596,"(41.781239632, -87.614435596)" +7480409,HS282655,04/29/2010 06:53:00 PM,042XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1148148,1898348,2010,02/04/2016 06:33:39 AM,41.877012634,-87.731510734,"(41.877012634, -87.731510734)" +7480564,HS282929,04/29/2010 10:05:00 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167630,1867245,2010,02/04/2016 06:33:39 AM,41.791265806,-87.660872637,"(41.791265806, -87.660872637)" +7481185,HS283515,04/30/2010 09:55:00 AM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142670,1904177,2010,02/04/2016 06:33:39 AM,41.893111762,-87.751479453,"(41.893111762, -87.751479453)" +7481374,HS283673,04/30/2010 11:30:00 AM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142430,1899183,2010,02/04/2016 06:33:39 AM,41.879412082,-87.752485042,"(41.879412082, -87.752485042)" +7481709,HS283994,04/30/2010 02:30:00 PM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139302,1901465,2010,02/04/2016 06:33:39 AM,41.885731702,-87.763915133,"(41.885731702, -87.763915133)" +7481800,HS284074,04/30/2010 03:09:00 PM,017XX N MASON AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,2531,025,29,25,19,1136483,1910856,2010,02/04/2016 06:33:39 AM,41.911552652,-87.774042425,"(41.911552652, -87.774042425)" +7482007,HS284562,04/30/2010 06:45:00 PM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141321,1901588,2010,02/04/2016 06:33:39 AM,41.886032227,-87.756497813,"(41.886032227, -87.756497813)" +7482070,HS284620,04/30/2010 08:26:00 PM,035XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152819,1895810,2010,02/04/2016 06:33:39 AM,41.869956929,-87.714427277,"(41.869956929, -87.714427277)" +7482779,HS285463,05/01/2010 12:15:00 PM,048XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143983,1906546,2010,02/04/2016 06:33:39 AM,41.899588033,-87.746597736,"(41.899588033, -87.746597736)" +7482840,HS285625,05/01/2010 01:45:00 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1531,015,37,25,19,1143850,1905869,2010,02/04/2016 06:33:39 AM,41.897732764,-87.747103242,"(41.897732764, -87.747103242)" +7482853,HS285619,05/01/2010 01:35:00 PM,077XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,69,19,1174961,1853829,2010,02/04/2016 06:33:39 AM,41.754290293,-87.634391298,"(41.754290293, -87.634391298)" +7482868,HS285687,05/01/2010 02:00:00 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142677,1904177,2010,02/04/2016 06:33:39 AM,41.893111632,-87.751453745,"(41.893111632, -87.751453745)" +7482981,HS285818,05/01/2010 03:00:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192102,1858550,2010,02/04/2016 06:33:39 AM,41.766845795,-87.571422669,"(41.766845795, -87.571422669)" +7483110,HS286102,05/01/2010 07:15:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142994,1899196,2010,02/04/2016 06:33:39 AM,41.879437262,-87.750413773,"(41.879437262, -87.750413773)" +7483090,HS286037,05/01/2010 06:16:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168606,1867912,2010,02/04/2016 06:33:39 AM,41.793075127,-87.657274619,"(41.793075127, -87.657274619)" +7483167,HS286137,05/01/2010 07:10:00 PM,061XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0311,003,20,40,19,1177768,1864408,2010,02/04/2016 06:33:39 AM,41.783257178,-87.623784773,"(41.783257178, -87.623784773)" +7483189,HS286164,05/01/2010 07:57:00 PM,027XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2112,001,2,35,19,1178045,1886477,2010,02/04/2016 06:33:39 AM,41.843810137,-87.622099539,"(41.843810137, -87.622099539)" +7484195,HS287552,05/02/2010 07:00:00 PM,049XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143371,1904190,2010,02/04/2016 06:33:39 AM,41.893134362,-87.748904585,"(41.893134362, -87.748904585)" +7484324,HS287735,05/02/2010 09:55:00 PM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142663,1900031,2010,02/04/2016 06:33:39 AM,41.881734769,-87.751608387,"(41.881734769, -87.751608387)" +7485788,HS289288,05/03/2010 07:15:00 PM,052XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167552,1870096,2010,02/04/2016 06:33:39 AM,41.799090959,-87.661076896,"(41.799090959, -87.661076896)" +7487299,HS290488,05/04/2010 02:18:00 PM,050XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142623,1905515,2010,02/04/2016 06:33:39 AM,41.896784265,-87.751618752,"(41.896784265, -87.751618752)" +7487810,HS291294,05/04/2010 09:25:00 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152883,1894828,2010,02/04/2016 06:33:39 AM,41.867260945,-87.714218314,"(41.867260945, -87.714218314)" +7487846,HS291220,05/04/2010 07:53:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1188695,1860623,2010,02/04/2016 06:33:39 AM,41.772616417,-87.583844254,"(41.772616417, -87.583844254)" +7487894,HS291310,05/04/2010 09:20:00 PM,008XX E 50TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182685,1872039,2010,02/04/2016 06:33:39 AM,41.804084538,-87.605520738,"(41.804084538, -87.605520738)" +7487949,HS289742,05/04/2010 01:25:00 AM,012XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150153,1908066,2010,02/04/2016 06:33:39 AM,41.903641035,-87.723895477,"(41.903641035, -87.723895477)" +7489252,HS292308,05/05/2010 01:45:00 PM,056XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0233,002,20,40,19,1177675,1867718,2010,02/04/2016 06:33:39 AM,41.792342253,-87.624025622,"(41.792342253, -87.624025622)" +7489705,HS293075,05/05/2010 08:16:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153384,1904455,2010,02/04/2016 06:33:39 AM,41.893668506,-87.712123242,"(41.893668506, -87.712123242)" +7489861,HS293215,05/05/2010 09:30:00 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176459,1841947,2010,02/04/2016 06:33:39 AM,41.721651058,-87.62925787,"(41.721651058, -87.62925787)" +7489928,HS293364,05/05/2010 11:30:00 PM,089XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,6,44,19,1183121,1846055,2010,02/04/2016 06:33:39 AM,41.732771785,-87.604728989,"(41.732771785, -87.604728989)" +7490069,HS292195,05/05/2010 12:32:56 PM,052XX W ADAMS ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1141533,1898831,2010,02/04/2016 06:33:39 AM,41.878462761,-87.755787426,"(41.878462761, -87.755787426)" +7491262,HS294202,05/06/2010 02:10:00 PM,084XX S KERFOOT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0622,006,21,71,19,1173483,1848942,2010,02/04/2016 06:33:39 AM,41.740912562,-87.639951997,"(41.740912562, -87.639951997)" +7491619,HS294687,05/06/2010 06:30:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144859,1897936,2010,02/04/2016 06:33:39 AM,41.875944706,-87.743597495,"(41.875944706, -87.743597495)" +7491644,HS294787,05/06/2010 07:27:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160795,1862503,2010,02/04/2016 06:33:39 AM,41.778397088,-87.686066138,"(41.778397088, -87.686066138)" +7491862,HS295036,05/06/2010 10:35:00 PM,005XX N TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155281,1903453,2010,02/04/2016 06:33:39 AM,41.890881023,-87.705183118,"(41.890881023, -87.705183118)" +7493005,HS295990,05/07/2010 02:45:00 PM,053XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140689,1902634,2010,02/04/2016 06:33:39 AM,41.888914215,-87.758792971,"(41.888914215, -87.758792971)" +7493374,HS296467,05/07/2010 07:00:00 PM,071XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0733,007,17,68,19,1170219,1857406,2010,02/04/2016 06:33:39 AM,41.764210445,-87.651665313,"(41.764210445, -87.651665313)" +7493401,HS296455,05/07/2010 06:40:00 PM,038XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179156,1879589,2010,02/04/2016 06:33:39 AM,41.824883639,-87.61823287,"(41.824883639, -87.61823287)" +7494233,HS297537,05/08/2010 01:05:00 PM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1181870,1876661,2010,02/04/2016 06:33:39 AM,41.816786571,-87.608366737,"(41.816786571, -87.608366737)" +7494666,HS298231,05/08/2010 10:10:00 PM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0222,002,4,38,19,1181857,1876661,2010,02/04/2016 06:33:39 AM,41.816786872,-87.608414424,"(41.816786872, -87.608414424)" +7495100,HS298689,05/09/2010 09:10:00 AM,049XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143371,1904190,2010,02/04/2016 06:33:39 AM,41.893134362,-87.748904585,"(41.893134362, -87.748904585)" +7495312,HS299006,05/09/2010 01:15:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142971,1899195,2010,02/04/2016 06:33:39 AM,41.879434947,-87.750498251,"(41.879434947, -87.750498251)" +7495600,HS299434,05/09/2010 07:50:00 PM,001XX S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138633,1898921,2010,02/04/2016 06:33:39 AM,41.87876279,-87.766433586,"(41.87876279, -87.766433586)" +7496705,HS300231,05/10/2010 11:25:00 AM,053XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167574,1869331,2010,02/04/2016 06:33:39 AM,41.796991238,-87.661018158,"(41.796991238, -87.661018158)" +7496946,HS300297,05/10/2010 11:40:00 AM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153264,1904095,2010,02/04/2016 06:33:39 AM,41.892683014,-87.712573529,"(41.892683014, -87.712573529)" +7497371,HS300918,05/10/2010 04:53:00 PM,090XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2221,022,21,73,19,1166924,1844821,2010,02/04/2016 06:33:39 AM,41.729746439,-87.664101068,"(41.729746439, -87.664101068)" +7497639,HS301307,05/10/2010 10:05:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168606,1867939,2010,02/04/2016 06:33:39 AM,41.793149218,-87.65727384,"(41.793149218, -87.65727384)" +7499290,HS302732,05/11/2010 06:12:00 PM,001XX N KEDZIE AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1331,012,27,27,19,1155029,1900649,2010,02/04/2016 06:33:39 AM,41.883191631,-87.706183852,"(41.883191631, -87.706183852)" +7499771,HS303264,05/12/2010 01:24:00 AM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152974,1891580,2010,02/04/2016 06:33:39 AM,41.858346264,-87.713970261,"(41.858346264, -87.713970261)" +7500895,HS303962,05/12/2010 01:20:00 PM,035XX W DICKENS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1413,014,26,22,19,1152602,1913731,2010,02/04/2016 06:33:39 AM,41.919138213,-87.714749604,"(41.919138213, -87.714749604)" +7500960,HS303885,05/12/2010 01:34:00 PM,114XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1180618,1829231,2010,02/04/2016 06:33:39 AM,41.686662306,-87.614413118,"(41.686662306, -87.614413118)" +7502931,HS306072,05/13/2010 05:45:00 PM,009XX N MASSASOIT AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1511,015,29,25,19,1137851,1905780,2010,02/04/2016 06:33:39 AM,41.897598907,-87.769139392,"(41.897598907, -87.769139392)" +7503116,HS306258,05/13/2010 08:00:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152552,1894705,2010,02/04/2016 06:33:39 AM,41.866929964,-87.715436721,"(41.866929964, -87.715436721)" +7504501,HS307308,05/14/2010 01:30:00 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173240,1909286,2010,02/04/2016 06:33:39 AM,41.906507389,-87.639055705,"(41.906507389, -87.639055705)" +7504549,HS307413,05/14/2010 02:38:00 PM,013XX W 14TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167605,1893519,2010,02/04/2016 06:33:39 AM,41.863364868,-87.660209463,"(41.863364868, -87.660209463)" +7504899,HS307922,05/14/2010 07:01:00 PM,090XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1166600,1844565,2010,02/04/2016 06:33:39 AM,41.729050843,-87.665295254,"(41.729050843, -87.665295254)" +7505819,HS308938,05/15/2010 11:20:00 AM,002XX N KENNETH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146689,1900797,2010,02/04/2016 06:33:39 AM,41.883760924,-87.736805303,"(41.883760924, -87.736805303)" +7505862,HS309095,05/15/2010 01:10:00 PM,053XX W RACE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140711,1903039,2010,02/04/2016 06:33:39 AM,41.890025181,-87.758702217,"(41.890025181, -87.758702217)" +7506225,HS309622,05/15/2010 07:30:00 PM,026XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1423,014,26,24,19,1158508,1908544,2010,02/04/2016 06:33:39 AM,41.904785726,-87.69319243,"(41.904785726, -87.69319243)" +7506324,HS309654,05/15/2010 08:15:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142982,1899196,2010,02/04/2016 06:33:39 AM,41.879437486,-87.750457836,"(41.879437486, -87.750457836)" +7506336,HS309681,05/15/2010 07:10:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2010,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7506995,HS310386,05/16/2010 11:35:00 AM,042XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148250,1898351,2010,02/04/2016 06:33:39 AM,41.877018903,-87.73113614,"(41.877018903, -87.73113614)" +7507451,HS311013,05/16/2010 07:38:00 PM,041XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148888,1899693,2010,02/04/2016 06:33:39 AM,41.880689195,-87.728758861,"(41.880689195, -87.728758861)" +7507586,HS311061,05/16/2010 07:40:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182434,1871952,2010,02/04/2016 06:33:39 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +7507652,HS311296,05/16/2010 11:09:00 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152931,1894829,2010,02/04/2016 06:33:39 AM,41.867262739,-87.714042072,"(41.867262739, -87.714042072)" +7508603,HS311978,05/17/2010 12:40:00 PM,053XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169559,1869383,2010,02/04/2016 06:33:39 AM,41.797091099,-87.653737432,"(41.797091099, -87.653737432)" +7508772,HS312163,05/17/2010 02:30:00 PM,054XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166932,1868569,2010,02/04/2016 06:33:39 AM,41.794913974,-87.663394225,"(41.794913974, -87.663394225)" +7508775,HS312232,05/17/2010 03:00:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156889,1899881,2010,02/04/2016 06:33:39 AM,41.881046662,-87.699374632,"(41.881046662, -87.699374632)" +7509127,HS312766,05/17/2010 08:00:00 PM,072XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,17,68,19,1173002,1856876,2010,02/04/2016 06:33:39 AM,41.762695087,-87.641480582,"(41.762695087, -87.641480582)" +7510280,HS313495,05/18/2010 10:32:00 AM,015XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152625,1892170,2010,02/04/2016 06:33:39 AM,41.859972193,-87.71523573,"(41.859972193, -87.71523573)" +7511048,HS314437,05/18/2010 06:55:00 PM,057XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1161019,1866475,2010,02/04/2016 06:33:39 AM,41.789292167,-87.685135163,"(41.789292167, -87.685135163)" +7511076,HS314451,05/18/2010 07:30:00 PM,007XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143560,1904350,2010,02/04/2016 06:33:39 AM,41.893569886,-87.748206442,"(41.893569886, -87.748206442)" +7512596,HS315643,05/19/2010 02:35:00 PM,0000X N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,28,25,19,1141050,1899821,2010,02/04/2016 06:33:39 AM,41.881188352,-87.757536536,"(41.881188352, -87.757536536)" +7513124,HS316280,05/19/2010 08:56:00 PM,068XX S ASHLAND AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0725,007,17,67,19,1166855,1859276,2010,02/04/2016 06:33:39 AM,41.769414467,-87.66394187,"(41.769414467, -87.66394187)" +7513153,HS316283,05/19/2010 09:05:00 PM,056XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1178118,1867698,2010,02/04/2016 06:33:39 AM,41.792277329,-87.622401826,"(41.792277329, -87.622401826)" +7512947,HS316143,05/19/2010 06:56:00 PM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141336,1901168,2010,02/04/2016 06:33:39 AM,41.884879418,-87.756453097,"(41.884879418, -87.756453097)" +7512997,HS316131,05/19/2010 07:15:00 PM,037XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151198,1903738,2010,02/04/2016 06:33:39 AM,41.891744135,-87.720170545,"(41.891744135, -87.720170545)" +7513006,HS316182,05/19/2010 07:40:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167202,1858730,2010,02/04/2016 06:33:39 AM,41.767908753,-87.662685531,"(41.767908753, -87.662685531)" +7513015,HS316165,05/19/2010 07:35:00 PM,087XX S SANGAMON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2222,022,21,71,19,1171500,1846916,2010,02/04/2016 06:33:39 AM,41.735396556,-87.647276711,"(41.735396556, -87.647276711)" +7513239,HS316486,05/20/2010 12:03:00 AM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1231,012,2,28,19,1167708,1894186,2010,02/04/2016 06:33:39 AM,41.865192955,-87.65981215,"(41.865192955, -87.65981215)" +7513744,HS236552,04/01/2010 02:39:15 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149868,1906572,2010,02/04/2016 06:33:39 AM,41.8995469,-87.724981272,"(41.8995469, -87.724981272)" +7514513,HS317393,05/20/2010 02:40:00 PM,030XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,001,2,35,19,1179306,1885032,2010,02/04/2016 06:33:39 AM,41.839816207,-87.617516172,"(41.839816207, -87.617516172)" +7514978,HS317956,05/20/2010 08:04:00 PM,063XX S RHODES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0312,003,20,42,19,1180993,1863045,2010,02/04/2016 06:33:39 AM,41.77944334,-87.612002879,"(41.77944334, -87.612002879)" +7516245,HS318921,05/21/2010 01:10:00 PM,107XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,49,19,1178479,1833759,2010,02/04/2016 06:33:39 AM,41.699136506,-87.622106729,"(41.699136506, -87.622106729)" +7516280,HS318918,05/21/2010 12:30:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152944,1893675,2010,02/04/2016 06:33:39 AM,41.864095777,-87.714024909,"(41.864095777, -87.714024909)" +7516686,HS319549,05/21/2010 06:15:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1021,010,24,29,19,1153932,1892909,2010,02/04/2016 06:33:39 AM,41.861974172,-87.710418378,"(41.861974172, -87.710418378)" +7516702,HS319482,05/21/2010 06:48:00 PM,073XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0324,003,5,69,19,1185152,1856620,2010,02/04/2016 06:33:39 AM,41.761715807,-87.596957367,"(41.761715807, -87.596957367)" +7517617,HS320667,05/22/2010 01:45:00 PM,067XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161895,1859872,2010,02/04/2016 06:33:39 AM,41.771154468,-87.682106496,"(41.771154468, -87.682106496)" +7517709,HS320801,05/22/2010 03:30:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143352,1905861,2010,02/04/2016 06:33:39 AM,41.897720134,-87.748932564,"(41.897720134, -87.748932564)" +7517717,HS320799,05/22/2010 03:10:00 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1192689,1840582,2010,02/04/2016 06:33:39 AM,41.717525739,-87.569855431,"(41.717525739, -87.569855431)" +7517820,HS320937,05/22/2010 05:15:00 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151968,1891599,2010,02/04/2016 06:33:39 AM,41.858418256,-87.717662445,"(41.858418256, -87.717662445)" +7517848,HS321048,05/22/2010 06:19:00 PM,011XX N LAMON AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1531,015,37,25,19,1143493,1906955,2010,02/04/2016 06:33:39 AM,41.900719557,-87.748387284,"(41.900719557, -87.748387284)" +7518658,HS322005,05/23/2010 10:50:00 AM,007XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1153163,1896382,2010,02/04/2016 06:33:39 AM,41.871519746,-87.71314917,"(41.871519746, -87.71314917)" +7518840,HS322261,05/23/2010 02:10:00 PM,042XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148469,1890084,2010,02/04/2016 06:33:39 AM,41.854329039,-87.730545164,"(41.854329039, -87.730545164)" +7518995,HS322513,05/23/2010 05:45:00 PM,0000X N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139507,1899673,2010,02/04/2016 06:33:39 AM,41.880810489,-87.763206038,"(41.880810489, -87.763206038)" +7519658,HS273033,04/24/2010 12:30:00 AM,064XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2432,024,40,1,19,1164357,1942729,2010,02/04/2016 06:33:39 AM,41.998469223,-87.670736531,"(41.998469223, -87.670736531)" +7520727,HS323901,05/24/2010 02:00:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1124,011,2,27,19,1156827,1899879,2010,02/04/2016 06:33:39 AM,41.881042431,-87.699602347,"(41.881042431, -87.699602347)" +7522399,HS325571,05/25/2010 12:30:00 PM,006XX E 37TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,4,36,19,1181511,1880556,2010,02/04/2016 06:33:39 AM,41.827483044,-87.609563266,"(41.827483044, -87.609563266)" +7522580,HS325804,05/25/2010 03:10:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141343,1902645,2010,02/04/2016 06:33:39 AM,41.888932359,-87.756390926,"(41.888932359, -87.756390926)" +7523129,HS326575,05/25/2010 11:16:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142015,1900761,2010,02/04/2016 06:33:39 AM,41.883750008,-87.753969761,"(41.883750008, -87.753969761)" +7523131,HS326595,05/25/2010 11:29:00 PM,004XX W WINNECONNA PKWY,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0621,006,17,69,19,1174884,1853264,2010,02/04/2016 06:33:39 AM,41.75274158,-87.634690291,"(41.75274158, -87.634690291)" +7524657,HS327658,05/26/2010 03:30:00 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143174,1906196,2010,02/04/2016 06:33:39 AM,41.898642738,-87.749577975,"(41.898642738, -87.749577975)" +7524520,HS272030,04/23/2010 02:27:53 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141020,1900686,2010,02/04/2016 06:33:39 AM,41.883562573,-87.757625389,"(41.883562573, -87.757625389)" +7524603,HS327555,05/26/2010 02:00:00 PM,015XX E 76TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,5,43,19,1187926,1854902,2010,02/04/2016 06:33:39 AM,41.756935847,-87.586845153,"(41.756935847, -87.586845153)" +7524834,HS327895,05/26/2010 05:40:00 PM,003XX E 31ST ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,001,2,35,19,1178600,1884506,2010,02/04/2016 06:33:39 AM,41.838388942,-87.620122887,"(41.838388942, -87.620122887)" +7524849,HS328034,05/26/2010 07:05:00 PM,011XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142156,1907039,2010,02/04/2016 06:33:39 AM,41.900974974,-87.753296145,"(41.900974974, -87.753296145)" +7524974,HS328162,05/26/2010 08:20:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166911,1869327,2010,02/04/2016 06:33:39 AM,41.796994465,-87.663449572,"(41.796994465, -87.663449572)" +7525004,HS328150,05/26/2010 08:03:00 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152973,1891601,2010,02/04/2016 06:33:39 AM,41.85840391,-87.713973375,"(41.85840391, -87.713973375)" +7525079,HS328189,05/26/2010 08:40:00 PM,040XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2123,002,4,36,19,1183298,1878126,2010,02/04/2016 06:33:39 AM,41.820773456,-87.603082874,"(41.820773456, -87.603082874)" +7526153,HS243206,04/05/2010 07:45:00 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153268,1903959,2010,02/04/2016 06:33:39 AM,41.892309737,-87.712562452,"(41.892309737, -87.712562452)" +7527771,HS330661,05/28/2010 09:50:00 AM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142971,1899195,2010,02/04/2016 06:33:39 AM,41.879434947,-87.750498251,"(41.879434947, -87.750498251)" +7528646,HS331664,05/28/2010 07:30:00 PM,087XX S WALLACE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2223,022,21,71,19,1173832,1846929,2010,02/04/2016 06:33:39 AM,41.735380901,-87.638732821,"(41.735380901, -87.638732821)" +7528677,HS331576,05/28/2010 05:55:00 PM,0000X N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149058,1899822,2010,02/04/2016 06:33:39 AM,41.881039898,-87.72813129,"(41.881039898, -87.72813129)" +7528894,HS331899,05/28/2010 09:45:00 PM,013XX E 75TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186637,1855540,2010,02/04/2016 06:33:39 AM,41.758717175,-87.591548894,"(41.758717175, -87.591548894)" +7529582,HS332837,05/29/2010 01:45:00 PM,081XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,6,44,19,1182310,1851199,2010,02/04/2016 06:33:39 AM,41.7469063,-87.60754109,"(41.7469063, -87.60754109)" +7529657,HS332861,05/29/2010 01:55:00 PM,072XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0323,003,6,69,19,1181816,1857194,2010,02/04/2016 06:33:39 AM,41.763368637,-87.609166311,"(41.763368637, -87.609166311)" +7529921,HS333311,05/29/2010 07:08:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160776,1863201,2010,02/04/2016 06:33:39 AM,41.780312889,-87.686116533,"(41.780312889, -87.686116533)" +7529967,HS333368,05/29/2010 08:17:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149638,1892049,2010,02/04/2016 06:33:39 AM,41.85969864,-87.726203424,"(41.85969864, -87.726203424)" +7530056,HS333552,05/29/2010 11:15:00 AM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156713,1900211,2010,02/04/2016 06:33:39 AM,41.88195578,-87.700011953,"(41.88195578, -87.700011953)" +7530600,HS334155,05/30/2010 10:30:00 AM,015XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148636,1892139,2010,02/04/2016 06:33:39 AM,41.859964996,-87.729879189,"(41.859964996, -87.729879189)" +7530990,HS334723,05/30/2010 06:50:00 PM,002XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1141672,1901091,2010,02/04/2016 06:33:39 AM,41.884661916,-87.755221141,"(41.884661916, -87.755221141)" +7532216,HS336193,05/31/2010 08:53:00 PM,113XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1171360,1829355,2010,02/04/2016 06:33:39 AM,41.687209598,-87.648301456,"(41.687209598, -87.648301456)" +7532287,HS336284,05/31/2010 10:40:00 PM,008XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1531,015,37,25,19,1141870,1905088,2010,02/04/2016 06:33:39 AM,41.895626504,-87.754395017,"(41.895626504, -87.754395017)" +7532677,HS227492,02/10/2010 09:00:00 PM,009XX W WEBSTER AVE,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,1812,018,43,7,19,1169466,1914811,2010,02/04/2016 06:33:39 AM,41.921751279,-87.652757947,"(41.921751279, -87.652757947)" +7533764,HS337439,06/01/2010 03:50:00 PM,041XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148777,1898688,2010,02/04/2016 06:33:39 AM,41.877933506,-87.729192424,"(41.877933506, -87.729192424)" +7533965,HS337763,06/01/2010 06:56:00 PM,066XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0831,008,15,66,19,1158855,1860454,2010,02/04/2016 06:33:39 AM,41.772814187,-87.693234244,"(41.772814187, -87.693234244)" +7535050,HS338666,06/02/2010 10:09:00 AM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143182,1905857,2010,02/04/2016 06:33:39 AM,41.897712334,-87.749557063,"(41.897712334, -87.749557063)" +7535329,HS298969,05/09/2010 12:10:00 PM,043XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147462,1899308,2010,02/04/2016 06:33:39 AM,41.879660157,-87.734004933,"(41.879660157, -87.734004933)" +7535477,HS339010,06/02/2010 01:10:00 PM,036XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1152194,1903760,2010,02/04/2016 06:33:39 AM,41.891784915,-87.716512082,"(41.891784915, -87.716512082)" +7535945,HS339582,06/02/2010 06:53:00 PM,007XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1524,015,28,25,19,1141562,1904320,2010,02/04/2016 06:33:39 AM,41.893524718,-87.755545241,"(41.893524718, -87.755545241)" +7535977,HS339666,06/02/2010 08:00:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2010,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7536008,HS339612,06/02/2010 07:20:00 PM,009XX W 103RD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2232,022,34,73,19,1171708,1836526,2010,02/04/2016 06:33:39 AM,41.706880342,-87.646818228,"(41.706880342, -87.646818228)" +7537622,HS340991,06/03/2010 03:40:00 PM,049XX N MARINE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2024,020,48,3,19,1169938,1933073,2010,02/04/2016 06:33:39 AM,41.971852622,-87.650489142,"(41.971852622, -87.650489142)" +7537955,HS341408,06/03/2010 07:55:00 PM,003XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1124,011,2,27,19,1157775,1898211,2010,02/04/2016 06:33:39 AM,41.876446016,-87.696166813,"(41.876446016, -87.696166813)" +7537994,HS341486,06/03/2010 08:38:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182443,1871574,2010,02/04/2016 06:33:39 AM,41.80281416,-87.606422691,"(41.80281416, -87.606422691)" +7538502,HS288698,05/03/2010 01:45:00 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169147,1857034,2010,02/04/2016 06:33:39 AM,41.763212874,-87.655605198,"(41.763212874, -87.655605198)" +7539323,HS342405,06/04/2010 01:30:00 PM,053XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169557,1869458,2010,02/04/2016 06:33:39 AM,41.797296951,-87.653742591,"(41.797296951, -87.653742591)" +7539690,HS343041,06/04/2010 07:08:00 PM,004XX E 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180145,1863331,2010,02/04/2016 06:33:39 AM,41.78024763,-87.615102958,"(41.78024763, -87.615102958)" +7539526,HS342652,06/04/2010 03:30:00 PM,038XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1177830,1879538,2010,02/04/2016 06:33:39 AM,41.824773874,-87.623099083,"(41.824773874, -87.623099083)" +7539572,HS342748,06/04/2010 04:00:00 PM,101XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177388,1837738,2010,02/04/2016 06:33:39 AM,41.710080094,-87.625981783,"(41.710080094, -87.625981783)" +7539896,HS343177,06/04/2010 08:21:00 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152211,1905964,2010,02/04/2016 06:33:39 AM,41.897832575,-87.716391445,"(41.897832575, -87.716391445)" +7540083,HS343501,06/05/2010 12:45:00 AM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153244,1904803,2010,02/04/2016 06:33:39 AM,41.894626232,-87.712628171,"(41.894626232, -87.712628171)" +7540893,HS344516,06/05/2010 02:15:00 PM,075XX S MAY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,17,71,19,1169960,1854716,2010,02/04/2016 06:33:39 AM,41.756834366,-87.652692622,"(41.756834366, -87.652692622)" +7541141,HS344875,06/05/2010 09:15:00 PM,077XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166355,1853394,2010,02/04/2016 06:33:39 AM,41.753284122,-87.665941922,"(41.753284122, -87.665941922)" +7541154,HS344837,06/05/2010 07:55:00 PM,050XX N KENMORE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,46,3,19,1168337,1933874,2010,02/04/2016 06:33:39 AM,41.974085455,-87.656352943,"(41.974085455, -87.656352943)" +7541816,HS345671,06/06/2010 12:25:00 PM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,8,44,19,1183942,1852480,2010,02/04/2016 06:33:39 AM,41.750383568,-87.601521161,"(41.750383568, -87.601521161)" +7541892,HS345796,06/06/2010 02:45:00 PM,008XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142535,1905150,2010,02/04/2016 06:33:39 AM,41.8957843,-87.75195105,"(41.8957843, -87.75195105)" +7542048,HS346035,06/06/2010 06:07:00 PM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143636,1898881,2010,02/04/2016 06:33:39 AM,41.878560874,-87.748064308,"(41.878560874, -87.748064308)" +7542116,HS346145,06/06/2010 06:50:00 PM,048XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143837,1905536,2010,02/04/2016 06:33:39 AM,41.896819218,-87.747159347,"(41.896819218, -87.747159347)" +7542145,HS346181,06/06/2010 07:59:00 PM,012XX W 71ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168825,1857687,2010,02/04/2016 06:33:39 AM,41.765011746,-87.656766564,"(41.765011746, -87.656766564)" +7542242,HS346320,06/06/2010 09:30:00 PM,084XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1168797,1848895,2010,02/04/2016 06:33:39 AM,41.740885914,-87.65712247,"(41.740885914, -87.65712247)" +7543817,HS347516,06/07/2010 03:40:00 PM,092XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,48,19,1195488,1844236,2010,02/04/2016 06:33:39 AM,41.727484077,-87.559483746,"(41.727484077, -87.559483746)" +7544130,HS348027,06/07/2010 08:45:00 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160723,1865156,2010,02/04/2016 06:33:39 AM,41.785678771,-87.686256904,"(41.785678771, -87.686256904)" +7544138,HS348004,06/07/2010 08:10:00 PM,049XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143187,1906530,2010,02/04/2016 06:33:39 AM,41.899559029,-87.749521878,"(41.899559029, -87.749521878)" +7544165,HS347970,06/07/2010 08:30:00 PM,004XX W CHESTNUT ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172780,1906215,2010,02/04/2016 06:33:39 AM,41.898090602,-87.640836515,"(41.898090602, -87.640836515)" +7544192,HS348035,06/07/2010 08:50:00 PM,068XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,69,19,1176579,1859603,2010,02/04/2016 06:33:39 AM,41.770098585,-87.628288445,"(41.770098585, -87.628288445)" +7547074,HS238762,04/02/2010 08:20:00 PM,011XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151833,1907348,2010,02/04/2016 06:33:39 AM,41.901637857,-87.717743334,"(41.901637857, -87.717743334)" +7547161,HS340315,06/03/2010 10:11:00 AM,005XX S CICERO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144477,1897118,2010,02/04/2016 06:33:39 AM,41.873707207,-87.745020665,"(41.873707207, -87.745020665)" +7547641,HS351088,06/09/2010 04:45:00 PM,006XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140914,1903738,2010,02/04/2016 06:33:39 AM,41.891939589,-87.757939485,"(41.891939589, -87.757939485)" +7547829,HS351404,06/09/2010 07:40:00 PM,007XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138542,1904452,2010,02/04/2016 06:33:39 AM,41.893942213,-87.766633608,"(41.893942213, -87.766633608)" +7547840,HS351361,06/09/2010 07:00:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150560,1894608,2010,02/04/2016 06:33:39 AM,41.866702897,-87.722752193,"(41.866702897, -87.722752193)" +7547854,HS351377,06/09/2010 07:13:00 PM,070XX S CARPENTER ST,1651,GAMBLING,GAME/CARDS,ABANDONED BUILDING,true,false,0733,007,17,68,19,1170531,1858099,2010,02/04/2016 06:33:39 AM,41.766105333,-87.650501593,"(41.766105333, -87.650501593)" +7547858,HS351462,06/09/2010 08:05:00 PM,048XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144162,1901028,2010,02/04/2016 06:33:39 AM,41.884442642,-87.746078978,"(41.884442642, -87.746078978)" +7549221,HS352507,06/10/2010 12:25:00 PM,111XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2212,022,19,75,19,1167118,1830876,2010,02/04/2016 06:33:39 AM,41.691474997,-87.663787609,"(41.691474997, -87.663787609)" +7549769,HS353273,06/10/2010 07:00:00 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141361,1900453,2010,02/04/2016 06:33:39 AM,41.882916908,-87.756378944,"(41.882916908, -87.756378944)" +7549876,HS353336,06/10/2010 07:50:00 PM,049XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143371,1904190,2010,02/04/2016 06:33:39 AM,41.893134362,-87.748904585,"(41.893134362, -87.748904585)" +7549900,HS353351,06/10/2010 07:50:00 PM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149451,1899354,2010,02/04/2016 06:33:39 AM,41.87974804,-87.726700354,"(41.87974804, -87.726700354)" +7549930,HS353472,06/10/2010 09:00:00 PM,007XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182428,1864068,2010,02/04/2016 06:33:39 AM,41.782217394,-87.606710369,"(41.782217394, -87.606710369)" +7550011,HS353548,06/10/2010 10:03:00 PM,001XX W 87TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,44,19,1176727,1847272,2010,02/04/2016 06:33:39 AM,41.736257532,-87.628116439,"(41.736257532, -87.628116439)" +7551046,HS323990,05/24/2010 02:20:00 PM,034XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1412,014,35,21,19,1153042,1921070,2010,02/04/2016 06:33:39 AM,41.939268304,-87.712937877,"(41.939268304, -87.712937877)" +7551077,HS332822,05/29/2010 02:02:10 PM,020XX W LAWRENCE AVE,1680,GAMBLING,OTHER,GOVERNMENT BUILDING/PROPERTY,true,false,1911,019,47,4,19,1161945,1931879,2010,02/04/2016 06:33:39 AM,41.968747292,-87.679913988,"(41.968747292, -87.679913988)" +7552700,HS356469,06/12/2010 03:10:00 PM,009XX W ADDISON ST,1680,GAMBLING,OTHER,CTA TRAIN,true,false,2324,019,44,6,19,1169188,1924102,2010,02/04/2016 06:33:39 AM,41.947252263,-87.65350869,"(41.947252263, -87.65350869)" +7552881,HS356783,06/12/2010 08:23:00 PM,078XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,69,19,1183262,1853178,2010,02/04/2016 06:33:39 AM,41.752314797,-87.603991283,"(41.752314797, -87.603991283)" +7553659,HS357918,06/13/2010 03:31:00 PM,081XX S THROOP ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0613,006,21,71,19,1169073,1850874,2010,02/04/2016 06:33:39 AM,41.746310609,-87.65605416,"(41.746310609, -87.65605416)" +7553944,HS358227,06/13/2010 09:00:00 PM,054XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139731,1906464,2010,02/04/2016 06:33:39 AM,41.899441752,-87.762217544,"(41.899441752, -87.762217544)" +7555246,HS359306,06/14/2010 02:50:00 PM,050XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142674,1905516,2010,02/04/2016 06:33:39 AM,41.89678606,-87.75143141,"(41.89678606, -87.75143141)" +7555344,HS359450,06/14/2010 04:15:00 PM,066XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0724,007,17,67,19,1169464,1860756,2010,02/04/2016 06:33:39 AM,41.773419652,-87.654335639,"(41.773419652, -87.654335639)" +7555683,HS359879,06/14/2010 07:00:00 PM,130XX S CARONDOLET AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0433,004,10,55,19,1198429,1819201,2010,02/04/2016 06:33:39 AM,41.658712528,-87.549545115,"(41.658712528, -87.549545115)" +7555785,HS360026,06/14/2010 08:53:00 PM,070XX S THROOP ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0734,007,17,67,19,1168878,1857997,2010,02/04/2016 06:33:39 AM,41.765861282,-87.656563363,"(41.765861282, -87.656563363)" +7558886,HS362827,06/16/2010 01:15:00 PM,090XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1166924,1844821,2010,02/04/2016 06:33:39 AM,41.729746439,-87.664101068,"(41.729746439, -87.664101068)" +7558929,HS362876,06/16/2010 02:45:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0825,008,15,66,19,1160777,1863161,2010,02/04/2016 06:33:39 AM,41.780203103,-87.686113971,"(41.780203103, -87.686113971)" +7559485,HS363514,06/16/2010 07:45:00 PM,036XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151843,1903753,2010,02/04/2016 06:33:39 AM,41.891772623,-87.71780134,"(41.891772623, -87.71780134)" +7560000,HS353289,06/10/2010 07:09:38 PM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1160834,1861176,2010,02/04/2016 06:33:39 AM,41.774754809,-87.685959783,"(41.774754809, -87.685959783)" +7560760,HS364497,06/17/2010 01:16:00 PM,071XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0323,003,6,69,19,1177960,1857687,2010,02/04/2016 06:33:39 AM,41.764809696,-87.623284289,"(41.764809696, -87.623284289)" +7561239,HS365281,06/17/2010 09:05:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0331,003,5,43,19,1191434,1858534,2010,02/04/2016 06:33:39 AM,41.766818101,-87.573871627,"(41.766818101, -87.573871627)" +7562311,HS366054,06/18/2010 10:00:00 AM,068XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0322,003,20,69,19,1179659,1859729,2010,02/04/2016 06:33:39 AM,41.770374503,-87.616994694,"(41.770374503, -87.616994694)" +7562953,HS367047,06/18/2010 07:37:00 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1524,015,37,25,19,1140135,1905947,2010,02/04/2016 06:33:39 AM,41.898015653,-87.760746308,"(41.898015653, -87.760746308)" +7563044,HS367144,06/18/2010 08:30:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160129,1862525,2010,02/04/2016 06:33:39 AM,41.778471189,-87.68850714,"(41.778471189, -87.68850714)" +7563744,HS368057,06/19/2010 01:19:00 PM,109XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,49,19,1178519,1832415,2010,02/04/2016 06:33:39 AM,41.695447473,-87.622000911,"(41.695447473, -87.622000911)" +7563860,HS368252,06/19/2010 03:46:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136503,1910226,2010,02/04/2016 06:33:39 AM,41.909823499,-87.773984044,"(41.909823499, -87.773984044)" +7563895,HS368336,06/19/2010 04:55:00 PM,041XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148729,1898687,2010,02/04/2016 06:33:39 AM,41.877931689,-87.729368696,"(41.877931689, -87.729368696)" +7564027,HS368563,06/19/2010 07:30:00 PM,090XX S MACKINAW AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0424,004,10,46,19,1199993,1845751,2010,02/04/2016 06:33:39 AM,41.731529031,-87.542930659,"(41.731529031, -87.542930659)" +7564605,HS243214,04/05/2010 07:55:00 PM,033XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154150,1899338,2010,02/04/2016 06:33:39 AM,41.879611695,-87.709446603,"(41.879611695, -87.709446603)" +7567097,HS371844,06/21/2010 07:15:00 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143278,1905528,2010,02/04/2016 06:33:39 AM,41.896807727,-87.749212689,"(41.896807727, -87.749212689)" +7567330,HS371986,06/21/2010 08:09:00 PM,012XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147580,1893999,2010,02/04/2016 06:33:39 AM,41.865089368,-87.733707829,"(41.865089368, -87.733707829)" +7568562,HS372869,06/22/2010 12:00:00 PM,013XX W HASTINGS ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1231,012,2,28,19,1167705,1893852,2010,02/04/2016 06:33:39 AM,41.864276496,-87.659832782,"(41.864276496, -87.659832782)" +7569030,HS373257,06/22/2010 02:30:00 PM,001XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143280,1899063,2010,02/04/2016 06:33:39 AM,41.879066959,-87.749366936,"(41.879066959, -87.749366936)" +7569235,HS373548,06/22/2010 06:15:00 PM,053XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1170221,1869367,2010,02/04/2016 06:33:39 AM,41.797032806,-87.651310266,"(41.797032806, -87.651310266)" +7569295,HS373706,06/22/2010 07:33:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2010,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7569362,HS373796,06/22/2010 08:30:00 PM,001XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1149755,1898913,2010,02/04/2016 06:33:39 AM,41.878531984,-87.725595566,"(41.878531984, -87.725595566)" +7571144,HS375004,06/23/2010 02:50:00 PM,033XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153830,1903796,2010,02/04/2016 06:33:39 AM,41.891851273,-87.710502796,"(41.891851273, -87.710502796)" +7572487,HS376189,06/24/2010 11:00:00 AM,047XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144536,1903565,2010,02/04/2016 06:33:39 AM,41.891397435,-87.744641672,"(41.891397435, -87.744641672)" +7572755,HS376075,06/24/2010 09:25:00 AM,102XX S LA SALLE ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,0511,005,9,49,19,1177077,1837026,2010,02/04/2016 06:33:39 AM,41.708133273,-87.627142095,"(41.708133273, -87.627142095)" +7573003,HS376572,06/24/2010 03:20:00 PM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,28,25,19,1142738,1900033,2010,02/04/2016 06:33:39 AM,41.881738862,-87.751332935,"(41.881738862, -87.751332935)" +7573214,HS376860,06/24/2010 06:20:00 PM,010XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136507,1906334,2010,02/04/2016 06:33:39 AM,41.8991433,-87.774062565,"(41.8991433, -87.774062565)" +7573215,HS376912,06/24/2010 06:45:00 PM,007XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139389,1904418,2010,02/04/2016 06:33:39 AM,41.893833519,-87.763523635,"(41.893833519, -87.763523635)" +7573452,HS377154,06/24/2010 07:58:00 PM,009XX W CARMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,48,3,19,1169095,1933965,2010,02/04/2016 06:33:39 AM,41.974318691,-87.65356293,"(41.974318691, -87.65356293)" +7573478,HS377202,06/24/2010 08:45:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188994,1858654,2010,02/04/2016 06:33:39 AM,41.767206163,-87.582811203,"(41.767206163, -87.582811203)" +7575018,HS378261,06/25/2010 01:24:00 PM,038XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150806,1897748,2010,02/04/2016 06:33:39 AM,41.875314609,-87.721766964,"(41.875314609, -87.721766964)" +7575361,HS378899,06/25/2010 07:45:00 PM,064XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0314,003,20,42,19,1183833,1862480,2010,02/04/2016 06:33:39 AM,41.777827084,-87.601608858,"(41.777827084, -87.601608858)" +7576341,HS380180,06/26/2010 03:15:00 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140135,1905947,2010,02/04/2016 06:33:39 AM,41.898015653,-87.760746308,"(41.898015653, -87.760746308)" +7576368,HS380027,06/26/2010 01:30:00 PM,010XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1112,011,27,23,19,1151194,1906596,2010,02/04/2016 06:33:39 AM,41.899586853,-87.720110215,"(41.899586853, -87.720110215)" +7576625,HS380585,06/26/2010 08:30:00 PM,051XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142046,1899173,2010,02/04/2016 06:33:39 AM,41.879391764,-87.753895296,"(41.879391764, -87.753895296)" +7577676,HS382078,06/27/2010 07:25:00 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140142,1905722,2010,02/04/2016 06:33:39 AM,41.897398097,-87.760726113,"(41.897398097, -87.760726113)" +7579236,HS383413,06/28/2010 01:15:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153408,1904455,2010,02/04/2016 06:33:39 AM,41.893668029,-87.712035097,"(41.893668029, -87.712035097)" +7579247,HS383414,06/28/2010 02:00:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2010,02/04/2016 06:33:39 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +7579531,HS383848,06/28/2010 06:14:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136503,1910212,2010,02/04/2016 06:33:39 AM,41.909785081,-87.773984379,"(41.909785081, -87.773984379)" +7579626,HS383999,06/28/2010 08:00:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1192093,1858850,2010,02/04/2016 06:33:39 AM,41.767669236,-87.571445917,"(41.767669236, -87.571445917)" +7580756,HS384570,06/29/2010 07:25:00 AM,008XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1173015,1906385,2010,02/04/2016 06:33:39 AM,41.898551883,-87.639968342,"(41.898551883, -87.639968342)" +7581299,HS385161,06/29/2010 02:14:00 PM,004XX S LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141082,1897414,2010,02/04/2016 06:33:39 AM,41.874582647,-87.757478334,"(41.874582647, -87.757478334)" +7581540,HS385336,06/29/2010 03:26:00 PM,107XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0513,005,9,49,19,1179482,1833840,2010,02/04/2016 06:33:39 AM,41.699335994,-87.618431762,"(41.699335994, -87.618431762)" +7583036,HS368003,06/19/2010 01:07:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139931,1900440,2010,02/04/2016 06:33:39 AM,41.882907496,-87.761630358,"(41.882907496, -87.761630358)" +7583317,HS387001,06/30/2010 02:45:00 PM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141337,1901138,2010,02/04/2016 06:33:39 AM,41.884797076,-87.756450166,"(41.884797076, -87.756450166)" +7583348,HS386991,06/30/2010 01:52:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142522,1899185,2010,02/04/2016 06:33:39 AM,41.879415861,-87.752147179,"(41.879415861, -87.752147179)" +7583956,HS387711,06/30/2010 09:18:00 PM,061XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0311,003,20,40,19,1178649,1864434,2010,02/04/2016 06:33:39 AM,41.78330853,-87.620553969,"(41.78330853, -87.620553969)" +7585241,HS388745,07/01/2010 01:45:00 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838877,2010,02/04/2016 06:33:39 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +7585366,HS388903,07/01/2010 02:52:00 PM,016XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137186,1910228,2010,02/04/2016 06:33:39 AM,41.909816737,-87.771474896,"(41.909816737, -87.771474896)" +7585560,HS389319,07/01/2010 07:20:00 PM,039XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149735,1907048,2010,02/04/2016 06:33:39 AM,41.90085568,-87.725457396,"(41.90085568, -87.725457396)" +7585645,HS389434,07/01/2010 08:08:00 PM,119XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0524,005,34,53,19,1174458,1825674,2010,02/04/2016 06:33:39 AM,41.677040192,-87.637069014,"(41.677040192, -87.637069014)" +7585713,HS389473,07/01/2010 09:00:00 PM,023XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,2,28,19,1160787,1899482,2010,02/04/2016 06:33:39 AM,41.879871864,-87.685072478,"(41.879871864, -87.685072478)" +7585730,HS389576,07/01/2010 08:40:00 PM,009XX W LAWRENCE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2312,019,46,3,19,1169113,1932066,2010,02/04/2016 06:33:39 AM,41.969107389,-87.653552149,"(41.969107389, -87.653552149)" +7585777,HS389577,07/01/2010 09:40:00 PM,001XX N KEDZIE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1123,011,28,27,19,1155032,1900577,2010,02/04/2016 06:33:39 AM,41.882993996,-87.706174768,"(41.882993996, -87.706174768)" +7585793,HS389592,07/01/2010 10:15:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173069,1909480,2010,02/04/2016 06:33:39 AM,41.907043531,-87.639678087,"(41.907043531, -87.639678087)" +7585843,HS389662,07/01/2010 10:40:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906033,2010,02/04/2016 06:33:39 AM,41.898048078,-87.721278297,"(41.898048078, -87.721278297)" +7586076,HS389931,07/02/2010 05:22:00 AM,008XX N CAMBRIDGE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172513,1906250,2010,02/04/2016 06:33:39 AM,41.898192554,-87.641816138,"(41.898192554, -87.641816138)" +7586093,HS389893,07/02/2010 03:35:00 AM,088XX S MACKINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1199962,1846892,2010,02/04/2016 06:33:39 AM,41.734660802,-87.54300584,"(41.734660802, -87.54300584)" +7587027,HS390660,07/02/2010 03:30:00 PM,056XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1511,015,29,25,19,1138425,1904775,2010,02/04/2016 06:33:39 AM,41.894830685,-87.767055488,"(41.894830685, -87.767055488)" +7587465,HS391112,07/02/2010 08:08:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146931,1897323,2010,02/04/2016 06:33:39 AM,41.874223242,-87.736005434,"(41.874223242, -87.736005434)" +7587476,HS391233,07/02/2010 09:30:00 PM,022XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1151723,1888884,2010,02/04/2016 06:33:39 AM,41.850972789,-87.718633102,"(41.850972789, -87.718633102)" +7587517,HS391287,07/02/2010 10:00:00 PM,057XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172282,1866804,2010,02/04/2016 06:33:39 AM,41.789954536,-87.64382774,"(41.789954536, -87.64382774)" +7587843,HS391646,07/03/2010 04:29:00 AM,048XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2033,020,46,3,19,1167999,1932338,2010,02/04/2016 06:33:39 AM,41.969877947,-87.657640404,"(41.969877947, -87.657640404)" +7588513,HS392595,07/03/2010 07:20:00 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141275,1900246,2010,02/04/2016 06:33:39 AM,41.88235046,-87.756699852,"(41.88235046, -87.756699852)" +7588633,HS392729,07/03/2010 08:50:00 PM,0000X W 114TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1177952,1829376,2010,02/04/2016 06:33:39 AM,41.687120846,-87.62416848,"(41.687120846, -87.62416848)" +7589457,HS393830,07/04/2010 05:50:00 PM,050XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142736,1903853,2010,02/04/2016 06:33:39 AM,41.89222144,-87.75124513,"(41.89222144, -87.75124513)" +7589572,HS393998,07/04/2010 08:00:00 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143850,1905869,2010,02/04/2016 06:33:39 AM,41.897732764,-87.747103242,"(41.897732764, -87.747103242)" +7590401,HS394979,07/05/2010 12:30:00 PM,041XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148770,1898688,2010,02/04/2016 06:33:39 AM,41.877933642,-87.729218127,"(41.877933642, -87.729218127)" +7590595,HS395184,07/05/2010 03:10:00 PM,0000X E 117TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1178597,1827387,2010,02/04/2016 06:33:39 AM,41.681648141,-87.621867369,"(41.681648141, -87.621867369)" +7590903,HS395636,07/05/2010 08:10:00 PM,008XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150571,1905280,2010,02/04/2016 06:33:39 AM,41.895987813,-87.722432928,"(41.895987813, -87.722432928)" +7592501,HS396854,07/06/2010 02:45:00 PM,063XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165429,1862634,2010,02/04/2016 06:33:39 AM,41.778659598,-87.669073873,"(41.778659598, -87.669073873)" +7593047,HS397630,07/06/2010 10:18:00 PM,008XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141536,1905094,2010,02/04/2016 06:33:39 AM,41.895649146,-87.755621591,"(41.895649146, -87.755621591)" +7594054,HS398392,07/07/2010 12:00:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153907,1904830,2010,02/04/2016 06:33:39 AM,41.894687135,-87.710192429,"(41.894687135, -87.710192429)" +7594543,HS399038,07/07/2010 06:35:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898708,2010,02/04/2016 06:33:39 AM,41.878092571,-87.749331743,"(41.878092571, -87.749331743)" +7594636,HS399166,07/07/2010 07:30:00 PM,083XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1194621,1850159,2010,02/04/2016 06:33:39 AM,41.743758645,-87.562465304,"(41.743758645, -87.562465304)" +7594637,HS399136,07/07/2010 06:38:00 PM,034XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153453,1901461,2010,02/04/2016 06:33:39 AM,41.885451301,-87.711949455,"(41.885451301, -87.711949455)" +7594706,HS399193,07/07/2010 08:01:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906046,2010,02/04/2016 06:33:39 AM,41.898083752,-87.721277957,"(41.898083752, -87.721277957)" +7596125,HS400296,07/08/2010 01:25:00 PM,015XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153617,1892328,2010,02/04/2016 06:33:39 AM,41.860386108,-87.711590145,"(41.860386108, -87.711590145)" +7596445,HS400919,07/08/2010 07:30:00 PM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1533,015,28,25,19,1142285,1899542,2010,02/04/2016 06:33:39 AM,41.880399914,-87.753008553,"(41.880399914, -87.753008553)" +7596629,HS401102,07/08/2010 09:15:00 PM,012XX W 60TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169201,1864995,2010,02/04/2016 06:33:39 AM,41.785057678,-87.65517719,"(41.785057678, -87.65517719)" +7596649,HS401070,07/08/2010 08:36:00 PM,034XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153450,1901786,2010,02/04/2016 06:33:39 AM,41.886343193,-87.71195183,"(41.886343193, -87.71195183)" +7596702,HS400953,07/08/2010 07:33:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191430,1858677,2010,02/04/2016 06:33:39 AM,41.767210601,-87.57388166,"(41.767210601, -87.57388166)" +7597585,HS401852,07/09/2010 11:05:00 AM,009XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142855,1905736,2010,02/04/2016 06:33:39 AM,41.897386395,-87.750761131,"(41.897386395, -87.750761131)" +7597698,HS401910,07/09/2010 11:45:00 AM,045XX S LAPORTE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0814,008,23,56,19,1144118,1874180,2010,02/04/2016 06:33:39 AM,41.810768872,-87.746913779,"(41.810768872, -87.746913779)" +7597922,HS402004,07/09/2010 01:05:00 PM,064XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165776,1861965,2010,02/04/2016 06:33:39 AM,41.776816413,-87.667820725,"(41.776816413, -87.667820725)" +7598340,HS402695,07/09/2010 07:30:00 PM,002XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142338,1901103,2010,02/04/2016 06:33:39 AM,41.884682508,-87.752775164,"(41.884682508, -87.752775164)" +7599124,HS331024,05/28/2010 01:15:00 PM,037XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1151712,1894784,2010,02/04/2016 06:33:39 AM,41.867163299,-87.718518412,"(41.867163299, -87.718518412)" +7599305,HS403914,07/10/2010 02:15:00 PM,054XX S PAYNE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,4,40,19,1182237,1869218,2010,02/04/2016 06:33:39 AM,41.796353877,-87.607251162,"(41.796353877, -87.607251162)" +7599491,HS404227,07/10/2010 05:59:00 PM,124XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0523,005,34,53,19,1174893,1822423,2010,02/04/2016 06:33:39 AM,41.668109266,-87.635573147,"(41.668109266, -87.635573147)" +7599521,HS404302,07/10/2010 07:20:00 PM,051XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142046,1899173,2010,02/04/2016 06:33:39 AM,41.879391764,-87.753895296,"(41.879391764, -87.753895296)" +7599786,HS404477,07/10/2010 09:50:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156896,1899881,2010,02/04/2016 06:33:39 AM,41.88104652,-87.699348928,"(41.88104652, -87.699348928)" +7600562,HS405560,07/11/2010 03:50:00 PM,003XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0234,002,3,40,19,1179171,1868493,2010,02/04/2016 06:33:39 AM,41.794434924,-87.61851643,"(41.794434924, -87.61851643)" +7600598,HS405607,07/11/2010 03:29:00 PM,001XX E 107TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,49,19,1179273,1834055,2010,02/04/2016 06:33:39 AM,41.699930742,-87.619190495,"(41.699930742, -87.619190495)" +7600975,HS406128,07/12/2010 12:30:00 AM,033XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154226,1897830,2010,02/04/2016 06:33:39 AM,41.87547207,-87.709207806,"(41.87547207, -87.709207806)" +7602249,HS407183,07/12/2010 04:30:00 PM,011XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142157,1907012,2010,02/04/2016 06:33:39 AM,41.900900864,-87.753293142,"(41.900900864, -87.753293142)" +7602259,HS407020,07/12/2010 02:55:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151902,1894231,2010,02/04/2016 06:33:39 AM,41.865642068,-87.717835446,"(41.865642068, -87.717835446)" +7602410,HS407265,07/12/2010 05:42:00 PM,015XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154949,1892196,2010,02/04/2016 06:33:39 AM,41.859997312,-87.706704215,"(41.859997312, -87.706704215)" +7602578,HS407507,07/12/2010 08:00:00 PM,075XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164984,1950008,2010,02/04/2016 06:33:39 AM,42.018429601,-87.668221972,"(42.018429601, -87.668221972)" +7602625,HS407565,07/12/2010 07:20:00 PM,012XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147579,1894054,2010,02/04/2016 06:33:39 AM,41.865240314,-87.73371009,"(41.865240314, -87.73371009)" +7603415,HS390691,07/02/2010 04:03:32 PM,022XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1150738,1888759,2010,02/04/2016 06:33:39 AM,41.850649065,-87.722251555,"(41.850649065, -87.722251555)" +7604342,HS408920,07/13/2010 04:25:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194220,1853447,2010,02/04/2016 06:33:39 AM,41.752791032,-87.563826829,"(41.752791032, -87.563826829)" +7604461,HS409112,07/13/2010 07:09:00 PM,078XX S YATES BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0414,004,7,43,19,1193557,1853503,2010,02/04/2016 06:33:39 AM,41.752960947,-87.566254578,"(41.752960947, -87.566254578)" +7604540,HS409271,07/13/2010 08:30:00 PM,023XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1332,012,2,28,19,1160851,1900628,2010,02/04/2016 06:33:39 AM,41.883015264,-87.68480568,"(41.883015264, -87.68480568)" +7604681,HS409471,07/13/2010 11:05:00 PM,016XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152309,1891600,2010,02/04/2016 06:33:39 AM,41.858414284,-87.716410722,"(41.858414284, -87.716410722)" +7605952,HS410345,07/14/2010 02:20:00 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1141355,1900624,2010,02/04/2016 06:33:39 AM,41.883386264,-87.756396756,"(41.883386264, -87.756396756)" +7606321,HS410883,07/14/2010 07:55:00 PM,054XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1524,015,37,25,19,1139913,1906134,2010,02/04/2016 06:33:39 AM,41.898532866,-87.761557128,"(41.898532866, -87.761557128)" +7606439,HS410868,07/14/2010 07:40:00 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1112,011,27,23,19,1149511,1907338,2010,02/04/2016 06:33:39 AM,41.901655822,-87.726272633,"(41.901655822, -87.726272633)" +7606447,HS410930,07/14/2010 08:30:00 PM,041XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148757,1898688,2010,02/04/2016 06:33:39 AM,41.877933893,-87.72926586,"(41.877933893, -87.72926586)" +7606541,HS411079,07/14/2010 09:50:00 PM,072XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160961,1856606,2010,02/04/2016 06:33:39 AM,41.762211448,-87.685620379,"(41.762211448, -87.685620379)" +7606682,HS411214,07/14/2010 11:45:00 PM,060XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1181604,1865076,2010,02/04/2016 06:33:39 AM,41.785002507,-87.609700245,"(41.785002507, -87.609700245)" +7608189,HS412455,07/15/2010 06:13:00 PM,001XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143279,1899080,2010,02/04/2016 06:33:39 AM,41.879113628,-87.749370183,"(41.879113628, -87.749370183)" +7609319,HS342197,06/04/2010 10:36:00 AM,008XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1149233,1905402,2010,02/04/2016 06:33:39 AM,41.896348632,-87.727343998,"(41.896348632, -87.727343998)" +7609512,HS413519,07/16/2010 12:00:00 PM,078XX S CREGIER AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0414,004,8,43,19,1189566,1853253,2010,02/04/2016 06:33:39 AM,41.752371637,-87.580887779,"(41.752371637, -87.580887779)" +7609861,HS413837,07/16/2010 03:00:00 PM,097XX S THROOP ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2213,022,21,73,19,1169370,1840296,2010,02/04/2016 06:33:39 AM,41.717276631,-87.655271232,"(41.717276631, -87.655271232)" +7609906,HS413857,07/16/2010 03:22:00 PM,064XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165776,1861965,2010,02/04/2016 06:33:39 AM,41.776816413,-87.667820725,"(41.776816413, -87.667820725)" +7610360,HS414513,07/16/2010 09:25:00 PM,034XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153426,1901461,2010,02/04/2016 06:33:39 AM,41.885451837,-87.712048605,"(41.885451837, -87.712048605)" +7610388,HS414602,07/16/2010 10:20:00 PM,017XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140459,1911115,2010,02/04/2016 06:33:39 AM,41.912191304,-87.759429276,"(41.912191304, -87.759429276)" +7610450,HS414690,07/16/2010 11:18:00 PM,034XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153176,1903783,2010,02/04/2016 06:33:39 AM,41.891828602,-87.712905005,"(41.891828602, -87.712905005)" +7611170,HS415547,07/17/2010 02:30:00 PM,085XX S GIVINS CT,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0622,006,21,71,19,1172708,1848288,2010,02/04/2016 06:33:39 AM,41.739134999,-87.642810754,"(41.739134999, -87.642810754)" +7611611,HS416191,07/17/2010 10:05:00 PM,018XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149680,1890615,2010,02/04/2016 06:33:39 AM,41.855762754,-87.726086481,"(41.855762754, -87.726086481)" +7611656,HS416182,07/17/2010 10:40:00 PM,056XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1175247,1867603,2010,02/04/2016 06:33:39 AM,41.792081308,-87.632932117,"(41.792081308, -87.632932117)" +7611956,HS416659,07/18/2010 06:05:00 AM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177713,1866331,2010,02/04/2016 06:33:39 AM,41.788535328,-87.623928249,"(41.788535328, -87.623928249)" +7612449,HS417411,07/18/2010 04:12:00 PM,069XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1178791,1859103,2010,02/04/2016 06:33:39 AM,41.768676487,-87.620195433,"(41.768676487, -87.620195433)" +7612494,HS417494,07/18/2010 06:40:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141381,1899892,2010,02/04/2016 06:33:39 AM,41.881377085,-87.756319353,"(41.881377085, -87.756319353)" +7612607,HS417610,07/18/2010 07:32:00 PM,039XX S DR MARTIN LUTHER KING JR SD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,3,38,19,1179431,1878988,2010,02/04/2016 06:33:39 AM,41.823228163,-87.617242362,"(41.823228163, -87.617242362)" +7612653,HS417665,07/18/2010 08:20:00 PM,002XX N KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1147358,1900793,2010,02/04/2016 06:33:39 AM,41.88373716,-87.734348753,"(41.88373716, -87.734348753)" +7612742,HS417772,07/18/2010 09:30:00 PM,072XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161989,1856643,2010,02/04/2016 06:33:39 AM,41.762291678,-87.681851575,"(41.762291678, -87.681851575)" +7614173,HS418787,07/19/2010 02:20:00 PM,048XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143856,1901020,2010,02/04/2016 06:33:39 AM,41.88442643,-87.747202863,"(41.88442643, -87.747202863)" +7614244,HS418812,07/19/2010 01:55:00 PM,034XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153142,1903782,2010,02/04/2016 06:33:39 AM,41.891826532,-87.713029899,"(41.891826532, -87.713029899)" +7614593,HS419372,07/19/2010 07:35:00 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149178,1907301,2010,02/04/2016 06:33:39 AM,41.90156075,-87.727496751,"(41.90156075, -87.727496751)" +7614658,HS419354,07/19/2010 07:12:00 PM,038XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2122,002,4,36,19,1182535,1879742,2010,02/04/2016 06:33:39 AM,41.825225637,-87.605831689,"(41.825225637, -87.605831689)" +7616399,HS420440,07/20/2010 02:33:00 PM,059XX S STATE ST,1680,GAMBLING,OTHER,CTA BUS STOP,true,false,0233,002,20,40,19,1177290,1865713,2010,02/04/2016 06:33:39 AM,41.786849042,-87.625497879,"(41.786849042, -87.625497879)" +7616497,HS420584,07/20/2010 04:05:00 PM,054XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139682,1906463,2010,02/04/2016 06:33:39 AM,41.899439903,-87.762397547,"(41.899439903, -87.762397547)" +7616700,HS420886,07/20/2010 06:00:00 PM,050XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,28,25,19,1142891,1899556,2010,02/04/2016 06:33:39 AM,41.880427066,-87.750783005,"(41.880427066, -87.750783005)" +7616799,HS420996,07/20/2010 07:40:00 PM,051XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167201,1870852,2010,02/04/2016 06:33:39 AM,41.801173036,-87.662342454,"(41.801173036, -87.662342454)" +7616914,HS421071,07/20/2010 08:15:00 PM,076XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0621,006,17,71,19,1172628,1854114,2010,02/04/2016 06:33:39 AM,41.755124062,-87.642932591,"(41.755124062, -87.642932591)" +7616968,HS421130,07/20/2010 09:15:00 PM,060XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1179958,1864982,2010,02/04/2016 06:33:39 AM,41.784782418,-87.615738011,"(41.784782418, -87.615738011)" +7617070,HS421332,07/20/2010 11:30:00 PM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177714,1866297,2010,02/04/2016 06:33:39 AM,41.788442006,-87.623925611,"(41.788442006, -87.623925611)" +7617323,HS401011,07/08/2010 08:20:00 PM,004XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150978,1902700,2010,02/04/2016 06:33:39 AM,41.888900066,-87.721005715,"(41.888900066, -87.721005715)" +7618572,HS422383,07/21/2010 04:15:00 PM,012XX W 81ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1169553,1851074,2010,02/04/2016 06:33:39 AM,41.746849056,-87.654289547,"(41.746849056, -87.654289547)" +7618900,HS422822,07/21/2010 09:05:00 PM,0000X N FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1157058,1899967,2010,02/04/2016 06:33:39 AM,41.881279227,-87.698751738,"(41.881279227, -87.698751738)" +7620140,HS423734,07/22/2010 11:20:00 AM,068XX S ARTESIAN AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0832,008,15,66,19,1161219,1859310,2010,02/04/2016 06:33:39 AM,41.769626279,-87.684600022,"(41.769626279, -87.684600022)" +7620600,HS424187,07/22/2010 04:15:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142140,1899444,2010,02/04/2016 06:33:39 AM,41.88013368,-87.753543416,"(41.88013368, -87.753543416)" +7620622,HS424169,07/22/2010 04:10:00 PM,0000X E 113TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1178472,1829724,2010,02/04/2016 06:33:39 AM,41.688064046,-87.622254326,"(41.688064046, -87.622254326)" +7620933,HS424531,07/22/2010 07:40:00 PM,060XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0313,003,20,42,19,1181605,1865042,2010,02/04/2016 06:33:39 AM,41.784909185,-87.609697627,"(41.784909185, -87.609697627)" +7621001,HS424716,07/22/2010 09:20:00 PM,078XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0411,004,8,43,19,1188597,1853363,2010,02/04/2016 06:33:39 AM,41.752696688,-87.584435185,"(41.752696688, -87.584435185)" +7621017,HS424737,07/22/2010 10:18:00 PM,001XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1533,015,28,25,19,1143278,1899103,2010,02/04/2016 06:33:39 AM,41.879176761,-87.74937328,"(41.879176761, -87.74937328)" +7621088,HS424864,07/22/2010 11:40:00 PM,071XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172579,1857548,2010,02/04/2016 06:33:39 AM,41.764548462,-87.643011174,"(41.764548462, -87.643011174)" +7622908,HS426480,07/23/2010 10:40:00 PM,070XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1180466,1858405,2010,02/04/2016 06:33:39 AM,41.766722829,-87.614077168,"(41.766722829, -87.614077168)" +7623289,HS427133,07/24/2010 10:45:00 AM,0000X N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141051,1899784,2010,02/04/2016 06:33:39 AM,41.881086801,-87.757533776,"(41.881086801, -87.757533776)" +7624444,HS373587,06/22/2010 06:03:41 PM,007XX S SACRAMENTO BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156486,1896459,2010,02/04/2016 06:33:39 AM,41.871664511,-87.700947008,"(41.871664511, -87.700947008)" +7624522,HS428831,07/25/2010 01:05:00 PM,008XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142535,1905156,2010,02/04/2016 06:33:39 AM,41.895800764,-87.751950901,"(41.895800764, -87.751950901)" +7624600,HS428959,07/25/2010 02:55:00 PM,062XX S MAPLEWOOD AVE,1680,GAMBLING,OTHER,POLICE FACILITY/VEH PARKING LOT,true,false,0825,008,15,66,19,1160444,1863165,2010,02/04/2016 06:33:39 AM,41.780220951,-87.687334699,"(41.780220951, -87.687334699)" +7624865,HS429303,07/25/2010 05:15:00 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142691,1904178,2010,02/04/2016 06:33:39 AM,41.893114116,-87.751402302,"(41.893114116, -87.751402302)" +7624965,HS429387,07/25/2010 08:31:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182278,1864454,2010,02/04/2016 06:33:39 AM,41.78328009,-87.607248354,"(41.78328009, -87.607248354)" +7626406,HS430811,07/26/2010 04:45:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904735,2010,02/04/2016 06:33:39 AM,41.894478926,-87.719942377,"(41.894478926, -87.719942377)" +7626525,HS431061,07/26/2010 06:35:00 PM,052XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0232,002,3,40,19,1178491,1870189,2010,02/04/2016 06:33:39 AM,41.799104395,-87.62095841,"(41.799104395, -87.62095841)" +7626555,HS431105,07/26/2010 07:12:00 PM,018XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150351,1890625,2010,02/04/2016 06:33:39 AM,41.855777147,-87.723623303,"(41.855777147, -87.723623303)" +7626745,HS431342,07/26/2010 09:00:00 PM,022XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1150738,1888752,2010,02/04/2016 06:33:39 AM,41.850629856,-87.722251737,"(41.850629856, -87.722251737)" +7626887,HS431528,07/27/2010 12:48:00 AM,057XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168307,1866728,2010,02/04/2016 06:33:39 AM,41.789832539,-87.658405104,"(41.789832539, -87.658405104)" +7627461,HS408219,07/13/2010 10:25:44 AM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141380,1899918,2010,02/04/2016 06:33:39 AM,41.88144845,-87.756322383,"(41.88144845, -87.756322383)" +7627743,HS432065,07/27/2010 12:00:00 PM,067XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,6,42,19,1182374,1860586,2010,02/04/2016 06:33:39 AM,41.77266371,-87.607016167,"(41.77266371, -87.607016167)" +7628149,HS432403,07/27/2010 03:08:00 PM,051XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165216,1870621,2010,02/04/2016 06:33:39 AM,41.800581435,-87.669628705,"(41.800581435, -87.669628705)" +7628189,HS432460,07/27/2010 04:15:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156020,1901476,2010,02/04/2016 06:33:39 AM,41.885441069,-87.702522505,"(41.885441069, -87.702522505)" +7628221,HS432547,07/27/2010 04:10:00 PM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151874,1906121,2010,02/04/2016 06:33:39 AM,41.898270042,-87.717625081,"(41.898270042, -87.717625081)" +7628423,HS432835,07/27/2010 07:25:00 PM,014XX E MARQUETTE RD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,20,42,19,1187016,1861528,2010,02/04/2016 06:33:39 AM,41.775139801,-87.589970239,"(41.775139801, -87.589970239)" +7628510,HS432942,07/27/2010 08:45:00 PM,078XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1190231,1853337,2010,02/04/2016 06:33:39 AM,41.752586156,-87.578448179,"(41.752586156, -87.578448179)" +7628520,HS432814,07/27/2010 07:10:00 PM,039XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150088,1899721,2010,02/04/2016 06:33:39 AM,41.880742749,-87.724351798,"(41.880742749, -87.724351798)" +7630545,HS434696,07/28/2010 09:00:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194220,1853447,2010,02/04/2016 06:33:39 AM,41.752791032,-87.563826829,"(41.752791032, -87.563826829)" +7630716,HS434986,07/29/2010 01:23:00 AM,132XX S CORLISS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1184018,1817814,2010,02/04/2016 06:33:39 AM,41.655253899,-87.602320942,"(41.655253899, -87.602320942)" +7631332,HS435355,07/29/2010 10:45:00 AM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140555,1899500,2010,02/04/2016 06:33:39 AM,41.880316586,-87.759362057,"(41.880316586, -87.759362057)" +7631968,HS435757,07/29/2010 02:58:00 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139217,1910088,2010,02/04/2016 06:33:39 AM,41.909395811,-87.764017147,"(41.909395811, -87.764017147)" +7632182,HS436099,07/29/2010 06:45:00 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1524,015,37,25,19,1140135,1905947,2010,02/04/2016 06:33:39 AM,41.898015653,-87.760746308,"(41.898015653, -87.760746308)" +7632204,HS436201,07/29/2010 07:15:00 PM,033XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154004,1901426,2010,02/04/2016 06:33:39 AM,41.885344291,-87.709927003,"(41.885344291, -87.709927003)" +7632669,HS419675,07/20/2010 12:01:24 AM,015XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1014,010,24,29,19,1152622,1892272,2010,02/04/2016 06:33:39 AM,41.860252152,-87.715244047,"(41.860252152, -87.715244047)" +7633655,HS423796,07/22/2010 12:25:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151256,1904632,2010,02/04/2016 06:33:39 AM,41.894196224,-87.719934063,"(41.894196224, -87.719934063)" +7633703,HS437464,07/30/2010 03:22:00 PM,062XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160444,1863171,2010,02/04/2016 06:33:39 AM,41.780237416,-87.687334533,"(41.780237416, -87.687334533)" +7634000,HS437819,07/30/2010 07:08:00 PM,063XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165428,1862661,2010,02/04/2016 06:33:39 AM,41.778733711,-87.669076775,"(41.778733711, -87.669076775)" +7634067,HS437882,07/30/2010 07:38:00 PM,132XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1182588,1817677,2010,02/04/2016 06:33:39 AM,41.654911109,-87.607557566,"(41.654911109, -87.607557566)" +7634084,HS438030,07/30/2010 09:38:00 PM,112XX S HOMEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2212,022,19,75,19,1165411,1830026,2010,02/04/2016 06:33:39 AM,41.689178691,-87.670061108,"(41.689178691, -87.670061108)" +7634227,HS438097,07/30/2010 10:49:00 PM,009XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1141185,1905822,2010,02/04/2016 06:33:39 AM,41.897653343,-87.756892787,"(41.897653343, -87.756892787)" +7634778,HS438885,07/31/2010 12:45:00 PM,008XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1531,015,37,25,19,1142534,1905197,2010,02/04/2016 06:33:39 AM,41.895913292,-87.751953553,"(41.895913292, -87.751953553)" +7634963,HS439145,07/31/2010 04:15:00 PM,016XX E 74TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,8,43,19,1188474,1855911,2010,02/04/2016 06:33:39 AM,41.759691567,-87.584804681,"(41.759691567, -87.584804681)" +7635063,HS439243,07/31/2010 05:38:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136504,1910198,2010,02/04/2016 06:33:39 AM,41.909746645,-87.773981041,"(41.909746645, -87.773981041)" +7635184,HS439364,07/31/2010 07:09:00 PM,004XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174531,1861156,2010,02/04/2016 06:33:39 AM,41.774406018,-87.635749346,"(41.774406018, -87.635749346)" +7635199,HS439389,07/31/2010 07:04:00 PM,050XX N KENMORE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2024,020,48,3,19,1168336,1933896,2010,02/04/2016 06:33:39 AM,41.974145845,-87.656355981,"(41.974145845, -87.656355981)" +7636086,HS440601,08/01/2010 03:10:00 PM,065XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,15,66,19,1158171,1861189,2010,02/04/2016 06:33:39 AM,41.774845077,-87.695721651,"(41.774845077, -87.695721651)" +7636144,HS440671,08/01/2010 04:24:00 PM,070XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168874,1858153,2010,02/04/2016 06:33:39 AM,41.766289453,-87.656573526,"(41.766289453, -87.656573526)" +7636523,HS441191,08/02/2010 12:25:00 AM,084XX S KERFOOT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0622,006,21,71,19,1173483,1848942,2010,02/04/2016 06:33:39 AM,41.740912562,-87.639951997,"(41.740912562, -87.639951997)" +7636505,HS441055,08/01/2010 08:20:00 PM,048XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143867,1910533,2010,02/04/2016 06:33:39 AM,41.910530976,-87.746923699,"(41.910530976, -87.746923699)" +7637619,HS441925,08/02/2010 02:09:00 PM,009XX E 131ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0533,005,9,54,19,1184700,1818556,2010,02/04/2016 06:33:39 AM,41.657274158,-87.599802388,"(41.657274158, -87.599802388)" +7638055,HS442513,08/02/2010 07:35:00 PM,018XX W MONTVALE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2212,022,19,75,19,1165748,1830110,2010,02/04/2016 06:33:39 AM,41.689402074,-87.668824981,"(41.689402074, -87.668824981)" +7638084,HS442497,08/02/2010 07:34:00 PM,104XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,50,19,1183752,1835910,2010,02/04/2016 06:33:39 AM,41.704918012,-87.602732766,"(41.704918012, -87.602732766)" +7638116,HS442584,08/02/2010 08:35:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141380,1899914,2010,02/04/2016 06:33:39 AM,41.881437474,-87.756322482,"(41.881437474, -87.756322482)" +7638194,HS442344,08/02/2010 05:03:00 PM,008XX E 82ND ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0631,006,8,44,19,1183195,1850805,2010,02/04/2016 06:33:39 AM,41.745804592,-87.604310486,"(41.745804592, -87.604310486)" +7638271,HS442658,08/02/2010 08:40:00 PM,047XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2124,002,4,39,19,1183716,1873773,2010,02/04/2016 06:33:39 AM,41.808818748,-87.601685433,"(41.808818748, -87.601685433)" +7639830,HS444106,08/03/2010 06:30:00 PM,083XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171418,1849488,2010,02/04/2016 06:33:39 AM,41.742456269,-87.647502034,"(41.742456269, -87.647502034)" +7639339,HS414262,07/16/2010 06:25:00 PM,007XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149169,1896345,2010,02/04/2016 06:33:39 AM,41.871496464,-87.727813774,"(41.871496464, -87.727813774)" +7639784,HS444086,08/03/2010 06:35:00 PM,060XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165714,1864657,2010,02/04/2016 06:33:39 AM,41.784204922,-87.667971654,"(41.784204922, -87.667971654)" +7639812,HS444134,08/03/2010 06:42:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144450,1904212,2010,02/04/2016 06:33:39 AM,41.893174497,-87.744941219,"(41.893174497, -87.744941219)" +7639850,HS444148,08/03/2010 07:00:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166467,1860770,2010,02/04/2016 06:33:39 AM,41.773522476,-87.665321568,"(41.773522476, -87.665321568)" +7639912,HS444260,08/03/2010 08:00:00 PM,041XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148881,1900173,2010,02/04/2016 06:33:39 AM,41.882006504,-87.728772149,"(41.882006504, -87.728772149)" +7639955,HS444292,08/03/2010 08:10:00 PM,016XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1138471,1910238,2010,02/04/2016 06:33:39 AM,41.909820984,-87.766754024,"(41.909820984, -87.766754024)" +7640044,HS444496,08/03/2010 10:50:00 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153267,1904006,2010,02/04/2016 06:33:39 AM,41.892438729,-87.712564876,"(41.892438729, -87.712564876)" +7640172,HS444584,08/03/2010 11:54:00 PM,048XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143795,1910531,2010,02/04/2016 06:33:39 AM,41.910526838,-87.747188253,"(41.910526838, -87.747188253)" +7640435,HS427993,07/24/2010 10:20:00 PM,006XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153932,1903986,2010,02/04/2016 06:33:39 AM,41.892370619,-87.710123125,"(41.892370619, -87.710123125)" +7640796,HS422299,07/21/2010 03:20:45 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144128,1899223,2010,02/04/2016 06:33:39 AM,41.879490143,-87.746249174,"(41.879490143, -87.746249174)" +7640857,HS445127,08/04/2010 11:45:00 AM,077XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166354,1853428,2010,02/04/2016 06:33:39 AM,41.753377444,-87.66594462,"(41.753377444, -87.66594462)" +7641175,HS445335,08/04/2010 02:00:00 PM,053XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167244,1869268,2010,02/04/2016 06:33:39 AM,41.796825435,-87.662230111,"(41.796825435, -87.662230111)" +7641436,HS445923,08/04/2010 07:15:00 PM,014XX W 110TH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2234,022,34,75,19,1168741,1831805,2010,02/04/2016 06:33:39 AM,41.693989554,-87.657818943,"(41.693989554, -87.657818943)" +7641600,HS446104,08/04/2010 08:52:00 PM,038XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150899,1899389,2010,02/04/2016 06:33:39 AM,41.879815875,-87.721382543,"(41.879815875, -87.721382543)" +7641620,HS446059,08/04/2010 08:06:00 PM,007XX E 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182412,1864734,2010,02/04/2016 06:33:39 AM,41.78404533,-87.606748396,"(41.78404533, -87.606748396)" +7641850,HS446321,08/04/2010 11:35:00 PM,008XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142538,1905041,2010,02/04/2016 06:33:39 AM,41.895485135,-87.751942744,"(41.895485135, -87.751942744)" +7642842,HS446972,08/05/2010 12:25:00 PM,079XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,44,19,1174997,1852068,2010,02/04/2016 06:33:39 AM,41.749457091,-87.634311802,"(41.749457091, -87.634311802)" +7643128,HS447243,08/05/2010 03:00:00 PM,053XX W OHIO ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,37,25,19,1140707,1903456,2010,02/04/2016 06:33:39 AM,41.891169553,-87.758706651,"(41.891169553, -87.758706651)" +7643521,HS447799,08/05/2010 08:30:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194220,1853474,2010,02/04/2016 06:33:39 AM,41.752865122,-87.563825944,"(41.752865122, -87.563825944)" +7643597,HS447914,08/05/2010 10:15:00 PM,071XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1180810,1857854,2010,02/04/2016 06:33:39 AM,41.765202927,-87.612833203,"(41.765202927, -87.612833203)" +7644477,HS448631,08/06/2010 11:30:00 AM,079XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,46,19,1191911,1852718,2010,02/04/2016 06:33:39 AM,41.750846953,-87.572311851,"(41.750846953, -87.572311851)" +7644569,HS448807,08/06/2010 01:00:00 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142718,1904178,2010,02/04/2016 06:33:39 AM,41.893113613,-87.75130314,"(41.893113613, -87.75130314)" +7644598,HS448658,08/06/2010 11:39:00 AM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153269,1903952,2010,02/04/2016 06:33:39 AM,41.892290508,-87.712558965,"(41.892290508, -87.712558965)" +7644766,HS448991,08/06/2010 02:50:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169703,1864064,2010,02/04/2016 06:33:39 AM,41.782492024,-87.653363635,"(41.782492024, -87.653363635)" +7644918,HS449073,08/06/2010 03:30:00 PM,082XX S AVALON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1185976,1850630,2010,02/04/2016 06:33:39 AM,41.745259267,-87.594125987,"(41.745259267, -87.594125987)" +7645232,HS449609,08/06/2010 08:45:00 PM,042XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147991,1906332,2010,02/04/2016 06:33:39 AM,41.898924632,-87.731881725,"(41.898924632, -87.731881725)" +7645314,HS449656,08/06/2010 09:07:00 PM,013XX W 110TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1169353,1831820,2010,02/04/2016 06:33:39 AM,41.694017524,-87.655577822,"(41.694017524, -87.655577822)" +7646107,HS450650,08/07/2010 02:10:00 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1192689,1840599,2010,02/04/2016 06:33:39 AM,41.717572389,-87.569854879,"(41.717572389, -87.569854879)" +7646431,HS451208,08/07/2010 09:10:00 PM,016XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152309,1891595,2010,02/04/2016 06:33:39 AM,41.858400563,-87.716410854,"(41.858400563, -87.716410854)" +7647257,HS452272,08/08/2010 03:00:00 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160724,1865135,2010,02/04/2016 06:33:39 AM,41.785621124,-87.686253817,"(41.785621124, -87.686253817)" +7647435,HS452588,08/08/2010 07:15:00 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140549,1899500,2010,02/04/2016 06:33:39 AM,41.880316696,-87.759384089,"(41.880316696, -87.759384089)" +7648996,HS454060,08/09/2010 05:00:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136501,1910273,2010,02/04/2016 06:33:39 AM,41.909952508,-87.773990265,"(41.909952508, -87.773990265)" +7650189,HS438092,07/30/2010 09:55:00 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150588,1904743,2010,02/04/2016 06:33:39 AM,41.894513898,-87.722384534,"(41.894513898, -87.722384534)" +7650479,HS455437,08/10/2010 01:55:00 PM,009XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1149220,1905872,2010,02/04/2016 06:33:39 AM,41.897638613,-87.727379553,"(41.897638613, -87.727379553)" +7650701,HS455921,08/10/2010 06:50:00 PM,043XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0222,002,3,38,19,1178761,1876397,2010,02/04/2016 06:33:39 AM,41.816133545,-87.619779248,"(41.816133545, -87.619779248)" +7650881,HS456135,08/10/2010 08:36:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170531,1858092,2010,02/04/2016 06:33:39 AM,41.766086124,-87.650501797,"(41.766086124, -87.650501797)" +7650890,HS456102,08/10/2010 08:55:00 PM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141338,1901116,2010,02/04/2016 06:33:39 AM,41.884736687,-87.756447037,"(41.884736687, -87.756447037)" +7650963,HS456219,08/10/2010 10:36:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170368,1864018,2010,02/04/2016 06:33:39 AM,41.782351338,-87.650926895,"(41.782351338, -87.650926895)" +7652236,HS456992,08/11/2010 12:00:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144845,1897935,2010,02/04/2016 06:33:39 AM,41.875942225,-87.743648924,"(41.875942225, -87.743648924)" +7652876,HS457720,08/11/2010 07:25:00 PM,087XX S WALLACE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2223,022,21,71,19,1173833,1846877,2010,02/04/2016 06:33:39 AM,41.735238184,-87.638730695,"(41.735238184, -87.638730695)" +7652928,HS457817,08/11/2010 08:20:00 PM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169186,1858798,2010,02/04/2016 06:33:39 AM,41.768052673,-87.655411299,"(41.768052673, -87.655411299)" +7654737,HS459402,08/12/2010 07:35:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142599,1904502,2010,02/04/2016 06:33:39 AM,41.894004921,-87.751732122,"(41.894004921, -87.751732122)" +7654888,HS459558,08/12/2010 09:08:00 PM,082XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0631,006,8,44,19,1183337,1850602,2010,02/04/2016 06:33:39 AM,41.745244235,-87.603796482,"(41.745244235, -87.603796482)" +7654896,HS459429,08/12/2010 07:30:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151252,1904749,2010,02/04/2016 06:33:39 AM,41.894517363,-87.719945682,"(41.894517363, -87.719945682)" +7656067,HS460404,08/13/2010 11:55:00 AM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156248,1896546,2010,02/04/2016 06:33:39 AM,41.871908056,-87.701818454,"(41.871908056, -87.701818454)" +7656678,HS461201,08/13/2010 07:39:00 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180014,1862863,2010,02/04/2016 06:33:39 AM,41.778966393,-87.615597542,"(41.778966393, -87.615597542)" +7657856,HS462783,08/14/2010 08:09:00 PM,020XX W 68TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163920,1859227,2010,02/04/2016 06:33:39 AM,41.769342184,-87.674701647,"(41.769342184, -87.674701647)" +7657935,HS462789,08/14/2010 07:34:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,28,25,19,1142019,1900667,2010,02/04/2016 06:33:39 AM,41.883491986,-87.753957403,"(41.883491986, -87.753957403)" +7658122,HS463095,08/14/2010 11:57:00 PM,037XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,26,23,19,1151049,1908395,2010,02/04/2016 06:33:39 AM,41.904526329,-87.720595607,"(41.904526329, -87.720595607)" +7658745,HS463887,08/15/2010 02:20:00 PM,050XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1183163,1871886,2010,02/04/2016 06:33:39 AM,41.803653573,-87.603772447,"(41.803653573, -87.603772447)" +7659088,HS464373,08/15/2010 08:10:00 PM,006XX E 37TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,4,36,19,1181502,1880544,2010,02/04/2016 06:33:39 AM,41.827450323,-87.609596656,"(41.827450323, -87.609596656)" +7659116,HS464425,08/15/2010 08:50:00 PM,078XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170342,1852887,2010,02/04/2016 06:33:39 AM,41.751807048,-87.651345794,"(41.751807048, -87.651345794)" +7659126,HS464462,08/15/2010 09:34:00 PM,005XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141611,1902863,2010,02/04/2016 06:33:39 AM,41.889525629,-87.755401321,"(41.889525629, -87.755401321)" +7659243,HS464580,08/15/2010 10:45:00 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1142488,1907141,2010,02/04/2016 06:33:39 AM,41.901248707,-87.752074129,"(41.901248707, -87.752074129)" +7659276,HS464659,08/15/2010 11:55:00 PM,042XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0214,002,3,38,19,1177864,1876883,2010,02/04/2016 06:33:39 AM,41.817487562,-87.623054868,"(41.817487562, -87.623054868)" +7660421,HS465531,08/16/2010 02:20:00 PM,024XX W 58TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0824,008,16,63,19,1160908,1866135,2010,02/04/2016 06:33:39 AM,41.788361457,-87.685551559,"(41.788361457, -87.685551559)" +7660438,HS465573,08/16/2010 03:07:00 PM,050XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1532,015,28,25,19,1142678,1900992,2010,02/04/2016 06:33:39 AM,41.884371591,-87.751529383,"(41.884371591, -87.751529383)" +7660532,HS465720,08/16/2010 04:22:00 PM,063XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1156810,1862367,2010,02/04/2016 06:33:39 AM,41.778105265,-87.700679149,"(41.778105265, -87.700679149)" +7662601,HS467278,08/17/2010 02:22:00 PM,064XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1173726,1862170,2010,02/04/2016 06:33:39 AM,41.77720643,-87.638670299,"(41.77720643, -87.638670299)" +7662603,HS467313,08/17/2010 02:29:00 PM,053XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140784,1899143,2010,02/04/2016 06:33:39 AM,41.879332727,-87.758529961,"(41.879332727, -87.758529961)" +7662678,HS467209,08/17/2010 12:00:00 PM,072XX S COLES AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0334,003,7,43,19,1194457,1857648,2010,02/04/2016 06:33:39 AM,41.764313073,-87.562820451,"(41.764313073, -87.562820451)" +7662781,HS467153,08/17/2010 12:48:00 PM,064XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0314,003,20,42,19,1184164,1862474,2010,02/04/2016 06:33:39 AM,41.777802884,-87.600395607,"(41.777802884, -87.600395607)" +7662894,HS467785,08/17/2010 06:55:00 PM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143674,1898882,2010,02/04/2016 06:33:39 AM,41.878562907,-87.747924753,"(41.878562907, -87.747924753)" +7663266,HS468241,08/18/2010 12:28:00 AM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1011,010,24,29,19,1151031,1894438,2010,02/04/2016 06:33:39 AM,41.866227191,-87.721027537,"(41.866227191, -87.721027537)" +7664113,HS468775,08/18/2010 12:15:00 PM,073XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0835,008,18,66,19,1162006,1855998,2010,02/04/2016 06:33:39 AM,41.760521351,-87.681807173,"(41.760521351, -87.681807173)" +7664681,HS469490,08/18/2010 07:20:00 PM,059XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,20,68,19,1172311,1865554,2010,02/04/2016 06:33:39 AM,41.78652376,-87.643758167,"(41.78652376, -87.643758167)" +7664829,HS469633,08/18/2010 08:30:00 PM,0000X N FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1157058,1899967,2010,02/04/2016 06:33:39 AM,41.881279227,-87.698751738,"(41.881279227, -87.698751738)" +7665952,HS470513,08/19/2010 12:05:00 PM,059XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170992,1865420,2010,02/04/2016 06:33:39 AM,41.786184976,-87.648598206,"(41.786184976, -87.648598206)" +7667753,HS457995,08/11/2010 10:44:21 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150483,1894425,2010,02/04/2016 06:33:39 AM,41.866202226,-87.723039647,"(41.866202226, -87.723039647)" +7667978,HS472506,08/20/2010 03:13:00 PM,064XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0724,007,16,68,19,1170090,1862066,2010,02/04/2016 06:33:39 AM,41.777000866,-87.652002823,"(41.777000866, -87.652002823)" +7668154,HS472694,08/20/2010 04:59:00 PM,0000X E 119TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0532,005,9,53,19,1178580,1826071,2010,02/04/2016 06:33:39 AM,41.678037225,-87.621969372,"(41.678037225, -87.621969372)" +7668198,HS472759,08/20/2010 05:21:00 PM,078XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,69,19,1182586,1853125,2010,02/04/2016 06:33:39 AM,41.752185058,-87.606470146,"(41.752185058, -87.606470146)" +7668252,HS472918,08/20/2010 07:25:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167259,1868725,2010,02/04/2016 06:33:39 AM,41.795335057,-87.66219065,"(41.795335057, -87.66219065)" +7668258,HS472937,08/20/2010 07:45:00 PM,028XX W MONROE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1124,011,2,27,19,1157401,1899559,2010,02/04/2016 06:33:39 AM,41.880152669,-87.697503355,"(41.880152669, -87.697503355)" +7668305,HS473020,08/20/2010 08:20:00 PM,063XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1156810,1862360,2010,02/04/2016 06:33:39 AM,41.778086056,-87.700679337,"(41.778086056, -87.700679337)" +7668378,HS473037,08/20/2010 08:28:00 PM,034XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153508,1893074,2010,02/04/2016 06:33:39 AM,41.862435382,-87.711970441,"(41.862435382, -87.711970441)" +7669065,HS473942,08/21/2010 12:09:00 PM,057XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163675,1866566,2010,02/04/2016 06:33:39 AM,41.789486519,-87.675393879,"(41.789486519, -87.675393879)" +7669138,HS473994,08/21/2010 12:35:00 PM,081XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,6,44,19,1179889,1851070,2010,02/04/2016 06:33:39 AM,41.746608005,-87.616416127,"(41.746608005, -87.616416127)" +7669186,HS474178,08/21/2010 02:44:00 PM,053XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169557,1869451,2010,02/04/2016 06:33:39 AM,41.797277742,-87.653742794,"(41.797277742, -87.653742794)" +7669545,HS474607,08/21/2010 08:00:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904735,2010,02/04/2016 06:33:39 AM,41.894478926,-87.719942377,"(41.894478926, -87.719942377)" +7670227,HS475456,08/22/2010 12:15:00 PM,120XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0523,005,34,53,19,1175134,1825116,2010,02/04/2016 06:33:39 AM,41.675493934,-87.634611227,"(41.675493934, -87.634611227)" +7670270,HS475564,08/22/2010 11:05:00 AM,072XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1193774,1857349,2010,02/04/2016 06:33:39 AM,41.763509356,-87.565333552,"(41.763509356, -87.565333552)" +7670356,HS475656,08/22/2010 03:15:00 PM,009XX N MENARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137527,1905545,2010,02/04/2016 06:33:39 AM,41.896959878,-87.77033509,"(41.896959878, -87.77033509)" +7670408,HS475787,08/22/2010 04:50:00 PM,047XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144981,1896934,2010,02/04/2016 06:33:39 AM,41.873192794,-87.743174845,"(41.873192794, -87.743174845)" +7670613,HS475987,08/22/2010 06:55:00 PM,064XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1170753,1862090,2010,02/04/2016 06:33:39 AM,41.777052285,-87.649571585,"(41.777052285, -87.649571585)" +7671189,HS460538,08/13/2010 01:49:48 PM,050XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142381,1907518,2010,02/04/2016 06:33:39 AM,41.902285227,-87.752457779,"(41.902285227, -87.752457779)" +7671732,HS476888,08/23/2010 11:40:00 AM,012XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152579,1893766,2010,02/04/2016 06:33:39 AM,41.864352709,-87.715362415,"(41.864352709, -87.715362415)" +7672165,HS477186,08/23/2010 02:04:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1112,011,27,23,19,1151710,1907749,2010,02/04/2016 06:33:39 AM,41.902740661,-87.718184568,"(41.902740661, -87.718184568)" +7672351,HS477426,08/23/2010 04:25:00 PM,105XX S STATE ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0512,005,34,49,19,1178118,1835025,2010,02/04/2016 06:33:39 AM,41.702618761,-87.623390327,"(41.702618761, -87.623390327)" +7672507,HS477697,08/23/2010 07:09:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142994,1899196,2010,02/04/2016 06:33:39 AM,41.879437262,-87.750413773,"(41.879437262, -87.750413773)" +7672712,HS477631,08/23/2010 07:01:00 PM,0000X N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1139949,1899865,2010,02/04/2016 06:33:39 AM,41.881329293,-87.761578328,"(41.881329293, -87.761578328)" +7673534,HS422521,07/21/2010 05:48:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152552,1894704,2010,02/04/2016 06:33:39 AM,41.86692722,-87.715436748,"(41.86692722, -87.715436748)" +7673861,HS478842,08/24/2010 11:15:00 AM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158231,1894118,2010,02/04/2016 06:33:39 AM,41.865205115,-87.694604352,"(41.865205115, -87.694604352)" +7674423,HS479583,08/24/2010 07:30:00 PM,058XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167668,1865846,2010,02/04/2016 06:33:39 AM,41.787425967,-87.660773429,"(41.787425967, -87.660773429)" +7674461,HS479636,08/24/2010 07:40:00 PM,065XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0831,008,15,66,19,1157839,1861160,2010,02/04/2016 06:33:39 AM,41.774772245,-87.69693951,"(41.774772245, -87.69693951)" +7674493,HS479475,08/24/2010 05:50:00 PM,051XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2033,020,48,3,19,1167940,1934412,2010,02/04/2016 06:33:39 AM,41.975570342,-87.657797212,"(41.975570342, -87.657797212)" +7674505,HS479533,08/24/2010 06:54:00 PM,073XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0835,008,18,66,19,1162007,1855957,2010,02/04/2016 06:33:39 AM,41.760408821,-87.681804646,"(41.760408821, -87.681804646)" +7674591,HS479748,08/24/2010 08:47:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153479,1904457,2010,02/04/2016 06:33:39 AM,41.893672106,-87.711774284,"(41.893672106, -87.711774284)" +7676018,HS480883,08/25/2010 02:00:00 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143278,1905528,2010,02/04/2016 06:33:39 AM,41.896807727,-87.749212689,"(41.896807727, -87.749212689)" +7676279,HS481400,08/25/2010 06:37:00 PM,034XX W 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0835,008,18,70,19,1154932,1852673,2010,02/04/2016 06:33:39 AM,41.751541113,-87.707822473,"(41.751541113, -87.707822473)" +7676382,HS481426,08/25/2010 07:10:00 PM,058XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,40,19,1176979,1866210,2010,02/04/2016 06:33:39 AM,41.78821988,-87.626623186,"(41.78821988, -87.626623186)" +7676470,HS481575,08/25/2010 08:35:00 PM,054XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139894,1905468,2010,02/04/2016 06:33:39 AM,41.896705629,-87.761643215,"(41.896705629, -87.761643215)" +7676507,HS481664,08/25/2010 09:00:00 PM,068XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,6,42,19,1181743,1859830,2010,02/04/2016 06:33:39 AM,41.770603772,-87.609352546,"(41.770603772, -87.609352546)" +7676560,HS481709,08/25/2010 09:35:00 PM,064XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160146,1861863,2010,02/04/2016 06:33:39 AM,41.776654218,-87.688463016,"(41.776654218, -87.688463016)" +7677951,HS482665,08/26/2010 01:10:00 PM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166704,1852801,2010,02/04/2016 06:33:39 AM,41.751649411,-87.664679854,"(41.751649411, -87.664679854)" +7678106,HS482954,08/26/2010 03:00:00 PM,046XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2123,002,4,39,19,1182971,1874433,2010,02/04/2016 06:33:39 AM,41.810647211,-87.604397372,"(41.810647211, -87.604397372)" +7678133,HS483054,08/26/2010 04:30:00 PM,014XX E 67TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0332,003,5,43,19,1187036,1860525,2010,02/04/2016 06:33:39 AM,41.772387009,-87.589928706,"(41.772387009, -87.589928706)" +7678479,HS483536,08/26/2010 08:14:00 PM,102XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178063,1836914,2010,02/04/2016 06:33:39 AM,41.707803683,-87.623534709,"(41.707803683, -87.623534709)" +7678583,HS483826,08/26/2010 11:20:00 PM,039XX W 79TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0834,008,18,70,19,1151370,1851889,2010,02/04/2016 06:33:39 AM,41.749460005,-87.72089612,"(41.749460005, -87.72089612)" +7678594,HS483812,08/26/2010 11:35:00 PM,061XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160094,1863807,2010,02/04/2016 06:33:39 AM,41.781989896,-87.688600214,"(41.781989896, -87.688600214)" +7678620,HS483726,08/26/2010 09:49:00 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142488,1907148,2010,02/04/2016 06:33:39 AM,41.901267916,-87.752073955,"(41.901267916, -87.752073955)" +7678865,HS444377,08/03/2010 09:15:18 PM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1160834,1861176,2010,02/04/2016 06:33:39 AM,41.774754809,-87.685959783,"(41.774754809, -87.685959783)" +7679077,HS473104,08/20/2010 09:40:42 PM,059XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1513,015,29,25,19,1137076,1899408,2010,02/04/2016 06:33:39 AM,41.880127263,-87.772138986,"(41.880127263, -87.772138986)" +7679571,HS484409,08/27/2010 11:18:00 AM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141534,1900251,2010,02/04/2016 06:33:39 AM,41.882359401,-87.755748665,"(41.882359401, -87.755748665)" +7680045,HS484938,08/27/2010 04:30:00 PM,015XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142094,1909674,2010,02/04/2016 06:33:39 AM,41.908206863,-87.753458453,"(41.908206863, -87.753458453)" +7680436,HS485646,08/27/2010 10:40:00 PM,011XX W 104TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,1170622,1835508,2010,02/04/2016 06:33:39 AM,41.704110482,-87.650824687,"(41.704110482, -87.650824687)" +7680689,HS472950,08/20/2010 07:25:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149637,1892097,2010,02/04/2016 06:33:39 AM,41.859830378,-87.726205849,"(41.859830378, -87.726205849)" +7680782,HS476228,08/21/2010 05:50:14 PM,015XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1147635,1892187,2010,02/04/2016 06:33:39 AM,41.860115962,-87.733552393,"(41.860115962, -87.733552393)" +7681311,HS486883,08/28/2010 04:50:00 PM,033XX W BEACH AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1422,014,26,23,19,1153806,1909439,2010,02/04/2016 06:33:39 AM,41.907336674,-87.710440467,"(41.907336674, -87.710440467)" +7681426,HS487114,08/28/2010 07:30:00 PM,004XX W WINNECONNA PKWY,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0621,006,17,69,19,1174547,1853219,2010,02/04/2016 06:33:39 AM,41.752625598,-87.635926591,"(41.752625598, -87.635926591)" +7682714,HS488929,08/29/2010 09:50:00 PM,044XX N MELVINA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1622,016,38,15,19,1134222,1928790,2010,02/04/2016 06:33:39 AM,41.960805708,-87.781925006,"(41.960805708, -87.781925006)" +7684283,HS490338,08/30/2010 04:35:00 PM,102XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0511,005,9,49,19,1178997,1836928,2010,02/04/2016 06:33:39 AM,41.707820924,-87.620113964,"(41.707820924, -87.620113964)" +7684483,HS490413,08/30/2010 05:45:00 PM,064XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165120,1861941,2010,02/04/2016 06:33:39 AM,41.77676446,-87.670226282,"(41.77676446, -87.670226282)" +7684744,HS490879,08/30/2010 10:35:00 PM,057XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169962,1866766,2010,02/04/2016 06:33:39 AM,41.789901003,-87.652335605,"(41.789901003, -87.652335605)" +7685114,HS457262,08/11/2010 03:10:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160796,1862497,2010,02/04/2016 06:33:39 AM,41.778380602,-87.686062637,"(41.778380602, -87.686062637)" +7688236,HS494473,09/01/2010 09:09:00 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142488,1907141,2010,02/04/2016 06:33:39 AM,41.901248707,-87.752074129,"(41.901248707, -87.752074129)" +7689495,HS495635,09/02/2010 03:58:00 PM,017XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136483,1910856,2010,02/04/2016 06:33:39 AM,41.911552652,-87.774042425,"(41.911552652, -87.774042425)" +7689616,HS495810,09/02/2010 05:20:00 PM,068XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,20,69,19,1178775,1859679,2010,02/04/2016 06:33:39 AM,41.770257456,-87.620236576,"(41.770257456, -87.620236576)" +7690075,HS496397,09/03/2010 01:15:00 AM,033XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1154147,1896834,2010,02/04/2016 06:33:39 AM,41.872740517,-87.709524443,"(41.872740517, -87.709524443)" +7690359,HS494510,09/01/2010 09:56:00 PM,012XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150823,1907827,2010,02/04/2016 06:33:39 AM,41.902972108,-87.721440657,"(41.902972108, -87.721440657)" +7690702,HS482858,08/26/2010 02:45:00 PM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151504,1907267,2010,02/04/2016 06:33:39 AM,41.901422057,-87.718953928,"(41.901422057, -87.718953928)" +7690948,HS496960,09/03/2010 12:20:00 PM,105XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177791,1835063,2010,02/04/2016 06:33:39 AM,41.70273043,-87.624586565,"(41.70273043, -87.624586565)" +7690950,HS481703,08/25/2010 09:37:00 PM,015XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1014,010,24,29,19,1152295,1892115,2010,02/04/2016 06:33:39 AM,41.85982778,-87.716448529,"(41.85982778, -87.716448529)" +7691013,HS465462,08/16/2010 01:10:00 PM,033XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153771,1904463,2010,02/04/2016 06:33:39 AM,41.893682761,-87.710701702,"(41.893682761, -87.710701702)" +7691561,HS497856,09/03/2010 09:13:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161130,1862519,2010,02/04/2016 06:33:39 AM,41.778434068,-87.68483756,"(41.778434068, -87.68483756)" +7691582,HS497915,09/03/2010 10:10:00 PM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163310,1867750,2010,02/04/2016 06:33:39 AM,41.792743224,-87.676699066,"(41.792743224, -87.676699066)" +7691893,HS498176,09/04/2010 02:59:00 AM,069XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166876,1858796,2010,02/04/2016 06:33:39 AM,41.768096835,-87.663878589,"(41.768096835, -87.663878589)" +7692478,HS499214,09/04/2010 07:05:00 PM,065XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1170769,1861468,2010,02/04/2016 06:33:39 AM,41.775345094,-87.649531061,"(41.775345094, -87.649531061)" +7692481,HS499246,09/04/2010 07:20:00 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152135,1896451,2010,02/04/2016 06:33:39 AM,41.871729409,-87.716921564,"(41.871729409, -87.716921564)" +7692483,HS499233,09/04/2010 07:20:00 PM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143609,1898880,2010,02/04/2016 06:33:39 AM,41.878558635,-87.748163473,"(41.878558635, -87.748163473)" +7692604,HS499366,09/04/2010 08:55:00 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161111,1863197,2010,02/04/2016 06:33:39 AM,41.780294987,-87.684888472,"(41.780294987, -87.684888472)" +7693417,HS500323,09/05/2010 02:41:00 PM,076XX S UNION AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0621,006,17,71,19,1172957,1854225,2010,02/04/2016 06:33:39 AM,41.755421408,-87.641723629,"(41.755421408, -87.641723629)" +7693418,HS500396,09/05/2010 03:50:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150904,1894234,2010,02/04/2016 06:33:39 AM,41.865669877,-87.721499106,"(41.865669877, -87.721499106)" +7693419,HS500401,09/05/2010 03:50:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150905,1894207,2010,02/04/2016 06:33:39 AM,41.865595766,-87.721496141,"(41.865595766, -87.721496141)" +7693606,HS500679,09/05/2010 07:35:00 PM,040XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1149451,1905714,2010,02/04/2016 06:33:39 AM,41.897200564,-87.726535213,"(41.897200564, -87.726535213)" +7694276,HS501399,09/06/2010 11:15:00 AM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0712,007,16,68,19,1170367,1864032,2010,02/04/2016 06:33:39 AM,41.782389777,-87.650930154,"(41.782389777, -87.650930154)" +7694494,HS501736,09/06/2010 02:50:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168607,1867901,2010,02/04/2016 06:33:39 AM,41.793044921,-87.657271269,"(41.793044921, -87.657271269)" +7694616,HS501899,09/06/2010 04:26:00 PM,058XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137112,1906068,2010,02/04/2016 06:33:39 AM,41.898402519,-87.771846774,"(41.898402519, -87.771846774)" +7695022,HS502360,09/06/2010 10:59:00 PM,012XX W FARWELL AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,2431,024,49,1,19,1166571,1945764,2010,02/04/2016 06:33:39 AM,42.006750018,-87.662504492,"(42.006750018, -87.662504492)" +7695827,HS503034,09/07/2010 11:25:00 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1523,015,28,25,19,1141282,1902644,2010,02/04/2016 06:33:39 AM,41.88893074,-87.756614969,"(41.88893074, -87.756614969)" +7696348,HS503382,09/07/2010 02:45:00 PM,018XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136461,1911530,2010,02/04/2016 06:33:39 AM,41.913402582,-87.774107103,"(41.913402582, -87.774107103)" +7696584,HS503874,09/07/2010 06:53:00 PM,002XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149028,1900850,2010,02/04/2016 06:33:39 AM,41.883861425,-87.728214833,"(41.883861425, -87.728214833)" +7698068,HS476158,08/21/2010 09:20:00 PM,030XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,29,19,1156128,1894552,2010,02/04/2016 06:33:39 AM,41.866438734,-87.70231284,"(41.866438734, -87.70231284)" +7698155,HS504986,09/08/2010 01:00:00 PM,100XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,2232,022,9,73,19,1174734,1838366,2010,02/04/2016 06:33:39 AM,41.711862833,-87.635682501,"(41.711862833, -87.635682501)" +7698163,HS505056,09/08/2010 02:25:00 PM,065XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1173163,1861512,2010,02/04/2016 06:33:39 AM,41.775413264,-87.640753669,"(41.775413264, -87.640753669)" +7698454,HS505536,09/08/2010 06:10:00 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141522,1900251,2010,02/04/2016 06:33:39 AM,41.882359623,-87.755792729,"(41.882359623, -87.755792729)" +7698636,HS505757,09/08/2010 07:59:00 PM,050XX W DIVISION ST,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1531,015,37,25,19,1142381,1907518,2010,02/04/2016 06:33:39 AM,41.902285227,-87.752457779,"(41.902285227, -87.752457779)" +7698842,HS505945,09/08/2010 09:45:00 PM,068XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171155,1859543,2010,02/04/2016 06:33:39 AM,41.77005423,-87.648172253,"(41.77005423, -87.648172253)" +7699561,HS506598,09/09/2010 10:20:00 AM,061XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160094,1863800,2010,02/04/2016 06:33:39 AM,41.781970687,-87.688600407,"(41.781970687, -87.688600407)" +7700265,HS507429,09/09/2010 07:02:00 PM,072XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171890,1856843,2010,02/04/2016 06:33:39 AM,41.762629001,-87.645557197,"(41.762629001, -87.645557197)" +7700468,HS507623,09/09/2010 09:35:00 PM,009XX W 86TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171670,1847480,2010,02/04/2016 06:33:39 AM,41.736940529,-87.646637412,"(41.736940529, -87.646637412)" +7700586,HS507669,09/09/2010 10:15:00 AM,078XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0612,006,17,71,19,1170341,1852907,2010,02/04/2016 06:33:39 AM,41.751861952,-87.651348877,"(41.751861952, -87.651348877)" +7700614,HS507787,09/10/2010 12:30:00 AM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156930,1897228,2010,02/04/2016 06:33:39 AM,41.873765737,-87.699296047,"(41.873765737, -87.699296047)" +7701387,HS508305,09/10/2010 11:35:00 AM,001XX E 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0134,001,2,33,19,1177825,1890299,2010,02/04/2016 06:33:39 AM,41.854302966,-87.622790833,"(41.854302966, -87.622790833)" +7701821,HS508620,09/10/2010 03:15:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152904,1893674,2010,02/04/2016 06:33:39 AM,41.864093824,-87.714171775,"(41.864093824, -87.714171775)" +7701842,HS508527,09/10/2010 12:38:00 PM,017XX N MELVINA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2513,025,29,25,19,1134809,1910913,2010,02/04/2016 06:33:39 AM,41.911738857,-87.780190928,"(41.911738857, -87.780190928)" +7701870,HS508640,09/10/2010 02:20:00 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173240,1909286,2010,02/04/2016 06:33:39 AM,41.906507389,-87.639055705,"(41.906507389, -87.639055705)" +7702038,HS508976,09/10/2010 06:15:00 PM,105XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177791,1835063,2010,02/04/2016 06:33:39 AM,41.70273043,-87.624586565,"(41.70273043, -87.624586565)" +7702194,HS509099,09/10/2010 07:30:00 PM,052XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,3,40,19,1179817,1870285,2010,02/04/2016 06:33:39 AM,41.799337569,-87.616092761,"(41.799337569, -87.616092761)" +7702201,HS509167,09/10/2010 08:05:00 PM,052XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,61,19,1171524,1870139,2010,02/04/2016 06:33:39 AM,41.799122789,-87.646509403,"(41.799122789, -87.646509403)" +7702373,HS509403,09/11/2010 12:05:00 AM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1139812,1900211,2010,02/04/2016 06:33:39 AM,41.882281265,-87.762072935,"(41.882281265, -87.762072935)" +7703129,HS510529,09/11/2010 06:33:00 PM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144130,1900067,2010,02/04/2016 06:33:39 AM,41.881806144,-87.74622063,"(41.881806144, -87.74622063)" +7703193,HS510600,09/11/2010 07:20:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869306,2010,02/04/2016 06:33:39 AM,41.796936817,-87.663446505,"(41.796936817, -87.663446505)" +7703283,HS510632,09/11/2010 07:45:00 PM,037XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1151714,1896449,2010,02/04/2016 06:33:39 AM,41.871732207,-87.718467287,"(41.871732207, -87.718467287)" +7704370,HS512075,09/12/2010 07:50:00 PM,050XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1165530,1871317,2010,02/04/2016 06:33:39 AM,41.802484682,-87.668457421,"(41.802484682, -87.668457421)" +7704482,HS512236,09/12/2010 09:07:00 PM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160835,1861163,2010,02/04/2016 06:33:39 AM,41.774719114,-87.685956476,"(41.774719114, -87.685956476)" +7704533,HS512294,09/12/2010 09:45:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165794,1861336,2010,02/04/2016 06:33:39 AM,41.775089973,-87.667772584,"(41.775089973, -87.667772584)" +7705699,HS513128,09/13/2010 12:50:00 PM,063XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164772,1862637,2010,02/04/2016 06:33:39 AM,41.778681732,-87.671482403,"(41.778681732, -87.671482403)" +7706057,HS513503,09/13/2010 03:49:00 PM,002XX S LAVERGNE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1533,015,28,25,19,1143291,1898743,2010,02/04/2016 06:33:39 AM,41.878188634,-87.74933454,"(41.878188634, -87.74933454)" +7706261,HS513694,09/13/2010 06:03:00 PM,002XX E 55TH PL,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0233,002,3,40,19,1178686,1868272,2010,02/04/2016 06:33:39 AM,41.793839532,-87.620301617,"(41.793839532, -87.620301617)" +7706774,HS508314,09/10/2010 11:35:32 AM,053XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140691,1908142,2010,02/04/2016 06:33:39 AM,41.90402879,-87.758650136,"(41.90402879, -87.758650136)" +7708088,HS515420,09/14/2010 06:45:00 PM,029XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156681,1899630,2010,02/04/2016 06:33:39 AM,41.880362107,-87.700145197,"(41.880362107, -87.700145197)" +7710436,HS473128,08/20/2010 09:45:00 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150436,1894424,2010,02/04/2016 06:33:39 AM,41.866200399,-87.723212215,"(41.866200399, -87.723212215)" +7710466,HS496138,09/02/2010 09:00:30 PM,0000X S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157072,1899774,2010,02/04/2016 06:33:39 AM,41.880749332,-87.698705571,"(41.880749332, -87.698705571)" +7711638,HS518798,09/16/2010 07:17:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150904,1894227,2010,02/04/2016 06:33:39 AM,41.865650668,-87.721499289,"(41.865650668, -87.721499289)" +7713169,HS520245,09/17/2010 04:55:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152551,1894715,2010,02/04/2016 06:33:39 AM,41.866957425,-87.715440128,"(41.866957425, -87.715440128)" +7713321,HS520445,09/17/2010 06:49:00 PM,066XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,68,19,1173715,1860692,2010,02/04/2016 06:33:39 AM,41.773150873,-87.638754387,"(41.773150873, -87.638754387)" +7713441,HS520527,09/17/2010 08:17:00 PM,056XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166307,1867211,2010,02/04/2016 06:33:39 AM,41.791200801,-87.665724773,"(41.791200801, -87.665724773)" +7713637,HS520634,09/17/2010 08:08:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0331,003,5,43,19,1192103,1858518,2010,02/04/2016 06:33:39 AM,41.76675796,-87.571420043,"(41.76675796, -87.571420043)" +7714606,HS522202,09/18/2010 08:25:00 PM,053XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163262,1869377,2010,02/04/2016 06:33:39 AM,41.797208923,-87.676829515,"(41.797208923, -87.676829515)" +7714721,HS522363,09/18/2010 10:30:00 PM,078XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1167916,1852847,2010,02/04/2016 06:33:39 AM,41.751749708,-87.660237119,"(41.751749708, -87.660237119)" +7715283,HS523091,09/19/2010 01:15:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183279,1852547,2010,02/04/2016 06:33:39 AM,41.750582872,-87.603948589,"(41.750582872, -87.603948589)" +7715643,HS523607,09/19/2010 08:45:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1166858,1871270,2010,02/04/2016 06:33:39 AM,41.802327417,-87.663588413,"(41.802327417, -87.663588413)" +7716435,HS504237,09/07/2010 10:41:03 PM,016XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149653,1891527,2010,02/04/2016 06:33:39 AM,41.858265918,-87.726161913,"(41.858265918, -87.726161913)" +7717056,HS524606,09/20/2010 02:06:00 PM,014XX W 73RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167695,1856331,2010,02/04/2016 06:33:39 AM,41.761315018,-87.660947197,"(41.761315018, -87.660947197)" +7717065,HS524595,09/20/2010 02:00:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183280,1852527,2010,02/04/2016 06:33:39 AM,41.750527966,-87.603945545,"(41.750527966, -87.603945545)" +7717279,HS524959,09/20/2010 05:15:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142721,1904504,2010,02/04/2016 06:33:39 AM,41.894008139,-87.751284,"(41.894008139, -87.751284)" +7717364,HS525149,09/20/2010 07:09:00 PM,025XX W 57TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160530,1866790,2010,02/04/2016 06:33:39 AM,41.790166672,-87.686919494,"(41.790166672, -87.686919494)" +7717456,HS525203,09/20/2010 07:45:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156208,1896545,2010,02/04/2016 06:33:39 AM,41.87190612,-87.701965338,"(41.87190612, -87.701965338)" +7717481,HS525184,09/20/2010 07:40:00 PM,043XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,3,38,19,1178322,1876331,2010,02/04/2016 06:33:39 AM,41.815962427,-87.621391584,"(41.815962427, -87.621391584)" +7717488,HS525236,09/20/2010 07:50:00 PM,109XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1170282,1832035,2010,02/04/2016 06:33:39 AM,41.694587409,-87.65217029,"(41.694587409, -87.65217029)" +7717555,HS525404,09/20/2010 09:29:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1021,010,24,29,19,1153932,1892898,2010,02/04/2016 06:33:39 AM,41.861943987,-87.710418671,"(41.861943987, -87.710418671)" +7717649,HS525528,09/20/2010 11:04:00 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1163893,1951001,2010,02/04/2016 06:33:39 AM,42.021177601,-87.67220843,"(42.021177601, -87.67220843)" +7718704,HS526250,09/21/2010 12:40:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169703,1864078,2010,02/04/2016 06:33:39 AM,41.782530442,-87.653363229,"(41.782530442, -87.653363229)" +7719133,HS526641,09/21/2010 04:00:00 PM,034XX S GILES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2112,002,2,35,19,1178826,1882293,2010,02/04/2016 06:33:39 AM,41.832311154,-87.619361089,"(41.832311154, -87.619361089)" +7719275,HS526922,09/21/2010 06:39:00 PM,017XX N MASON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1136478,1911011,2010,02/04/2016 06:33:39 AM,41.91197808,-87.774057081,"(41.91197808, -87.774057081)" +7719588,HS527264,09/21/2010 09:42:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0331,003,5,43,19,1192102,1858561,2010,02/04/2016 06:33:39 AM,41.766875979,-87.571422312,"(41.766875979, -87.571422312)" +7720348,HS503515,09/07/2010 04:00:00 PM,066XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0726,007,15,67,19,1163838,1860680,2010,02/04/2016 06:33:39 AM,41.773331137,-87.674961451,"(41.773331137, -87.674961451)" +7720783,HS519896,09/17/2010 01:54:00 PM,004XX S LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141798,1897423,2010,02/04/2016 06:33:39 AM,41.874594132,-87.754849234,"(41.874594132, -87.754849234)" +7720489,HS522121,09/18/2010 06:50:00 PM,060XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1160738,1864586,2010,02/04/2016 06:33:39 AM,41.784114304,-87.686217635,"(41.784114304, -87.686217635)" +7720495,HS527933,09/22/2010 11:45:00 AM,057XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137966,1906756,2010,02/04/2016 06:33:39 AM,41.900275095,-87.768693411,"(41.900275095, -87.768693411)" +7720842,HS528056,09/22/2010 12:20:00 PM,059XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177731,1865672,2010,02/04/2016 06:33:39 AM,41.786726559,-87.623882188,"(41.786726559, -87.623882188)" +7720845,HS528259,09/22/2010 01:35:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141381,1899903,2010,02/04/2016 06:33:39 AM,41.88140727,-87.756319082,"(41.88140727, -87.756319082)" +7720868,HS528268,09/22/2010 02:15:00 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1524,015,37,25,19,1139783,1904310,2010,02/04/2016 06:33:39 AM,41.893529965,-87.762079224,"(41.893529965, -87.762079224)" +7720903,HS528151,09/22/2010 12:25:00 PM,078XX S CREGIER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1189565,1853313,2010,02/04/2016 06:33:39 AM,41.752536307,-87.580889521,"(41.752536307, -87.580889521)" +7720961,HS528343,09/22/2010 03:18:00 PM,054XX S PAYNE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1182237,1869218,2010,02/04/2016 06:33:39 AM,41.796353877,-87.607251162,"(41.796353877, -87.607251162)" +7721199,HS528777,09/22/2010 07:33:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898720,2010,02/04/2016 06:33:39 AM,41.8781255,-87.749331443,"(41.8781255, -87.749331443)" +7721232,HS528752,09/22/2010 07:00:00 PM,042XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148159,1899676,2010,02/04/2016 06:33:39 AM,41.880656606,-87.731436149,"(41.880656606, -87.731436149)" +7721271,HS528810,09/22/2010 07:15:00 PM,0000X E 87TH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0632,006,6,44,19,1178364,1847333,2010,02/04/2016 06:33:39 AM,41.736387958,-87.622117228,"(41.736387958, -87.622117228)" +7721424,HS529033,09/22/2010 10:05:00 PM,015XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149966,1892248,2010,02/04/2016 06:33:39 AM,41.860238349,-87.724994244,"(41.860238349, -87.724994244)" +7721549,HS529160,09/23/2010 12:55:00 AM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141337,1901138,2010,02/04/2016 06:33:39 AM,41.884797076,-87.756450166,"(41.884797076, -87.756450166)" +7723046,HS530384,09/23/2010 06:17:00 PM,054XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,4,40,19,1182505,1869215,2010,02/04/2016 06:33:39 AM,41.796339429,-87.606268489,"(41.796339429, -87.606268489)" +7723286,HS530583,09/23/2010 08:15:00 PM,012XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147577,1894101,2010,02/04/2016 06:33:39 AM,41.865369326,-87.733716227,"(41.865369326, -87.733716227)" +7724081,HS424234,07/22/2010 04:03:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152552,1894709,2010,02/04/2016 06:33:39 AM,41.86694094,-87.715436616,"(41.86694094, -87.715436616)" +7725505,HS532940,09/25/2010 07:40:00 AM,009XX N CLARK ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1832,018,42,8,19,1175364,1906807,2010,02/04/2016 06:33:39 AM,41.899657454,-87.631328016,"(41.899657454, -87.631328016)" +7725597,HS533108,09/25/2010 10:30:00 AM,071XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1173382,1857530,2010,02/04/2016 06:33:39 AM,41.764481346,-87.640068507,"(41.764481346, -87.640068507)" +7725833,HS533452,09/25/2010 01:15:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136502,1910266,2010,02/04/2016 06:33:39 AM,41.909933281,-87.773986759,"(41.909933281, -87.773986759)" +7726213,HS533924,09/25/2010 08:30:00 PM,118XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1177389,1826404,2010,02/04/2016 06:33:39 AM,41.678977929,-87.626318821,"(41.678977929, -87.626318821)" +7727251,HS535343,09/26/2010 07:38:00 PM,035XX N CLARK ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1923,019,44,6,19,1168663,1923599,2010,02/04/2016 06:33:39 AM,41.94588342,-87.655453061,"(41.94588342, -87.655453061)" +7729092,HS536897,09/27/2010 06:45:00 PM,054XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171903,1868510,2010,02/04/2016 06:33:39 AM,41.79464432,-87.645167348,"(41.79464432, -87.645167348)" +7730493,HS538112,09/28/2010 02:20:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136499,1910361,2010,02/04/2016 06:33:39 AM,41.910194027,-87.773995504,"(41.910194027, -87.773995504)" +7730845,HS538670,09/28/2010 06:45:00 PM,111XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1167337,1830440,2010,02/04/2016 06:33:39 AM,41.690273866,-87.662998245,"(41.690273866, -87.662998245)" +7730936,HS538703,09/28/2010 07:16:00 PM,109XX S RACINE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2234,022,34,75,19,1170282,1832047,2010,02/04/2016 06:33:39 AM,41.694620339,-87.652169942,"(41.694620339, -87.652169942)" +7730964,HS538723,09/28/2010 07:40:00 PM,005XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1152285,1903519,2010,02/04/2016 06:33:39 AM,41.891121791,-87.716184244,"(41.891121791, -87.716184244)" +7731050,HS538768,09/28/2010 08:35:00 PM,056XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1513,015,29,25,19,1138377,1900174,2010,02/04/2016 06:33:39 AM,41.882205823,-87.767343241,"(41.882205823, -87.767343241)" +7731138,HS538914,09/28/2010 09:50:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139931,1900425,2010,02/04/2016 06:33:39 AM,41.882866334,-87.761630725,"(41.882866334, -87.761630725)" +7731230,HS539005,09/28/2010 11:20:00 PM,053XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169559,1869390,2010,02/04/2016 06:33:39 AM,41.797110308,-87.653737229,"(41.797110308, -87.653737229)" +7732154,HS539564,09/29/2010 11:10:00 AM,008XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142537,1905075,2010,02/04/2016 06:33:39 AM,41.895578454,-87.751945571,"(41.895578454, -87.751945571)" +7732558,HS539834,09/29/2010 02:35:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2010,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +7732772,HS540139,09/29/2010 05:15:00 PM,064XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1173144,1862196,2010,02/04/2016 06:33:39 AM,41.777290658,-87.640803128,"(41.777290658, -87.640803128)" +7732823,HS540263,09/29/2010 06:25:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171764,1861420,2010,02/04/2016 06:33:39 AM,41.775191608,-87.645884924,"(41.775191608, -87.645884924)" +7732843,HS540318,09/29/2010 06:26:00 PM,113XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1171359,1829360,2010,02/04/2016 06:33:39 AM,41.687223341,-87.648304971,"(41.687223341, -87.648304971)" +7732954,HS540382,09/29/2010 07:00:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151254,1904673,2010,02/04/2016 06:33:39 AM,41.894308772,-87.719940332,"(41.894308772, -87.719940332)" +7734161,HS541333,09/30/2010 11:40:00 AM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150905,1894207,2010,02/04/2016 06:33:39 AM,41.865595766,-87.721496141,"(41.865595766, -87.721496141)" +7734865,HS542233,09/30/2010 09:18:00 PM,016XX W MONTVALE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1167181,1829510,2010,02/04/2016 06:33:39 AM,41.687725118,-87.66359584,"(41.687725118, -87.66359584)" +7734893,HS542283,09/30/2010 11:05:00 AM,018XX W 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164967,1863557,2010,02/04/2016 06:33:39 AM,41.781202211,-87.670741529,"(41.781202211, -87.670741529)" +7734991,HS542336,10/01/2010 12:16:00 AM,014XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150282,1892737,2010,02/04/2016 06:33:39 AM,41.861574074,-87.723821536,"(41.861574074, -87.723821536)" +7735817,HS543000,10/01/2010 01:33:00 PM,060XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169021,1864824,2010,02/04/2016 06:33:39 AM,41.784592327,-87.655842088,"(41.784592327, -87.655842088)" +7736112,HS543504,10/01/2010 06:47:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141381,1899888,2010,02/04/2016 06:33:39 AM,41.881366108,-87.756319452,"(41.881366108, -87.756319452)" +7736165,HS543595,10/01/2010 07:32:00 PM,087XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,71,19,1173504,1846802,2010,02/04/2016 06:33:39 AM,41.735039654,-87.639938228,"(41.735039654, -87.639938228)" +7736394,HS543744,10/01/2010 09:35:00 PM,007XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155810,1896722,2010,02/04/2016 06:33:39 AM,41.87239985,-87.703421797,"(41.87239985, -87.703421797)" +7738171,HS546487,10/03/2010 06:50:00 PM,048XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143962,1903552,2010,02/04/2016 06:33:39 AM,41.891372549,-87.746750055,"(41.891372549, -87.746750055)" +7738384,HS546766,10/04/2010 12:02:00 AM,069XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,69,19,1185601,1859225,2010,02/04/2016 06:33:39 AM,41.76885361,-87.595229828,"(41.76885361, -87.595229828)" +7739684,HS547698,10/04/2010 03:30:00 PM,002XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1532,015,28,25,19,1141672,1901087,2010,02/04/2016 06:33:39 AM,41.88465094,-87.75522124,"(41.88465094, -87.75522124)" +7739791,HS547761,10/04/2010 04:26:00 PM,001XX E 118TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0532,005,9,53,19,1179301,1826423,2010,02/04/2016 06:33:39 AM,41.6789868,-87.6193196,"(41.6789868, -87.6193196)" +7740124,HS548262,10/04/2010 09:04:00 PM,002XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0232,002,3,40,19,1178690,1868597,2010,02/04/2016 06:33:39 AM,41.794731271,-87.620277064,"(41.794731271, -87.620277064)" +7740169,HS548331,10/04/2010 10:00:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153102,1904449,2010,02/04/2016 06:33:39 AM,41.893657639,-87.713159097,"(41.893657639, -87.713159097)" +7740189,HS548376,10/04/2010 11:00:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141544,1898501,2010,02/04/2016 06:33:39 AM,41.877556996,-87.75575519,"(41.877556996, -87.75575519)" +7740934,HS548872,10/05/2010 10:50:00 AM,048XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144399,1897579,2010,02/04/2016 06:33:39 AM,41.874973714,-87.745295451,"(41.874973714, -87.745295451)" +7740967,HS541407,09/30/2010 01:12:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143291,1898731,2010,02/04/2016 06:33:39 AM,41.878155704,-87.74933484,"(41.878155704, -87.74933484)" +7741726,HS549704,10/05/2010 07:00:00 PM,061XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160094,1863827,2010,02/04/2016 06:33:39 AM,41.782044779,-87.688599665,"(41.782044779, -87.688599665)" +7741803,HS549736,10/05/2010 07:32:00 PM,054XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139918,1905469,2010,02/04/2016 06:33:39 AM,41.896707934,-87.761555041,"(41.896707934, -87.761555041)" +7741911,HS549885,10/05/2010 08:55:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167261,1868636,2010,02/04/2016 06:33:39 AM,41.795090788,-87.662185864,"(41.795090788, -87.662185864)" +7742075,HS550092,10/06/2010 12:30:00 AM,012XX W 81ST ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0613,006,21,71,19,1169565,1851074,2010,02/04/2016 06:33:39 AM,41.746848796,-87.654245576,"(41.746848796, -87.654245576)" +7743121,HS550728,10/06/2010 12:57:00 PM,039XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150201,1895743,2010,02/04/2016 06:33:39 AM,41.869824468,-87.724040559,"(41.869824468, -87.724040559)" +7743205,HS550939,10/06/2010 03:15:00 PM,006XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142918,1903612,2010,02/04/2016 06:33:39 AM,41.891556717,-87.750582724,"(41.891556717, -87.750582724)" +7743626,HS551477,10/06/2010 08:30:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166911,1869334,2010,02/04/2016 06:33:39 AM,41.797013674,-87.663449372,"(41.797013674, -87.663449372)" +7743628,HS551460,10/06/2010 08:30:00 PM,041XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148881,1900173,2010,02/04/2016 06:33:39 AM,41.882006504,-87.728772149,"(41.882006504, -87.728772149)" +7744896,HS552644,10/07/2010 03:15:00 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1121,011,27,23,19,1153264,1904122,2010,02/04/2016 06:33:39 AM,41.892757104,-87.712572811,"(41.892757104, -87.712572811)" +7745176,HS553058,10/07/2010 07:42:00 PM,060XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160738,1864586,2010,02/04/2016 06:33:39 AM,41.784114304,-87.686217635,"(41.784114304, -87.686217635)" +7745401,HS553300,10/07/2010 10:25:00 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143360,1905530,2010,02/04/2016 06:33:39 AM,41.896811683,-87.748911462,"(41.896811683, -87.748911462)" +7747052,HS554804,10/08/2010 07:45:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151252,1904769,2010,02/04/2016 06:33:39 AM,41.894572245,-87.719945157,"(41.894572245, -87.719945157)" +7747119,HS554998,10/08/2010 10:35:00 PM,015XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152956,1892205,2010,02/04/2016 06:33:39 AM,41.860061692,-87.714019784,"(41.860061692, -87.714019784)" +7747173,HS555054,10/08/2010 11:00:00 PM,054XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139629,1904799,2010,02/04/2016 06:33:39 AM,41.894874653,-87.762632874,"(41.894874653, -87.762632874)" +7748374,HS556755,10/09/2010 11:05:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156020,1901476,2010,02/04/2016 06:33:39 AM,41.885441069,-87.702522505,"(41.885441069, -87.702522505)" +7749256,HS557859,10/10/2010 05:45:00 PM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140716,1899805,2010,02/04/2016 06:33:39 AM,41.881150589,-87.758763376,"(41.881150589, -87.758763376)" +7749287,HS557860,10/10/2010 06:00:00 PM,0000X N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140342,1899693,2010,02/04/2016 06:33:39 AM,41.880850109,-87.760139448,"(41.880850109, -87.760139448)" +7750183,HS558837,10/11/2010 11:20:00 AM,024XX W 70TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,17,66,19,1161405,1858174,2010,02/04/2016 06:33:39 AM,41.766505081,-87.683949664,"(41.766505081, -87.683949664)" +7750327,HS558961,10/11/2010 12:40:00 PM,072XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171888,1856904,2010,02/04/2016 06:33:39 AM,41.762796436,-87.64556274,"(41.762796436, -87.64556274)" +7750417,HS559091,10/11/2010 02:23:00 PM,009XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183589,1864096,2010,02/04/2016 06:33:39 AM,41.782267227,-87.602453003,"(41.782267227, -87.602453003)" +7750426,HS559006,10/11/2010 12:55:00 PM,009XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149883,1906029,2010,02/04/2016 06:33:39 AM,41.898056561,-87.72494032,"(41.898056561, -87.72494032)" +7750611,HS559448,10/11/2010 05:29:00 PM,012XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150576,1894083,2010,02/04/2016 06:33:39 AM,41.865261923,-87.722707164,"(41.865261923, -87.722707164)" +7752686,HS561329,10/12/2010 06:40:00 PM,034XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153508,1893074,2010,02/04/2016 06:33:39 AM,41.862435382,-87.711970441,"(41.862435382, -87.711970441)" +7752765,HS561419,10/12/2010 07:45:00 PM,047XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144799,1896929,2010,02/04/2016 06:33:39 AM,41.873182505,-87.743843189,"(41.873182505, -87.743843189)" +7752814,HS561468,10/12/2010 08:10:00 PM,030XX E 79TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1198048,1852844,2010,02/04/2016 06:33:39 AM,41.751041549,-87.549819197,"(41.751041549, -87.549819197)" +7752982,HS561673,10/12/2010 10:50:00 PM,012XX N BURLING ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1171084,1908425,2010,02/04/2016 06:33:39 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +7754093,HS547146,10/04/2010 10:20:00 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141363,1902646,2010,02/04/2016 06:33:39 AM,41.888934734,-87.756317452,"(41.888934734, -87.756317452)" +7754194,HS562529,10/13/2010 02:31:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170531,1858092,2010,02/04/2016 06:33:39 AM,41.766086124,-87.650501797,"(41.766086124, -87.650501797)" +7754656,HS563209,10/13/2010 09:10:00 PM,061XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160094,1863813,2010,02/04/2016 06:33:39 AM,41.782006361,-87.68860005,"(41.782006361, -87.68860005)" +7756665,HS564986,10/14/2010 11:30:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141381,1899903,2010,02/04/2016 06:33:39 AM,41.88140727,-87.756319082,"(41.88140727, -87.756319082)" +7758484,HS566621,10/15/2010 10:15:00 AM,0000X N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140342,1899693,2010,02/04/2016 06:33:39 AM,41.880850109,-87.760139448,"(41.880850109, -87.760139448)" +7758490,HS566678,10/15/2010 10:51:00 PM,069XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168193,1858791,2010,02/04/2016 06:33:39 AM,41.768054883,-87.659051308,"(41.768054883, -87.659051308)" +7760323,HS568813,10/17/2010 11:00:00 AM,077XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1169226,1853458,2010,02/04/2016 06:33:39 AM,41.75339815,-87.655418932,"(41.75339815, -87.655418932)" +7760482,HS569045,10/17/2010 03:35:00 PM,077XX S HONORE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,17,71,19,1165364,1853344,2010,02/04/2016 06:33:39 AM,41.753167952,-87.669574987,"(41.753167952, -87.669574987)" +7760803,HS569464,10/17/2010 08:57:00 PM,017XX E 68TH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0332,003,5,43,19,1188849,1860225,2010,02/04/2016 06:33:39 AM,41.771520589,-87.583292464,"(41.771520589, -87.583292464)" +7761862,HS545289,10/02/2010 08:48:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157442,1894581,2010,02/04/2016 06:33:39 AM,41.866491707,-87.697488213,"(41.866491707, -87.697488213)" +7762232,HS570534,10/18/2010 03:10:00 PM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142733,1904851,2010,02/04/2016 06:33:39 AM,41.894960125,-87.751231281,"(41.894960125, -87.751231281)" +7762310,HS570580,10/18/2010 03:45:00 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150588,1904756,2010,02/04/2016 06:33:39 AM,41.894549572,-87.722384194,"(41.894549572, -87.722384194)" +7762404,HS570677,10/18/2010 04:47:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899699,2010,02/04/2016 06:33:39 AM,41.880828867,-87.752633786,"(41.880828867, -87.752633786)" +7762755,HS571179,10/18/2010 09:53:00 PM,013XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152581,1893702,2010,02/04/2016 06:33:39 AM,41.864177046,-87.715356764,"(41.864177046, -87.715356764)" +7762761,HS571207,10/18/2010 10:34:00 PM,0000X E 70TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1177734,1858611,2010,02/04/2016 06:33:39 AM,41.76735037,-87.624084711,"(41.76735037, -87.624084711)" +7763193,HS551647,10/06/2010 10:20:00 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150588,1904756,2010,02/04/2016 06:33:39 AM,41.894549572,-87.722384194,"(41.894549572, -87.722384194)" +7764001,HS555042,10/08/2010 10:35:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150591,1893587,2010,02/04/2016 06:33:39 AM,41.863900549,-87.72266505,"(41.863900549, -87.72266505)" +7764021,HS572027,10/19/2010 01:35:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899715,2010,02/04/2016 06:33:39 AM,41.880605787,-87.702037606,"(41.880605787, -87.702037606)" +7764208,HS572187,10/19/2010 02:50:00 PM,052XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166229,1870008,2010,02/04/2016 06:33:39 AM,41.798877767,-87.665931159,"(41.798877767, -87.665931159)" +7764329,HS572349,10/19/2010 04:54:00 PM,014XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152275,1892806,2010,02/04/2016 06:33:39 AM,41.861724358,-87.71650372,"(41.861724358, -87.71650372)" +7764353,HS572517,10/19/2010 05:45:00 PM,053XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1522,015,28,25,19,1140868,1900237,2010,02/04/2016 06:33:39 AM,41.882333258,-87.758194602,"(41.882333258, -87.758194602)" +7764677,HS572866,10/19/2010 10:00:00 PM,033XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154115,1899337,2010,02/04/2016 06:33:39 AM,41.879609649,-87.709575145,"(41.879609649, -87.709575145)" +7766509,HS574395,10/20/2010 09:00:00 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152538,1906113,2010,02/04/2016 06:33:39 AM,41.898234987,-87.715186457,"(41.898234987, -87.715186457)" +7767583,HS556412,10/09/2010 06:35:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1011,010,24,29,19,1150785,1894432,2010,02/04/2016 06:33:39 AM,41.866215538,-87.721930788,"(41.866215538, -87.721930788)" +7767887,HS575526,10/21/2010 02:40:00 PM,057XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1161020,1866468,2010,02/04/2016 06:33:39 AM,41.789272937,-87.68513169,"(41.789272937, -87.68513169)" +7768177,HS575999,10/21/2010 07:14:00 PM,056XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168288,1867432,2010,02/04/2016 06:33:39 AM,41.791764808,-87.658454507,"(41.791764808, -87.658454507)" +7768187,HS575974,10/21/2010 07:30:00 PM,065XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163490,1861218,2010,02/04/2016 06:33:39 AM,41.774814785,-87.676222073,"(41.774814785, -87.676222073)" +7769636,HS577226,10/22/2010 03:45:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141356,1902645,2010,02/04/2016 06:33:39 AM,41.888932119,-87.756343184,"(41.888932119, -87.756343184)" +7770075,HS577784,10/22/2010 10:00:00 PM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163310,1867744,2010,02/04/2016 06:33:39 AM,41.792726759,-87.676699234,"(41.792726759, -87.676699234)" +7770217,HS577885,10/22/2010 10:35:00 PM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148166,1907484,2010,02/04/2016 06:33:39 AM,41.902082472,-87.731209254,"(41.902082472, -87.731209254)" +7770846,HS578808,10/23/2010 02:24:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862600,2010,02/04/2016 06:33:39 AM,41.778656405,-87.684846319,"(41.778656405, -87.684846319)" +7771988,HS580328,10/24/2010 03:05:00 PM,073XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0835,008,18,66,19,1162008,1855910,2010,02/04/2016 06:33:39 AM,41.760279825,-87.681802285,"(41.760279825, -87.681802285)" +7771999,HS580319,10/24/2010 02:40:00 PM,014XX S KARLOV AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1011,010,24,29,19,1149280,1892895,2010,02/04/2016 06:33:39 AM,41.862027106,-87.727495637,"(41.862027106, -87.727495637)" +7776205,HS584454,10/26/2010 08:57:00 PM,037XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151884,1891789,2010,02/04/2016 06:33:39 AM,41.858941291,-87.717965782,"(41.858941291, -87.717965782)" +7776317,HS584650,10/27/2010 12:00:00 AM,091XX S YATES BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,7,48,19,1193756,1844890,2010,02/04/2016 06:33:39 AM,41.729321266,-87.565806845,"(41.729321266, -87.565806845)" +7777729,HS585810,10/27/2010 04:00:00 PM,093XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,9,44,19,1182122,1842866,2010,02/04/2016 06:33:39 AM,41.724043939,-87.608487125,"(41.724043939, -87.608487125)" +7781538,HS589678,10/29/2010 10:25:00 PM,047XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2124,002,4,39,19,1183716,1873793,2010,02/04/2016 06:33:39 AM,41.80887363,-87.601684809,"(41.80887363, -87.601684809)" +7782447,HS590912,10/30/2010 07:00:00 PM,015XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152295,1892101,2010,02/04/2016 06:33:39 AM,41.859789362,-87.716448898,"(41.859789362, -87.716448898)" +7782535,HS591074,10/30/2010 08:30:00 PM,063XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0825,008,15,66,19,1159800,1862450,2010,02/04/2016 06:33:39 AM,41.778272142,-87.689715339,"(41.778272142, -87.689715339)" +7783452,HS592219,10/31/2010 04:36:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141382,1899873,2010,02/04/2016 06:33:39 AM,41.881324928,-87.75631615,"(41.881324928, -87.75631615)" +7785147,HS594244,11/01/2010 07:24:00 PM,051XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2533,025,37,25,19,1141672,1910146,2010,02/04/2016 06:33:39 AM,41.909509901,-87.754996996,"(41.909509901, -87.754996996)" +7786401,HS595184,11/02/2010 12:00:00 PM,022XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1211,012,2,28,19,1161324,1898653,2010,02/04/2016 06:33:39 AM,41.877585867,-87.683123746,"(41.877585867, -87.683123746)" +7787024,HS596010,11/02/2010 07:49:00 PM,015XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2533,025,37,25,19,1141421,1909843,2010,02/04/2016 06:33:39 AM,41.908683076,-87.755926567,"(41.908683076, -87.755926567)" +7788279,HS596979,11/03/2010 01:25:00 PM,013XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152588,1893434,2010,02/04/2016 06:33:39 AM,41.863441485,-87.715338149,"(41.863441485, -87.715338149)" +7788827,HS597666,11/03/2010 08:05:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1166857,1871311,2010,02/04/2016 06:33:39 AM,41.802439947,-87.663590909,"(41.802439947, -87.663590909)" +7788918,HS597782,11/03/2010 09:48:00 PM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163310,1867750,2010,02/04/2016 06:33:39 AM,41.792743224,-87.676699066,"(41.792743224, -87.676699066)" +7789606,HS598344,11/04/2010 10:50:00 AM,059XX S MAY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0712,007,16,68,19,1169669,1865329,2010,02/04/2016 06:33:39 AM,41.785964071,-87.653451617,"(41.785964071, -87.653451617)" +7790162,HS598838,11/04/2010 02:45:00 PM,013XX W 87TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,71,19,1168732,1847068,2010,02/04/2016 06:33:39 AM,41.735873767,-87.6574132,"(41.735873767, -87.6574132)" +7793280,HS602453,11/06/2010 07:00:00 PM,042XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1115,011,28,26,19,1148189,1898349,2010,02/04/2016 06:33:39 AM,41.877014589,-87.731360167,"(41.877014589, -87.731360167)" +7793327,HS602545,11/06/2010 08:14:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167591,1868668,2010,02/04/2016 06:33:39 AM,41.795171524,-87.660974834,"(41.795171524, -87.660974834)" +7794270,HS603903,11/07/2010 07:24:00 PM,012XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,26,23,19,1152145,1907979,2010,02/04/2016 06:33:39 AM,41.903363232,-87.716580651,"(41.903363232, -87.716580651)" +7794323,HS603950,11/07/2010 07:45:00 PM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143615,1898881,2010,02/04/2016 06:33:39 AM,41.878561267,-87.748141417,"(41.878561267, -87.748141417)" +7796161,HS605831,11/08/2010 09:15:00 PM,003XX W 104TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1176012,1835633,2010,02/04/2016 06:33:39 AM,41.704334583,-87.631083766,"(41.704334583, -87.631083766)" +7797565,HS606942,11/09/2010 02:15:00 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143830,1905869,2010,02/04/2016 06:33:39 AM,41.897733139,-87.747176701,"(41.897733139, -87.747176701)" +7799111,HS588095,10/28/2010 09:10:00 PM,019XX W CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1324,012,1,24,19,1163107,1905349,2010,02/04/2016 06:33:39 AM,41.895922987,-87.676388824,"(41.895922987, -87.676388824)" +7799264,HS608568,11/10/2010 12:20:00 PM,061XX S ROCKWELL ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0825,008,15,66,19,1160095,1863773,2010,02/04/2016 06:33:39 AM,41.781896575,-87.688597483,"(41.781896575, -87.688597483)" +7799820,HS608894,11/10/2010 03:24:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141382,1899877,2010,02/04/2016 06:33:39 AM,41.881335904,-87.756316052,"(41.881335904, -87.756316052)" +7800628,HS610294,11/11/2010 12:10:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0621,006,17,69,19,1174929,1855043,2010,02/04/2016 06:33:39 AM,41.757622369,-87.634472427,"(41.757622369, -87.634472427)" +7800810,HS610659,11/11/2010 04:29:00 PM,043XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,3,38,19,1178322,1876358,2010,02/04/2016 06:33:39 AM,41.816036517,-87.621390763,"(41.816036517, -87.621390763)" +7801315,HS611118,11/11/2010 08:25:00 PM,039XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,1132,011,24,26,19,1150157,1896406,2010,02/04/2016 06:33:39 AM,41.871644673,-87.724184824,"(41.871644673, -87.724184824)" +7802636,HS612014,11/12/2010 12:30:00 PM,087XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0423,004,10,46,19,1196905,1847575,2010,02/04/2016 06:33:39 AM,41.736611495,-87.554182445,"(41.736611495, -87.554182445)" +7802638,HS612158,11/12/2010 02:55:00 PM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163309,1867793,2010,02/04/2016 06:33:39 AM,41.792861243,-87.676701528,"(41.792861243, -87.676701528)" +7802661,HS612249,11/12/2010 03:40:00 PM,054XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139971,1910106,2010,02/04/2016 06:33:39 AM,41.909431439,-87.761246801,"(41.909431439, -87.761246801)" +7806758,HS617452,11/15/2010 08:29:00 PM,020XX W 70TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164030,1857904,2010,02/04/2016 06:33:39 AM,41.765709377,-87.674335592,"(41.765709377, -87.674335592)" +7809784,HS619975,11/17/2010 12:00:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141460,1898829,2010,02/04/2016 06:33:39 AM,41.87845862,-87.75605552,"(41.87845862, -87.75605552)" +7810281,HS620108,11/17/2010 01:15:00 PM,077XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0624,006,8,69,19,1183899,1853859,2010,02/04/2016 06:33:39 AM,41.754168689,-87.601635756,"(41.754168689, -87.601635756)" +7811090,HS597892,11/03/2010 11:00:00 PM,033XX W HARRISON ST,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1134,011,24,27,19,1153993,1897159,2010,02/04/2016 06:33:39 AM,41.873635421,-87.710081187,"(41.873635421, -87.710081187)" +7811792,HS577044,10/22/2010 02:06:00 PM,015XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148635,1892173,2010,02/04/2016 06:33:39 AM,41.860058315,-87.729881983,"(41.860058315, -87.729881983)" +7815308,HS625316,11/20/2010 08:00:00 PM,008XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142873,1904974,2010,02/04/2016 06:33:39 AM,41.895295043,-87.750714024,"(41.895295043, -87.750714024)" +7815337,HS625334,11/20/2010 08:24:00 PM,030XX E 79TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0421,004,7,46,19,1198114,1853178,2010,02/04/2016 06:33:39 AM,41.751956419,-87.549566196,"(41.751956419, -87.549566196)" +7815441,HS625471,11/20/2010 11:00:00 AM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1180322,1863789,2010,02/04/2016 06:33:39 AM,41.781500367,-87.614440016,"(41.781500367, -87.614440016)" +7817109,HS551680,10/06/2010 11:00:00 PM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1112,011,27,23,19,1151173,1907240,2010,02/04/2016 06:33:39 AM,41.901354465,-87.720170442,"(41.901354465, -87.720170442)" +7824130,HS634968,11/27/2010 12:23:00 PM,015XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1014,010,24,29,19,1151628,1892182,2010,02/04/2016 06:33:39 AM,41.86002476,-87.718895156,"(41.86002476, -87.718895156)" +7829885,HS592158,10/31/2010 02:35:00 PM,022XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1013,010,22,30,19,1150737,1888779,2010,02/04/2016 06:33:39 AM,41.850703967,-87.722254702,"(41.850703967, -87.722254702)" +7830243,HS641592,12/01/2010 07:39:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146972,1897324,2010,02/04/2016 06:33:39 AM,41.874225203,-87.735854874,"(41.874225203, -87.735854874)" +7832335,HS610312,11/11/2010 01:20:00 PM,055XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0715,007,15,67,19,1163973,1867853,2010,02/04/2016 06:33:39 AM,41.793011947,-87.674265026,"(41.793011947, -87.674265026)" +7835970,HS647798,12/06/2010 01:25:00 AM,074XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0333,003,5,43,19,1191843,1855973,2010,02/04/2016 06:33:39 AM,41.759780594,-87.572455541,"(41.759780594, -87.572455541)" +7837061,HS648951,12/06/2010 06:27:00 PM,004XX W GOETHE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1821,018,27,8,19,1173173,1908928,2010,02/04/2016 06:33:39 AM,41.905526506,-87.63931246,"(41.905526506, -87.63931246)" +7849600,HS662781,12/15/2010 10:50:00 PM,022XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2111,009,25,34,19,1174568,1889318,2010,02/04/2016 06:33:39 AM,41.851684365,-87.634774508,"(41.851684365, -87.634774508)" +7857381,HS671371,12/21/2010 09:59:00 PM,045XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2123,002,4,39,19,1182956,1875076,2010,02/04/2016 06:33:39 AM,41.812412001,-87.604432386,"(41.812412001, -87.604432386)" +7858617,HS672367,12/22/2010 03:50:00 PM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1141335,1901199,2010,02/04/2016 06:33:39 AM,41.884964505,-87.756456004,"(41.884964505, -87.756456004)" +7872114,HS635070,11/27/2010 01:50:00 PM,087XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196908,1847487,2010,02/04/2016 06:33:39 AM,41.736369941,-87.554174373,"(41.736369941, -87.554174373)" +7872974,HT103958,01/03/2011 07:30:00 PM,013XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152581,1893702,2011,02/04/2016 06:33:39 AM,41.864177046,-87.715356764,"(41.864177046, -87.715356764)" +7873524,HS663373,12/16/2010 12:35:50 PM,027XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2512,025,36,18,19,1127616,1917532,2010,02/04/2016 06:33:39 AM,41.930026507,-87.806466966,"(41.930026507, -87.806466966)" +7878829,HS594237,11/01/2010 07:45:00 PM,034XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1153454,1897147,2010,02/04/2016 06:33:39 AM,41.873613214,-87.712060461,"(41.873613214, -87.712060461)" +7885934,HT106310,01/05/2011 11:49:41 AM,046XX N BROADWAY,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,2311,019,46,3,19,1167942,1930944,2011,02/04/2016 06:33:39 AM,41.966053999,-87.657890403,"(41.966053999, -87.657890403)" +7890470,HT119920,01/14/2011 07:17:00 PM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1139480,1900496,2011,02/04/2016 06:33:39 AM,41.883069399,-87.763285108,"(41.883069399, -87.763285108)" +7895422,HT125474,01/18/2011 10:35:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,1532,015,28,25,19,1142031,1900317,2011,02/04/2016 06:33:39 AM,41.88253132,-87.753922015,"(41.88253132, -87.753922015)" +7897822,HS679620,12/28/2010 02:30:00 PM,051XX S PRAIRIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0232,002,3,40,19,1178911,1871049,2010,02/04/2016 06:33:39 AM,41.801454751,-87.619391989,"(41.801454751, -87.619391989)" +7898337,HT127607,01/20/2011 12:23:00 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153269,1903952,2011,02/04/2016 06:33:39 AM,41.892290508,-87.712558965,"(41.892290508, -87.712558965)" +7905393,HT135518,01/25/2011 08:00:00 PM,101XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1193499,1838125,2011,02/04/2016 06:33:39 AM,41.710763738,-87.566968886,"(41.710763738, -87.566968886)" +7906277,HT135327,01/25/2011 05:45:00 PM,018XX N KEELER AVE,1661,GAMBLING,GAME/DICE,GROCERY FOOD STORE,true,false,2534,025,30,20,19,1148095,1911991,2011,02/04/2016 06:33:39 AM,41.9144515,-87.731353866,"(41.9144515, -87.731353866)" +7910806,HT140438,01/29/2011 12:15:00 AM,032XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1713,017,39,14,19,1153721,1931704,2011,02/04/2016 06:33:39 AM,41.968435211,-87.710158159,"(41.968435211, -87.710158159)" +7912452,HT142700,01/30/2011 08:03:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0621,006,17,69,19,1174830,1853877,2011,02/04/2016 06:33:39 AM,41.75442493,-87.634869941,"(41.75442493, -87.634869941)" +7914329,HT130548,01/22/2011 01:15:00 PM,032XX N HARLEM AVE,1611,GAMBLING,BOOKMAKING/SPORTS,TAVERN/LIQUOR STORE,true,false,1632,016,36,17,19,1127515,1920648,2011,02/04/2016 06:33:39 AM,41.938578899,-87.806767794,"(41.938578899, -87.806767794)" +7915297,HS500378,09/04/2010 03:55:00 PM,036XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152113,1906427,2010,02/04/2016 06:33:39 AM,41.899105026,-87.716739169,"(41.899105026, -87.716739169)" +7915306,HS504082,09/07/2010 08:35:00 PM,011XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151833,1907354,2010,02/04/2016 06:33:39 AM,41.901654321,-87.717743176,"(41.901654321, -87.717743176)" +7915311,HS520220,09/17/2010 04:10:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151710,1907749,2010,02/04/2016 06:33:39 AM,41.902740661,-87.718184568,"(41.902740661, -87.718184568)" +7915468,HT145585,02/02/2011 07:30:00 PM,051XX W NORTH AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,2533,025,37,25,19,1141672,1910146,2011,02/04/2016 06:33:39 AM,41.909509901,-87.754996996,"(41.909509901, -87.754996996)" +7917635,HT147938,02/04/2011 07:30:00 PM,006XX W 61ST PL,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,0711,007,16,68,19,1172973,1864107,2011,02/04/2016 06:33:39 AM,41.782538436,-87.641373636,"(41.782538436, -87.641373636)" +7917928,HT148731,02/05/2011 01:55:00 PM,015XX W 95TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1167536,1841720,2011,02/04/2016 06:33:39 AM,41.721223747,-87.661947734,"(41.721223747, -87.661947734)" +7920373,HT151697,02/07/2011 07:00:00 PM,120XX S STATE ST,1661,GAMBLING,GAME/DICE,OTHER RAILROAD PROP / TRAIN DEPOT,true,false,0523,005,9,53,19,1178414,1825317,2011,02/04/2016 06:33:39 AM,41.675971894,-87.622599751,"(41.675971894, -87.622599751)" +7925937,HT158152,02/11/2011 11:29:00 PM,078XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0624,006,6,69,19,1183263,1853117,2011,02/04/2016 06:33:39 AM,41.752147383,-87.603989513,"(41.752147383, -87.603989513)" +7931827,HT164594,02/16/2011 10:56:00 AM,015XX W 95TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2221,022,21,73,19,1167536,1841720,2011,02/04/2016 06:33:39 AM,41.721223747,-87.661947734,"(41.721223747, -87.661947734)" +7939534,HT172857,02/21/2011 07:40:00 PM,043XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0222,002,3,38,19,1179580,1876374,2011,02/04/2016 06:33:39 AM,41.816051729,-87.616775716,"(41.816051729, -87.616775716)" +7944253,HS402862,07/09/2010 09:10:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153503,1904457,2010,02/04/2016 06:33:39 AM,41.893671629,-87.71168614,"(41.893671629, -87.71168614)" +7945600,HT168750,02/18/2011 07:30:00 PM,043XX W 47TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,0815,008,23,57,19,1148274,1873116,2011,02/04/2016 06:33:39 AM,41.807770266,-87.731697075,"(41.807770266, -87.731697075)" +7952810,HT179091,02/25/2011 10:05:00 PM,037XX W NORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,2535,025,26,23,19,1150959,1910368,2011,02/04/2016 06:33:39 AM,41.909942193,-87.720874458,"(41.909942193, -87.720874458)" +7953304,HT150237,02/06/2011 07:19:52 PM,023XX N NEVA AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2512,025,36,25,19,1128201,1914867,2011,02/04/2016 06:33:39 AM,41.922703525,-87.804377607,"(41.922703525, -87.804377607)" +7955380,HT187250,03/03/2011 06:45:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142549,1910501,2011,02/04/2016 06:33:39 AM,41.910467789,-87.751766395,"(41.910467789, -87.751766395)" +7956283,HT187967,03/04/2011 10:50:00 AM,028XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157572,1899563,2011,02/04/2016 06:33:39 AM,41.880160168,-87.696875353,"(41.880160168, -87.696875353)" +7957825,HT189716,03/05/2011 01:00:00 PM,054XX W HURON ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,1524,015,37,25,19,1139963,1904102,2011,02/04/2016 06:33:39 AM,41.892955897,-87.761423229,"(41.892955897, -87.761423229)" +7960128,HT192956,03/07/2011 08:30:00 PM,047XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0935,009,3,37,19,1174757,1873425,2011,02/04/2016 06:33:39 AM,41.808068397,-87.634555308,"(41.808068397, -87.634555308)" +7961683,HT194120,03/08/2011 04:20:00 PM,017XX W 91ST ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1166305,1844331,2011,02/04/2016 06:33:39 AM,41.728414989,-87.666382556,"(41.728414989, -87.666382556)" +7962140,HT194596,03/08/2011 11:15:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143313,1904515,2011,02/04/2016 06:33:39 AM,41.894027284,-87.749109473,"(41.894027284, -87.749109473)" +7963387,HS449847,08/07/2010 12:05:00 AM,002XX E GARFIELD BLVD,1680,GAMBLING,OTHER,SIDEWALK,true,false,0232,002,3,40,19,1178659,1868596,2010,02/04/2016 06:33:39 AM,41.794729233,-87.62039077,"(41.794729233, -87.62039077)" +7963400,HT195626,03/09/2011 05:07:00 PM,053XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166247,1869392,2011,02/04/2016 06:33:39 AM,41.797187006,-87.665882689,"(41.797187006, -87.665882689)" +7965238,HT197363,03/10/2011 06:45:00 PM,034XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1133,011,24,27,19,1153458,1896817,2011,02/04/2016 06:33:39 AM,41.872707579,-87.712054544,"(41.872707579, -87.712054544)" +7970380,HT202970,03/14/2011 05:20:00 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169522,1870789,2011,02/04/2016 06:33:39 AM,41.800950122,-87.653832357,"(41.800950122, -87.653832357)" +7973604,HT205539,03/16/2011 01:30:00 PM,029XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156675,1899630,2011,02/04/2016 06:33:39 AM,41.880362229,-87.700167228,"(41.880362229, -87.700167228)" +7973699,HT205685,03/16/2011 02:05:00 PM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,40,19,1177713,1866304,2011,02/04/2016 06:33:39 AM,41.788461238,-87.623929066,"(41.788461238, -87.623929066)" +7975194,HT207225,03/17/2011 01:30:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1531,015,37,25,19,1143352,1905861,2011,02/04/2016 06:33:39 AM,41.897720134,-87.748932564,"(41.897720134, -87.748932564)" +7978551,HT210906,03/19/2011 05:25:00 PM,0000X N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138601,1899745,2011,02/04/2016 06:33:39 AM,41.881024534,-87.766531104,"(41.881024534, -87.766531104)" +7978578,HT210946,03/19/2011 06:40:00 PM,0000X N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138601,1899745,2011,02/04/2016 06:33:39 AM,41.881024534,-87.766531104,"(41.881024534, -87.766531104)" +7981133,HT213383,03/21/2011 03:25:00 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838898,2011,02/04/2016 06:33:39 AM,41.712893323,-87.568203506,"(41.712893323, -87.568203506)" +7981289,HT213648,03/21/2011 06:00:00 PM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141337,1901138,2011,02/04/2016 06:33:39 AM,41.884797076,-87.756450166,"(41.884797076, -87.756450166)" +7988138,HT219673,03/25/2011 06:00:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141612,1897182,2011,02/04/2016 06:33:39 AM,41.873936235,-87.755538111,"(41.873936235, -87.755538111)" +7989869,HT221828,03/27/2011 12:00:00 PM,056XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167300,1867338,2011,02/04/2016 06:33:39 AM,41.791528086,-87.662080016,"(41.791528086, -87.662080016)" +7993061,HT224728,03/29/2011 12:44:00 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141352,1900702,2011,02/04/2016 06:33:39 AM,41.883600361,-87.756405846,"(41.883600361, -87.756405846)" +7996713,HT227768,03/31/2011 12:12:00 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150448,1894424,2011,02/04/2016 06:33:39 AM,41.866200165,-87.723168162,"(41.866200165, -87.723168162)" +7999481,HT230992,04/02/2011 02:30:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143345,1905860,2011,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +8000446,HT232251,04/03/2011 01:03:00 PM,084XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0622,006,21,71,19,1173751,1848819,2011,02/04/2016 06:33:39 AM,41.740569104,-87.638973706,"(41.740569104, -87.638973706)" +8000600,HT232398,04/03/2011 02:38:00 PM,012XX N LOCKWOOD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1140802,1907618,2011,02/04/2016 06:33:39 AM,41.902588831,-87.758255303,"(41.902588831, -87.758255303)" +8000746,HT232636,04/03/2011 06:16:00 PM,013XX W 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168566,1852373,2011,02/04/2016 06:33:39 AM,41.750435008,-87.657868805,"(41.750435008, -87.657868805)" +8002048,HT233770,04/04/2011 12:50:00 PM,029XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156716,1899621,2011,02/04/2016 06:33:39 AM,41.880336702,-87.700016924,"(41.880336702, -87.700016924)" +8004207,HT235671,04/05/2011 03:55:00 PM,103XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,21,73,19,1169845,1836264,2011,02/04/2016 06:33:39 AM,41.706201927,-87.653648078,"(41.706201927, -87.653648078)" +8004321,HT236156,04/05/2011 08:34:00 PM,063XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,16,68,19,1169739,1862760,2011,02/04/2016 06:33:39 AM,41.77891291,-87.653269459,"(41.77891291, -87.653269459)" +8005421,HT236854,04/06/2011 11:45:00 AM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868611,2011,02/04/2016 06:33:39 AM,41.795050448,-87.667041699,"(41.795050448, -87.667041699)" +8006034,HT237648,04/06/2011 07:31:00 PM,065XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161865,1861325,2011,02/04/2016 06:33:39 AM,41.775142326,-87.682176139,"(41.775142326, -87.682176139)" +8006241,HT237456,04/06/2011 05:22:00 PM,039XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150292,1889765,2011,02/04/2016 06:33:39 AM,41.853418351,-87.723862269,"(41.853418351, -87.723862269)" +8007446,HT238623,04/07/2011 12:49:00 PM,018XX S KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1147918,1890726,2011,02/04/2016 06:33:39 AM,41.856101365,-87.73255109,"(41.856101365, -87.73255109)" +8007802,HT239154,04/07/2011 07:20:00 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1524,015,37,25,19,1139784,1904275,2011,02/04/2016 06:33:39 AM,41.893433902,-87.762076407,"(41.893433902, -87.762076407)" +8009691,HT241000,04/08/2011 09:50:00 PM,064XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1173143,1862224,2011,02/04/2016 06:33:39 AM,41.777367515,-87.640805968,"(41.777367515, -87.640805968)" +8010248,HT241724,04/09/2011 12:50:00 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142927,1903341,2011,02/04/2016 06:33:39 AM,41.890812893,-87.75055643,"(41.890812893, -87.75055643)" +8010278,HT241739,04/09/2011 12:40:00 PM,074XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0333,003,5,43,19,1191843,1855973,2011,02/04/2016 06:33:39 AM,41.759780594,-87.572455541,"(41.759780594, -87.572455541)" +8010544,HT242232,04/09/2011 07:02:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170367,1864039,2011,02/04/2016 06:33:39 AM,41.782408986,-87.65092995,"(41.782408986, -87.65092995)" +8010571,HT242150,04/09/2011 06:40:00 PM,034XX W MADISON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1123,011,28,27,19,1153363,1899803,2011,02/04/2016 06:33:39 AM,41.880903366,-87.712324013,"(41.880903366, -87.712324013)" +8011735,HT243789,04/10/2011 06:40:00 PM,061XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180306,1864359,2011,02/04/2016 06:33:39 AM,41.783064869,-87.614481205,"(41.783064869, -87.614481205)" +8011872,HT243898,04/10/2011 08:47:00 PM,019XX E 75TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0333,003,8,43,19,1190208,1855620,2011,02/04/2016 06:33:39 AM,41.758851459,-87.578459054,"(41.758851459, -87.578459054)" +8012035,HT244177,04/11/2011 01:05:00 AM,053XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140833,1900236,2011,02/04/2016 06:33:39 AM,41.882331157,-87.758323149,"(41.882331157, -87.758323149)" +8015638,HT247266,04/12/2011 10:10:00 PM,068XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1170494,1859437,2011,02/04/2016 06:33:39 AM,41.769777777,-87.650598282,"(41.769777777, -87.650598282)" +8016999,HT248094,04/13/2011 02:00:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154153,1893254,2011,02/04/2016 06:33:39 AM,41.862916488,-87.709597917,"(41.862916488, -87.709597917)" +8017025,HT248188,04/13/2011 02:26:00 PM,030XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1331,012,27,27,19,1156155,1901853,2011,02/04/2016 06:33:39 AM,41.886472869,-87.702016573,"(41.886472869, -87.702016573)" +8017370,HT248636,04/13/2011 07:29:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869286,2011,02/04/2016 06:33:39 AM,41.796881935,-87.663447077,"(41.796881935, -87.663447077)" +8017428,HT248724,04/13/2011 07:19:00 PM,069XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172502,1858938,2011,02/04/2016 06:33:39 AM,41.768364486,-87.643252524,"(41.768364486, -87.643252524)" +8018800,HT250028,04/14/2011 06:00:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141533,1898831,2011,02/04/2016 06:33:39 AM,41.878462761,-87.755787426,"(41.878462761, -87.755787426)" +8020323,HT201332,03/13/2011 01:08:50 PM,018XX S KOMENSKY AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1012,010,24,29,19,1149681,1890611,2011,02/04/2016 06:33:39 AM,41.855751758,-87.726082914,"(41.855751758, -87.726082914)" +8022335,HT253907,04/17/2011 11:45:00 AM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141838,1906432,2011,02/04/2016 06:33:39 AM,41.89931519,-87.754479243,"(41.89931519, -87.754479243)" +8022750,HT254504,04/17/2011 07:04:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174384,1862283,2011,02/04/2016 06:33:39 AM,41.777501903,-87.636254732,"(41.777501903, -87.636254732)" +8025719,HT256987,04/19/2011 04:00:00 PM,061XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179972,1864490,2011,02/04/2016 06:33:39 AM,41.783432002,-87.615701737,"(41.783432002, -87.615701737)" +8027351,HT258585,04/20/2011 05:15:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167674,1894186,2011,02/04/2016 06:33:39 AM,41.865193687,-87.659936964,"(41.865193687, -87.659936964)" +8031274,HT262890,04/23/2011 04:00:00 PM,093XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1167973,1842799,2011,02/04/2016 06:33:39 AM,41.724175323,-87.66031619,"(41.724175323, -87.66031619)" +8031660,HT263380,04/23/2011 10:53:00 PM,055XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165954,1867953,2011,02/04/2016 06:33:39 AM,41.793244454,-87.666998062,"(41.793244454, -87.666998062)" +8032512,HT264435,04/24/2011 08:00:00 PM,048XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1533,015,24,25,19,1144180,1897574,2011,02/04/2016 06:33:39 AM,41.874964108,-87.746099664,"(41.874964108, -87.746099664)" +8034170,HT265964,04/25/2011 07:30:00 PM,015XX W WASHBURNE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1231,012,2,28,19,1166050,1894466,2011,02/04/2016 06:33:39 AM,41.865996832,-87.6658907,"(41.865996832, -87.6658907)" +8035513,HT266958,04/26/2011 02:40:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144177,1899224,2011,02/04/2016 06:33:39 AM,41.879491967,-87.746069227,"(41.879491967, -87.746069227)" +8035636,HT267115,04/26/2011 04:10:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167401,1863415,2011,02/04/2016 06:33:39 AM,41.780760731,-87.661822015,"(41.780760731, -87.661822015)" +8037191,HT268675,04/27/2011 03:30:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141382,1899854,2011,02/04/2016 06:33:39 AM,41.881272789,-87.756316619,"(41.881272789, -87.756316619)" +8037545,HT269070,04/27/2011 06:53:00 PM,079XX S PERRY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0623,006,17,44,19,1176985,1852380,2011,02/04/2016 06:33:39 AM,41.750268705,-87.627017618,"(41.750268705, -87.627017618)" +8037736,HT269222,04/27/2011 08:32:00 PM,069XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0322,003,6,69,19,1177924,1859000,2011,02/04/2016 06:33:39 AM,41.768413526,-87.623376516,"(41.768413526, -87.623376516)" +8039943,HT271326,04/29/2011 10:30:00 AM,049XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143222,1903538,2011,02/04/2016 06:33:39 AM,41.891347981,-87.749468108,"(41.891347981, -87.749468108)" +8040335,HT271541,04/29/2011 12:40:00 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151969,1891573,2011,02/04/2016 06:33:39 AM,41.85834689,-87.717659458,"(41.85834689, -87.717659458)" +8040374,HT271678,04/29/2011 02:15:00 PM,002XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1139095,1898355,2011,02/04/2016 06:33:39 AM,41.877201225,-87.764750954,"(41.877201225, -87.764750954)" +8040489,HT271848,04/29/2011 03:40:00 PM,074XX S JEFFERY BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0333,003,8,43,19,1190832,1855940,2011,02/04/2016 06:33:39 AM,41.759714518,-87.576161848,"(41.759714518, -87.576161848)" +8041009,HT272498,04/29/2011 09:45:00 PM,009XX W CASTLEWOOD TER,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,48,3,19,1169150,1932692,2011,02/04/2016 06:33:39 AM,41.970824345,-87.653397834,"(41.970824345, -87.653397834)" +8041488,HT273170,04/30/2011 01:20:00 PM,057XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164337,1866589,2011,02/04/2016 06:33:39 AM,41.789535707,-87.672965876,"(41.789535707, -87.672965876)" +8041564,HT273277,04/30/2011 02:35:00 PM,102XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,9,73,19,1174110,1837014,2011,02/04/2016 06:33:39 AM,41.7081666,-87.638007731,"(41.7081666, -87.638007731)" +8041701,HT273473,04/30/2011 05:15:00 PM,055XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,29,25,19,1139306,1900198,2011,02/04/2016 06:33:39 AM,41.882254819,-87.763931315,"(41.882254819, -87.763931315)" +8041707,HT273534,04/30/2011 06:20:00 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150629,1903242,2011,02/04/2016 06:33:39 AM,41.890394198,-87.722273212,"(41.890394198, -87.722273212)" +8041799,HT273597,04/30/2011 06:30:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138197,1904314,2011,02/04/2016 06:33:39 AM,41.89356977,-87.76790404,"(41.89356977, -87.76790404)" +8042028,HT273975,04/30/2011 11:38:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1231,012,2,28,19,1167661,1894186,2011,02/04/2016 06:33:39 AM,41.865193967,-87.659984688,"(41.865193967, -87.659984688)" +8042710,HT274761,05/01/2011 03:02:00 PM,015XX N TALMAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1423,014,26,24,19,1158470,1910065,2011,02/04/2016 06:33:39 AM,41.908960252,-87.693290327,"(41.908960252, -87.693290327)" +8042912,HT275084,05/01/2011 07:15:00 PM,075XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,7,43,19,1192844,1855423,2011,02/04/2016 06:33:39 AM,41.758246996,-87.568804866,"(41.758246996, -87.568804866)" +8043163,HT275266,05/01/2011 09:55:00 PM,044XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146894,1898970,2011,02/04/2016 06:33:39 AM,41.878743511,-87.736099205,"(41.878743511, -87.736099205)" +8044451,HT276477,05/02/2011 05:35:00 PM,008XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,3,61,19,1171504,1871361,2011,02/04/2016 06:33:39 AM,41.802476525,-87.646546942,"(41.802476525, -87.646546942)" +8046233,HT278132,05/03/2011 05:37:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166876,1870607,2011,02/04/2016 06:33:39 AM,41.800507683,-87.663541346,"(41.800507683, -87.663541346)" +8046512,HT278472,05/03/2011 09:45:00 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178570,1838355,2011,02/04/2016 06:33:39 AM,41.711746499,-87.621634453,"(41.711746499, -87.621634453)" +8047469,HT279168,05/04/2011 12:15:00 PM,034XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153950,1889838,2011,02/04/2016 06:33:39 AM,41.85354664,-87.710434087,"(41.85354664, -87.710434087)" +8048135,HT279936,05/04/2011 08:14:00 PM,039XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150239,1899373,2011,02/04/2016 06:33:39 AM,41.879784857,-87.723806409,"(41.879784857, -87.723806409)" +8050161,HT281863,05/06/2011 12:05:00 AM,007XX N LONG AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1524,015,37,25,19,1140183,1904424,2011,02/04/2016 06:33:39 AM,41.893835477,-87.760607347,"(41.893835477, -87.760607347)" +8051289,HT282631,05/06/2011 01:37:00 PM,091XX S YATES BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,7,48,19,1193756,1844897,2011,02/04/2016 06:33:39 AM,41.729340475,-87.565806616,"(41.729340475, -87.565806616)" +8051830,HT283402,05/06/2011 08:00:00 PM,115XX S HALSTED ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,0524,005,34,53,19,1173048,1828494,2011,02/04/2016 06:33:39 AM,41.684809877,-87.642147208,"(41.684809877, -87.642147208)" +8052874,HT284720,05/07/2011 06:15:00 PM,015XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152295,1892101,2011,02/04/2016 06:33:39 AM,41.859789362,-87.716448898,"(41.859789362, -87.716448898)" +8052888,HT284801,05/07/2011 07:19:00 PM,056XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167300,1867338,2011,02/04/2016 06:33:39 AM,41.791528086,-87.662080016,"(41.791528086, -87.662080016)" +8053621,HT285616,05/08/2011 01:00:00 PM,003XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141650,1901743,2011,02/04/2016 06:33:39 AM,41.886451491,-87.755285802,"(41.886451491, -87.755285802)" +8053709,HT285742,05/08/2011 02:45:00 PM,010XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138161,1906459,2011,02/04/2016 06:33:39 AM,41.899456567,-87.767984346,"(41.899456567, -87.767984346)" +8054990,HT286859,05/09/2011 11:00:00 AM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151904,1894143,2011,02/04/2016 06:33:39 AM,41.865400546,-87.71783042,"(41.865400546, -87.71783042)" +8056035,HT287997,05/09/2011 09:59:00 PM,059XX W DIVISION ST,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,1511,015,29,25,19,1136352,1907377,2011,02/04/2016 06:33:39 AM,41.902008194,-87.774606935,"(41.902008194, -87.774606935)" +8057576,HT289438,05/10/2011 07:15:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862600,2011,02/04/2016 06:33:39 AM,41.778656405,-87.684846319,"(41.778656405, -87.684846319)" +8057918,HT289895,05/11/2011 02:40:00 AM,033XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1153942,1898488,2011,02/04/2016 06:33:39 AM,41.877283353,-87.710233012,"(41.877283353, -87.710233012)" +8058247,HS662518,12/15/2010 07:00:00 PM,006XX N ASHLAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1324,012,1,24,19,1165610,1904526,2010,02/04/2016 06:33:39 AM,41.893611655,-87.66721933,"(41.893611655, -87.66721933)" +8058764,HT290379,05/11/2011 11:50:00 AM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144177,1899224,2011,02/04/2016 06:33:39 AM,41.879491967,-87.746069227,"(41.879491967, -87.746069227)" +8059547,HT291195,05/11/2011 07:10:00 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161110,1863231,2011,02/04/2016 06:33:39 AM,41.780388308,-87.684891198,"(41.780388308, -87.684891198)" +8062501,HT293839,05/13/2011 11:30:00 AM,077XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1181908,1853761,2011,02/04/2016 06:33:39 AM,41.753946001,-87.60893507,"(41.753946001, -87.60893507)" +8063204,HT294734,05/13/2011 07:24:00 PM,049XX W RACE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143268,1903209,2011,02/04/2016 06:33:39 AM,41.890444308,-87.749307393,"(41.890444308, -87.749307393)" +8066950,HT299004,05/16/2011 04:20:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166913,1869266,2011,02/04/2016 06:33:39 AM,41.796827031,-87.663443981,"(41.796827031, -87.663443981)" +8067125,HT299350,05/16/2011 09:05:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1131,011,24,25,19,1144750,1897933,2011,02/04/2016 06:33:39 AM,41.875938528,-87.743997784,"(41.875938528, -87.743997784)" +8068479,HT300246,05/17/2011 02:25:00 PM,010XX N MASON AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1511,015,29,25,19,1136507,1906334,2011,02/04/2016 06:33:39 AM,41.8991433,-87.774062565,"(41.8991433, -87.774062565)" +8068806,HT300748,05/17/2011 06:35:00 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173216,1909285,2011,02/04/2016 06:33:39 AM,41.906505178,-87.639143895,"(41.906505178, -87.639143895)" +8069467,HT301432,05/18/2011 08:40:00 AM,029XX N MOBILE AVE,1680,GAMBLING,OTHER,ALLEY,true,false,2511,025,29,19,19,1133897,1918949,2011,02/04/2016 06:33:39 AM,41.933806685,-87.783352055,"(41.933806685, -87.783352055)" +8069765,HT301665,05/18/2011 11:38:00 AM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141317,1901704,2011,02/04/2016 06:33:39 AM,41.886350619,-87.756509639,"(41.886350619, -87.756509639)" +8070101,HT302067,05/18/2011 04:00:00 PM,066XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164828,1860650,2011,02/04/2016 06:33:39 AM,41.773227958,-87.671333178,"(41.773227958, -87.671333178)" +8070539,HT302565,05/18/2011 09:24:00 PM,053XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140784,1899143,2011,02/04/2016 06:33:39 AM,41.879332727,-87.758529961,"(41.879332727, -87.758529961)" +8070542,HT302533,05/18/2011 09:05:00 PM,037XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151148,1903066,2011,02/04/2016 06:33:39 AM,41.889901077,-87.720371803,"(41.889901077, -87.720371803)" +8071838,HT303459,05/19/2011 02:20:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170383,1863450,2011,02/04/2016 06:33:39 AM,41.780792352,-87.650888428,"(41.780792352, -87.650888428)" +8071865,HT303562,05/19/2011 03:15:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1011,010,24,29,19,1151284,1894209,2011,02/04/2016 06:33:39 AM,41.865593833,-87.72010475,"(41.865593833, -87.72010475)" +8071884,HT303561,05/19/2011 02:36:00 PM,089XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,73,19,1170222,1845470,2011,02/04/2016 06:33:39 AM,41.731456387,-87.652000732,"(41.731456387, -87.652000732)" +8072241,HT304105,05/19/2011 07:30:00 PM,006XX E 78TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,6,69,19,1181999,1853435,2011,02/04/2016 06:33:39 AM,41.753049319,-87.608611652,"(41.753049319, -87.608611652)" +8073126,HT304794,05/20/2011 08:40:00 AM,013XX W 95TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2213,022,21,73,19,1169194,1841762,2011,02/04/2016 06:33:39 AM,41.721303358,-87.655873595,"(41.721303358, -87.655873595)" +8073185,HT305032,05/20/2011 11:45:00 AM,041XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148785,1901132,2011,02/04/2016 06:33:39 AM,41.884639962,-87.729099869,"(41.884639962, -87.729099869)" +8073307,HT305074,05/20/2011 12:10:00 PM,063XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159800,1862450,2011,02/04/2016 06:33:39 AM,41.778272142,-87.689715339,"(41.778272142, -87.689715339)" +8073863,HT305914,05/20/2011 07:50:00 PM,001XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142015,1900761,2011,02/04/2016 06:33:39 AM,41.883750008,-87.753969761,"(41.883750008, -87.753969761)" +8073912,HT305929,05/20/2011 08:20:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167661,1894186,2011,02/04/2016 06:33:39 AM,41.865193967,-87.659984688,"(41.865193967, -87.659984688)" +8074543,HT306804,05/21/2011 11:30:00 AM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143345,1905860,2011,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +8074675,HT306958,05/21/2011 12:50:00 PM,062XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167071,1863379,2011,02/04/2016 06:33:39 AM,41.780669008,-87.663032888,"(41.780669008, -87.663032888)" +8075012,HT307554,05/21/2011 08:00:00 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156332,1899869,2011,02/04/2016 06:33:39 AM,41.881025006,-87.701420232,"(41.881025006, -87.701420232)" +8076186,HT309097,05/22/2011 08:03:00 PM,067XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1162227,1859932,2011,02/04/2016 06:33:39 AM,41.771312211,-87.680887828,"(41.771312211, -87.680887828)" +8077360,HT310258,05/23/2011 01:19:00 PM,020XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163870,1859556,2011,02/04/2016 06:33:39 AM,41.770246055,-87.674875692,"(41.770246055, -87.674875692)" +8078045,HT311188,05/23/2011 09:10:00 PM,057XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1166987,1866719,2011,02/04/2016 06:33:39 AM,41.789836176,-87.663245417,"(41.789836176, -87.663245417)" +8078151,HT311296,05/23/2011 10:50:00 PM,076XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164973,1950510,2011,02/04/2016 06:33:39 AM,42.01980733,-87.668248096,"(42.01980733, -87.668248096)" +8079802,HT312898,05/24/2011 07:30:00 PM,056XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165638,1867392,2011,02/04/2016 06:33:39 AM,41.791711717,-87.668172722,"(41.791711717, -87.668172722)" +8079824,HT312889,05/24/2011 07:10:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150296,1903222,2011,02/04/2016 06:33:39 AM,41.890345817,-87.723496676,"(41.890345817, -87.723496676)" +8080794,HT253074,04/16/2011 05:30:00 PM,051XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,2031,020,40,4,19,1159422,1934207,2011,02/04/2016 06:33:39 AM,41.975187862,-87.689126615,"(41.975187862, -87.689126615)" +8080975,HT313812,05/25/2011 01:15:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143352,1905861,2011,02/04/2016 06:33:39 AM,41.897720134,-87.748932564,"(41.897720134, -87.748932564)" +8081148,HT313866,05/25/2011 01:30:00 PM,037XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151153,1903066,2011,02/04/2016 06:33:39 AM,41.889900979,-87.720353441,"(41.889900979, -87.720353441)" +8081641,HT314498,05/25/2011 07:00:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146842,1897321,2011,02/04/2016 06:33:39 AM,41.874219453,-87.736332256,"(41.874219453, -87.736332256)" +8082165,HT298522,05/16/2011 12:50:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1112,011,27,23,19,1151710,1907749,2011,02/04/2016 06:33:39 AM,41.902740661,-87.718184568,"(41.902740661, -87.718184568)" +8083261,HT316145,05/26/2011 07:05:00 PM,012XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154229,1894153,2011,02/04/2016 06:33:39 AM,41.865381927,-87.709294938,"(41.865381927, -87.709294938)" +8085789,HT318909,05/28/2011 02:40:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167732,1894517,2011,02/04/2016 06:33:39 AM,41.86610073,-87.659714511,"(41.86610073, -87.659714511)" +8086031,HT319269,05/28/2011 06:31:00 PM,003XX W 75TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,17,69,19,1175123,1855215,2011,02/04/2016 06:33:39 AM,41.758090031,-87.633756319,"(41.758090031, -87.633756319)" +8086172,HT319408,05/28/2011 09:20:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174383,1862311,2011,02/04/2016 06:33:39 AM,41.777578761,-87.636257566,"(41.777578761, -87.636257566)" +8087209,HT320705,05/29/2011 09:30:00 PM,016XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166684,1860948,2011,02/04/2016 06:33:39 AM,41.774006303,-87.664521019,"(41.774006303, -87.664521019)" +8087212,HT320628,05/29/2011 08:35:00 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152365,1894799,2011,02/04/2016 06:33:39 AM,41.867191602,-87.716120745,"(41.867191602, -87.716120745)" +8087392,HT320919,05/30/2011 01:45:00 AM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153543,1905875,2011,02/04/2016 06:33:39 AM,41.897561962,-87.711501488,"(41.897561962, -87.711501488)" +8087663,HT321101,05/30/2011 08:10:00 AM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149512,1899355,2011,02/04/2016 06:33:39 AM,41.8797496,-87.726476343,"(41.8797496, -87.726476343)" +8087803,HT321365,05/30/2011 12:39:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0725,007,15,67,19,1165795,1861275,2011,02/04/2016 06:33:39 AM,41.774922559,-87.667770648,"(41.774922559, -87.667770648)" +8088386,HT322213,05/30/2011 11:10:00 PM,003XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,3,40,19,1179229,1868495,2011,02/04/2016 06:33:39 AM,41.794439088,-87.618303686,"(41.794439088, -87.618303686)" +8089718,HT323366,05/31/2011 03:20:00 PM,011XX W 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1170219,1851755,2011,02/04/2016 06:33:39 AM,41.748703363,-87.651829389,"(41.748703363, -87.651829389)" +8089783,HT323574,05/31/2011 04:50:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167640,1894185,2011,02/04/2016 06:33:39 AM,41.865191675,-87.660061808,"(41.865191675, -87.660061808)" +8089985,HT323848,05/31/2011 07:30:00 PM,058XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137224,1905738,2011,02/04/2016 06:33:39 AM,41.897494945,-87.771443338,"(41.897494945, -87.771443338)" +8091301,HT325227,06/01/2011 03:40:00 PM,071XX S WESTERN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0832,008,18,66,19,1161608,1857318,2011,02/04/2016 06:33:39 AM,41.764151886,-87.683229302,"(41.764151886, -87.683229302)" +8091542,HT325637,06/01/2011 07:14:00 PM,045XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146228,1900113,2011,02/04/2016 06:33:39 AM,41.881892729,-87.738515564,"(41.881892729, -87.738515564)" +8091559,HT325608,06/01/2011 07:10:00 PM,011XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139302,1906990,2011,02/04/2016 06:33:39 AM,41.900892985,-87.763780453,"(41.900892985, -87.763780453)" +8091623,HT325648,06/01/2011 07:30:00 PM,002XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139915,1898595,2011,02/04/2016 06:33:39 AM,41.87784487,-87.761734235,"(41.87784487, -87.761734235)" +8091717,HT325750,06/01/2011 07:50:00 PM,031XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155415,1893870,2011,02/04/2016 06:33:39 AM,41.864581605,-87.704948671,"(41.864581605, -87.704948671)" +8091834,HT325903,06/01/2011 10:00:00 PM,052XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166230,1869981,2011,02/04/2016 06:33:39 AM,41.798803654,-87.66592826,"(41.798803654, -87.66592826)" +8092010,HT326090,06/02/2011 12:40:00 AM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180323,1863748,2011,02/04/2016 06:33:39 AM,41.781387836,-87.614437607,"(41.781387836, -87.614437607)" +8092857,HT318476,05/28/2011 08:35:00 AM,119XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,9,53,19,1178062,1825789,2011,02/04/2016 06:33:39 AM,41.677275095,-87.62387392,"(41.677275095, -87.62387392)" +8093047,HT326795,06/02/2011 01:00:00 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142938,1903037,2011,02/04/2016 06:33:39 AM,41.889978476,-87.750523615,"(41.889978476, -87.750523615)" +8093335,HT327145,06/02/2011 04:40:00 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142606,1902984,2011,02/04/2016 06:33:39 AM,41.889839219,-87.751744202,"(41.889839219, -87.751744202)" +8093342,HT327154,06/02/2011 04:30:00 PM,007XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1134,011,24,27,19,1155154,1896408,2011,02/04/2016 06:33:39 AM,41.871551386,-87.7058387,"(41.871551386, -87.7058387)" +8093626,HT327546,06/02/2011 08:05:00 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868604,2011,02/04/2016 06:33:39 AM,41.795031239,-87.667041898,"(41.795031239, -87.667041898)" +8094734,HT328522,06/03/2011 12:20:00 PM,041XX W 19TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149093,1890326,2011,02/04/2016 06:33:39 AM,41.854981074,-87.728248551,"(41.854981074, -87.728248551)" +8094841,HT328623,06/03/2011 02:15:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869279,2011,02/04/2016 06:33:39 AM,41.796862726,-87.663447277,"(41.796862726, -87.663447277)" +8095185,HT329142,06/03/2011 05:57:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168606,1867939,2011,02/04/2016 06:33:39 AM,41.793149218,-87.65727384,"(41.793149218, -87.65727384)" +8095237,HT329234,06/03/2011 07:30:00 PM,060XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0313,003,20,42,19,1181605,1865042,2011,02/04/2016 06:33:39 AM,41.784909185,-87.609697627,"(41.784909185, -87.609697627)" +8095456,HT329496,06/03/2011 10:00:00 PM,094XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176944,1842263,2011,02/04/2016 06:33:39 AM,41.722507306,-87.627471919,"(41.722507306, -87.627471919)" +8095740,HT329923,06/04/2011 06:48:00 AM,044XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146714,1900124,2011,02/04/2016 06:33:39 AM,41.881913657,-87.73673068,"(41.881913657, -87.73673068)" +8096020,HT330337,06/04/2011 12:50:00 PM,053XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169558,1869411,2011,02/04/2016 06:33:39 AM,41.797167956,-87.653740287,"(41.797167956, -87.653740287)" +8096039,HT330320,06/04/2011 12:59:00 PM,008XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,6,68,19,1172003,1857114,2011,02/04/2016 06:33:39 AM,41.763370178,-87.645135089,"(41.763370178, -87.645135089)" +8096531,HT330927,06/04/2011 08:04:00 PM,078XX S EUCLID AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0414,004,8,43,19,1190564,1853339,2011,02/04/2016 06:33:39 AM,41.75258362,-87.577227829,"(41.75258362, -87.577227829)" +8096532,HT330983,06/04/2011 08:45:00 PM,045XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146216,1900113,2011,02/04/2016 06:33:39 AM,41.881892957,-87.738559628,"(41.881892957, -87.738559628)" +8096550,HT331045,06/04/2011 09:35:00 PM,058XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137301,1904407,2011,02/04/2016 06:33:39 AM,41.893841129,-87.771192552,"(41.893841129, -87.771192552)" +8096639,HT331176,06/04/2011 11:18:00 PM,073XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0835,008,18,66,19,1162006,1855978,2011,02/04/2016 06:33:39 AM,41.760466469,-87.681807728,"(41.760466469, -87.681807728)" +8097260,HT331883,06/05/2011 01:14:00 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174196,1857567,2011,02/04/2016 06:33:39 AM,41.764564837,-87.637083898,"(41.764564837, -87.637083898)" +8097564,HT332409,06/05/2011 07:55:00 PM,030XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2112,001,2,35,19,1179306,1885032,2011,02/04/2016 06:33:39 AM,41.839816207,-87.617516172,"(41.839816207, -87.617516172)" +8099527,HT334318,06/06/2011 10:15:00 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144352,1898239,2011,02/04/2016 06:33:39 AM,41.876785719,-87.74545142,"(41.876785719, -87.74545142)" +8100206,HT320550,05/29/2011 07:08:45 PM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148167,1907464,2011,02/04/2016 06:33:39 AM,41.90202757,-87.731206096,"(41.90202757, -87.731206096)" +8100248,HT327142,06/02/2011 04:52:42 PM,065XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2011,02/04/2016 06:33:39 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +8100287,HT334841,06/07/2011 10:10:00 AM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143360,1905530,2011,02/04/2016 06:33:39 AM,41.896811683,-87.748911462,"(41.896811683, -87.748911462)" +8101047,HT335672,06/07/2011 05:35:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1166858,1871270,2011,02/04/2016 06:33:39 AM,41.802327417,-87.663588413,"(41.802327417, -87.663588413)" +8101280,HT335724,06/07/2011 06:07:00 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142724,1904178,2011,02/04/2016 06:33:39 AM,41.893113501,-87.751281104,"(41.893113501, -87.751281104)" +8101293,HT335746,06/07/2011 06:10:00 PM,090XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196959,1845593,2011,02/04/2016 06:33:39 AM,41.731171384,-87.554050357,"(41.731171384, -87.554050357)" +8103180,HT337754,06/08/2011 08:44:00 PM,014XX W 114TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1168390,1828804,2011,02/04/2016 06:33:39 AM,41.685761857,-87.659190032,"(41.685761857, -87.659190032)" +8104062,HT297432,05/15/2011 05:40:00 PM,038XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150447,1904395,2011,02/04/2016 06:33:39 AM,41.893561704,-87.722911483,"(41.893561704, -87.722911483)" +8106070,HT340569,06/10/2011 03:32:00 PM,072XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161991,1856562,2011,02/04/2016 06:33:39 AM,41.762069361,-87.681846493,"(41.762069361, -87.681846493)" +8107357,HT342205,06/11/2011 02:10:00 PM,039XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1150179,1898065,2011,02/04/2016 06:33:39 AM,41.876196728,-87.724060818,"(41.876196728, -87.724060818)" +8107502,HT342532,06/11/2011 06:25:00 PM,009XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138184,1905748,2011,02/04/2016 06:33:39 AM,41.897505079,-87.767917077,"(41.897505079, -87.767917077)" +8107506,HT342483,06/11/2011 06:00:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142540,1910501,2011,02/04/2016 06:33:39 AM,41.910467956,-87.751799458,"(41.910467956, -87.751799458)" +8107532,HT342446,06/11/2011 05:10:00 PM,050XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142574,1907522,2011,02/04/2016 06:33:39 AM,41.902292615,-87.751748752,"(41.902292615, -87.751748752)" +8107564,HT342573,06/11/2011 06:37:00 PM,024XX W 55TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0824,008,16,63,19,1161127,1868139,2011,02/04/2016 06:33:39 AM,41.793856167,-87.684693126,"(41.793856167, -87.684693126)" +8107625,HT342626,06/11/2011 07:35:00 PM,064XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161147,1861903,2011,02/04/2016 06:33:39 AM,41.776743327,-87.684792268,"(41.776743327, -87.684792268)" +8107652,HT342605,06/11/2011 07:04:00 PM,040XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149489,1900184,2011,02/04/2016 06:33:39 AM,41.882024915,-87.726539274,"(41.882024915, -87.726539274)" +8108684,HT343934,06/12/2011 06:37:00 PM,065XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0831,008,15,66,19,1157506,1861220,2011,02/04/2016 06:33:39 AM,41.774943649,-87.698158623,"(41.774943649, -87.698158623)" +8108722,HT343971,06/12/2011 07:00:00 PM,021XX W 70TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163505,1857892,2011,02/04/2016 06:33:39 AM,41.765687469,-87.676260234,"(41.765687469, -87.676260234)" +8108725,HT344008,06/12/2011 07:35:00 PM,037XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1133,011,24,29,19,1151720,1894784,2011,02/04/2016 06:33:39 AM,41.867163142,-87.718489043,"(41.867163142, -87.718489043)" +8108775,HT344022,06/12/2011 07:59:00 PM,061XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164738,1864050,2011,02/04/2016 06:33:39 AM,41.782559906,-87.671567184,"(41.782559906, -87.671567184)" +8108782,HT343952,06/12/2011 06:07:00 PM,079XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0422,004,7,46,19,1194234,1852837,2011,02/04/2016 06:33:39 AM,41.7511168,-87.563795519,"(41.7511168, -87.563795519)" +8109847,HT337630,06/08/2011 07:45:00 PM,031XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1724,017,33,16,19,1154535,1926422,2011,02/04/2016 06:33:39 AM,41.953924785,-87.707307,"(41.953924785, -87.707307)" +8110385,HT345671,06/13/2011 07:30:00 PM,010XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138167,1906283,2011,02/04/2016 06:33:39 AM,41.898973493,-87.767966568,"(41.898973493, -87.767966568)" +8110561,HT345822,06/13/2011 09:25:00 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139456,1897791,2011,02/04/2016 06:33:39 AM,41.875646965,-87.763439196,"(41.875646965, -87.763439196)" +8110570,HT345689,06/13/2011 06:52:00 PM,098XX S THROOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2213,022,21,73,19,1169387,1839692,2011,02/04/2016 06:33:39 AM,41.715618796,-87.655226392,"(41.715618796, -87.655226392)" +8110620,HT345794,06/13/2011 08:32:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179989,1863814,2011,02/04/2016 06:33:39 AM,41.781576603,-87.615660095,"(41.781576603, -87.615660095)" +8112102,HT346956,06/14/2011 03:05:00 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153268,1903959,2011,02/04/2016 06:33:39 AM,41.892309737,-87.712562452,"(41.892309737, -87.712562452)" +8112306,HT347349,06/14/2011 06:45:00 PM,015XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1014,010,24,29,19,1152295,1892115,2011,02/04/2016 06:33:39 AM,41.85982778,-87.716448529,"(41.85982778, -87.716448529)" +8112361,HT347445,06/14/2011 07:40:00 PM,042XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0214,002,3,38,19,1178303,1876989,2011,02/04/2016 06:33:39 AM,41.817768466,-87.621441283,"(41.817768466, -87.621441283)" +8112447,HT347475,06/14/2011 07:50:00 PM,033XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1422,014,26,23,19,1153735,1909767,2011,02/04/2016 06:33:39 AM,41.90823815,-87.710692537,"(41.90823815, -87.710692537)" +8113755,HT348550,06/15/2011 01:50:00 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,16,61,19,1169507,1871353,2011,02/04/2016 06:33:39 AM,41.802498126,-87.653871017,"(41.802498126, -87.653871017)" +8114205,HT349149,06/15/2011 07:00:00 PM,055XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1166954,1867959,2011,02/04/2016 06:33:39 AM,41.793239591,-87.663330985,"(41.793239591, -87.663330985)" +8115937,HT350690,06/16/2011 05:45:00 PM,003XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154439,1898027,2011,02/04/2016 06:33:39 AM,41.876008406,-87.708420482,"(41.876008406, -87.708420482)" +8116306,HT351188,06/16/2011 11:13:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146972,1897324,2011,02/04/2016 06:33:39 AM,41.874225203,-87.735854874,"(41.874225203, -87.735854874)" +8116442,HT351347,06/17/2011 02:27:00 AM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139479,1900525,2011,02/04/2016 06:33:39 AM,41.883148997,-87.763288073,"(41.883148997, -87.763288073)" +8117667,HT352143,06/17/2011 02:37:00 PM,057XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1166989,1866650,2011,02/04/2016 06:33:39 AM,41.789646789,-87.663240056,"(41.789646789, -87.663240056)" +8118028,HT352647,06/17/2011 07:15:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194221,1853440,2011,02/04/2016 06:33:39 AM,41.752771799,-87.563823394,"(41.752771799, -87.563823394)" +8118049,HT352712,06/17/2011 08:24:00 PM,068XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160222,1859105,2011,02/04/2016 06:33:39 AM,41.769084308,-87.688260239,"(41.769084308, -87.688260239)" +8118070,HT352657,06/17/2011 07:24:00 PM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0331,003,5,42,19,1187938,1864159,2011,02/04/2016 06:33:39 AM,41.782337559,-87.586506596,"(41.782337559, -87.586506596)" +8118088,HT352760,06/17/2011 08:41:00 PM,010XX N KEDVALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148524,1906704,2011,02/04/2016 06:33:39 AM,41.899935168,-87.72991441,"(41.899935168, -87.72991441)" +8118126,HT352858,06/17/2011 09:48:00 PM,040XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178705,1878338,2011,02/04/2016 06:33:39 AM,41.821461084,-87.619925551,"(41.821461084, -87.619925551)" +8118249,HT352896,06/17/2011 10:27:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0723,007,16,68,19,1171764,1861400,2011,02/04/2016 06:33:39 AM,41.775136725,-87.64588551,"(41.775136725, -87.64588551)" +8118368,HT353164,06/18/2011 02:59:00 AM,013XX W 98TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2213,022,21,73,19,1169184,1839457,2011,02/04/2016 06:33:39 AM,41.714978305,-87.655976647,"(41.714978305, -87.655976647)" +8118798,HT353626,06/18/2011 12:20:00 PM,062XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160444,1863171,2011,02/04/2016 06:33:39 AM,41.780237416,-87.687334533,"(41.780237416, -87.687334533)" +8118951,HT353972,06/18/2011 03:50:00 PM,077XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1182233,1853942,2011,02/04/2016 06:33:39 AM,41.754435169,-87.607738473,"(41.754435169, -87.607738473)" +8119289,HT354344,06/18/2011 08:15:00 PM,008XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153561,1905294,2011,02/04/2016 06:33:39 AM,41.895967285,-87.711450843,"(41.895967285, -87.711450843)" +8119997,HT355422,06/19/2011 03:39:00 PM,070XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164574,1857898,2011,02/04/2016 06:33:39 AM,41.765681458,-87.672341814,"(41.765681458, -87.672341814)" +8120007,HT355451,06/19/2011 03:45:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141415,1897178,2011,02/04/2016 06:33:39 AM,41.873928895,-87.756261511,"(41.873928895, -87.756261511)" +8122313,HT357606,06/20/2011 08:30:00 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,16,61,19,1169508,1871306,2011,02/04/2016 06:33:39 AM,41.802369131,-87.653868712,"(41.802369131, -87.653868712)" +8125683,HT360270,06/22/2011 01:04:00 PM,070XX S YALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1175843,1858266,2011,02/04/2016 06:33:39 AM,41.766446231,-87.631026315,"(41.766446231, -87.631026315)" +8126727,HT359453,06/21/2011 09:30:00 PM,057XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,63,19,1161020,1866441,2011,02/04/2016 06:33:39 AM,41.789198845,-87.685132436,"(41.789198845, -87.685132436)" +8127605,HT361859,06/23/2011 12:15:00 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149178,1907288,2011,02/04/2016 06:33:39 AM,41.901525076,-87.727497088,"(41.901525076, -87.727497088)" +8128119,HT362507,06/23/2011 06:10:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141380,1899910,2011,02/04/2016 06:33:39 AM,41.881426497,-87.756322581,"(41.881426497, -87.756322581)" +8128293,HT362708,06/23/2011 10:10:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194220,1853467,2011,02/04/2016 06:33:39 AM,41.752845913,-87.563826173,"(41.752845913, -87.563826173)" +8129723,HT363553,06/24/2011 01:15:00 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143516,1905948,2011,02/04/2016 06:33:39 AM,41.897955805,-87.748328024,"(41.897955805, -87.748328024)" +8130140,HT364046,06/24/2011 06:28:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139931,1900440,2011,02/04/2016 06:33:39 AM,41.882907496,-87.761630358,"(41.882907496, -87.761630358)" +8130156,HT364089,06/24/2011 07:10:00 PM,037XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151198,1903738,2011,02/04/2016 06:33:39 AM,41.891744135,-87.720170545,"(41.891744135, -87.720170545)" +8130347,HT364355,06/24/2011 10:00:00 PM,074XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1180864,1855778,2011,02/04/2016 06:33:39 AM,41.759504924,-87.612699024,"(41.759504924, -87.612699024)" +8130388,HT364362,06/24/2011 10:39:00 PM,049XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143278,1907868,2011,02/04/2016 06:33:39 AM,41.903228952,-87.749154165,"(41.903228952, -87.749154165)" +8130954,HT365162,06/25/2011 01:15:00 PM,034XX W OHIO ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1121,011,27,23,19,1153380,1903787,2011,02/04/2016 06:33:39 AM,41.891835528,-87.712155694,"(41.891835528, -87.712155694)" +8131046,HT365266,06/25/2011 02:57:00 PM,066XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182034,1861117,2011,02/04/2016 06:33:39 AM,41.774128699,-87.608246091,"(41.774128699, -87.608246091)" +8131251,HT365636,06/25/2011 06:28:00 PM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,2,27,19,1156930,1897228,2011,02/04/2016 06:33:39 AM,41.873765737,-87.699296047,"(41.873765737, -87.699296047)" +8131404,HT365810,06/25/2011 08:06:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869286,2011,02/04/2016 06:33:39 AM,41.796881935,-87.663447077,"(41.796881935, -87.663447077)" +8132185,HT366693,06/26/2011 12:50:00 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152203,1896452,2011,02/04/2016 06:33:39 AM,41.871730813,-87.71667188,"(41.871730813, -87.71667188)" +8132624,HT367314,06/26/2011 08:48:00 PM,009XX N MENARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137516,1905893,2011,02/04/2016 06:33:39 AM,41.897915032,-87.770367105,"(41.897915032, -87.770367105)" +8132679,HT367238,06/26/2011 07:15:00 PM,115XX S RACINE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0524,005,34,53,19,1170401,1828183,2011,02/04/2016 06:33:39 AM,41.684014311,-87.651846169,"(41.684014311, -87.651846169)" +8132715,HT367433,06/26/2011 08:49:00 PM,060XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180309,1865101,2011,02/04/2016 06:33:39 AM,41.785100919,-87.614447461,"(41.785100919, -87.614447461)" +8132854,HT367665,06/27/2011 01:37:00 AM,031XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155535,1892681,2011,02/04/2016 06:33:39 AM,41.861316449,-87.704540119,"(41.861316449, -87.704540119)" +8134180,HT368315,06/27/2011 01:35:00 PM,072XX S ABERDEEN ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0733,007,17,68,19,1170234,1856865,2011,02/04/2016 06:33:39 AM,41.762725546,-87.651626049,"(41.762725546, -87.651626049)" +8134458,HT368775,06/27/2011 05:00:00 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139778,1904425,2011,02/04/2016 06:33:39 AM,41.89384563,-87.762094775,"(41.89384563, -87.762094775)" +8134612,HT368948,06/27/2011 06:05:00 PM,043XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0222,002,3,38,19,1179580,1876374,2011,02/04/2016 06:33:39 AM,41.816051729,-87.616775716,"(41.816051729, -87.616775716)" +8134682,HT369072,06/27/2011 07:57:00 PM,053XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2131,002,5,41,19,1182814,1869826,2011,02/04/2016 06:33:39 AM,41.798008887,-87.605116394,"(41.798008887, -87.605116394)" +8136336,HT370251,06/28/2011 03:35:00 PM,041XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148770,1898688,2011,02/04/2016 06:33:39 AM,41.877933642,-87.729218127,"(41.877933642, -87.729218127)" +8136531,HT370514,06/28/2011 05:41:00 PM,083XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0423,004,7,46,19,1194952,1850202,2011,02/04/2016 06:33:39 AM,41.743868497,-87.561251105,"(41.743868497, -87.561251105)" +8136703,HT370744,06/28/2011 07:50:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140794,1907935,2011,02/04/2016 06:33:39 AM,41.903458863,-87.758276883,"(41.903458863, -87.758276883)" +8136831,HT370903,06/28/2011 10:20:00 PM,003XX W 51ST PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,37,19,1175075,1870813,2011,02/04/2016 06:33:39 AM,41.800893715,-87.63346698,"(41.800893715, -87.63346698)" +8138002,HT371818,06/29/2011 01:30:00 PM,061XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159764,1863750,2011,02/04/2016 06:33:39 AM,41.781840264,-87.689811652,"(41.781840264, -87.689811652)" +8138394,HT372460,06/29/2011 08:05:00 PM,070XX S JUSTINE ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0734,007,17,67,19,1167223,1857999,2011,02/04/2016 06:33:39 AM,41.765902343,-87.66262945,"(41.765902343, -87.66262945)" +8138492,HT372488,06/29/2011 08:14:00 PM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194834,1855484,2011,02/04/2016 06:33:39 AM,41.758365623,-87.561509844,"(41.758365623, -87.561509844)" +8139896,HT373618,06/30/2011 02:22:00 PM,081XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196580,1851550,2011,02/04/2016 06:33:39 AM,41.747527275,-87.555241437,"(41.747527275, -87.555241437)" +8140241,HT374074,06/30/2011 06:40:00 PM,002XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1114,011,28,26,19,1149029,1900838,2011,02/04/2016 06:33:39 AM,41.883828476,-87.728211472,"(41.883828476, -87.728211472)" +8141807,HT375717,07/01/2011 07:20:00 PM,061XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0314,003,20,42,19,1185698,1864503,2011,02/04/2016 06:33:39 AM,41.783334618,-87.594708112,"(41.783334618, -87.594708112)" +8141816,HT375726,07/01/2011 07:51:00 PM,064XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0725,007,15,67,19,1165776,1861978,2011,02/04/2016 06:33:39 AM,41.776852087,-87.667820356,"(41.776852087, -87.667820356)" +8141852,HT375749,07/01/2011 07:20:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153910,1904755,2011,02/04/2016 06:33:39 AM,41.894481268,-87.710183411,"(41.894481268, -87.710183411)" +8141926,HT375853,07/01/2011 09:11:00 PM,014XX W 57TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167759,1866947,2011,02/04/2016 06:33:39 AM,41.790445289,-87.660408174,"(41.790445289, -87.660408174)" +8141933,HT375750,07/01/2011 07:30:00 PM,065XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1183017,1861896,2011,02/04/2016 06:33:39 AM,41.776243548,-87.60461844,"(41.776243548, -87.60461844)" +8142615,HT376671,07/02/2011 11:05:00 AM,049XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,24,25,19,1143605,1897560,2011,02/04/2016 06:33:39 AM,41.874936466,-87.748211202,"(41.874936466, -87.748211202)" +8142647,HT376782,07/02/2011 11:45:00 AM,059XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136651,1905391,2011,02/04/2016 06:33:39 AM,41.896553012,-87.773556247,"(41.896553012, -87.773556247)" +8143083,HT377344,07/02/2011 07:14:00 PM,034XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153353,1905122,2011,02/04/2016 06:33:39 AM,41.895499435,-87.712219361,"(41.895499435, -87.712219361)" +8143231,HT377466,07/02/2011 08:44:00 PM,051XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165219,1870512,2011,02/04/2016 06:33:39 AM,41.800282262,-87.66962079,"(41.800282262, -87.66962079)" +8143283,HT377604,07/02/2011 10:55:00 PM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140338,1898802,2011,02/04/2016 06:33:39 AM,41.878405164,-87.760175985,"(41.878405164, -87.760175985)" +8143724,HT378088,07/03/2011 09:04:00 AM,002XX E 55TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1178713,1868273,2011,02/04/2016 06:33:39 AM,41.793841661,-87.62020258,"(41.793841661, -87.62020258)" +8144184,HT378720,07/03/2011 06:15:00 PM,012XX E 82ND ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0411,004,8,45,19,1185804,1850866,2011,02/04/2016 06:33:39 AM,41.745910928,-87.594748793,"(41.745910928, -87.594748793)" +8144278,HT378788,07/03/2011 08:25:00 PM,057XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1179902,1867111,2011,02/04/2016 06:33:39 AM,41.790625877,-87.615878191,"(41.790625877, -87.615878191)" +8144959,HT379663,07/04/2011 11:58:00 AM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150328,1894751,2011,02/04/2016 06:33:39 AM,41.86709983,-87.723600169,"(41.86709983, -87.723600169)" +8145049,HT379702,07/04/2011 02:05:00 PM,038XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179157,1879528,2011,02/04/2016 06:33:39 AM,41.824716227,-87.618231064,"(41.824716227, -87.618231064)" +8145124,HT379877,07/04/2011 04:40:00 PM,066XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181375,1861123,2011,02/04/2016 06:33:39 AM,41.774160384,-87.610661651,"(41.774160384, -87.610661651)" +8145304,HT380128,07/04/2011 08:22:00 PM,042XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0214,002,3,38,19,1177864,1876890,2011,02/04/2016 06:33:39 AM,41.817506771,-87.623054656,"(41.817506771, -87.623054656)" +8145337,HT380082,07/04/2011 07:20:00 PM,015XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154949,1892182,2011,02/04/2016 06:33:39 AM,41.859958895,-87.70670459,"(41.859958895, -87.70670459)" +8146782,HT381528,07/05/2011 02:31:00 PM,076XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,69,19,1174285,1854271,2011,02/04/2016 06:33:39 AM,41.755518239,-87.6368555,"(41.755518239, -87.6368555)" +8147090,HT382126,07/05/2011 08:33:00 PM,057XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0715,007,15,67,19,1164337,1866596,2011,02/04/2016 06:33:39 AM,41.789554916,-87.672965679,"(41.789554916, -87.672965679)" +8148308,HT383043,07/06/2011 12:50:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,OTHER,true,false,1522,015,29,25,19,1141408,1897177,2011,02/04/2016 06:33:39 AM,41.87392628,-87.756287237,"(41.87392628, -87.756287237)" +8148615,HT383179,07/06/2011 01:49:00 PM,038XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150726,1899385,2011,02/04/2016 06:33:39 AM,41.879808281,-87.722017885,"(41.879808281, -87.722017885)" +8148882,HT383708,07/06/2011 06:30:00 PM,014XX N TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1423,014,26,24,19,1158483,1909476,2011,02/04/2016 06:33:39 AM,41.907343722,-87.693258717,"(41.907343722, -87.693258717)" +8148893,HT383718,07/06/2011 06:38:00 PM,052XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141174,1901435,2011,02/04/2016 06:33:39 AM,41.885615086,-87.75704141,"(41.885615086, -87.75704141)" +8149003,HT383835,07/06/2011 07:30:00 PM,007XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150921,1904743,2011,02/04/2016 06:33:39 AM,41.894507385,-87.721161514,"(41.894507385, -87.721161514)" +8149147,HT383912,07/06/2011 09:00:00 PM,003XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,3,40,19,1179194,1868494,2011,02/04/2016 06:33:39 AM,41.794437143,-87.61843206,"(41.794437143, -87.61843206)" +8149176,HT384033,07/06/2011 10:49:00 PM,059XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170993,1865372,2011,02/04/2016 06:33:39 AM,41.786053236,-87.648595941,"(41.786053236, -87.648595941)" +8150768,HT385141,07/07/2011 04:00:00 PM,007XX E 45TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1182055,1875340,2011,02/04/2016 06:33:39 AM,41.813157361,-87.607729036,"(41.813157361, -87.607729036)" +8150779,HT385112,07/07/2011 04:00:00 PM,065XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1170771,1861387,2011,02/04/2016 06:33:39 AM,41.775122776,-87.64952609,"(41.775122776, -87.64952609)" +8150951,HT385346,07/07/2011 05:21:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174931,1854975,2011,02/04/2016 06:33:39 AM,41.757435724,-87.634467122,"(41.757435724, -87.634467122)" +8151138,HT385555,07/07/2011 07:56:00 PM,013XX W 98TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169223,1839458,2011,02/04/2016 06:33:39 AM,41.714980207,-87.655833783,"(41.714980207, -87.655833783)" +8151164,HT385526,07/07/2011 12:28:00 PM,044XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146769,1900125,2011,02/04/2016 06:33:39 AM,41.881915352,-87.736528694,"(41.881915352, -87.736528694)" +8151254,HT385739,07/07/2011 09:30:00 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150424,1894423,2011,02/04/2016 06:33:39 AM,41.866197889,-87.723256295,"(41.866197889, -87.723256295)" +8152491,HT386581,07/08/2011 01:00:00 PM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141913,1903767,2011,02/04/2016 06:33:39 AM,41.892000726,-87.75426983,"(41.892000726, -87.75426983)" +8152907,HT387144,07/08/2011 07:15:00 PM,003XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143655,1901583,2011,02/04/2016 06:33:39 AM,41.885975134,-87.747926867,"(41.885975134, -87.747926867)" +8152906,HT387184,07/08/2011 07:25:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144538,1904215,2011,02/04/2016 06:33:39 AM,41.893181072,-87.744617948,"(41.893181072, -87.744617948)" +8153943,HT388440,07/09/2011 03:05:00 PM,003XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154440,1897991,2011,02/04/2016 06:33:39 AM,41.875909598,-87.708417773,"(41.875909598, -87.708417773)" +8154117,HT388825,07/09/2011 07:45:00 PM,007XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138542,1904452,2011,02/04/2016 06:33:39 AM,41.893942213,-87.766633608,"(41.893942213, -87.766633608)" +8154181,HT388868,07/09/2011 08:22:00 PM,071XX S WOOD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0735,007,17,67,19,1165586,1857297,2011,02/04/2016 06:33:39 AM,41.764010831,-87.668649512,"(41.764010831, -87.668649512)" +8154867,HT390012,07/10/2011 02:50:00 PM,053XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,37,25,19,1140452,1903451,2011,02/04/2016 06:33:39 AM,41.891160515,-87.759643279,"(41.891160515, -87.759643279)" +8154779,HT389907,07/10/2011 02:21:00 PM,060XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164391,1864671,2011,02/04/2016 06:33:39 AM,41.784271331,-87.672821902,"(41.784271331, -87.672821902)" +8154794,HT389823,07/10/2011 12:40:00 PM,060XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179076,1864976,2011,02/04/2016 06:33:39 AM,41.784786107,-87.618971947,"(41.784786107, -87.618971947)" +8154940,HT390154,07/10/2011 05:00:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899770,2011,02/04/2016 06:33:39 AM,41.881042228,-87.756307677,"(41.881042228, -87.756307677)" +8155231,HT390472,07/10/2011 09:15:00 PM,059XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169998,1865446,2011,02/04/2016 06:33:39 AM,41.786277988,-87.652241946,"(41.786277988, -87.652241946)" +8155416,HT390683,07/11/2011 12:06:00 AM,067XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168488,1860073,2011,02/04/2016 06:33:39 AM,41.771566504,-87.657933094,"(41.771566504, -87.657933094)" +8156713,HT391744,07/11/2011 03:45:00 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139778,1904425,2011,02/04/2016 06:33:39 AM,41.89384563,-87.762094775,"(41.89384563, -87.762094775)" +8156975,HT392163,07/11/2011 07:30:00 PM,059XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,20,40,19,1179058,1865606,2011,02/04/2016 06:33:39 AM,41.786515299,-87.619018753,"(41.786515299, -87.619018753)" +8157045,HT392224,07/11/2011 07:50:00 PM,081XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1195255,1851529,2011,02/04/2016 06:33:39 AM,41.747502426,-87.560097217,"(41.747502426, -87.560097217)" +8157104,HT392266,07/11/2011 08:37:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899721,2011,02/04/2016 06:33:39 AM,41.880622252,-87.702037444,"(41.880622252, -87.702037444)" +8157159,HT392287,07/11/2011 08:10:00 PM,002XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0232,002,3,40,19,1178668,1868597,2011,02/04/2016 06:33:39 AM,41.794731772,-87.620357737,"(41.794731772, -87.620357737)" +8157288,HT392519,07/12/2011 12:39:00 AM,058XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,15,67,19,1167012,1865820,2011,02/04/2016 06:33:39 AM,41.787368676,-87.663179444,"(41.787368676, -87.663179444)" +8158600,HT393512,07/12/2011 03:15:00 PM,032XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155139,1893863,2011,02/04/2016 06:33:39 AM,41.864567935,-87.705962058,"(41.864567935, -87.705962058)" +8158885,HT393946,07/12/2011 07:39:00 PM,007XX W 59TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172469,1865749,2011,02/04/2016 06:33:39 AM,41.787055383,-87.64317312,"(41.787055383, -87.64317312)" +8158897,HT393897,07/12/2011 06:45:00 PM,007XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150920,1904770,2011,02/04/2016 06:33:39 AM,41.894581495,-87.721164479,"(41.894581495, -87.721164479)" +8159166,HT394235,07/12/2011 11:19:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169300,1866748,2011,02/04/2016 06:33:39 AM,41.789865972,-87.654763487,"(41.789865972, -87.654763487)" +8160218,HT394860,07/13/2011 11:45:00 AM,067XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191037,1860739,2011,02/04/2016 06:33:39 AM,41.772878403,-87.575255526,"(41.772878403, -87.575255526)" +8160465,HT395036,07/13/2011 02:05:00 PM,011XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141821,1907142,2011,02/04/2016 06:33:39 AM,41.901263827,-87.75452409,"(41.901263827, -87.75452409)" +8160532,HT395172,07/13/2011 02:50:00 PM,105XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177788,1835170,2011,02/04/2016 06:33:39 AM,41.70302412,-87.624594326,"(41.70302412, -87.624594326)" +8160845,HT395576,07/13/2011 07:00:00 PM,120XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,9,53,19,1177763,1825119,2011,02/04/2016 06:33:39 AM,41.675443263,-87.624988506,"(41.675443263, -87.624988506)" +8162328,HT396737,07/14/2011 01:30:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869279,2011,02/04/2016 06:33:39 AM,41.796862726,-87.663447277,"(41.796862726, -87.663447277)" +8162548,HT397093,07/14/2011 04:45:00 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868584,2011,02/04/2016 06:33:39 AM,41.794976356,-87.667042466,"(41.794976356, -87.667042466)" +8162676,HT397182,07/14/2011 05:45:00 PM,070XX S RHODES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0322,003,6,69,19,1181124,1858459,2011,02/04/2016 06:33:39 AM,41.766855886,-87.611663704,"(41.766855886, -87.611663704)" +8162836,HT397529,07/14/2011 09:19:00 PM,038XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150820,1893766,2011,02/04/2016 06:33:39 AM,41.864387272,-87.721819715,"(41.864387272, -87.721819715)" +8163847,HT398278,07/15/2011 11:50:00 AM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1523,015,28,25,19,1141320,1901643,2011,02/04/2016 06:33:39 AM,41.886183172,-87.756500128,"(41.886183172, -87.756500128)" +8164086,HT398444,07/15/2011 01:30:00 PM,063XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174357,1863050,2011,02/04/2016 06:33:39 AM,41.779607237,-87.636330923,"(41.779607237, -87.636330923)" +8164421,HT398754,07/15/2011 04:30:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180323,1863721,2011,02/04/2016 06:33:39 AM,41.781313746,-87.614438434,"(41.781313746, -87.614438434)" +8164441,HT398863,07/15/2011 03:29:00 PM,053XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2131,002,5,41,19,1182490,1869831,2011,02/04/2016 06:33:39 AM,41.798030133,-87.60630439,"(41.798030133, -87.60630439)" +8164561,HT399033,07/15/2011 07:10:00 PM,035XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0211,002,3,35,19,1178180,1881621,2011,02/04/2016 06:33:39 AM,41.830481843,-87.621751752,"(41.830481843, -87.621751752)" +8164600,HT399160,07/15/2011 08:30:00 PM,001XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149043,1900381,2011,02/04/2016 06:33:39 AM,41.882574146,-87.728171896,"(41.882574146, -87.728171896)" +8164815,HT399333,07/15/2011 10:45:00 PM,075XX N DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1161659,1950078,2011,02/04/2016 06:33:39 AM,42.018691928,-87.68045542,"(42.018691928, -87.68045542)" +8164837,HT399413,07/16/2011 12:21:00 AM,066XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165155,1860712,2011,02/04/2016 06:33:39 AM,41.773391181,-87.670132718,"(41.773391181, -87.670132718)" +8164852,HT399461,07/16/2011 12:53:00 AM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140794,1907935,2011,02/04/2016 06:33:39 AM,41.903458863,-87.758276883,"(41.903458863, -87.758276883)" +8165380,HT400067,07/16/2011 12:00:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143313,1904515,2011,02/04/2016 06:33:39 AM,41.894027284,-87.749109473,"(41.894027284, -87.749109473)" +8165848,HT400760,07/16/2011 08:10:00 PM,007XX E 73RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1182335,1856772,2011,02/04/2016 06:33:39 AM,41.762198621,-87.607277148,"(41.762198621, -87.607277148)" +8167038,HT402336,07/17/2011 07:50:00 PM,048XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144335,1897577,2011,02/04/2016 06:33:39 AM,41.874969429,-87.745530485,"(41.874969429, -87.745530485)" +8167100,HT402306,07/17/2011 07:45:00 PM,006XX E 37TH ST,1651,GAMBLING,GAME/CARDS,PARK PROPERTY,true,false,0212,002,4,36,19,1181507,1880550,2011,02/04/2016 06:33:39 AM,41.827466672,-87.609578127,"(41.827466672, -87.609578127)" +8167162,HT402504,07/17/2011 10:50:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157623,1894585,2011,02/04/2016 06:33:39 AM,41.866499003,-87.696823632,"(41.866499003, -87.696823632)" +8167177,HT402478,07/17/2011 09:50:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166045,1852636,2011,02/04/2016 06:33:39 AM,41.751210656,-87.667099468,"(41.751210656, -87.667099468)" +8170804,HT405587,07/19/2011 06:58:00 PM,051XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166214,1870550,2011,02/04/2016 06:33:39 AM,41.800365398,-87.665970736,"(41.800365398, -87.665970736)" +8170880,HT405742,07/19/2011 08:14:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169300,1866748,2011,02/04/2016 06:33:39 AM,41.789865972,-87.654763487,"(41.789865972, -87.654763487)" +8170896,HT405775,07/19/2011 08:24:00 PM,002XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149362,1900829,2011,02/04/2016 06:33:39 AM,41.883797329,-87.726988887,"(41.883797329, -87.726988887)" +8170932,HT405771,07/19/2011 08:30:00 PM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140714,1899887,2011,02/04/2016 06:33:39 AM,41.881375644,-87.758768704,"(41.881375644, -87.758768704)" +8171068,HT405840,07/19/2011 08:30:00 PM,121XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,34,53,19,1175156,1824441,2011,02/04/2016 06:33:39 AM,41.673641137,-87.634550738,"(41.673641137, -87.634550738)" +8172053,HT406471,07/20/2011 02:00:00 PM,030XX W LEXINGTON ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1134,011,28,27,19,1156119,1896544,2011,02/04/2016 06:33:39 AM,41.871905171,-87.702292122,"(41.871905171, -87.702292122)" +8172342,HT406741,07/20/2011 02:00:00 PM,030XX W LEXINGTON ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1134,011,28,27,19,1156119,1896544,2011,02/04/2016 06:33:39 AM,41.871905171,-87.702292122,"(41.871905171, -87.702292122)" +8172740,HT407337,07/20/2011 07:22:00 PM,032XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1154831,1893269,2011,02/04/2016 06:33:39 AM,41.862944105,-87.707108634,"(41.862944105, -87.707108634)" +8174389,HT408890,07/21/2011 06:50:00 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141933,1903187,2011,02/04/2016 06:33:39 AM,41.890408766,-87.754210755,"(41.890408766, -87.754210755)" +8174454,HT409052,07/21/2011 08:57:00 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166875,1870634,2011,02/04/2016 06:33:39 AM,41.800581795,-87.663544242,"(41.800581795, -87.663544242)" +8176170,HT410702,07/22/2011 07:41:00 PM,053XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169559,1869383,2011,02/04/2016 06:33:39 AM,41.797091099,-87.653737432,"(41.797091099, -87.653737432)" +8176271,HT410835,07/22/2011 08:26:00 PM,091XX S RACINE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,73,19,1169929,1844195,2011,02/04/2016 06:33:39 AM,41.727963963,-87.653111015,"(41.727963963, -87.653111015)" +8176335,HT410865,07/22/2011 09:16:00 PM,076XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1196300,1855178,2011,02/04/2016 06:33:39 AM,41.757489719,-87.55614733,"(41.757489719, -87.55614733)" +8176389,HT410930,07/22/2011 08:15:00 PM,049XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143627,1897560,2011,02/04/2016 06:33:39 AM,41.874936055,-87.748130426,"(41.874936055, -87.748130426)" +8176980,HT411737,07/23/2011 01:15:00 PM,047XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144924,1897608,2011,02/04/2016 06:33:39 AM,41.875043408,-87.743367113,"(41.875043408, -87.743367113)" +8177329,HT412214,07/23/2011 07:15:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174747,1853874,2011,02/04/2016 06:33:39 AM,41.754418547,-87.635174198,"(41.754418547, -87.635174198)" +8177470,HT412425,07/23/2011 09:11:00 PM,049XX W 45TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1143948,1874343,2011,02/04/2016 06:33:39 AM,41.811219351,-87.747533257,"(41.811219351, -87.747533257)" +8177550,HT412500,07/23/2011 10:25:00 PM,050XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142356,1907518,2011,02/04/2016 06:33:39 AM,41.902285692,-87.752549609,"(41.902285692, -87.752549609)" +8177571,HT412390,07/23/2011 07:35:00 PM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194834,1855484,2011,02/04/2016 06:33:39 AM,41.758365623,-87.561509844,"(41.758365623, -87.561509844)" +8178520,HT413764,07/24/2011 07:23:00 PM,056XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167300,1867338,2011,02/04/2016 06:33:39 AM,41.791528086,-87.662080016,"(41.791528086, -87.662080016)" +8178543,HT413780,07/24/2011 07:45:00 PM,051XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164554,1870574,2011,02/04/2016 06:33:39 AM,41.800466462,-87.672057803,"(41.800466462, -87.672057803)" +8178811,HT414160,07/15/2011 01:00:00 AM,062XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169723,1863368,2011,02/04/2016 06:33:39 AM,41.780581683,-87.653310489,"(41.780581683, -87.653310489)" +8180131,HT414964,07/25/2011 03:10:00 PM,009XX N MASSASOIT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1137851,1905780,2011,02/04/2016 06:33:39 AM,41.897598907,-87.769139392,"(41.897598907, -87.769139392)" +8180691,HT415587,07/25/2011 08:45:00 PM,054XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1164281,1868595,2011,02/04/2016 06:33:39 AM,41.795041602,-87.673114725,"(41.795041602, -87.673114725)" +8180719,HT415683,07/25/2011 09:40:00 PM,074XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0732,007,17,69,19,1174914,1855578,2011,02/04/2016 06:33:39 AM,41.759090808,-87.634511473,"(41.759090808, -87.634511473)" +8181787,HT416355,07/26/2011 11:55:00 AM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143304,1905860,2011,02/04/2016 06:33:39 AM,41.897718287,-87.74910889,"(41.897718287, -87.74910889)" +8181881,HT416373,07/26/2011 11:55:00 AM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0213,002,3,38,19,1179229,1879202,2011,02/04/2016 06:33:39 AM,41.823820013,-87.617976878,"(41.823820013, -87.617976878)" +8182645,HT417162,07/26/2011 07:30:00 PM,024XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1147894,1887161,2011,02/04/2016 06:33:39 AM,41.846319007,-87.732730705,"(41.846319007, -87.732730705)" +8182681,HT417171,07/26/2011 07:10:00 PM,053XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140484,1903451,2011,02/04/2016 06:33:39 AM,41.891159928,-87.759525757,"(41.891159928, -87.759525757)" +8182708,HT417279,07/26/2011 08:28:00 PM,079XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166058,1852108,2011,02/04/2016 06:33:39 AM,41.749761473,-87.667066812,"(41.749761473, -87.667066812)" +8183021,HT417632,07/27/2011 04:35:00 AM,054XX S PAULINA ST,1680,GAMBLING,OTHER,STREET,true,false,0932,009,16,61,19,1165936,1868638,2011,02/04/2016 06:33:39 AM,41.79512456,-87.667044598,"(41.79512456, -87.667044598)" +8183851,HT418038,07/27/2011 11:50:00 AM,032XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155153,1892530,2011,02/04/2016 06:33:39 AM,41.860909757,-87.705946424,"(41.860909757, -87.705946424)" +8184432,HT418590,07/27/2011 05:58:00 PM,055XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139162,1905455,2011,02/04/2016 06:33:39 AM,41.896683309,-87.764332085,"(41.896683309, -87.764332085)" +8184524,HT418753,07/27/2011 07:00:00 PM,031XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155656,1899371,2011,02/04/2016 06:33:39 AM,41.879672076,-87.70391588,"(41.879672076, -87.70391588)" +8184560,HT418815,07/27/2011 08:00:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143306,1904515,2011,02/04/2016 06:33:39 AM,41.894027415,-87.749135182,"(41.894027415, -87.749135182)" +8184644,HT418854,07/27/2011 08:25:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144220,1898895,2011,02/04/2016 06:33:39 AM,41.878588343,-87.745919604,"(41.878588343, -87.745919604)" +8185703,HT405629,07/19/2011 07:00:00 PM,036XX W 59TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,0822,008,14,62,19,1153044,1865243,2011,02/04/2016 06:33:39 AM,41.786072648,-87.714409703,"(41.786072648, -87.714409703)" +8186181,HT419968,07/28/2011 02:00:00 PM,011XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136491,1906883,2011,02/04/2016 06:33:39 AM,41.900650111,-87.774108189,"(41.900650111, -87.774108189)" +8186333,HT420275,07/28/2011 05:31:00 PM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158231,1894128,2011,02/04/2016 06:33:39 AM,41.865232556,-87.694604079,"(41.865232556, -87.694604079)" +8187939,HT421566,07/29/2011 01:50:00 PM,079XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,46,19,1191911,1852718,2011,02/04/2016 06:33:39 AM,41.750846953,-87.572311851,"(41.750846953, -87.572311851)" +8188090,HT421762,07/29/2011 03:45:00 PM,015XX N ROCKWELL ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1423,014,26,24,19,1158798,1910065,2011,02/04/2016 06:33:39 AM,41.90895353,-87.692085406,"(41.90895353, -87.692085406)" +8188237,HT421931,07/29/2011 05:35:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150904,1894221,2011,02/04/2016 06:33:39 AM,41.865634203,-87.721499446,"(41.865634203, -87.721499446)" +8188365,HT422187,07/29/2011 08:12:00 PM,015XX N ROCKWELL ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1423,014,26,24,19,1158798,1910065,2011,02/04/2016 06:33:39 AM,41.90895353,-87.692085406,"(41.90895353, -87.692085406)" +8188417,HT422142,07/29/2011 07:48:00 PM,030XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2112,001,2,35,19,1179306,1885032,2011,02/04/2016 06:33:39 AM,41.839816207,-87.617516172,"(41.839816207, -87.617516172)" +8189189,HT423129,07/30/2011 11:55:00 AM,038XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150442,1905064,2011,02/04/2016 06:33:39 AM,41.895397607,-87.722912366,"(41.895397607, -87.722912366)" +8189254,HT423263,07/30/2011 01:35:00 PM,003XX E 53RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,3,40,19,1179559,1869958,2011,02/04/2016 06:33:39 AM,41.798446155,-87.617048895,"(41.798446155, -87.617048895)" +8189276,HT423279,07/30/2011 01:55:00 PM,043XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,4,38,19,1181989,1876369,2011,02/04/2016 06:33:39 AM,41.815982545,-87.607939263,"(41.815982545, -87.607939263)" +8189422,HT423483,07/30/2011 04:10:00 PM,001XX W 113TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177272,1830022,2011,02/04/2016 06:33:39 AM,41.6889089,-87.626638453,"(41.6889089, -87.626638453)" +8189611,HT423773,07/30/2011 07:32:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2011,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +8189629,HT423704,07/30/2011 06:22:00 PM,039XX W 19TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150264,1890343,2011,02/04/2016 06:33:39 AM,41.855004999,-87.723949984,"(41.855004999, -87.723949984)" +8189770,HT424012,07/30/2011 11:00:00 PM,003XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143654,1901617,2011,02/04/2016 06:33:39 AM,41.886068453,-87.747929687,"(41.886068453, -87.747929687)" +8190287,HT424687,07/31/2011 12:05:00 PM,050XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1179752,1871537,2011,02/04/2016 06:33:39 AM,41.802774656,-87.616292828,"(41.802774656, -87.616292828)" +8190336,HT424753,07/31/2011 12:30:00 PM,038XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150442,1905064,2011,02/04/2016 06:33:39 AM,41.895397607,-87.722912366,"(41.895397607, -87.722912366)" +8190369,HT424791,07/31/2011 01:30:00 PM,002XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1532,015,28,25,19,1142003,1901105,2011,02/04/2016 06:33:39 AM,41.884694208,-87.754005299,"(41.884694208, -87.754005299)" +8190398,HT424828,07/31/2011 01:30:00 PM,014XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1021,010,24,29,19,1153270,1892858,2011,02/04/2016 06:33:39 AM,41.861847377,-87.712849844,"(41.861847377, -87.712849844)" +8191525,HT426012,08/01/2011 10:00:00 AM,003XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140987,1901611,2011,02/04/2016 06:33:39 AM,41.886101496,-87.757723785,"(41.886101496, -87.757723785)" +8192209,HT426210,08/01/2011 12:05:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170367,1864045,2011,02/04/2016 06:33:39 AM,41.782425451,-87.650929776,"(41.782425451, -87.650929776)" +8192444,HT426799,08/01/2011 04:50:00 PM,006XX E 79TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,69,19,1182060,1852772,2011,02/04/2016 06:33:39 AM,41.751228566,-87.608408585,"(41.751228566, -87.608408585)" +8192572,HT426987,08/01/2011 06:50:00 PM,052XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,3,40,19,1179817,1870259,2011,02/04/2016 06:33:39 AM,41.799266223,-87.616093556,"(41.799266223, -87.616093556)" +8192681,HT427127,08/01/2011 08:28:00 PM,074XX N HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1160973,1949524,2011,02/04/2016 06:33:39 AM,42.01718607,-87.682995282,"(42.01718607, -87.682995282)" +8192806,HT427301,08/01/2011 10:35:00 PM,031XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155864,1899859,2011,02/04/2016 06:33:39 AM,41.881007008,-87.703138973,"(41.881007008, -87.703138973)" +8192851,HT427354,08/01/2011 10:15:00 PM,0000X E 113TH PL,1661,GAMBLING,GAME/DICE,OTHER,true,false,0531,005,9,49,19,1178490,1829724,2011,02/04/2016 06:33:39 AM,41.688063638,-87.62218843,"(41.688063638, -87.62218843)" +8194697,HT428836,08/02/2011 08:56:00 PM,093XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185178,1843142,2011,02/04/2016 06:33:39 AM,41.724730157,-87.597284601,"(41.724730157, -87.597284601)" +8196216,HT430293,08/03/2011 06:45:00 PM,061XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160092,1863908,2011,02/04/2016 06:33:39 AM,41.782267095,-87.688604771,"(41.782267095, -87.688604771)" +8196510,HT430658,08/03/2011 10:10:00 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1163893,1951001,2011,02/04/2016 06:33:39 AM,42.021177601,-87.67220843,"(42.021177601, -87.67220843)" +8196553,HT430656,08/03/2011 10:30:00 PM,122XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1173863,1823771,2011,02/04/2016 06:33:39 AM,41.671831224,-87.639302985,"(41.671831224, -87.639302985)" +8196718,HT430874,08/04/2011 03:30:00 AM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167628,1867306,2011,02/04/2016 06:33:39 AM,41.791433241,-87.660878222,"(41.791433241, -87.660878222)" +8197490,HT431379,08/04/2011 11:55:00 AM,043XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,3,38,19,1177879,1876352,2011,02/04/2016 06:33:39 AM,41.816030113,-87.623015946,"(41.816030113, -87.623015946)" +8197818,HT431559,08/04/2011 01:47:00 PM,021XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153427,1889526,2011,02/04/2016 06:33:39 AM,41.85270087,-87.712361979,"(41.85270087, -87.712361979)" +8198042,HT431982,08/04/2011 06:18:00 PM,059XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136785,1905395,2011,02/04/2016 06:33:39 AM,41.896561588,-87.773063985,"(41.896561588, -87.773063985)" +8198077,HT432090,08/04/2011 06:55:00 PM,064XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1162181,1861887,2011,02/04/2016 06:33:39 AM,41.776677959,-87.681002091,"(41.776677959, -87.681002091)" +8198179,HT432237,08/04/2011 07:55:00 PM,064XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1161150,1861788,2011,02/04/2016 06:33:39 AM,41.776427689,-87.684784449,"(41.776427689, -87.684784449)" +8198215,HT432229,08/04/2011 08:14:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150609,1904006,2011,02/04/2016 06:33:39 AM,41.892491084,-87.722326682,"(41.892491084, -87.722326682)" +8199557,HT433444,08/05/2011 03:22:00 PM,065XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0725,007,15,67,19,1166453,1861264,2011,02/04/2016 06:33:39 AM,41.774878375,-87.665358824,"(41.774878375, -87.665358824)" +8199562,HT433457,08/05/2011 01:30:00 PM,066XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172651,1860911,2011,02/04/2016 06:33:39 AM,41.773775349,-87.642648291,"(41.773775349, -87.642648291)" +8199641,HT433490,08/05/2011 03:28:00 PM,018XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149679,1890646,2011,02/04/2016 06:33:39 AM,41.855847841,-87.726089347,"(41.855847841, -87.726089347)" +8199785,HT433694,08/05/2011 05:25:00 PM,015XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151629,1892141,2011,02/04/2016 06:33:39 AM,41.859912232,-87.718892563,"(41.859912232, -87.718892563)" +8199846,HT433814,08/05/2011 06:35:00 PM,077XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166026,1853312,2011,02/04/2016 06:33:39 AM,41.753066099,-87.667149913,"(41.753066099, -87.667149913)" +8199907,HT433813,08/05/2011 07:05:00 PM,078XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1183263,1853117,2011,02/04/2016 06:33:39 AM,41.752147383,-87.603989513,"(41.752147383, -87.603989513)" +8200128,HT434204,08/05/2011 11:50:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139664,1899116,2011,02/04/2016 06:33:39 AM,41.879279146,-87.762643138,"(41.879279146, -87.762643138)" +8200148,HT434146,08/05/2011 11:03:00 PM,012XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150152,1908091,2011,02/04/2016 06:33:39 AM,41.903709657,-87.723898498,"(41.903709657, -87.723898498)" +8201091,HT435483,08/06/2011 06:53:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139932,1900418,2011,02/04/2016 06:33:39 AM,41.882847107,-87.761627225,"(41.882847107, -87.761627225)" +8201292,HT435744,08/06/2011 10:15:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150595,1893437,2011,02/04/2016 06:33:39 AM,41.863488853,-87.722654283,"(41.863488853, -87.722654283)" +8201395,HT435886,08/07/2011 12:31:00 AM,064XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1173143,1862230,2011,02/04/2016 06:33:39 AM,41.77738398,-87.64080579,"(41.77738398, -87.64080579)" +8201894,HT436471,08/07/2011 11:21:00 AM,053XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171214,1869173,2011,02/04/2016 06:33:39 AM,41.796478772,-87.647674501,"(41.796478772, -87.647674501)" +8202019,HT436622,08/07/2011 01:30:00 PM,051XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167201,1870841,2011,02/04/2016 06:33:39 AM,41.80114285,-87.662342769,"(41.80114285, -87.662342769)" +8202287,HT437037,08/07/2011 04:20:00 PM,042XX W 31ST ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1031,010,22,30,19,1148421,1883699,2011,02/04/2016 06:33:39 AM,41.836808691,-87.730885744,"(41.836808691, -87.730885744)" +8202352,HT437077,08/07/2011 07:40:00 PM,031XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,28,27,19,1155385,1900512,2011,02/04/2016 06:33:39 AM,41.882808543,-87.704880277,"(41.882808543, -87.704880277)" +8202620,HT437405,08/08/2011 12:53:00 AM,079XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1194900,1852606,2011,02/04/2016 06:33:39 AM,41.750466546,-87.561362607,"(41.750466546, -87.561362607)" +8205285,HT439477,08/09/2011 11:35:00 AM,008XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150570,1905328,2011,02/04/2016 06:33:39 AM,41.89611955,-87.722435345,"(41.89611955, -87.722435345)" +8206358,HT440582,08/10/2011 12:10:00 AM,062XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165091,1863269,2011,02/04/2016 06:33:39 AM,41.780409278,-87.670295058,"(41.780409278, -87.670295058)" +8206958,HT440961,08/10/2011 10:30:00 AM,070XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166227,1858083,2011,02/04/2016 06:33:39 AM,41.766154105,-87.66627775,"(41.766154105, -87.66627775)" +8207582,HT441718,08/10/2011 06:17:00 PM,059XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,15,67,19,1167025,1865319,2011,02/04/2016 06:33:39 AM,41.785993593,-87.663146097,"(41.785993593, -87.663146097)" +8207875,HT442115,08/10/2011 11:04:00 PM,020XX W BIRCHWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1161236,1949800,2011,02/04/2016 06:33:39 AM,42.017937933,-87.682019778,"(42.017937933, -87.682019778)" +8208010,HT442245,08/11/2011 01:55:00 AM,055XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177659,1868262,2011,02/04/2016 06:33:39 AM,41.793835404,-87.624067834,"(41.793835404, -87.624067834)" +8209319,HT443393,08/11/2011 07:10:00 PM,012XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150150,1908139,2011,02/04/2016 06:33:39 AM,41.903841413,-87.723904592,"(41.903841413, -87.723904592)" +8209436,HT443470,08/11/2011 08:20:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169704,1864030,2011,02/04/2016 06:33:39 AM,41.782398702,-87.653360955,"(41.782398702, -87.653360955)" +8209544,HT443527,08/11/2011 08:16:00 PM,066XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181042,1861132,2011,02/04/2016 06:33:39 AM,41.774192754,-87.611882078,"(41.774192754, -87.611882078)" +8209575,HT443663,08/11/2011 10:05:00 PM,044XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146912,1898645,2011,02/04/2016 06:33:39 AM,41.877851329,-87.736041417,"(41.877851329, -87.736041417)" +8209703,HT443802,08/12/2011 12:30:00 AM,078XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1193889,1853458,2011,02/04/2016 06:33:39 AM,41.752829334,-87.565039426,"(41.752829334, -87.565039426)" +8210353,HT444192,08/12/2011 10:00:00 AM,0000X W 109TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,34,49,19,1177931,1832358,2011,02/04/2016 06:33:39 AM,41.695304363,-87.624155482,"(41.695304363, -87.624155482)" +8210628,HT444414,08/12/2011 12:20:00 PM,022XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1151395,1888704,2011,02/04/2016 06:33:39 AM,41.850485283,-87.71984166,"(41.850485283, -87.71984166)" +8210758,HT444582,08/12/2011 02:30:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141408,1897177,2011,02/04/2016 06:33:39 AM,41.87392628,-87.756287237,"(41.87392628, -87.756287237)" +8211349,HT445300,08/12/2011 09:56:00 PM,0000X N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140342,1899700,2011,02/04/2016 06:33:39 AM,41.880869318,-87.760139277,"(41.880869318, -87.760139277)" +8211414,HT445508,08/13/2011 12:35:00 AM,070XX S RHODES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0322,003,6,69,19,1181126,1858365,2011,02/04/2016 06:33:39 AM,41.766597894,-87.611659264,"(41.766597894, -87.611659264)" +8211419,HT445486,08/13/2011 12:01:00 AM,064XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174053,1862287,2011,02/04/2016 06:33:39 AM,41.777520236,-87.637468055,"(41.777520236, -87.637468055)" +8211425,HT445526,08/13/2011 01:00:00 AM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156944,1897228,2011,02/04/2016 06:33:39 AM,41.873765453,-87.699244646,"(41.873765453, -87.699244646)" +8211429,HT445511,08/12/2011 11:50:00 PM,080XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0631,006,8,44,19,1183960,1851854,2011,02/04/2016 06:33:39 AM,41.748665338,-87.601474713,"(41.748665338, -87.601474713)" +8211827,HT445807,08/13/2011 07:05:00 AM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173240,1909286,2011,02/04/2016 06:33:39 AM,41.906507389,-87.639055705,"(41.906507389, -87.639055705)" +8212535,HT446707,08/13/2011 06:59:00 PM,068XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188039,1860017,2011,02/04/2016 06:33:39 AM,41.770969165,-87.586268228,"(41.770969165, -87.586268228)" +8213232,HT447786,08/14/2011 02:58:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,18,71,19,1164699,1853423,2011,02/04/2016 06:33:39 AM,41.753398792,-87.67200974,"(41.753398792, -87.67200974)" +8213483,HT448068,08/14/2011 07:03:00 PM,053XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167573,1869351,2011,02/04/2016 06:33:39 AM,41.797046142,-87.661021252,"(41.797046142, -87.661021252)" +8213635,HT448194,08/14/2011 08:50:00 PM,063XX S ST LAWRENCE AVE,1627,GAMBLING,LOTTERY/OTHER,STREET,true,false,0312,003,20,42,19,1181322,1863203,2011,02/04/2016 06:33:39 AM,41.779869327,-87.610791873,"(41.779869327, -87.610791873)" +8213724,HT448364,08/14/2011 10:40:00 PM,053XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140462,1903451,2011,02/04/2016 06:33:39 AM,41.891160331,-87.759606553,"(41.891160331, -87.759606553)" +8215316,HT449730,08/15/2011 07:10:00 PM,016XX N MANGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137823,1910392,2011,02/04/2016 06:33:39 AM,41.910255299,-87.769130823,"(41.910255299, -87.769130823)" +8215754,HT450208,08/16/2011 02:45:00 AM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151903,1894170,2011,02/04/2016 06:33:39 AM,41.865474657,-87.717833381,"(41.865474657, -87.717833381)" +8217343,HT451631,08/16/2011 10:19:00 PM,006XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151604,1904066,2011,02/04/2016 06:33:39 AM,41.892636229,-87.71867085,"(41.892636229, -87.71867085)" +8218715,HT452608,08/17/2011 03:40:00 PM,003XX S CICERO AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1533,015,24,25,19,1144438,1898165,2011,02/04/2016 06:33:39 AM,41.876581037,-87.745137513,"(41.876581037, -87.745137513)" +8219230,HT453055,08/17/2011 08:15:00 PM,035XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,35,19,1180162,1881752,2011,02/04/2016 06:33:39 AM,41.830796036,-87.614475786,"(41.830796036, -87.614475786)" +8219326,HT453374,08/18/2011 01:05:00 AM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143647,1898881,2011,02/04/2016 06:33:39 AM,41.878560668,-87.748023918,"(41.878560668, -87.748023918)" +8220535,HT454225,08/18/2011 04:00:00 PM,020XX E 67TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0331,003,5,42,19,1190877,1860950,2011,02/04/2016 06:33:39 AM,41.773461272,-87.575835221,"(41.773461272, -87.575835221)" +8220537,HT454190,08/18/2011 03:50:00 PM,068XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1162244,1859319,2011,02/04/2016 06:33:39 AM,41.769629699,-87.680842559,"(41.769629699, -87.680842559)" +8220782,HT454611,08/18/2011 08:00:00 PM,052XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1523,015,28,25,19,1141534,1900251,2011,02/04/2016 06:33:39 AM,41.882359401,-87.755748665,"(41.882359401, -87.755748665)" +8220812,HT454606,08/18/2011 07:15:00 PM,104XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,34,73,19,1171830,1835557,2011,02/04/2016 06:33:39 AM,41.704218589,-87.646399772,"(41.704218589, -87.646399772)" +8221060,HT454951,08/19/2011 12:40:00 AM,100XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,9,73,19,1174071,1838361,2011,02/04/2016 06:33:39 AM,41.711863827,-87.638110725,"(41.711863827, -87.638110725)" +8221061,HT454944,08/19/2011 12:27:00 AM,073XX S PERRY AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0731,007,6,69,19,1176665,1856374,2011,02/04/2016 06:33:39 AM,41.761235911,-87.628070255,"(41.761235911, -87.628070255)" +8222239,HT455820,08/19/2011 03:35:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141544,1898501,2011,02/04/2016 06:33:39 AM,41.877556996,-87.75575519,"(41.877556996, -87.75575519)" +8222201,HT455669,08/19/2011 02:02:00 PM,035XX W 18TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153096,1891150,2011,02/04/2016 06:33:39 AM,41.857163878,-87.713533834,"(41.857163878, -87.713533834)" +8222327,HT455835,08/19/2011 02:30:00 PM,003XX E 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179752,1864648,2011,02/04/2016 06:33:39 AM,41.783870605,-87.616503495,"(41.783870605, -87.616503495)" +8222680,HT456382,08/19/2011 09:40:00 PM,062XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165749,1863307,2011,02/04/2016 06:33:39 AM,41.780499607,-87.667881635,"(41.780499607, -87.667881635)" +8222694,HT456413,08/19/2011 09:45:00 PM,126XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0523,005,9,53,19,1174619,1820898,2011,02/04/2016 06:33:39 AM,41.663930498,-87.636621044,"(41.663930498, -87.636621044)" +8222774,HT456548,08/20/2011 12:30:00 AM,010XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1170698,1859730,2011,02/04/2016 06:33:39 AM,41.770577359,-87.649841973,"(41.770577359, -87.649841973)" +8223357,HT457434,08/20/2011 03:05:00 PM,068XX S MAY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0724,007,17,68,19,1169832,1859419,2011,02/04/2016 06:33:39 AM,41.769742778,-87.653025405,"(41.769742778, -87.653025405)" +8223360,HT457374,08/20/2011 02:39:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174385,1862249,2011,02/04/2016 06:33:39 AM,41.777408581,-87.636252076,"(41.777408581, -87.636252076)" +8223841,HT458082,08/21/2011 12:02:00 AM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167628,1867326,2011,02/04/2016 06:33:39 AM,41.791488123,-87.660877648,"(41.791488123, -87.660877648)" +8223881,HT458122,08/21/2011 12:43:00 AM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150205,1897734,2011,02/04/2016 06:33:39 AM,41.875287921,-87.723973982,"(41.875287921, -87.723973982)" +8224444,HT458788,08/21/2011 01:07:00 PM,060XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1181605,1865042,2011,02/04/2016 06:33:39 AM,41.784909185,-87.609697627,"(41.784909185, -87.609697627)" +8224784,HT459374,08/21/2011 07:15:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2011,02/04/2016 06:33:39 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +8224867,HT459439,08/21/2011 09:00:00 PM,073XX N ROGERS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2424,024,49,1,19,1162211,1948559,2011,02/04/2016 06:33:39 AM,42.014512189,-87.678466914,"(42.014512189, -87.678466914)" +8226171,HT460422,08/22/2011 02:50:00 PM,087XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2222,022,21,71,19,1168527,1846700,2011,02/04/2016 06:33:39 AM,41.734868338,-87.658174822,"(41.734868338, -87.658174822)" +8226605,HT461015,08/22/2011 08:27:00 PM,043XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,28,26,19,1147498,1898001,2011,02/04/2016 06:33:39 AM,41.876072907,-87.733906263,"(41.876072907, -87.733906263)" +8227761,HT462051,08/23/2011 02:50:00 PM,056XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167300,1867338,2011,02/04/2016 06:33:39 AM,41.791528086,-87.662080016,"(41.791528086, -87.662080016)" +8228164,HT462685,08/23/2011 09:08:00 PM,055XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177660,1868257,2011,02/04/2016 06:33:39 AM,41.793821661,-87.624064318,"(41.793821661, -87.624064318)" +8228185,HT462727,08/23/2011 08:55:00 PM,101XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177388,1837745,2011,02/04/2016 06:33:39 AM,41.710099303,-87.625981573,"(41.710099303, -87.625981573)" +8228196,HT462728,08/23/2011 09:45:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166910,1869354,2011,02/04/2016 06:33:39 AM,41.797068577,-87.663452468,"(41.797068577, -87.663452468)" +8229930,HT464016,08/24/2011 06:28:00 PM,082XX S VERNON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,6,44,19,1180680,1850414,2011,02/04/2016 06:33:39 AM,41.744789745,-87.613537842,"(41.744789745, -87.613537842)" +8230287,HT464502,08/25/2011 12:30:00 AM,007XX E OAKWOOD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1181925,1878827,2011,02/04/2016 06:33:39 AM,41.822728963,-87.608097923,"(41.822728963, -87.608097923)" +8230303,HT464492,08/24/2011 11:39:00 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0734,007,17,67,19,1169111,1857033,2011,02/04/2016 06:33:39 AM,41.763210908,-87.655737173,"(41.763210908, -87.655737173)" +8231154,HT465121,08/25/2011 12:40:00 PM,054XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139916,1905802,2011,02/04/2016 06:33:39 AM,41.897621763,-87.761554236,"(41.897621763, -87.761554236)" +8231856,HT465926,08/25/2011 08:50:00 PM,052XX S WOOD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1165236,1869937,2011,02/04/2016 06:33:39 AM,41.798704033,-87.669574729,"(41.798704033, -87.669574729)" +8233282,HT467118,08/26/2011 03:39:00 PM,012XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1168273,1894200,2011,02/04/2016 06:33:39 AM,41.86521919,-87.657737625,"(41.86521919, -87.657737625)" +8233464,HT467326,08/26/2011 05:05:00 PM,017XX E 68TH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0332,003,5,43,19,1188884,1860225,2011,02/04/2016 06:33:39 AM,41.771519751,-87.583164168,"(41.771519751, -87.583164168)" +8233587,HT467521,08/26/2011 08:15:00 PM,050XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142837,1903529,2011,02/04/2016 06:33:39 AM,41.891330465,-87.750882272,"(41.891330465, -87.750882272)" +8233730,HT467679,08/26/2011 10:00:00 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1153969,1891610,2011,02/04/2016 06:33:39 AM,41.858408833,-87.710317158,"(41.858408833, -87.710317158)" +8233830,HT467822,08/27/2011 12:10:00 AM,020XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163972,1859558,2011,02/04/2016 06:33:39 AM,41.7702494,-87.674501744,"(41.7702494, -87.674501744)" +8234525,HT468689,08/27/2011 03:35:00 PM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0712,007,16,68,19,1170661,1865458,2011,02/04/2016 06:33:39 AM,41.786296479,-87.649810708,"(41.786296479, -87.649810708)" +8234581,HT468698,08/27/2011 03:44:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182277,1864467,2011,02/04/2016 06:33:39 AM,41.783315787,-87.607251618,"(41.783315787, -87.607251618)" +8234862,HT469212,08/27/2011 09:35:00 PM,0000X E 118TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1178593,1826403,2011,02/04/2016 06:33:39 AM,41.678947989,-87.621911753,"(41.678947989, -87.621911753)" +8235052,HT469446,08/28/2011 03:00:00 AM,051XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142024,1897852,2011,02/04/2016 06:33:39 AM,41.87576718,-87.754008818,"(41.87576718, -87.754008818)" +8235245,HT432360,08/04/2011 09:40:00 PM,061XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0823,008,15,66,19,1157765,1863877,2011,02/04/2016 06:33:39 AM,41.782229589,-87.697137098,"(41.782229589, -87.697137098)" +8235279,HT451496,08/16/2011 08:25:00 PM,058XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,63,19,1161034,1865973,2011,02/04/2016 06:33:39 AM,41.787914301,-87.685094041,"(41.787914301, -87.685094041)" +8237622,HT471702,08/29/2011 04:15:00 PM,012XX W 79TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0612,006,17,71,19,1169483,1852399,2011,02/04/2016 06:33:39 AM,41.750486551,-87.654507741,"(41.750486551, -87.654507741)" +8238021,HT472276,08/29/2011 10:51:00 PM,006XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140209,1903717,2011,02/04/2016 06:33:39 AM,41.891894907,-87.760529191,"(41.891894907, -87.760529191)" +8238053,HT472306,08/29/2011 11:16:00 PM,105XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0434,004,10,51,19,1193859,1835673,2011,02/04/2016 06:33:39 AM,41.704026401,-87.565730561,"(41.704026401, -87.565730561)" +8238957,HT472787,08/30/2011 11:00:00 AM,068XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167847,1859324,2011,02/04/2016 06:33:39 AM,41.769524941,-87.660304272,"(41.769524941, -87.660304272)" +8239274,HT472989,08/30/2011 01:10:00 PM,068XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166189,1859376,2011,02/04/2016 06:33:39 AM,41.769703078,-87.666380284,"(41.769703078, -87.666380284)" +8239361,HT473044,08/30/2011 01:10:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167702,1894186,2011,02/04/2016 06:33:39 AM,41.865193084,-87.659834176,"(41.865193084, -87.659834176)" +8239901,HT473714,08/30/2011 08:50:00 PM,008XX E 50TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182685,1872039,2011,02/04/2016 06:33:39 AM,41.804084538,-87.605520738,"(41.804084538, -87.605520738)" +8240254,HT451647,08/16/2011 10:40:00 PM,027XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2512,025,36,18,19,1127617,1917507,2011,02/04/2016 06:33:39 AM,41.929957887,-87.806463855,"(41.929957887, -87.806463855)" +8240840,HT474464,08/31/2011 11:00:00 AM,057XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1161019,1866502,2011,02/04/2016 06:33:39 AM,41.789366258,-87.685134416,"(41.789366258, -87.685134416)" +8241179,HT474623,08/31/2011 01:15:00 PM,028XX W FILLMORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157434,1895246,2011,02/04/2016 06:33:39 AM,41.868316698,-87.697499499,"(41.868316698, -87.697499499)" +8241336,HT474874,08/31/2011 04:00:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156166,1899692,2011,02/04/2016 06:33:39 AM,41.880542652,-87.702034556,"(41.880542652, -87.702034556)" +8241430,HT474949,08/31/2011 04:28:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0933,009,16,61,19,1167592,1868655,2011,02/04/2016 06:33:39 AM,41.795135829,-87.660971539,"(41.795135829, -87.660971539)" +8241560,HT475256,08/31/2011 06:40:00 PM,105XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,49,19,1178438,1835166,2011,02/04/2016 06:33:39 AM,41.70299844,-87.622214313,"(41.70299844, -87.622214313)" +8241640,HT475325,08/31/2011 07:14:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0733,007,17,68,19,1170531,1858099,2011,02/04/2016 06:33:39 AM,41.766105333,-87.650501593,"(41.766105333, -87.650501593)" +8241723,HT475403,08/31/2011 08:26:00 PM,018XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149680,1890615,2011,02/04/2016 06:33:39 AM,41.855762754,-87.726086481,"(41.855762754, -87.726086481)" +8241770,HT475419,08/31/2011 08:55:00 PM,014XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150282,1892723,2011,02/04/2016 06:33:39 AM,41.861535656,-87.723821901,"(41.861535656, -87.723821901)" +8241776,HT475402,08/31/2011 07:45:00 PM,054XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0232,002,3,40,19,1178528,1868845,2011,02/04/2016 06:33:39 AM,41.795415492,-87.620863574,"(41.795415492, -87.620863574)" +8241788,HT475439,08/31/2011 08:55:00 PM,001XX N CALIFORNIA AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1331,012,2,27,19,1157707,1900712,2011,02/04/2016 06:33:39 AM,41.883310385,-87.696348332,"(41.883310385, -87.696348332)" +8241832,HT475547,08/31/2011 10:40:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150595,1893431,2011,02/04/2016 06:33:39 AM,41.863472388,-87.72265444,"(41.863472388, -87.72265444)" +8241872,HT475278,08/31/2011 07:20:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869279,2011,02/04/2016 06:33:39 AM,41.796862726,-87.663447277,"(41.796862726, -87.663447277)" +8241876,HT475572,08/31/2011 11:20:00 PM,053XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,16,61,19,1169557,1869451,2011,02/04/2016 06:33:39 AM,41.797277742,-87.653742794,"(41.797277742, -87.653742794)" +8241899,HT475509,08/31/2011 09:55:00 PM,094XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176943,1842290,2011,02/04/2016 06:33:39 AM,41.72258142,-87.627474771,"(41.72258142, -87.627474771)" +8242709,HT476192,09/01/2011 11:55:00 AM,011XX S STATE ST,1651,GAMBLING,GAME/CARDS,CTA TRAIN,true,false,0132,001,2,32,19,1176517,1895340,2011,02/04/2016 06:33:39 AM,41.868165405,-87.62743954,"(41.868165405, -87.62743954)" +8243358,HT476894,09/01/2011 07:30:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1132,011,24,26,19,1150293,1897736,2011,02/04/2016 06:33:39 AM,41.875291694,-87.723650826,"(41.875291694, -87.723650826)" +8243390,HT476924,09/01/2011 07:30:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140793,1907958,2011,02/04/2016 06:33:39 AM,41.903521997,-87.75827999,"(41.903521997, -87.75827999)" +8243455,HT476991,09/01/2011 08:49:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863416,2011,02/04/2016 06:33:39 AM,41.780699031,-87.650885751,"(41.780699031, -87.650885751)" +8244592,HT477811,09/02/2011 12:03:00 PM,009XX W 87TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2222,022,21,71,19,1171698,1847149,2011,02/04/2016 06:33:39 AM,41.736031607,-87.646544506,"(41.736031607, -87.646544506)" +8245041,HT478474,09/02/2011 06:55:00 PM,025XX W CORTLAND ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1434,014,1,22,19,1159111,1912537,2011,02/04/2016 06:33:39 AM,41.915730462,-87.690867566,"(41.915730462, -87.690867566)" +8245192,HT478737,09/02/2011 09:52:00 PM,016XX N LINDER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139488,1910302,2011,02/04/2016 06:33:39 AM,41.909978112,-87.76301637,"(41.909978112, -87.76301637)" +8245258,HT478759,09/02/2011 10:23:00 PM,033XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1153942,1898488,2011,02/04/2016 06:33:39 AM,41.877283353,-87.710233012,"(41.877283353, -87.710233012)" +8245332,HT478888,09/03/2011 12:27:00 AM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149411,1901929,2011,02/04/2016 06:33:39 AM,41.886814899,-87.726780403,"(41.886814899, -87.726780403)" +8245350,HT478838,09/02/2011 11:15:00 PM,003XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154433,1898227,2011,02/04/2016 06:33:39 AM,41.876557346,-87.708437166,"(41.876557346, -87.708437166)" +8245875,HT479617,09/03/2011 01:05:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143345,1905860,2011,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +8246381,HT480265,09/03/2011 09:10:00 PM,042XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0214,002,3,38,19,1177864,1876890,2011,02/04/2016 06:33:39 AM,41.817506771,-87.623054656,"(41.817506771, -87.623054656)" +8247280,HT481472,09/04/2011 07:10:00 PM,013XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149268,1893384,2011,02/04/2016 06:33:39 AM,41.863369214,-87.727527021,"(41.863369214, -87.727527021)" +8247349,HT481530,09/04/2011 08:30:00 PM,047XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174757,1873425,2011,02/04/2016 06:33:39 AM,41.808068397,-87.634555308,"(41.808068397, -87.634555308)" +8247819,HT475254,08/31/2011 07:00:00 PM,064XX S WHIPPLE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0823,008,15,66,19,1157161,1861679,2011,02/04/2016 06:33:39 AM,41.776210199,-87.699410951,"(41.776210199, -87.699410951)" +8248249,HT482637,09/05/2011 04:45:00 PM,013XX W 79TH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0612,006,17,71,19,1168965,1852385,2011,02/04/2016 06:33:39 AM,41.750459333,-87.656406338,"(41.750459333, -87.656406338)" +8248319,HT482778,09/05/2011 06:52:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863416,2011,02/04/2016 06:33:39 AM,41.780699031,-87.650885751,"(41.780699031, -87.650885751)" +8248456,HT482882,09/05/2011 08:22:00 PM,071XX S RIDGELAND AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0324,003,5,43,19,1189109,1857829,2011,02/04/2016 06:33:39 AM,41.764939539,-87.582416087,"(41.764939539, -87.582416087)" +8248466,HT482920,09/05/2011 08:45:00 PM,049XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143222,1903538,2011,02/04/2016 06:33:39 AM,41.891347981,-87.749468108,"(41.891347981, -87.749468108)" +8248478,HT482875,09/05/2011 08:00:00 PM,008XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150573,1905233,2011,02/04/2016 06:33:39 AM,41.895858802,-87.722426811,"(41.895858802, -87.722426811)" +8248612,HT483053,09/05/2011 10:45:00 PM,005XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151293,1903272,2011,02/04/2016 06:33:39 AM,41.890463519,-87.719833886,"(41.890463519, -87.719833886)" +8250024,HT484038,09/06/2011 03:50:00 PM,052XX W OHIO ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1523,015,28,25,19,1141164,1903464,2011,02/04/2016 06:33:39 AM,41.891183096,-87.757028091,"(41.891183096, -87.757028091)" +8250603,HT484763,09/06/2011 11:58:00 PM,006XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1141580,1903770,2011,02/04/2016 06:33:39 AM,41.892015119,-87.755492736,"(41.892015119, -87.755492736)" +8251988,HT486010,09/07/2011 06:58:00 PM,034XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1153467,1897147,2011,02/04/2016 06:33:39 AM,41.873612956,-87.712012731,"(41.873612956, -87.712012731)" +8251995,HT485983,09/07/2011 07:03:00 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868577,2011,02/04/2016 06:33:39 AM,41.794957148,-87.667042665,"(41.794957148, -87.667042665)" +8252094,HT486060,09/07/2011 07:20:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146937,1897323,2011,02/04/2016 06:33:39 AM,41.874223127,-87.735983405,"(41.874223127, -87.735983405)" +8252310,HT486276,09/07/2011 10:22:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139445,1897133,2011,02/04/2016 06:33:39 AM,41.873841526,-87.763495624,"(41.873841526, -87.763495624)" +8253343,HT487015,09/08/2011 01:15:00 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140145,1905627,2011,02/04/2016 06:33:39 AM,41.897137351,-87.760717423,"(41.897137351, -87.760717423)" +8253773,HT487628,09/08/2011 06:45:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904742,2011,02/04/2016 06:33:39 AM,41.894498134,-87.719942193,"(41.894498134, -87.719942193)" +8253920,HT487827,09/08/2011 09:25:00 PM,054XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169575,1868789,2011,02/04/2016 06:33:39 AM,41.795460749,-87.653695979,"(41.795460749, -87.653695979)" +8253988,HT487940,09/08/2011 11:00:00 PM,051XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1167207,1870616,2011,02/04/2016 06:33:39 AM,41.800525296,-87.662327206,"(41.800525296, -87.662327206)" +8255396,HT489159,09/09/2011 06:05:00 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142522,1897864,2011,02/04/2016 06:33:39 AM,41.875790871,-87.752180023,"(41.875790871, -87.752180023)" +8255493,HT489291,09/09/2011 07:25:00 PM,016XX W HOWARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164177,1950345,2011,02/04/2016 06:33:39 AM,42.019371503,-87.671181992,"(42.019371503, -87.671181992)" +8255567,HT489347,09/09/2011 08:40:00 PM,057XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1179901,1867144,2011,02/04/2016 06:33:39 AM,41.790716455,-87.615880848,"(41.790716455, -87.615880848)" +8255625,HT489378,09/09/2011 09:05:00 PM,034XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153062,1905780,2011,02/04/2016 06:33:39 AM,41.897310826,-87.713270676,"(41.897310826, -87.713270676)" +8255719,HT489625,09/10/2011 12:50:00 AM,002XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1178671,1868477,2011,02/04/2016 06:33:39 AM,41.794402412,-87.620350386,"(41.794402412, -87.620350386)" +8256294,HT490276,09/10/2011 01:45:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142549,1910501,2011,02/04/2016 06:33:39 AM,41.910467789,-87.751766395,"(41.910467789, -87.751766395)" +8256389,HT490385,09/10/2011 02:13:00 PM,091XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0634,006,6,49,19,1178754,1844478,2011,02/04/2016 06:33:39 AM,41.728544631,-87.620775003,"(41.728544631, -87.620775003)" +8256430,HT490534,09/10/2011 04:41:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862600,2011,02/04/2016 06:33:39 AM,41.778656405,-87.684846319,"(41.778656405, -87.684846319)" +8256605,HT490667,09/10/2011 06:45:00 PM,014XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1011,010,24,29,19,1147619,1892689,2011,02/04/2016 06:33:39 AM,41.861493819,-87.733598253,"(41.861493819, -87.733598253)" +8257278,HT491528,09/11/2011 10:25:00 AM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143264,1905859,2011,02/04/2016 06:33:39 AM,41.89771629,-87.749255833,"(41.89771629, -87.749255833)" +8257884,HT492273,09/11/2011 08:07:00 PM,001XX W 113TH ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,0522,005,34,49,19,1177272,1830022,2011,02/04/2016 06:33:39 AM,41.6889089,-87.626638453,"(41.6889089, -87.626638453)" +8258888,HT493010,09/12/2011 11:10:00 AM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899703,2011,02/04/2016 06:33:39 AM,41.880572858,-87.70203793,"(41.880572858, -87.70203793)" +8259956,HT494056,09/12/2011 09:33:00 PM,078XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1190230,1853364,2011,02/04/2016 06:33:39 AM,41.75266027,-87.578450975,"(41.75266027, -87.578450975)" +8260619,HT487852,09/08/2011 10:00:00 PM,052XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,ATHLETIC CLUB,true,false,1712,017,39,13,19,1154097,1934600,2011,02/04/2016 06:33:39 AM,41.97637449,-87.708697978,"(41.97637449, -87.708697978)" +8260863,HT494684,09/13/2011 11:15:00 AM,031XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,28,27,19,1155449,1900184,2011,02/04/2016 06:33:39 AM,41.881907192,-87.704654089,"(41.881907192, -87.704654089)" +8261502,HT495298,09/13/2011 05:20:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0713,007,16,67,19,1169301,1866721,2011,02/04/2016 06:33:39 AM,41.78979186,-87.654760601,"(41.78979186, -87.654760601)" +8261554,HT495517,09/13/2011 07:06:00 PM,021XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1014,010,24,29,19,1152370,1889447,2011,02/04/2016 06:33:39 AM,41.852504994,-87.716243608,"(41.852504994, -87.716243608)" +8261623,HT495585,09/13/2011 08:15:00 PM,005XX W DELAWARE PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1823,018,27,8,19,1172456,1906668,2011,02/04/2016 06:33:39 AM,41.89934083,-87.642013121,"(41.89934083, -87.642013121)" +8261734,HT495765,09/13/2011 10:30:00 PM,001XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1522,015,29,25,19,1139900,1899022,2011,02/04/2016 06:33:39 AM,41.879016888,-87.761778871,"(41.879016888, -87.761778871)" +8262426,HT350990,06/16/2011 08:32:00 PM,012XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1168362,1894203,2011,02/04/2016 06:33:39 AM,41.865225499,-87.657410819,"(41.865225499, -87.657410819)" +8263719,HT497434,09/14/2011 10:42:00 PM,079XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0624,006,8,44,19,1183608,1852595,2011,02/04/2016 06:33:39 AM,41.750706929,-87.602741498,"(41.750706929, -87.602741498)" +8264654,HT498057,09/15/2011 01:15:00 PM,079XX S THROOP ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0612,006,21,71,19,1169033,1852326,2011,02/04/2016 06:33:39 AM,41.75029596,-87.656158856,"(41.75029596, -87.656158856)" +8265264,HT498874,09/15/2011 10:09:00 PM,014XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152273,1892895,2011,02/04/2016 06:33:39 AM,41.861968624,-87.716508715,"(41.861968624, -87.716508715)" +8265289,HT498814,09/15/2011 09:35:00 PM,105XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0434,004,10,51,19,1193858,1835698,2011,02/04/2016 06:33:39 AM,41.704095028,-87.565733407,"(41.704095028, -87.565733407)" +8265981,HT499454,09/16/2011 11:30:00 AM,014XX S CANAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0131,001,2,28,19,1173350,1893564,2011,02/04/2016 06:33:39 AM,41.86336281,-87.639118836,"(41.86336281, -87.639118836)" +8266177,HT499572,09/16/2011 12:30:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151905,1894122,2011,02/04/2016 06:33:39 AM,41.8653429,-87.717827302,"(41.8653429, -87.717827302)" +8266295,HT499699,09/16/2011 01:10:00 PM,035XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,34,19,1176244,1881305,2011,02/04/2016 06:33:39 AM,41.829658499,-87.628864446,"(41.829658499, -87.628864446)" +8266868,HT500472,09/16/2011 11:05:00 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0321,003,20,42,19,1185009,1861874,2011,02/04/2016 06:33:39 AM,41.776136626,-87.597316685,"(41.776136626, -87.597316685)" +8267300,HT500976,09/17/2011 10:48:00 AM,039XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150276,1889765,2011,02/04/2016 06:33:39 AM,41.853418663,-87.723920995,"(41.853418663, -87.723920995)" +8267509,HT501308,09/17/2011 02:55:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141370,1902646,2011,02/04/2016 06:33:39 AM,41.888934605,-87.756291745,"(41.888934605, -87.756291745)" +8268424,HT502450,09/18/2011 10:59:00 AM,033XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154198,1898878,2011,02/04/2016 06:33:39 AM,41.87834845,-87.709282635,"(41.87834845, -87.709282635)" +8268861,HT503079,09/18/2011 06:16:00 PM,013XX W 15TH ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1231,012,2,28,19,1167732,1892862,2011,02/04/2016 06:33:39 AM,41.861559271,-87.65976218,"(41.861559271, -87.65976218)" +8269032,HT503341,09/18/2011 11:00:00 PM,056XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0711,007,20,68,19,1172261,1867531,2011,02/04/2016 06:33:39 AM,41.791949966,-87.643883364,"(41.791949966, -87.643883364)" +8269259,HT495540,09/13/2011 07:40:00 PM,022XX S WENTWORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175322,1889562,2011,02/04/2016 06:33:39 AM,41.852337054,-87.631999849,"(41.852337054, -87.631999849)" +8270273,HT504422,09/19/2011 04:20:00 PM,050XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142354,1906849,2011,02/04/2016 06:33:39 AM,41.900449916,-87.752573591,"(41.900449916, -87.752573591)" +8270426,HT504697,09/19/2011 06:46:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863430,2011,02/04/2016 06:33:39 AM,41.780737448,-87.650885344,"(41.780737448, -87.650885344)" +8270369,HT504447,09/19/2011 04:50:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143345,1905860,2011,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +8270585,HT504877,09/19/2011 08:30:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151132,1894441,2011,02/04/2016 06:33:39 AM,41.866233446,-87.720656676,"(41.866233446, -87.720656676)" +8270669,HT504942,09/19/2011 09:40:00 PM,065XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166124,1861256,2011,02/04/2016 06:33:39 AM,41.774863428,-87.666565119,"(41.774863428, -87.666565119)" +8271283,HT498603,09/15/2011 05:30:00 PM,032XX W BRYN MAWR AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1712,017,40,13,19,1153799,1937035,2011,02/04/2016 06:33:39 AM,41.983062222,-87.70972866,"(41.983062222, -87.70972866)" +8271532,HT505723,09/20/2011 01:25:00 PM,057XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0713,007,16,67,19,1168970,1866692,2011,02/04/2016 06:33:39 AM,41.789719443,-87.655975118,"(41.789719443, -87.655975118)" +8272049,HT506434,09/20/2011 08:35:00 PM,072XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,17,69,19,1175210,1856966,2011,02/04/2016 06:33:39 AM,41.762893039,-87.63338526,"(41.762893039, -87.63338526)" +8272065,HT506379,09/20/2011 08:10:00 PM,012XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154229,1894146,2011,02/04/2016 06:33:39 AM,41.865362718,-87.709295125,"(41.865362718, -87.709295125)" +8273111,HT507231,09/21/2011 12:50:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188713,1860032,2011,02/04/2016 06:33:39 AM,41.770994234,-87.583797152,"(41.770994234, -87.583797152)" +8273168,HT507321,09/21/2011 01:45:00 PM,065XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,15,66,19,1158503,1861233,2011,02/04/2016 06:33:39 AM,41.774959058,-87.694503381,"(41.774959058, -87.694503381)" +8273382,HT507522,09/21/2011 04:15:00 PM,046XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0222,002,4,38,19,1181713,1874420,2011,02/04/2016 06:33:39 AM,41.810640725,-87.609011934,"(41.810640725, -87.609011934)" +8273595,HT507890,09/21/2011 07:00:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863430,2011,02/04/2016 06:33:39 AM,41.780737448,-87.650885344,"(41.780737448, -87.650885344)" +8274767,HT508837,09/22/2011 12:40:00 PM,051XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167201,1870864,2011,02/04/2016 06:33:39 AM,41.801205965,-87.66234211,"(41.801205965, -87.66234211)" +8275001,HT508981,09/22/2011 02:15:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899697,2011,02/04/2016 06:33:39 AM,41.880556393,-87.702038093,"(41.880556393, -87.702038093)" +8275405,HT509623,09/22/2011 08:47:00 PM,052XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163912,1869848,2011,02/04/2016 06:33:39 AM,41.798487758,-87.674432635,"(41.798487758, -87.674432635)" +8275562,HT509847,09/22/2011 10:50:00 PM,094XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1175664,1842148,2011,02/04/2016 06:33:39 AM,41.722220435,-87.632163805,"(41.722220435, -87.632163805)" +8276604,HT510638,09/23/2011 01:50:00 PM,042XX W DIVISION ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2534,025,37,23,19,1147979,1907664,2011,02/04/2016 06:33:39 AM,41.90258001,-87.731891502,"(41.90258001, -87.731891502)" +8277007,HT511175,09/23/2011 07:45:00 PM,013XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150922,1893602,2011,02/04/2016 06:33:39 AM,41.863935243,-87.721449563,"(41.863935243, -87.721449563)" +8277173,HT511392,09/23/2011 11:55:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152552,1894695,2011,02/04/2016 06:33:39 AM,41.866902523,-87.715436986,"(41.866902523, -87.715436986)" +8277861,HT512321,09/24/2011 03:00:00 PM,070XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176178,1858282,2011,02/04/2016 06:33:39 AM,41.766482624,-87.629797942,"(41.766482624, -87.629797942)" +8278273,HT512852,09/24/2011 10:15:00 PM,059XX N KENMORE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2433,024,48,77,19,1168162,1939827,2011,02/04/2016 06:33:39 AM,41.99042443,-87.656823563,"(41.99042443, -87.656823563)" +8278351,HT512966,09/24/2011 10:45:00 PM,061XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180307,1864332,2011,02/04/2016 06:33:39 AM,41.782990756,-87.614478366,"(41.782990756, -87.614478366)" +8278706,HT513424,09/25/2011 11:00:00 AM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1532,015,28,25,19,1141940,1902972,2011,02/04/2016 06:33:39 AM,41.889818651,-87.754190376,"(41.889818651, -87.754190376)" +8279112,HT514025,09/25/2011 07:10:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154101,1893253,2011,02/04/2016 06:33:39 AM,41.86291478,-87.709788831,"(41.86291478, -87.709788831)" +8279135,HT514021,09/25/2011 06:48:00 PM,031XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155449,1893871,2011,02/04/2016 06:33:39 AM,41.864583666,-87.70482383,"(41.864583666, -87.70482383)" +8279979,HT514822,09/26/2011 11:08:00 AM,025XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160777,1858820,2011,02/04/2016 06:33:39 AM,41.768290786,-87.68623372,"(41.768290786, -87.68623372)" +8280509,HT515226,09/26/2011 03:40:00 PM,109XX S PROSPECT AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2212,022,19,75,19,1165826,1831951,2011,02/04/2016 06:33:39 AM,41.694452441,-87.668487401,"(41.694452441, -87.668487401)" +8280547,HT515221,09/26/2011 03:20:00 PM,079XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0612,006,17,71,19,1170693,1852151,2011,02/04/2016 06:33:39 AM,41.749779724,-87.65008096,"(41.749779724, -87.65008096)" +8284541,HT518907,09/28/2011 08:15:00 PM,068XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171488,1859457,2011,02/04/2016 06:33:39 AM,41.76981095,-87.646954134,"(41.76981095, -87.646954134)" +8284626,HT519055,09/28/2011 11:00:00 PM,010XX W 79TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,17,71,19,1170874,1852437,2011,02/04/2016 06:33:39 AM,41.7505606,-87.649409369,"(41.7505606, -87.649409369)" +8284676,HT519125,09/29/2011 12:40:00 AM,064XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1179565,1862285,2011,02/04/2016 06:33:39 AM,41.777390575,-87.617261246,"(41.777390575, -87.617261246)" +8285430,HT519556,09/29/2011 11:20:00 AM,039XX W 79TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0834,008,18,70,19,1151370,1851889,2011,02/04/2016 06:33:39 AM,41.749460005,-87.72089612,"(41.749460005, -87.72089612)" +8286011,HT520092,09/29/2011 05:00:00 PM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142722,1906188,2011,02/04/2016 06:33:39 AM,41.898629212,-87.751238366,"(41.898629212, -87.751238366)" +8288987,HT523344,10/01/2011 07:02:00 PM,012XX W 60TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169188,1864994,2011,02/04/2016 06:33:39 AM,41.785055215,-87.655224882,"(41.785055215, -87.655224882)" +8289036,HT523396,10/01/2011 08:00:00 PM,040XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149849,1889787,2011,02/04/2016 06:33:39 AM,41.853487339,-87.725487677,"(41.853487339, -87.725487677)" +8289118,HT523526,10/01/2011 10:10:00 PM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142214,1899540,2011,02/04/2016 06:33:39 AM,41.880395743,-87.753269311,"(41.880395743, -87.753269311)" +8289216,HT523624,10/01/2011 11:10:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167602,1894514,2011,02/04/2016 06:33:39 AM,41.866095296,-87.660191836,"(41.866095296, -87.660191836)" +8290182,HT524791,10/02/2011 09:25:00 PM,011XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,29,19,1155866,1894943,2011,02/04/2016 06:33:39 AM,41.86751696,-87.703264137,"(41.86751696, -87.703264137)" +8291451,HT525603,10/03/2011 12:43:00 PM,045XX S LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1143457,1874028,2011,02/04/2016 06:33:39 AM,41.810364112,-87.749342092,"(41.810364112, -87.749342092)" +8291794,HT526099,10/03/2011 06:55:00 PM,056XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0711,007,20,68,19,1172261,1867524,2011,02/04/2016 06:33:39 AM,41.791930757,-87.643883569,"(41.791930757, -87.643883569)" +8291953,HT526267,10/03/2011 08:52:00 PM,063XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164773,1862617,2011,02/04/2016 06:33:39 AM,41.778626828,-87.671479301,"(41.778626828, -87.671479301)" +8292033,HT526316,10/03/2011 09:05:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152545,1894953,2011,02/04/2016 06:33:39 AM,41.867610642,-87.715455866,"(41.867610642, -87.715455866)" +8292158,HT526524,10/04/2011 01:40:00 AM,013XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153916,1893509,2011,02/04/2016 06:33:39 AM,41.863620958,-87.710461133,"(41.863620958, -87.710461133)" +8293222,HT527108,10/04/2011 01:55:00 PM,042XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,4,38,19,1181299,1877133,2011,02/04/2016 06:33:39 AM,41.818094975,-87.610446717,"(41.818094975, -87.610446717)" +8293328,HT527212,10/04/2011 02:39:00 PM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0832,008,15,66,19,1160836,1861115,2011,02/04/2016 06:33:39 AM,41.774587375,-87.685954135,"(41.774587375, -87.685954135)" +8293338,HT527254,10/04/2011 03:20:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154284,1892249,2011,02/04/2016 06:33:39 AM,41.860156043,-87.709143849,"(41.860156043, -87.709143849)" +8293359,HT527277,10/04/2011 03:35:00 PM,012XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154229,1894146,2011,02/04/2016 06:33:39 AM,41.865362718,-87.709295125,"(41.865362718, -87.709295125)" +8293362,HT527200,10/04/2011 02:50:00 PM,018XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149681,1890607,2011,02/04/2016 06:33:39 AM,41.855740782,-87.726083018,"(41.855740782, -87.726083018)" +8293779,HT527872,10/04/2011 10:10:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899699,2011,02/04/2016 06:33:39 AM,41.880828867,-87.752633786,"(41.880828867, -87.752633786)" +8293971,HT528073,10/05/2011 02:35:00 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860541,2011,02/04/2016 06:33:39 AM,41.772391355,-87.583839542,"(41.772391355, -87.583839542)" +8295193,HT528859,10/05/2011 03:40:00 PM,124XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1174895,1822389,2011,02/04/2016 06:33:39 AM,41.66801592,-87.635566835,"(41.66801592, -87.635566835)" +8295388,HT529246,10/05/2011 07:43:00 PM,015XX W 95TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2221,022,21,73,19,1167551,1841721,2011,02/04/2016 06:33:39 AM,41.72122617,-87.661892763,"(41.72122617, -87.661892763)" +8295490,HT529394,10/05/2011 09:18:00 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150588,1904736,2011,02/04/2016 06:33:39 AM,41.89449469,-87.722384717,"(41.89449469, -87.722384717)" +8296501,HT530091,10/06/2011 11:40:00 AM,102XX S CALHOUN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,10,51,19,1194831,1837558,2011,02/04/2016 06:33:39 AM,41.709175199,-87.562109522,"(41.709175199, -87.562109522)" +8296990,HT530533,10/06/2011 05:35:00 PM,057XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1513,015,29,25,19,1138035,1900164,2011,02/04/2016 06:33:39 AM,41.882184564,-87.768599327,"(41.882184564, -87.768599327)" +8297036,HT530725,10/06/2011 07:28:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167401,1863409,2011,02/04/2016 06:33:39 AM,41.780744266,-87.661822187,"(41.780744266, -87.661822187)" +8297051,HT530764,10/06/2011 07:50:00 PM,043XX W HIRSCH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147373,1908966,2011,02/04/2016 06:33:39 AM,41.90616447,-87.734084055,"(41.90616447, -87.734084055)" +8297220,HT530934,10/06/2011 09:53:00 PM,024XX W ADAMS ST,1651,GAMBLING,GAME/CARDS,PARK PROPERTY,true,false,1125,011,2,28,19,1160240,1899001,2011,02/04/2016 06:33:39 AM,41.878563277,-87.68709429,"(41.878563277, -87.68709429)" +8297260,HT530851,10/06/2011 08:25:00 PM,054XX S HALSTED ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171901,1868586,2011,02/04/2016 06:33:39 AM,41.794852916,-87.645172451,"(41.794852916, -87.645172451)" +8297344,HT531087,10/07/2011 12:20:00 AM,034XX W FIFTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,28,27,19,1153637,1898344,2011,02/04/2016 06:33:39 AM,41.876894273,-87.711356724,"(41.876894273, -87.711356724)" +8298568,HT532002,10/07/2011 04:09:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166912,1869286,2011,02/04/2016 06:33:39 AM,41.796881935,-87.663447077,"(41.796881935, -87.663447077)" +8298919,HT532506,10/07/2011 10:10:00 PM,015XX N LUNA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139055,1909617,2011,02/04/2016 06:33:39 AM,41.908106281,-87.764623744,"(41.908106281, -87.764623744)" +8299882,HT533921,10/08/2011 09:00:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144182,1901499,2011,02/04/2016 06:33:39 AM,41.885734746,-87.745993696,"(41.885734746, -87.745993696)" +8301008,HT535290,10/09/2011 08:08:00 PM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156930,1897228,2011,02/04/2016 06:33:39 AM,41.873765737,-87.699296047,"(41.873765737, -87.699296047)" +8301015,HT535329,10/09/2011 08:35:00 PM,066XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0725,007,17,67,19,1167151,1860652,2011,02/04/2016 06:33:39 AM,41.773184062,-87.662817546,"(41.773184062, -87.662817546)" +8301042,HT535297,10/09/2011 07:35:00 PM,054XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1178525,1868963,2011,02/04/2016 06:33:39 AM,41.795739363,-87.620870989,"(41.795739363, -87.620870989)" +8301104,HT535400,10/09/2011 09:40:00 PM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140047,1900217,2011,02/04/2016 06:33:39 AM,41.882293434,-87.761209855,"(41.882293434, -87.761209855)" +8302112,HT536617,10/10/2011 06:15:00 PM,0000X N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139504,1899748,2011,02/04/2016 06:33:39 AM,41.881016354,-87.763215224,"(41.881016354, -87.763215224)" +8302392,HT536980,10/11/2011 11:53:00 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141020,1900686,2011,02/04/2016 06:33:39 AM,41.883562573,-87.757625389,"(41.883562573, -87.757625389)" +8302393,HT536941,10/10/2011 10:30:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167702,1894186,2011,02/04/2016 06:33:39 AM,41.865193084,-87.659834176,"(41.865193084, -87.659834176)" +8303408,HT537717,10/11/2011 01:11:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1179990,1863780,2011,02/04/2016 06:33:39 AM,41.781483281,-87.615657469,"(41.781483281, -87.615657469)" +8303641,HT538100,10/11/2011 05:17:00 PM,051XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164555,1870534,2011,02/04/2016 06:33:39 AM,41.800356676,-87.672055265,"(41.800356676, -87.672055265)" +8303803,HT538384,10/11/2011 08:15:00 PM,038XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1150879,1894763,2011,02/04/2016 06:33:39 AM,41.867122003,-87.721577044,"(41.867122003, -87.721577044)" +8305376,HT539825,10/12/2011 06:10:00 PM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1531,015,28,25,19,1142793,1904852,2011,02/04/2016 06:33:39 AM,41.894961752,-87.751010889,"(41.894961752, -87.751010889)" +8307417,HT541687,10/13/2011 10:00:00 PM,065XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0831,008,15,66,19,1156176,1861101,2011,02/04/2016 06:33:39 AM,41.774643948,-87.703037455,"(41.774643948, -87.703037455)" +8308566,HT542474,10/14/2011 01:10:00 PM,053XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,3,40,19,1179829,1869795,2011,02/04/2016 06:33:39 AM,41.79799269,-87.616063748,"(41.79799269, -87.616063748)" +8310126,HT544559,10/15/2011 07:50:00 PM,072XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0735,007,17,67,19,1164607,1856728,2011,02/04/2016 06:33:39 AM,41.76247012,-87.672253816,"(41.76247012, -87.672253816)" +8310239,HT544686,10/15/2011 11:00:00 PM,012XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148576,1894181,2011,02/04/2016 06:33:39 AM,41.86556965,-87.730046763,"(41.86556965, -87.730046763)" +8310401,HT544852,10/15/2011 11:39:00 PM,087XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,0632,006,8,44,19,1183089,1847266,2011,02/04/2016 06:33:39 AM,41.73609565,-87.604808666,"(41.73609565, -87.604808666)" +8310804,HT545320,10/16/2011 12:46:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143289,1898790,2011,02/04/2016 06:33:39 AM,41.878317645,-87.74934071,"(41.878317645, -87.74934071)" +8312771,HT547257,10/17/2011 07:20:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909520,2011,02/04/2016 06:33:39 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +8313057,HT547547,10/17/2011 11:30:00 PM,033XX W IOWA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153740,1905798,2011,02/04/2016 06:33:39 AM,41.897346747,-87.710779979,"(41.897346747, -87.710779979)" +8316111,HT550319,10/19/2011 08:00:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1532,015,28,25,19,1141863,1900972,2011,02/04/2016 06:33:39 AM,41.884331832,-87.7545227,"(41.884331832, -87.7545227)" +8319130,HT553113,10/21/2011 04:50:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899726,2011,02/04/2016 06:33:39 AM,41.880635972,-87.702037309,"(41.880635972, -87.702037309)" +8320305,HT554660,10/22/2011 03:38:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,44,19,1183279,1852554,2011,02/04/2016 06:33:39 AM,41.75060208,-87.603948371,"(41.75060208, -87.603948371)" +8320418,HT554833,10/22/2011 05:15:00 PM,067XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171468,1860188,2011,02/04/2016 06:33:39 AM,41.77181734,-87.647006062,"(41.77181734, -87.647006062)" +8321595,HT556289,10/23/2011 07:50:00 PM,109XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1170282,1832041,2011,02/04/2016 06:33:39 AM,41.694603874,-87.652170116,"(41.694603874, -87.652170116)" +8321712,HT556409,10/23/2011 08:45:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184831,1843917,2011,02/04/2016 06:33:39 AM,41.72686498,-87.598531415,"(41.72686498, -87.598531415)" +8325137,HT559516,10/25/2011 07:00:00 PM,017XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136480,1910950,2011,02/04/2016 06:33:39 AM,41.911810653,-87.774051195,"(41.911810653, -87.774051195)" +8325474,HT559869,10/26/2011 12:08:00 AM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150560,1894608,2011,02/04/2016 06:33:39 AM,41.866702897,-87.722752193,"(41.866702897, -87.722752193)" +8326969,HT560793,10/26/2011 03:06:00 PM,036XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152332,1896455,2011,02/04/2016 06:33:39 AM,41.871736502,-87.716198187,"(41.871736502, -87.716198187)" +8328553,HT562219,10/27/2011 02:05:00 PM,020XX W 70TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164030,1857904,2011,02/04/2016 06:33:39 AM,41.765709377,-87.674335592,"(41.765709377, -87.674335592)" +8328978,HT562717,10/27/2011 07:10:00 PM,038XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1150916,1894764,2011,02/04/2016 06:33:39 AM,41.867124023,-87.721441184,"(41.867124023, -87.721441184)" +8330350,HT563922,10/28/2011 03:45:00 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,6,44,19,1180618,1852561,2011,02/04/2016 06:33:39 AM,41.750682777,-87.613699222,"(41.750682777, -87.613699222)" +8330784,HT564431,10/28/2011 08:51:00 PM,009XX W 87TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2222,022,21,71,19,1171698,1847149,2011,02/04/2016 06:33:39 AM,41.736031607,-87.646544506,"(41.736031607, -87.646544506)" +8331400,HT565290,10/29/2011 01:10:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149634,1892212,2011,02/04/2016 06:33:39 AM,41.86014601,-87.726213876,"(41.86014601, -87.726213876)" +8332931,HT567243,10/30/2011 07:35:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899726,2011,02/04/2016 06:33:39 AM,41.880635972,-87.702037309,"(41.880635972, -87.702037309)" +8333874,HT567835,10/31/2011 10:42:00 AM,088XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196920,1847012,2011,02/04/2016 06:33:39 AM,41.735066205,-87.554146165,"(41.735066205, -87.554146165)" +8336305,HT570291,11/01/2011 05:55:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1132,011,24,26,19,1150293,1897736,2011,02/04/2016 06:33:39 AM,41.875291694,-87.723650826,"(41.875291694, -87.723650826)" +8336584,HT570447,11/01/2011 07:15:00 PM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179251,1879203,2011,02/04/2016 06:33:39 AM,41.823822254,-87.617896138,"(41.823822254, -87.617896138)" +8336652,HT570513,11/01/2011 07:45:00 PM,012XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150572,1894233,2011,02/04/2016 06:33:39 AM,41.865673619,-87.722717931,"(41.865673619, -87.722717931)" +8338375,HT572110,11/02/2011 07:40:00 PM,028XX W FILLMORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157381,1895245,2011,02/04/2016 06:33:39 AM,41.868315031,-87.697694101,"(41.868315031, -87.697694101)" +8339574,HT572985,11/03/2011 12:40:00 PM,022XX S AVERS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1013,010,22,30,19,1151060,1888791,2011,02/04/2016 06:33:39 AM,41.850730583,-87.721068905,"(41.850730583, -87.721068905)" +8341054,HT574496,11/04/2011 12:40:00 PM,005XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141938,1903039,2011,02/04/2016 06:33:39 AM,41.890002544,-87.754196061,"(41.890002544, -87.754196061)" +8341087,HT574596,11/04/2011 01:40:00 PM,052XX S TALMAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0911,009,14,63,19,1159595,1869776,2011,02/04/2016 06:33:39 AM,41.798379895,-87.690266001,"(41.798379895, -87.690266001)" +8341357,HT574877,11/04/2011 04:47:00 PM,056XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1178117,1867732,2011,02/04/2016 06:33:39 AM,41.792370651,-87.622404462,"(41.792370651, -87.622404462)" +8342386,HT576053,11/05/2011 01:15:00 PM,010XX W MAXWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1232,012,2,28,19,1169703,1894018,2011,02/04/2016 06:33:39 AM,41.864688766,-87.652493383,"(41.864688766, -87.652493383)" +8343295,HT577267,11/06/2011 10:30:00 AM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151276,1903907,2011,02/04/2016 06:33:39 AM,41.892206358,-87.719879646,"(41.892206358, -87.719879646)" +8343893,HT578024,11/06/2011 09:16:00 PM,012XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136800,1907609,2011,02/04/2016 06:33:39 AM,41.902636812,-87.772955776,"(41.902636812, -87.772955776)" +8345199,HT578812,11/07/2011 01:20:00 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150628,1903256,2011,02/04/2016 06:33:39 AM,41.890432635,-87.722276519,"(41.890432635, -87.722276519)" +8345533,HT579371,11/07/2011 06:47:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1533,015,28,25,19,1143290,1898755,2011,02/04/2016 06:33:39 AM,41.878221582,-87.749337912,"(41.878221582, -87.749337912)" +8345718,HT579631,11/07/2011 10:50:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0413,004,8,47,19,1184831,1843917,2011,02/04/2016 06:33:39 AM,41.72686498,-87.598531415,"(41.72686498, -87.598531415)" +8351454,HT584828,11/11/2011 03:10:00 PM,003XX E 53RD ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,3,40,19,1179604,1869960,2011,02/04/2016 06:33:39 AM,41.798450614,-87.616883811,"(41.798450614, -87.616883811)" +8352034,HT539330,10/12/2011 01:30:00 PM,016XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1166135,1868232,2011,02/04/2016 06:33:39 AM,41.794006212,-87.666326414,"(41.794006212, -87.666326414)" +8352876,HT586765,11/12/2011 10:18:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171765,1861386,2011,02/04/2016 06:33:39 AM,41.775098286,-87.645882255,"(41.775098286, -87.645882255)" +8353810,HT587898,11/13/2011 06:53:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136500,1910320,2011,02/04/2016 06:33:39 AM,41.9100815,-87.773992813,"(41.9100815, -87.773992813)" +8357496,HT591094,11/15/2011 07:16:00 PM,022XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,2,28,19,1161282,1899496,2011,02/04/2016 06:33:39 AM,41.879900007,-87.683254514,"(41.879900007, -87.683254514)" +8362251,HT595196,11/18/2011 04:11:00 PM,079XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0422,004,7,46,19,1196880,1852879,2011,02/04/2016 06:33:39 AM,41.7511667,-87.554098069,"(41.7511667, -87.554098069)" +8363147,HT596358,11/19/2011 12:07:00 PM,063XX S RACINE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0724,007,16,68,19,1169406,1862798,2011,02/04/2016 06:33:39 AM,41.779024407,-87.654489164,"(41.779024407, -87.654489164)" +8365922,HT599171,11/21/2011 03:00:00 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1821,018,27,8,19,1173240,1909286,2011,02/04/2016 06:33:39 AM,41.906507389,-87.639055705,"(41.906507389, -87.639055705)" +8366195,HT599556,11/21/2011 06:29:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136502,1910266,2011,02/04/2016 06:33:39 AM,41.909933281,-87.773986759,"(41.909933281, -87.773986759)" +8369191,HT602099,11/23/2011 12:30:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154913,1901450,2011,02/04/2016 06:33:39 AM,41.88539198,-87.706588331,"(41.88539198, -87.706588331)" +8370475,HT603817,11/24/2011 07:59:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136779,1908282,2011,02/04/2016 06:33:39 AM,41.904483983,-87.773016767,"(41.904483983, -87.773016767)" +8371407,HT604975,11/25/2011 07:00:00 PM,014XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167677,1856993,2011,02/04/2016 06:33:39 AM,41.76313202,-87.660994204,"(41.76313202, -87.660994204)" +8371506,HT605065,11/25/2011 08:12:00 PM,013XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155238,1893719,2011,02/04/2016 06:33:39 AM,41.864170798,-87.705602493,"(41.864170798, -87.705602493)" +8372370,HT606184,11/26/2011 04:25:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167668,1894186,2011,02/04/2016 06:33:39 AM,41.865193816,-87.659958991,"(41.865193816, -87.659958991)" +8380496,HT613641,12/01/2011 08:38:00 PM,012XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150571,1894253,2011,02/04/2016 06:33:39 AM,41.865728521,-87.72272108,"(41.865728521, -87.72272108)" +8381816,HT614625,12/02/2011 02:30:00 PM,053XX W QUINCY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1522,015,29,25,19,1140907,1898486,2011,02/04/2016 06:33:39 AM,41.877527573,-87.758094488,"(41.877527573, -87.758094488)" +8382234,HT615172,12/02/2011 09:05:00 PM,045XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0222,002,3,38,19,1179194,1874994,2011,02/04/2016 06:33:39 AM,41.812273718,-87.618233755,"(41.812273718, -87.618233755)" +8383353,HT616782,12/03/2011 09:31:00 PM,013XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1021,010,24,29,19,1154579,1893533,2011,02/04/2016 06:33:39 AM,41.863673591,-87.708026647,"(41.863673591, -87.708026647)" +8387744,HT620861,12/06/2011 07:00:00 PM,001XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144015,1900779,2011,02/04/2016 06:33:39 AM,41.883762115,-87.746625038,"(41.883762115, -87.746625038)" +8388835,HT621517,12/07/2011 09:55:00 AM,011XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,29,19,1155866,1894943,2011,02/04/2016 06:33:39 AM,41.86751696,-87.703264137,"(41.86751696, -87.703264137)" +8392357,HT610856,11/29/2011 10:20:00 PM,043XX W 47TH ST,1631,GAMBLING,WIREROOM/SPORTS,BAR OR TAVERN,true,false,0815,008,23,57,19,1148020,1873109,2011,02/04/2016 06:33:39 AM,41.807755932,-87.732628871,"(41.807755932, -87.732628871)" +8397810,HT630464,12/13/2011 02:54:00 PM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151505,1907247,2011,02/04/2016 06:33:39 AM,41.901367155,-87.718950781,"(41.901367155, -87.718950781)" +8403655,HT636810,12/17/2011 09:45:00 PM,008XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142873,1904963,2011,02/04/2016 06:33:39 AM,41.895264858,-87.750714299,"(41.895264858, -87.750714299)" +8403588,HT636686,12/17/2011 07:09:00 PM,012XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1231,012,2,28,19,1168161,1893868,2011,02/04/2016 06:33:39 AM,41.864310572,-87.658158364,"(41.864310572, -87.658158364)" +8404690,HT638114,12/18/2011 10:30:00 AM,035XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152668,1905773,2011,02/04/2016 06:33:39 AM,41.897299422,-87.714717979,"(41.897299422, -87.714717979)" +8408126,HT641279,12/21/2011 12:34:00 AM,020XX E 71ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1190869,1858321,2011,02/04/2016 06:33:39 AM,41.766247283,-87.575949413,"(41.766247283, -87.575949413)" +8410852,HT643576,12/22/2011 03:33:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1231,012,2,28,19,1167677,1894516,2011,02/04/2016 06:33:39 AM,41.86609917,-87.659916448,"(41.86609917, -87.659916448)" +8411967,HT644920,12/23/2011 02:30:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144177,1899224,2011,02/04/2016 06:33:39 AM,41.879491967,-87.746069227,"(41.879491967, -87.746069227)" +8411974,HT644893,12/23/2011 01:37:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170383,1863436,2011,02/04/2016 06:33:39 AM,41.780753935,-87.650888836,"(41.780753935, -87.650888836)" +8414735,HT648471,12/26/2011 11:00:00 PM,004XX W SULLIVAN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1821,018,27,8,19,1173300,1909077,2011,02/04/2016 06:33:39 AM,41.905932549,-87.638841519,"(41.905932549, -87.638841519)" +8429357,HV107578,01/06/2012 07:05:00 PM,0000X N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141051,1899784,2012,02/04/2016 06:33:39 AM,41.881086801,-87.757533776,"(41.881086801, -87.757533776)" +8429584,HV107766,01/06/2012 09:56:00 PM,075XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0621,006,17,71,19,1171284,1854733,2012,02/04/2016 06:33:39 AM,41.756852168,-87.647839902,"(41.756852168, -87.647839902)" +8434127,HV112220,01/10/2012 12:00:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143345,1905860,2012,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +8436577,HV114333,01/11/2012 07:49:00 PM,012XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148576,1894181,2012,02/04/2016 06:33:39 AM,41.86556965,-87.730046763,"(41.86556965, -87.730046763)" +8449349,HV127521,01/22/2012 01:05:00 PM,074XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0333,003,5,43,19,1191843,1855973,2012,02/04/2016 06:33:39 AM,41.759780594,-87.572455541,"(41.759780594, -87.572455541)" +8457557,HV134481,01/27/2012 03:30:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136779,1908282,2012,02/04/2016 06:33:39 AM,41.904483983,-87.773016767,"(41.904483983, -87.773016767)" +8461597,HV138904,01/30/2012 09:51:00 PM,096XX S EXCHANGE AVE,1680,GAMBLING,OTHER,STREET,true,false,0431,004,10,51,19,1197439,1841581,2012,02/04/2016 06:33:39 AM,41.720150178,-87.552425311,"(41.720150178, -87.552425311)" +8462136,HV122775,01/18/2012 02:37:27 PM,043XX W 47TH ST,1611,GAMBLING,BOOKMAKING/SPORTS,TAVERN/LIQUOR STORE,true,false,0815,008,23,57,19,1148316,1873117,2012,02/04/2016 06:33:39 AM,41.807772203,-87.731543003,"(41.807772203, -87.731543003)" +8464002,HS344321,06/05/2010 02:15:00 PM,075XX S MAY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,17,71,19,1169960,1854716,2010,02/04/2016 06:33:39 AM,41.756834366,-87.652692622,"(41.756834366, -87.652692622)" +8466042,HV142577,02/02/2012 02:20:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0725,007,15,67,19,1165794,1861315,2012,02/04/2016 06:33:39 AM,41.775032346,-87.667773179,"(41.775032346, -87.667773179)" +8468847,HV145325,02/04/2012 02:45:00 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149178,1907301,2012,02/04/2016 06:33:39 AM,41.90156075,-87.727496751,"(41.90156075, -87.727496751)" +8469078,HV145541,02/04/2012 04:40:00 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149177,1907322,2012,02/04/2016 06:33:39 AM,41.901618395,-87.727499879,"(41.901618395, -87.727499879)" +8470703,HV126962,01/21/2012 10:40:00 PM,056XX N WESTERN AVE,1611,GAMBLING,BOOKMAKING/SPORTS,TAVERN/LIQUOR STORE,true,false,2011,020,40,2,19,1159306,1937456,2012,02/04/2016 06:33:39 AM,41.984105656,-87.689463379,"(41.984105656, -87.689463379)" +8473904,HV149855,02/08/2012 10:50:00 AM,035XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1123,011,28,27,19,1152684,1901766,2012,02/04/2016 06:33:39 AM,41.886303497,-87.714765311,"(41.886303497, -87.714765311)" +8475829,HV151652,02/09/2012 04:30:00 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1532,015,28,25,19,1144003,1901142,2012,02/04/2016 06:33:39 AM,41.884758456,-87.746659991,"(41.884758456, -87.746659991)" +8478386,HV154644,02/11/2012 08:00:00 PM,034XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1412,014,35,21,19,1153042,1921070,2012,02/04/2016 06:33:39 AM,41.939268304,-87.712937877,"(41.939268304, -87.712937877)" +8484392,HV161110,02/16/2012 09:30:00 PM,056XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,1512,015,29,25,19,1138446,1900176,2012,02/04/2016 06:33:39 AM,41.882210062,-87.76708982,"(41.882210062, -87.76708982)" +8485996,HV162700,02/17/2012 10:47:00 PM,048XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143741,1910530,2012,02/04/2016 06:33:39 AM,41.910525106,-87.747386657,"(41.910525106, -87.747386657)" +8487493,HV164614,02/19/2012 03:00:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144171,1899224,2012,02/04/2016 06:33:39 AM,41.87949208,-87.746091258,"(41.87949208, -87.746091258)" +8487894,HV165095,02/19/2012 10:50:00 PM,048XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143853,1906879,2012,02/04/2016 06:33:39 AM,41.900504262,-87.747066873,"(41.900504262, -87.747066873)" +8488199,HV165458,02/20/2012 11:15:00 AM,086XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195656,1848179,2012,02/04/2016 06:33:39 AM,41.738299859,-87.558738361,"(41.738299859, -87.558738361)" +8496179,HV173409,02/26/2012 12:00:00 PM,020XX W 79TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0611,006,18,71,19,1164294,1852264,2012,02/04/2016 06:33:39 AM,41.750226862,-87.673526493,"(41.750226862, -87.673526493)" +8496216,HV173485,02/26/2012 01:09:00 PM,024XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161135,1858830,2012,02/04/2016 06:33:39 AM,41.768310829,-87.684921195,"(41.768310829, -87.684921195)" +8497879,HV175129,02/27/2012 05:45:00 PM,069XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,6,69,19,1178797,1858895,2012,02/04/2016 06:33:39 AM,41.768105576,-87.620179762,"(41.768105576, -87.620179762)" +8499702,HV176668,02/28/2012 07:25:00 PM,078XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0411,004,8,45,19,1186237,1853345,2012,02/04/2016 06:33:39 AM,41.752703339,-87.593084065,"(41.752703339, -87.593084065)" +8500758,HV177700,02/29/2012 03:05:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903290,2012,02/04/2016 06:33:39 AM,41.890532455,-87.723502246,"(41.890532455, -87.723502246)" +8508719,HV186038,03/06/2012 07:30:00 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143174,1906196,2012,02/04/2016 06:33:39 AM,41.898642738,-87.749577975,"(41.898642738, -87.749577975)" +8508850,HV186191,03/06/2012 09:40:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153908,1904816,2012,02/04/2016 06:33:39 AM,41.894648698,-87.710189129,"(41.894648698, -87.710189129)" +8512009,HV189018,03/08/2012 06:00:00 PM,003XX W 75TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0731,007,17,69,19,1175119,1855215,2012,02/04/2016 06:33:39 AM,41.75809012,-87.633770979,"(41.75809012, -87.633770979)" +8513980,HV190713,03/09/2012 08:54:00 PM,001XX W 109TH PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,0513,005,34,49,19,1177287,1832343,2012,02/04/2016 06:33:39 AM,41.695277727,-87.626513815,"(41.695277727, -87.626513815)" +8516071,HV193400,03/12/2012 12:30:00 AM,018XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150349,1890701,2012,02/04/2016 06:33:39 AM,41.855985739,-87.723628663,"(41.855985739, -87.723628663)" +8517597,HV194934,03/12/2012 10:45:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2012,02/04/2016 06:33:39 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +8519259,HV196262,03/13/2012 08:07:00 PM,021XX W 69TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0735,007,17,67,19,1163375,1858552,2012,02/04/2016 06:33:39 AM,41.767501325,-87.676718262,"(41.767501325, -87.676718262)" +8519303,HV196269,03/13/2012 08:15:00 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153268,1903959,2012,02/04/2016 06:33:39 AM,41.892309737,-87.712562452,"(41.892309737, -87.712562452)" +8519950,HV196734,03/14/2012 09:15:00 AM,009XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153208,1905949,2012,02/04/2016 06:33:39 AM,41.897771682,-87.712729944,"(41.897771682, -87.712729944)" +8520443,HV197217,03/14/2012 02:38:00 PM,042XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147678,1906990,2012,02/04/2016 06:33:39 AM,41.900736269,-87.733014461,"(41.900736269, -87.733014461)" +8520564,HV197377,03/14/2012 04:45:00 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169525,1870694,2012,02/04/2016 06:33:39 AM,41.800689367,-87.653824109,"(41.800689367, -87.653824109)" +8520795,HV197814,03/14/2012 09:11:00 PM,066XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172651,1860899,2012,02/04/2016 06:33:39 AM,41.77374242,-87.642648644,"(41.77374242, -87.642648644)" +8522190,HV199214,03/15/2012 07:11:00 PM,008XX E 81ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183113,1851471,2012,02/04/2016 06:33:39 AM,41.747634073,-87.604590279,"(41.747634073, -87.604590279)" +8522332,HV199435,03/15/2012 10:47:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170530,1858133,2012,02/04/2016 06:33:39 AM,41.766198655,-87.650504269,"(41.766198655, -87.650504269)" +8522429,HV199463,03/15/2012 09:30:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2012,02/04/2016 06:33:39 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +8523037,HV200157,03/16/2012 01:00:00 PM,001XX S LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141028,1898999,2012,02/04/2016 06:33:39 AM,41.878933085,-87.757637567,"(41.878933085, -87.757637567)" +8523537,HV200801,03/16/2012 07:58:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863416,2012,02/04/2016 06:33:39 AM,41.780699031,-87.650885751,"(41.780699031, -87.650885751)" +8524454,HV201975,03/17/2012 03:10:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141408,1897177,2012,02/04/2016 06:33:39 AM,41.87392628,-87.756287237,"(41.87392628, -87.756287237)" +8526019,HV203835,03/18/2012 08:25:00 PM,057XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1172944,1866885,2012,02/04/2016 06:33:39 AM,41.790162214,-87.641397994,"(41.790162214, -87.641397994)" +8526068,HV203922,03/18/2012 10:00:00 PM,018XX W 57TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164895,1866877,2012,02/04/2016 06:33:39 AM,41.790314235,-87.670911721,"(41.790314235, -87.670911721)" +8526074,HV203879,03/18/2012 08:36:00 PM,007XX E 90TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,6,44,19,1182690,1845129,2012,02/04/2016 06:33:39 AM,41.730240735,-87.606336576,"(41.730240735, -87.606336576)" +8527841,HV205347,03/19/2012 07:20:00 PM,068XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,6,42,19,1181743,1859809,2012,02/04/2016 06:33:39 AM,41.770546146,-87.609353194,"(41.770546146, -87.609353194)" +8527967,HV205508,03/19/2012 09:45:00 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139784,1904282,2012,02/04/2016 06:33:39 AM,41.893453111,-87.762076236,"(41.893453111, -87.762076236)" +8528962,HV206095,03/20/2012 11:05:00 AM,066XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0321,003,5,42,19,1183033,1861254,2012,02/04/2016 06:33:39 AM,41.774481468,-87.60457973,"(41.774481468, -87.60457973)" +8529141,HV206162,03/20/2012 11:00:00 AM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144551,1904216,2012,02/04/2016 06:33:39 AM,41.893183572,-87.744570178,"(41.893183572, -87.744570178)" +8529195,HV206276,03/20/2012 12:30:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177315,1830687,2012,02/04/2016 06:33:39 AM,41.69073279,-87.626461055,"(41.69073279, -87.626461055)" +8530783,HV207698,03/21/2012 11:16:00 AM,048XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143882,1906208,2012,02/04/2016 06:33:39 AM,41.898662418,-87.746977198,"(41.898662418, -87.746977198)" +8530943,HV207875,03/21/2012 12:45:00 PM,059XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136785,1905395,2012,02/04/2016 06:33:39 AM,41.896561588,-87.773063985,"(41.896561588, -87.773063985)" +8531282,HV208204,03/21/2012 04:19:00 PM,012XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136796,1907750,2012,02/04/2016 06:33:39 AM,41.903023805,-87.772967086,"(41.903023805, -87.772967086)" +8531437,HV208317,03/21/2012 05:30:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141365,1898827,2012,02/04/2016 06:33:39 AM,41.878454885,-87.756404394,"(41.878454885, -87.756404394)" +8531552,HV208552,03/21/2012 07:38:00 PM,049XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143101,1910515,2012,02/04/2016 06:33:39 AM,41.910495918,-87.74973818,"(41.910495918, -87.74973818)" +8535000,HV211601,03/23/2012 06:24:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1166912,1869279,2012,02/04/2016 06:33:39 AM,41.796862726,-87.663447277,"(41.796862726, -87.663447277)" +8535226,HV211919,03/23/2012 09:55:00 PM,075XX N SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1161338,1949938,2012,02/04/2016 06:33:39 AM,42.018314478,-87.681640572,"(42.018314478, -87.681640572)" +8537302,HV214254,03/25/2012 05:25:00 PM,071XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,18,66,19,1160941,1857297,2012,02/04/2016 06:33:39 AM,41.764108066,-87.685674613,"(41.764108066, -87.685674613)" +8537503,HV214483,03/25/2012 08:36:00 PM,020XX W 67TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163963,1859889,2012,02/04/2016 06:33:39 AM,41.771157898,-87.67452544,"(41.771157898, -87.67452544)" +8538727,HV215252,03/26/2012 01:40:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1141453,1898829,2012,02/04/2016 06:33:39 AM,41.87845875,-87.756081223,"(41.87845875, -87.756081223)" +8541162,HV217284,03/27/2012 08:50:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168856,1858769,2012,02/04/2016 06:33:39 AM,41.767980224,-87.656621738,"(41.767980224, -87.656621738)" +8542294,HV218056,03/28/2012 12:50:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161130,1862505,2012,02/04/2016 06:33:39 AM,41.77839565,-87.684837947,"(41.77839565, -87.684837947)" +8542600,HV218375,03/28/2012 04:37:00 PM,072XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169902,1856883,2012,02/04/2016 06:33:39 AM,41.762782154,-87.652842359,"(41.762782154, -87.652842359)" +8542657,HV218451,03/28/2012 05:06:00 PM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,44,19,1183939,1852555,2012,02/04/2016 06:33:39 AM,41.750589446,-87.601529817,"(41.750589446, -87.601529817)" +8542932,HV218709,03/28/2012 07:41:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153541,1905948,2012,02/04/2016 06:33:39 AM,41.897762321,-87.71150689,"(41.897762321, -87.71150689)" +8544296,HV219872,03/29/2012 04:35:00 PM,007XX W 54TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,61,19,1172333,1868733,2012,02/04/2016 06:33:39 AM,41.795246799,-87.64358399,"(41.795246799, -87.64358399)" +8544304,HV219916,03/29/2012 05:00:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144072,1899221,2012,02/04/2016 06:33:39 AM,41.879485706,-87.74645485,"(41.879485706, -87.74645485)" +8544397,HV220132,03/29/2012 07:10:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167589,1894513,2012,02/04/2016 06:33:39 AM,41.866092831,-87.660239588,"(41.866092831, -87.660239588)" +8547522,HV223589,04/01/2012 10:49:00 AM,049XX W WEST END AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1532,015,28,25,19,1143441,1900530,2012,02/04/2016 06:33:39 AM,41.883089579,-87.748739073,"(41.883089579, -87.748739073)" +8547543,HV223584,04/01/2012 11:35:00 AM,009XX W 53RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1170766,1869645,2012,02/04/2016 06:33:39 AM,41.797783785,-87.649303579,"(41.797783785, -87.649303579)" +8549112,HV225056,04/02/2012 01:55:00 PM,071XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0323,003,6,69,19,1180150,1857765,2012,02/04/2016 06:33:39 AM,41.764973847,-87.615255005,"(41.764973847, -87.615255005)" +8549220,HV225145,04/02/2012 03:25:00 PM,002XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1139003,1901091,2012,02/04/2016 06:33:39 AM,41.884710837,-87.765022234,"(41.884710837, -87.765022234)" +8549351,HV225418,04/02/2012 05:55:00 PM,073XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1165619,1856113,2012,02/04/2016 06:33:39 AM,41.760761073,-87.668562096,"(41.760761073, -87.668562096)" +8550467,HV226291,04/03/2012 12:00:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900754,2012,02/04/2016 06:33:39 AM,41.883705962,-87.749067634,"(41.883705962, -87.749067634)" +8550841,HV226563,04/03/2012 03:10:00 PM,051XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0231,002,3,40,19,1178912,1871042,2012,02/04/2016 06:33:39 AM,41.801435519,-87.619388535,"(41.801435519, -87.619388535)" +8550957,HV226703,04/03/2012 04:30:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160795,1862517,2012,02/04/2016 06:33:39 AM,41.778435506,-87.686065751,"(41.778435506, -87.686065751)" +8551030,HV226909,04/03/2012 06:40:00 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141020,1900662,2012,02/04/2016 06:33:39 AM,41.883496714,-87.75762598,"(41.883496714, -87.75762598)" +8552555,HV228412,04/04/2012 07:00:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151254,1904673,2012,02/04/2016 06:33:39 AM,41.894308772,-87.719940332,"(41.894308772, -87.719940332)" +8554063,HV229667,04/05/2012 05:55:00 PM,073XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0735,007,17,67,19,1165950,1856121,2012,02/04/2016 06:33:39 AM,41.760776,-87.667348735,"(41.760776, -87.667348735)" +8554092,HV229761,04/05/2012 07:15:00 PM,025XX W 72ND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,18,66,19,1160508,1856820,2012,02/04/2016 06:33:39 AM,41.762808044,-87.687274803,"(41.762808044, -87.687274803)" +8555360,HV230699,04/06/2012 02:05:00 PM,043XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0221,002,4,38,19,1181992,1876299,2012,02/04/2016 06:33:39 AM,41.81579039,-87.607930426,"(41.81579039, -87.607930426)" +8555583,HV231003,04/06/2012 06:00:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863430,2012,02/04/2016 06:33:39 AM,41.780737448,-87.650885344,"(41.780737448, -87.650885344)" +8555624,HV231111,04/06/2012 07:29:00 PM,050XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143004,1898536,2012,02/04/2016 06:33:39 AM,41.877625954,-87.750393514,"(41.877625954, -87.750393514)" +8556366,HV232064,04/07/2012 01:13:00 PM,119XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1180054,1825851,2012,02/04/2016 06:33:39 AM,41.677399991,-87.616580754,"(41.677399991, -87.616580754)" +8556527,HV232263,04/07/2012 03:15:00 PM,055XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1522,015,29,25,19,1139713,1897469,2012,02/04/2016 06:33:39 AM,41.874758668,-87.762503437,"(41.874758668, -87.762503437)" +8556533,HV232287,04/07/2012 04:25:00 PM,044XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146721,1900124,2012,02/04/2016 06:33:39 AM,41.881913524,-87.736704976,"(41.881913524, -87.736704976)" +8556643,HV232482,04/07/2012 07:08:00 PM,059XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136385,1907378,2012,02/04/2016 06:33:39 AM,41.902010348,-87.774485695,"(41.902010348, -87.774485695)" +8556692,HV232507,04/07/2012 07:05:00 PM,064XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0314,003,20,42,19,1184161,1862575,2012,02/04/2016 06:33:39 AM,41.778080108,-87.600403449,"(41.778080108, -87.600403449)" +8556865,HV232741,04/07/2012 10:30:00 PM,082XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,21,71,19,1167438,1850084,2012,02/04/2016 06:33:39 AM,41.744177896,-87.662067759,"(41.744177896, -87.662067759)" +8557674,HV233670,04/08/2012 06:49:00 PM,038XX W OHIO ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1150853,1903735,2012,02/04/2016 06:33:39 AM,41.891742661,-87.721437661,"(41.891742661, -87.721437661)" +8557741,HV233696,04/08/2012 07:28:00 PM,056XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138461,1900176,2012,02/04/2016 06:33:39 AM,41.882209791,-87.76703474,"(41.882209791, -87.76703474)" +8558483,HV234330,04/09/2012 11:00:00 AM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143345,1905860,2012,02/04/2016 06:33:39 AM,41.897717521,-87.7489583,"(41.897717521, -87.7489583)" +8558675,HV234390,04/09/2012 10:15:00 AM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158246,1893610,2012,02/04/2016 06:33:39 AM,41.863810805,-87.694563163,"(41.863810805, -87.694563163)" +8559432,HV235240,04/09/2012 09:00:00 PM,006XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140912,1903805,2012,02/04/2016 06:33:39 AM,41.892123482,-87.75794518,"(41.892123482, -87.75794518)" +8560585,HV235958,04/10/2012 12:30:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167712,1894517,2012,02/04/2016 06:33:39 AM,41.86610116,-87.659787932,"(41.86610116, -87.659787932)" +8560817,HV236208,04/10/2012 03:30:00 PM,049XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143229,1903538,2012,02/04/2016 06:33:39 AM,41.891347851,-87.7494424,"(41.891347851, -87.7494424)" +8560884,HV236308,04/10/2012 04:30:00 PM,055XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0233,002,20,40,19,1179872,1868212,2012,02/04/2016 06:33:39 AM,41.79364781,-87.615954506,"(41.79364781, -87.615954506)" +8561041,HV236528,04/10/2012 06:40:00 PM,048XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1531,015,37,25,19,1143841,1906208,2012,02/04/2016 06:33:39 AM,41.898663187,-87.747127791,"(41.898663187, -87.747127791)" +8561046,HV236530,04/10/2012 06:45:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863430,2012,02/04/2016 06:33:39 AM,41.780737448,-87.650885344,"(41.780737448, -87.650885344)" +8562769,HV237776,04/11/2012 04:33:00 PM,040XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149826,1892411,2012,02/04/2016 06:33:39 AM,41.860688362,-87.725503917,"(41.860688362, -87.725503917)" +8564229,HV238984,04/12/2012 02:20:00 PM,078XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1186239,1853284,2012,02/04/2016 06:33:39 AM,41.752535902,-87.593078659,"(41.752535902, -87.593078659)" +8564426,HV239316,04/12/2012 05:45:00 PM,037XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,3,35,19,1178546,1880183,2012,02/04/2016 06:33:39 AM,41.826527532,-87.62045268,"(41.826527532, -87.62045268)" +8565618,HV240294,04/13/2012 12:45:00 PM,006XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138571,1903597,2012,02/04/2016 06:33:39 AM,41.89159546,-87.766547841,"(41.89159546, -87.766547841)" +8566181,HV240850,04/13/2012 07:30:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173067,1909538,2012,02/04/2016 06:33:39 AM,41.90720273,-87.639683711,"(41.90720273, -87.639683711)" +8566397,HV241126,04/13/2012 11:41:00 PM,016XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1333,012,27,28,19,1165459,1901111,2012,02/04/2016 06:33:39 AM,41.884243851,-87.667871166,"(41.884243851, -87.667871166)" +8566795,HV241619,04/14/2012 10:45:00 AM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144089,1900066,2012,02/04/2016 06:33:39 AM,41.881804169,-87.746371208,"(41.881804169, -87.746371208)" +8567198,HV242126,04/14/2012 05:52:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170531,1858099,2012,02/04/2016 06:33:39 AM,41.766105333,-87.650501593,"(41.766105333, -87.650501593)" +8568349,HV243472,04/15/2012 05:34:00 PM,083XX S CREGIER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0412,004,8,45,19,1189647,1849886,2012,02/04/2016 06:33:39 AM,41.743130335,-87.580698879,"(41.743130335, -87.580698879)" +8571955,HV246581,04/17/2012 06:20:00 PM,014XX N LINDER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139412,1909060,2012,02/04/2016 06:33:39 AM,41.906571306,-87.763325887,"(41.906571306, -87.763325887)" +8571962,HV246612,04/17/2012 06:32:00 PM,105XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2233,022,34,49,19,1175150,1835039,2012,02/04/2016 06:33:39 AM,41.702723806,-87.634257917,"(41.702723806, -87.634257917)" +8571979,HV246622,04/17/2012 06:49:00 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169524,1870728,2012,02/04/2016 06:33:39 AM,41.800782688,-87.653826791,"(41.800782688, -87.653826791)" +8571987,HV246609,04/17/2012 07:00:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860562,2012,02/04/2016 06:33:39 AM,41.772448981,-87.583838871,"(41.772448981, -87.583838871)" +8572018,HV246681,04/17/2012 07:55:00 PM,011XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151831,1907415,2012,02/04/2016 06:33:39 AM,41.901821751,-87.717748914,"(41.901821751, -87.717748914)" +8577659,HV251992,04/21/2012 12:55:00 PM,012XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155557,1894190,2012,02/04/2016 06:33:39 AM,41.865456866,-87.704418782,"(41.865456866, -87.704418782)" +8579000,HV253675,04/22/2012 07:55:00 PM,052XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0932,009,16,61,19,1165898,1869982,2012,02/04/2016 06:33:39 AM,41.798813465,-87.667145751,"(41.798813465, -87.667145751)" +8580133,HV254582,04/23/2012 12:36:00 PM,019XX E 79TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0414,004,8,43,19,1190359,1852972,2012,02/04/2016 06:33:39 AM,41.751581481,-87.577990863,"(41.751581481, -87.577990863)" +8580228,HV254794,04/23/2012 03:27:00 PM,038XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150776,1903734,2012,02/04/2016 06:33:39 AM,41.891741423,-87.721720476,"(41.891741423, -87.721720476)" +8582166,HV256523,04/24/2012 05:18:00 PM,042XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0214,002,4,38,19,1180970,1876872,2012,02/04/2016 06:33:39 AM,41.81738636,-87.611661623,"(41.81738636, -87.611661623)" +8582191,HV256594,04/24/2012 06:05:00 PM,053XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,5,41,19,1182814,1869820,2012,02/04/2016 06:33:39 AM,41.797992422,-87.60511658,"(41.797992422, -87.60511658)" +8583593,HV258011,04/25/2012 04:55:00 PM,079XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0835,008,18,70,19,1161423,1851975,2012,02/04/2016 06:33:39 AM,41.749493736,-87.684055175,"(41.749493736, -87.684055175)" +8583600,HV258013,04/25/2012 05:40:00 PM,092XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2223,022,21,73,19,1172934,1843522,2012,02/04/2016 06:33:39 AM,41.726051466,-87.642122965,"(41.726051466, -87.642122965)" +8583701,HV258045,04/25/2012 05:58:00 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152209,1906032,2012,02/04/2016 06:33:39 AM,41.898019213,-87.716396995,"(41.898019213, -87.716396995)" +8583882,HV258330,04/25/2012 09:00:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909520,2012,02/04/2016 06:33:39 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +8585128,HV259201,04/26/2012 02:07:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144164,1898893,2012,02/04/2016 06:33:39 AM,41.878583907,-87.746125277,"(41.878583907, -87.746125277)" +8586374,HV145722,02/04/2012 08:40:00 PM,050XX N LINCOLN AVE,1611,GAMBLING,BOOKMAKING/SPORTS,TAVERN/LIQUOR STORE,true,false,2031,020,40,4,19,1158716,1933602,2012,02/04/2016 06:33:39 AM,41.973542252,-87.691739482,"(41.973542252, -87.691739482)" +8587097,HV261383,04/27/2012 10:50:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151706,1907749,2012,02/04/2016 06:33:39 AM,41.902740739,-87.718199261,"(41.902740739, -87.718199261)" +8588030,HV262522,04/28/2012 06:45:00 PM,006XX N LOCKWOOD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1524,015,28,25,19,1140913,1903752,2012,02/04/2016 06:33:39 AM,41.891978025,-87.757942813,"(41.891978025, -87.757942813)" +8588715,HV246578,04/17/2012 03:30:53 PM,023XX S WENTWORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,0914,009,25,34,19,1175345,1888637,2012,02/04/2016 06:33:39 AM,41.84979827,-87.631943164,"(41.84979827, -87.631943164)" +8590829,HV265291,04/30/2012 06:25:00 PM,035XX S DEARBORN ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,3,35,19,1176609,1881293,2012,02/04/2016 06:33:39 AM,41.829617349,-87.627525639,"(41.829617349, -87.627525639)" +8590912,HV265362,04/30/2012 07:08:00 PM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158245,1893659,2012,02/04/2016 06:33:39 AM,41.863945286,-87.694565495,"(41.863945286, -87.694565495)" +8592454,HV266610,05/01/2012 04:50:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1166912,1869286,2012,02/04/2016 06:33:39 AM,41.796881935,-87.663447077,"(41.796881935, -87.663447077)" +8594057,HV268040,05/02/2012 03:20:00 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141353,1900694,2012,02/04/2016 06:33:39 AM,41.88357839,-87.756402372,"(41.88357839, -87.756402372)" +8594355,HV268449,05/02/2012 08:05:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144532,1904215,2012,02/04/2016 06:33:39 AM,41.893181185,-87.744639984,"(41.893181185, -87.744639984)" +8594385,HV268492,05/02/2012 07:12:00 PM,068XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,20,69,19,1179658,1859770,2012,02/04/2016 06:33:39 AM,41.770487034,-87.616997108,"(41.770487034, -87.616997108)" +8594441,HV268605,05/02/2012 09:35:00 PM,064XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167442,1862022,2012,02/04/2016 06:33:39 AM,41.776937286,-87.661711588,"(41.776937286, -87.661711588)" +8596225,HV270165,05/03/2012 09:14:00 PM,040XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1149702,1894737,2012,02/04/2016 06:33:39 AM,41.867073591,-87.725898683,"(41.867073591, -87.725898683)" +8596390,HV270396,05/04/2012 12:20:00 AM,058XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137450,1904410,2012,02/04/2016 06:33:39 AM,41.893846682,-87.770645243,"(41.893846682, -87.770645243)" +8597473,HV271004,05/04/2012 12:35:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150795,1894432,2012,02/04/2016 06:33:39 AM,41.866215343,-87.721894077,"(41.866215343, -87.721894077)" +8597701,HV271271,05/04/2012 03:20:00 PM,030XX W 64TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0823,008,15,66,19,1157312,1862045,2012,02/04/2016 06:33:39 AM,41.7772115,-87.698847492,"(41.7772115, -87.698847492)" +8598136,HV271863,05/04/2012 09:45:00 PM,036XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152219,1891796,2012,02/04/2016 06:33:39 AM,41.858953905,-87.716735915,"(41.858953905, -87.716735915)" +8598909,HV272836,05/05/2012 03:30:00 PM,012XX W 71ST PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169193,1857368,2012,02/04/2016 06:33:39 AM,41.764128418,-87.655426951,"(41.764128418, -87.655426951)" +8599157,HV273123,05/05/2012 07:30:00 PM,031XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1155487,1901464,2012,02/04/2016 06:33:39 AM,41.885418874,-87.704480111,"(41.885418874, -87.704480111)" +8600203,HV274504,05/06/2012 08:30:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0723,007,20,68,19,1171764,1861413,2012,02/04/2016 06:33:39 AM,41.775172399,-87.645885129,"(41.775172399, -87.645885129)" +8601669,HV275752,05/07/2012 04:54:00 PM,091XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2221,022,21,73,19,1166946,1844046,2012,02/04/2016 06:33:39 AM,41.727619252,-87.664042551,"(41.727619252, -87.664042551)" +8603305,HV277106,05/08/2012 02:20:00 PM,078XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0414,004,8,43,19,1190230,1853357,2012,02/04/2016 06:33:39 AM,41.752641061,-87.5784512,"(41.752641061, -87.5784512)" +8603308,HV277123,05/08/2012 02:00:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167677,1894516,2012,02/04/2016 06:33:39 AM,41.86609917,-87.659916448,"(41.86609917, -87.659916448)" +8603652,HV277584,05/08/2012 07:20:00 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1185008,1861888,2012,02/04/2016 06:33:39 AM,41.776175067,-87.597319911,"(41.776175067, -87.597319911)" +8605349,HV279144,05/09/2012 05:40:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150610,1903965,2012,02/04/2016 06:33:39 AM,41.892378556,-87.722324082,"(41.892378556, -87.722324082)" +8605427,HV279265,05/09/2012 07:00:00 PM,059XX S ARTESIAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0824,008,16,66,19,1161056,1865172,2012,02/04/2016 06:33:39 AM,41.785715794,-87.68503552,"(41.785715794, -87.68503552)" +8606581,HV280138,05/10/2012 12:10:00 PM,057XX S ARTESIAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0824,008,16,63,19,1161020,1866441,2012,02/04/2016 06:33:39 AM,41.789198845,-87.685132436,"(41.789198845, -87.685132436)" +8606810,HV280323,05/10/2012 03:25:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1166912,1869279,2012,02/04/2016 06:33:39 AM,41.796862726,-87.663447277,"(41.796862726, -87.663447277)" +8607037,HV280671,05/10/2012 06:38:00 PM,055XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0231,002,20,40,19,1178542,1868332,2012,02/04/2016 06:33:39 AM,41.794007453,-87.620827828,"(41.794007453, -87.620827828)" +8607312,HV280967,05/10/2012 11:07:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150592,1893566,2012,02/04/2016 06:33:39 AM,41.863842903,-87.722661927,"(41.863842903, -87.722661927)" +8608078,HV281470,05/11/2012 10:29:00 AM,068XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1169832,1859405,2012,02/04/2016 06:33:39 AM,41.76970436,-87.653025811,"(41.76970436, -87.653025811)" +8608794,HV282417,05/11/2012 09:35:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157392,1894579,2012,02/04/2016 06:33:39 AM,41.866487235,-87.697671823,"(41.866487235, -87.697671823)" +8608826,HV282483,05/11/2012 10:35:00 PM,079XX S YATES BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,7,46,19,1193573,1852729,2012,02/04/2016 06:33:39 AM,41.750836637,-87.566221235,"(41.750836637, -87.566221235)" +8610740,HV284905,05/13/2012 07:00:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142994,1899196,2012,02/04/2016 06:33:39 AM,41.879437262,-87.750413773,"(41.879437262, -87.750413773)" +8610831,HV285006,05/13/2012 07:50:00 PM,088XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2221,022,21,71,19,1166222,1846093,2012,02/04/2016 06:33:39 AM,41.733251948,-87.666636608,"(41.733251948, -87.666636608)" +8612025,HV285989,05/14/2012 02:19:00 PM,117XX S HALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2212,022,19,75,19,1164660,1826693,2012,02/04/2016 06:33:39 AM,41.680048185,-87.672904056,"(41.680048185, -87.672904056)" +8612088,HV286027,05/14/2012 03:20:00 PM,077XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1164041,1853251,2012,02/04/2016 06:33:39 AM,41.752940654,-87.674425904,"(41.752940654, -87.674425904)" +8612309,HV286376,05/14/2012 06:35:00 PM,001XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143279,1899080,2012,02/04/2016 06:33:39 AM,41.879113628,-87.749370183,"(41.879113628, -87.749370183)" +8613453,HV287280,05/15/2012 10:45:00 AM,044XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1143777,1874484,2012,02/04/2016 06:33:39 AM,41.811609474,-87.748156962,"(41.811609474, -87.748156962)" +8617096,HV290538,05/17/2012 12:05:00 PM,070XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168878,1858011,2012,02/04/2016 06:33:39 AM,41.7658997,-87.65656296,"(41.7658997, -87.65656296)" +8617155,HV290587,05/17/2012 01:07:00 PM,039XX W 81ST PL,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0834,008,18,70,19,1151543,1850247,2012,02/04/2016 06:33:39 AM,41.744950693,-87.720305037,"(41.744950693, -87.720305037)" +8617287,HV290836,05/17/2012 03:42:00 PM,037XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,3,35,19,1178546,1880183,2012,02/04/2016 06:33:39 AM,41.826527532,-87.62045268,"(41.826527532, -87.62045268)" +8617523,HV291191,05/17/2012 06:36:00 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0832,008,18,66,19,1160278,1857149,2012,02/04/2016 06:33:39 AM,41.763715605,-87.688108752,"(41.763715605, -87.688108752)" +8618842,HV292207,05/18/2012 02:40:00 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142606,1903006,2012,02/04/2016 06:33:39 AM,41.88989959,-87.751743655,"(41.88989959, -87.751743655)" +8618982,HV292307,05/18/2012 04:05:00 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169924,1856098,2012,02/04/2016 06:33:39 AM,41.760627535,-87.652784488,"(41.760627535, -87.652784488)" +8619289,HV292830,05/18/2012 08:55:00 PM,070XX S YALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1175842,1858279,2012,02/04/2016 06:33:39 AM,41.766481927,-87.631029592,"(41.766481927, -87.631029592)" +8620105,HV293848,05/19/2012 03:35:00 PM,068XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1164535,1859351,2012,02/04/2016 06:33:39 AM,41.769669511,-87.67244384,"(41.769669511, -87.67244384)" +8620319,HV293952,05/19/2012 05:00:00 PM,050XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142890,1898202,2012,02/04/2016 06:33:39 AM,41.87671154,-87.750820421,"(41.87671154, -87.750820421)" +8621621,HV295671,05/20/2012 10:25:00 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136499,1910361,2012,02/04/2016 06:33:39 AM,41.910194027,-87.773995504,"(41.910194027, -87.773995504)" +8624375,HV297839,05/22/2012 01:04:00 PM,039XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150281,1889765,2012,02/04/2016 06:33:39 AM,41.853418565,-87.723902643,"(41.853418565, -87.723902643)" +8624420,HV297870,05/22/2012 01:15:00 PM,020XX W 71ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164027,1857573,2012,02/04/2016 06:33:39 AM,41.76480113,-87.674355883,"(41.76480113, -87.674355883)" +8624959,HV298582,05/22/2012 07:45:00 PM,0000X E 102ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178407,1837022,2012,02/04/2016 06:33:39 AM,41.708092262,-87.622271711,"(41.708092262, -87.622271711)" +8625184,HV298856,05/23/2012 12:33:00 AM,055XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139738,1897469,2012,02/04/2016 06:33:39 AM,41.874758212,-87.762411646,"(41.874758212, -87.762411646)" +8625760,HV299166,05/23/2012 09:45:00 AM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1135,011,2,27,19,1156794,1897225,2012,02/04/2016 06:33:39 AM,41.873760261,-87.699795456,"(41.873760261, -87.699795456)" +8625935,HV299359,05/23/2012 11:30:00 AM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169946,1867369,2012,02/04/2016 06:33:39 AM,41.791556052,-87.65237676,"(41.791556052, -87.65237676)" +8626352,HV299710,05/23/2012 03:15:00 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141004,1901125,2012,02/04/2016 06:33:39 AM,41.884767539,-87.757673329,"(41.884767539, -87.757673329)" +8626760,HV300246,05/23/2012 08:18:00 PM,030XX W FRANKLIN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155813,1903175,2012,02/04/2016 06:33:39 AM,41.890107461,-87.703236838,"(41.890107461, -87.703236838)" +8628688,HV301980,05/24/2012 08:57:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1115,011,28,26,19,1147412,1898982,2012,02/04/2016 06:33:39 AM,41.878766533,-87.734196884,"(41.878766533, -87.734196884)" +8629559,HV302823,05/25/2012 12:39:00 PM,069XX S YALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1175827,1858799,2012,02/04/2016 06:33:39 AM,41.767909202,-87.63106901,"(41.767909202, -87.63106901)" +8629601,HV302909,05/25/2012 01:50:00 PM,053XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140524,1900229,2012,02/04/2016 06:33:39 AM,41.882317624,-87.759457988,"(41.882317624, -87.759457988)" +8629911,HV303345,05/25/2012 06:06:00 PM,060XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169683,1864841,2012,02/04/2016 06:33:39 AM,41.784624638,-87.653414435,"(41.784624638, -87.653414435)" +8630255,HV303807,05/25/2012 11:40:00 PM,050XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0933,009,16,61,19,1169838,1871335,2012,02/04/2016 06:33:39 AM,41.802441545,-87.652657622,"(41.802441545, -87.652657622)" +8630780,HV304399,05/26/2012 01:05:00 PM,063XX S HAMILTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163121,1862540,2012,02/04/2016 06:33:39 AM,41.778450261,-87.677537821,"(41.778450261, -87.677537821)" +8630803,HV304467,05/26/2012 01:50:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144128,1899223,2012,02/04/2016 06:33:39 AM,41.879490143,-87.746249174,"(41.879490143, -87.746249174)" +8631094,HV304865,05/26/2012 07:11:00 PM,013XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148807,1908517,2012,02/04/2016 06:33:39 AM,41.904904759,-87.728828012,"(41.904904759, -87.728828012)" +8633223,HV307610,05/28/2012 07:00:00 PM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144096,1900066,2012,02/04/2016 06:33:39 AM,41.881804038,-87.746345504,"(41.881804038, -87.746345504)" +8634606,HV308933,05/29/2012 03:05:00 PM,057XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0712,007,16,68,19,1169632,1866716,2012,02/04/2016 06:33:39 AM,41.789770964,-87.653547068,"(41.789770964, -87.653547068)" +8634620,HV309002,05/29/2012 03:45:00 PM,063XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1156809,1862408,2012,02/04/2016 06:33:39 AM,41.778217795,-87.700681709,"(41.778217795, -87.700681709)" +8636540,HV310909,05/30/2012 04:37:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166468,1860729,2012,02/04/2016 06:33:39 AM,41.773409945,-87.66531907,"(41.773409945, -87.66531907)" +8636640,HV310994,05/30/2012 06:15:00 PM,059XX W FILLMORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136730,1894731,2012,02/04/2016 06:33:39 AM,41.867299133,-87.773521484,"(41.867299133, -87.773521484)" +8636666,HV311139,05/30/2012 07:37:00 PM,059XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170328,1865462,2012,02/04/2016 06:33:39 AM,41.786314714,-87.651031536,"(41.786314714, -87.651031536)" +8636982,HV311471,05/31/2012 12:05:00 AM,080XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1169390,1851411,2012,02/04/2016 06:33:39 AM,41.747777358,-87.654877085,"(41.747777358, -87.654877085)" +8639319,HV313766,06/01/2012 02:00:00 PM,0000X N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143718,1899731,2012,02/04/2016 06:33:39 AM,41.880891843,-87.747741922,"(41.880891843, -87.747741922)" +8639842,HV314536,06/01/2012 10:25:00 PM,057XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170625,1866737,2012,02/04/2016 06:33:39 AM,41.789806987,-87.649905425,"(41.789806987, -87.649905425)" +8640443,HV315238,06/02/2012 12:45:00 PM,001XX S PARKSIDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1513,015,29,25,19,1138633,1898921,2012,02/04/2016 06:33:39 AM,41.87876279,-87.766433586,"(41.87876279, -87.766433586)" +8640540,HV315392,06/02/2012 02:40:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0825,008,15,66,19,1161130,1862526,2012,02/04/2016 06:33:39 AM,41.778453277,-87.684837367,"(41.778453277, -87.684837367)" +8640560,HV315324,06/02/2012 02:11:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151446,1894254,2012,02/04/2016 06:33:39 AM,41.865714142,-87.719508855,"(41.865714142, -87.719508855)" +8641546,HV316672,06/03/2012 01:20:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143284,1902558,2012,02/04/2016 06:33:39 AM,41.888657588,-87.749264906,"(41.888657588, -87.749264906)" +8641613,HV316830,06/03/2012 03:15:00 PM,002XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1532,015,28,25,19,1141672,1901087,2012,02/04/2016 06:33:39 AM,41.88465094,-87.75522124,"(41.88465094, -87.75522124)" +8641637,HV316855,06/03/2012 03:46:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150592,1893560,2012,02/04/2016 06:33:39 AM,41.863826438,-87.722662084,"(41.863826438, -87.722662084)" +8641706,HV316867,06/03/2012 03:50:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0332,003,5,43,19,1188697,1860548,2012,02/04/2016 06:33:39 AM,41.772410563,-87.583839318,"(41.772410563, -87.583839318)" +8641730,HV317003,06/03/2012 05:12:00 PM,062XX S RHODES AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0313,003,20,42,19,1180973,1863775,2012,02/04/2016 06:33:39 AM,41.78144699,-87.612053753,"(41.78144699, -87.612053753)" +8641910,HV317210,06/03/2012 08:00:00 PM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140719,1899724,2012,02/04/2016 06:33:39 AM,41.880928259,-87.758754351,"(41.880928259, -87.758754351)" +8643561,HV318853,06/04/2012 08:19:00 PM,074XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,17,69,19,1176242,1855744,2012,02/04/2016 06:33:39 AM,41.759516624,-87.629639462,"(41.759516624, -87.629639462)" +8643583,HV318886,06/04/2012 08:25:00 PM,056XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166306,1867238,2012,02/04/2016 06:33:39 AM,41.791274914,-87.665727671,"(41.791274914, -87.665727671)" +8643651,HV318937,06/04/2012 08:45:00 PM,061XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0311,003,20,40,19,1178210,1864364,2012,02/04/2016 06:33:39 AM,41.783126418,-87.6221656,"(41.783126418, -87.6221656)" +8643722,HV319027,06/04/2012 10:20:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150879,1906067,2012,02/04/2016 06:33:39 AM,41.898141397,-87.721281079,"(41.898141397, -87.721281079)" +8644241,HV319446,06/05/2012 10:15:00 AM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0221,002,4,38,19,1181822,1876660,2012,02/04/2016 06:33:39 AM,41.816784938,-87.608542842,"(41.816784938, -87.608542842)" +8644625,HV319840,06/05/2012 02:57:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166468,1860729,2012,02/04/2016 06:33:39 AM,41.773409945,-87.66531907,"(41.773409945, -87.66531907)" +8644714,HV319920,06/05/2012 03:35:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906053,2012,02/04/2016 06:33:39 AM,41.89810296,-87.721277773,"(41.89810296, -87.721277773)" +8644901,HV320269,06/05/2012 07:00:00 PM,068XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166190,1859348,2012,02/04/2016 06:33:39 AM,41.769626221,-87.666377414,"(41.769626221, -87.666377414)" +8645085,HV320471,06/05/2012 09:21:00 PM,058XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172305,1865979,2012,02/04/2016 06:33:39 AM,41.787690139,-87.643767668,"(41.787690139, -87.643767668)" +8645247,HV320626,06/05/2012 10:50:00 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152973,1891627,2012,02/04/2016 06:33:39 AM,41.858475257,-87.713972687,"(41.858475257, -87.713972687)" +8645324,HV320723,06/06/2012 12:55:00 AM,002XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142337,1901118,2012,02/04/2016 06:33:39 AM,41.884723688,-87.752778464,"(41.884723688, -87.752778464)" +8646894,HV322107,06/06/2012 09:00:00 PM,039XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1149886,1903045,2012,02/04/2016 06:33:39 AM,41.889868096,-87.725007009,"(41.889868096, -87.725007009)" +8647861,HV322897,06/07/2012 12:35:00 PM,003XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140652,1901663,2012,02/04/2016 06:33:39 AM,41.88625035,-87.75895272,"(41.88625035, -87.75895272)" +8648470,HV323528,06/07/2012 07:20:00 PM,006XX S WASHTENAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1158470,1897125,2012,02/04/2016 06:33:39 AM,41.87345174,-87.693644713,"(41.87345174, -87.693644713)" +8648543,HV323608,06/07/2012 08:10:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1182277,1864488,2012,02/04/2016 06:33:39 AM,41.783373413,-87.607250968,"(41.783373413, -87.607250968)" +8648610,HV323693,06/07/2012 09:00:00 PM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151874,1906114,2012,02/04/2016 06:33:39 AM,41.898250833,-87.717625266,"(41.898250833, -87.717625266)" +8649101,HV324178,06/08/2012 08:35:00 AM,015XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164501,1950995,2012,02/04/2016 06:33:39 AM,42.021148228,-87.669971175,"(42.021148228, -87.669971175)" +8649790,HV324741,06/08/2012 03:10:00 PM,064XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161846,1861987,2012,02/04/2016 06:33:39 AM,41.77695934,-87.682227417,"(41.77695934, -87.682227417)" +8649793,HV324786,06/08/2012 03:13:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0825,008,15,66,19,1160774,1863263,2012,02/04/2016 06:33:39 AM,41.780483067,-87.686122155,"(41.780483067, -87.686122155)" +8650009,HV325108,06/08/2012 06:42:00 PM,015XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141755,1909821,2012,02/04/2016 06:33:39 AM,41.908616529,-87.75470014,"(41.908616529, -87.75470014)" +8650034,HV325142,06/08/2012 06:52:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863410,2012,02/04/2016 06:33:39 AM,41.780682566,-87.650885926,"(41.780682566, -87.650885926)" +8650192,HV325344,06/08/2012 09:30:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144165,1899224,2012,02/04/2016 06:33:39 AM,41.879492192,-87.746113289,"(41.879492192, -87.746113289)" +8650195,HV325333,06/08/2012 08:24:00 PM,079XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,44,19,1182603,1852514,2012,02/04/2016 06:33:39 AM,41.750508015,-87.606426766,"(41.750508015, -87.606426766)" +8650223,HV325324,06/08/2012 08:35:00 PM,032XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155173,1891863,2012,02/04/2016 06:33:39 AM,41.859079034,-87.705890901,"(41.859079034, -87.705890901)" +8651294,HV326808,06/09/2012 07:35:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143365,1902559,2012,02/04/2016 06:33:39 AM,41.888658818,-87.748967416,"(41.888658818, -87.748967416)" +8652533,HV328250,06/10/2012 07:06:00 PM,013XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167248,1894005,2012,02/04/2016 06:33:39 AM,41.864706167,-87.661506015,"(41.864706167, -87.661506015)" +8652549,HV328270,06/10/2012 07:25:00 PM,091XX S DAUPHIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,8,47,19,1183590,1844487,2012,02/04/2016 06:33:39 AM,41.728458106,-87.603059583,"(41.728458106, -87.603059583)" +8652557,HV328302,06/10/2012 08:00:00 PM,001XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140319,1900399,2012,02/04/2016 06:33:39 AM,41.882787885,-87.760206591,"(41.882787885, -87.760206591)" +8654368,HV329984,06/11/2012 08:06:00 PM,056XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174928,1867644,2012,02/04/2016 06:33:39 AM,41.792200942,-87.634100608,"(41.792200942, -87.634100608)" +8655860,HV331103,06/12/2012 01:49:00 PM,009XX W ADDISON ST,1680,GAMBLING,OTHER,CTA TRAIN,true,false,1923,019,44,6,19,1169188,1924102,2012,02/04/2016 06:33:39 AM,41.947252263,-87.65350869,"(41.947252263, -87.65350869)" +8655828,HV331063,06/12/2012 01:53:00 PM,070XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191096,1858681,2012,02/04/2016 06:33:39 AM,41.767229663,-87.575105758,"(41.767229663, -87.575105758)" +8655845,HV331050,06/12/2012 01:41:00 PM,119XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1174459,1825667,2012,02/04/2016 06:33:39 AM,41.677020961,-87.637065561,"(41.677020961, -87.637065561)" +8656253,HV331715,06/12/2012 07:28:00 PM,068XX S WOOD ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0726,007,17,67,19,1165527,1859374,2012,02/04/2016 06:33:39 AM,41.769711651,-87.668806946,"(41.769711651, -87.668806946)" +8656263,HV331712,06/12/2012 07:48:00 PM,109XX S RACINE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2234,022,34,75,19,1170285,1831939,2012,02/04/2016 06:33:39 AM,41.694323904,-87.652162085,"(41.694323904, -87.652162085)" +8656276,HV331724,06/12/2012 07:44:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2012,02/04/2016 06:33:39 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +8656365,HV331739,06/12/2012 07:35:00 PM,013XX W 13TH ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167736,1894186,2012,02/04/2016 06:33:39 AM,41.865192352,-87.659709362,"(41.865192352, -87.659709362)" +8656389,HV331873,06/12/2012 10:00:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909520,2012,02/04/2016 06:33:39 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +8657323,HV332619,06/13/2012 12:15:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143338,1902559,2012,02/04/2016 06:33:39 AM,41.888659323,-87.749066571,"(41.888659323, -87.749066571)" +8657240,HV332479,06/13/2012 10:55:00 AM,049XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143528,1899571,2012,02/04/2016 06:33:39 AM,41.880456339,-87.748443601,"(41.880456339, -87.748443601)" +8657895,HV333035,06/13/2012 03:00:00 PM,004XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139957,1897364,2012,02/04/2016 06:33:39 AM,41.874466078,-87.761610127,"(41.874466078, -87.761610127)" +8657697,HV332900,06/13/2012 02:45:00 PM,008XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138209,1904962,2012,02/04/2016 06:33:39 AM,41.895347746,-87.767844282,"(41.895347746, -87.767844282)" +8657836,HV333027,06/13/2012 04:06:00 PM,057XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169629,1866831,2012,02/04/2016 06:33:39 AM,41.790086602,-87.653554734,"(41.790086602, -87.653554734)" +8658312,HV333584,06/13/2012 09:47:00 PM,008XX E 42ND ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0214,002,4,36,19,1182585,1877347,2012,02/04/2016 06:33:39 AM,41.818652422,-87.605722663,"(41.818652422, -87.605722663)" +8660174,HV335049,06/14/2012 07:30:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191431,1858633,2012,02/04/2016 06:33:39 AM,41.767089837,-87.573879419,"(41.767089837, -87.573879419)" +8660269,HV335234,06/14/2012 10:05:00 PM,074XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0731,007,17,69,19,1175940,1855722,2012,02/04/2016 06:33:39 AM,41.759463028,-87.630746938,"(41.759463028, -87.630746938)" +8660629,HV335586,06/15/2012 07:50:00 AM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164298,1950668,2012,02/04/2016 06:33:39 AM,42.02025525,-87.670727526,"(42.02025525, -87.670727526)" +8661493,HV336186,06/15/2012 02:45:00 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1524,015,37,25,19,1140136,1905903,2012,02/04/2016 06:33:39 AM,41.897894893,-87.760743714,"(41.897894893, -87.760743714)" +8661646,HV336424,06/15/2012 05:05:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154797,1901447,2012,02/04/2016 06:33:39 AM,41.885386072,-87.707014386,"(41.885386072, -87.707014386)" +8661648,HV336474,06/15/2012 05:50:00 PM,064XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0312,003,20,42,19,1180027,1862432,2012,02/04/2016 06:33:39 AM,41.777783389,-87.615563072,"(41.777783389, -87.615563072)" +8662077,HV337043,06/16/2012 01:00:00 AM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1522,015,29,25,19,1141544,1898501,2012,02/04/2016 06:33:39 AM,41.877556996,-87.75575519,"(41.877556996, -87.75575519)" +8664202,HV339856,06/17/2012 10:20:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138189,1904554,2012,02/04/2016 06:33:39 AM,41.894228504,-87.767927613,"(41.894228504, -87.767927613)" +8664273,HV339875,06/17/2012 09:45:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151905,1894122,2012,02/04/2016 06:33:39 AM,41.8653429,-87.717827302,"(41.8653429, -87.717827302)" +8664800,HV340417,06/18/2012 09:30:00 AM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150629,1903229,2012,02/04/2016 06:33:39 AM,41.890358524,-87.722273552,"(41.890358524, -87.722273552)" +8667440,HV342554,06/19/2012 02:30:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1141408,1897177,2012,02/04/2016 06:33:39 AM,41.87392628,-87.756287237,"(41.87392628, -87.756287237)" +8667512,HV342722,06/19/2012 12:25:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,28,25,19,1144697,1904220,2012,02/04/2016 06:33:39 AM,41.893191798,-87.744033867,"(41.893191798, -87.744033867)" +8667836,HV343070,06/19/2012 07:10:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143353,1900657,2012,02/04/2016 06:33:39 AM,41.883439726,-87.749059043,"(41.883439726, -87.749059043)" +8667883,HV343166,06/19/2012 08:30:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150608,1904047,2012,02/04/2016 06:33:39 AM,41.892603612,-87.722329283,"(41.892603612, -87.722329283)" +8668004,HV343330,06/19/2012 10:25:00 PM,004XX E 75TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,69,19,1180632,1855387,2012,02/04/2016 06:33:39 AM,41.758437308,-87.613561282,"(41.758437308, -87.613561282)" +8668133,HV343438,06/19/2012 11:30:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188717,1859906,2012,02/04/2016 06:33:39 AM,41.770648384,-87.583786515,"(41.770648384, -87.583786515)" +8669234,HV344237,06/20/2012 02:00:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143290,1898755,2012,02/04/2016 06:33:39 AM,41.878221582,-87.749337912,"(41.878221582, -87.749337912)" +8669898,HV345100,06/20/2012 11:24:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1192104,1858486,2012,02/04/2016 06:33:39 AM,41.766670125,-87.571417416,"(41.766670125, -87.571417416)" +8671148,HV345851,06/21/2012 01:20:00 AM,057XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167318,1866634,2012,02/04/2016 06:33:39 AM,41.78959584,-87.66203417,"(41.78959584, -87.66203417)" +8671611,HV346566,06/21/2012 08:55:00 PM,109XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,49,19,1178193,1832503,2012,02/04/2016 06:33:39 AM,41.69569634,-87.623191843,"(41.69569634, -87.623191843)" +8671659,HV346619,06/21/2012 08:44:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153012,1893677,2012,02/04/2016 06:33:39 AM,41.864099919,-87.713775229,"(41.864099919, -87.713775229)" +8671762,HV346758,06/21/2012 10:58:00 PM,021XX W ADAMS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1211,012,2,28,19,1162354,1899065,2012,02/04/2016 06:33:39 AM,41.878694956,-87.679330332,"(41.878694956, -87.679330332)" +8672741,HV347414,06/22/2012 12:15:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860541,2012,02/04/2016 06:33:39 AM,41.772391355,-87.583839542,"(41.772391355, -87.583839542)" +8673126,HV347915,06/22/2012 05:50:00 PM,061XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167718,1864045,2012,02/04/2016 06:33:39 AM,41.78248273,-87.660641763,"(41.78248273, -87.660641763)" +8673211,HV347842,06/22/2012 05:05:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1021,010,24,29,19,1154162,1893254,2012,02/04/2016 06:33:39 AM,41.862916308,-87.709564878,"(41.862916308, -87.709564878)" +8673240,HV348031,06/22/2012 06:36:00 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0714,007,15,67,19,1166080,1863316,2012,02/04/2016 06:33:39 AM,41.780517269,-87.666667873,"(41.780517269, -87.666667873)" +8673403,HV348256,06/22/2012 09:14:00 PM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151875,1906087,2012,02/04/2016 06:33:39 AM,41.898176723,-87.717622304,"(41.898176723, -87.717622304)" +8674521,HV349696,06/23/2012 07:01:00 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169111,1857033,2012,02/04/2016 06:33:39 AM,41.763210908,-87.655737173,"(41.763210908, -87.655737173)" +8675945,HV351440,06/24/2012 10:21:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168857,1858735,2012,02/04/2016 06:33:39 AM,41.767886902,-87.656619053,"(41.767886902, -87.656619053)" +8676007,HV351531,06/24/2012 11:15:00 PM,035XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,28,27,19,1152917,1897799,2012,02/04/2016 06:33:39 AM,41.875413022,-87.714014801,"(41.875413022, -87.714014801)" +8676033,HV351571,06/24/2012 11:50:00 PM,008XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151896,1905415,2012,02/04/2016 06:33:39 AM,41.896332275,-87.717562888,"(41.896332275, -87.717562888)" +8677637,HV352966,06/25/2012 08:16:00 PM,119XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0522,005,9,53,19,1177407,1825794,2012,02/04/2016 06:33:39 AM,41.67730359,-87.626271257,"(41.67730359, -87.626271257)" +8678528,HV353706,06/26/2012 11:55:00 AM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143352,1900684,2012,02/04/2016 06:33:39 AM,41.883513836,-87.74906204,"(41.883513836, -87.74906204)" +8678899,HV354009,06/26/2012 03:15:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188713,1860032,2012,02/04/2016 06:33:39 AM,41.770994234,-87.583797152,"(41.770994234, -87.583797152)" +8678903,HV353960,06/26/2012 02:50:00 PM,014XX E 66TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,42,19,1186974,1861191,2012,02/04/2016 06:33:39 AM,41.774216041,-87.59013488,"(41.774216041, -87.59013488)" +8678938,HV354054,06/26/2012 03:45:00 PM,007XX E 105TH PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,0512,005,9,50,19,1183127,1835160,2012,02/04/2016 06:33:39 AM,41.702874443,-87.605044639,"(41.702874443, -87.605044639)" +8679141,HV354427,06/26/2012 07:30:00 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156332,1899869,2012,02/04/2016 06:33:39 AM,41.881025006,-87.701420232,"(41.881025006, -87.701420232)" +8679246,HV354509,06/26/2012 08:10:00 PM,037XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,3,35,19,1178546,1880183,2012,02/04/2016 06:33:39 AM,41.826527532,-87.62045268,"(41.826527532, -87.62045268)" +8679364,HV354638,06/26/2012 09:15:00 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142517,1905879,2012,02/04/2016 06:33:39 AM,41.897785095,-87.751999019,"(41.897785095, -87.751999019)" +8679378,HV354628,06/26/2012 09:19:00 PM,012XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136466,1907715,2012,02/04/2016 06:33:39 AM,41.90293367,-87.774180098,"(41.90293367, -87.774180098)" +8680231,HV355305,06/27/2012 11:55:00 AM,012XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142808,1907699,2012,02/04/2016 06:33:39 AM,41.902773967,-87.750884809,"(41.902773967, -87.750884809)" +8680555,HV355535,06/27/2012 01:55:00 PM,031XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155479,1893872,2012,02/04/2016 06:33:39 AM,41.864585807,-87.704713673,"(41.864585807, -87.704713673)" +8680926,HV356096,06/27/2012 07:55:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154913,1901450,2012,02/04/2016 06:33:39 AM,41.88539198,-87.706588331,"(41.88539198, -87.706588331)" +8682697,HV357718,06/28/2012 07:47:00 PM,039XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150271,1889765,2012,02/04/2016 06:33:39 AM,41.85341876,-87.723939347,"(41.85341876, -87.723939347)" +8682844,HV358013,06/29/2012 12:45:00 AM,015XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154949,1892189,2012,02/04/2016 06:33:39 AM,41.859978103,-87.706704403,"(41.859978103, -87.706704403)" +8683762,HV358706,06/29/2012 02:00:00 PM,093XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1172613,1843146,2012,02/04/2016 06:33:39 AM,41.725026736,-87.643309849,"(41.725026736, -87.643309849)" +8683882,HV358848,06/29/2012 03:40:00 PM,061XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0311,003,20,40,19,1179974,1864409,2012,02/04/2016 06:33:39 AM,41.783209684,-87.615696882,"(41.783209684, -87.615696882)" +8683897,HV358805,06/29/2012 02:45:00 PM,079XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0422,004,7,46,19,1193902,1852877,2012,02/04/2016 06:33:39 AM,41.751234705,-87.5650108,"(41.751234705, -87.5650108)" +8684196,HV359243,06/29/2012 07:15:00 PM,042XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0214,002,4,38,19,1180970,1876872,2012,02/04/2016 06:33:39 AM,41.81738636,-87.611661623,"(41.81738636, -87.611661623)" +8684284,HV359405,06/29/2012 09:25:00 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139103,1910086,2012,02/04/2016 06:33:39 AM,41.909392399,-87.764435988,"(41.909392399, -87.764435988)" +8684937,HV360161,06/30/2012 02:40:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142140,1899436,2012,02/04/2016 06:33:39 AM,41.880111727,-87.753543615,"(41.880111727, -87.753543615)" +8685237,HV360588,06/30/2012 08:00:00 PM,021XX E 96TH PL,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1191796,1841389,2012,02/04/2016 06:33:39 AM,41.719761913,-87.573099966,"(41.719761913, -87.573099966)" +8685273,HV360590,06/30/2012 08:13:00 PM,063XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159133,1862552,2012,02/04/2016 06:33:39 AM,41.778565718,-87.692157822,"(41.778565718, -87.692157822)" +8685932,HV361500,07/01/2012 11:25:00 AM,007XX E 105TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,50,19,1183004,1835490,2012,02/04/2016 06:33:39 AM,41.703782859,-87.605484818,"(41.703782859, -87.605484818)" +8686250,HV361880,07/01/2012 04:30:00 PM,009XX W 76TH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0621,006,17,71,19,1171445,1854445,2012,02/04/2016 06:33:39 AM,41.756058338,-87.647258283,"(41.756058338, -87.647258283)" +8686370,HV362001,07/01/2012 05:56:00 PM,018XX N MC VICKER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2513,025,29,25,19,1135680,1911512,2012,02/04/2016 06:33:39 AM,41.913367126,-87.776976811,"(41.913367126, -87.776976811)" +8686444,HV362120,07/01/2012 07:29:00 PM,067XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171468,1860188,2012,02/04/2016 06:33:39 AM,41.77181734,-87.647006062,"(41.77181734, -87.647006062)" +8686690,HV362360,07/01/2012 10:00:00 PM,105XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177791,1835070,2012,02/04/2016 06:33:39 AM,41.702749638,-87.624586354,"(41.702749638, -87.624586354)" +8687306,HV362876,07/02/2012 10:45:00 AM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,28,25,19,1144189,1899224,2012,02/04/2016 06:33:39 AM,41.879491742,-87.746025164,"(41.879491742, -87.746025164)" +8687925,HV363383,07/02/2012 03:10:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149404,1901929,2012,02/04/2016 06:33:39 AM,41.886815035,-87.726806109,"(41.886815035, -87.726806109)" +8687931,HV363411,07/02/2012 03:45:00 PM,072XX S SOUTH SHORE DR,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0334,003,7,43,19,1194918,1857750,2012,02/04/2016 06:33:39 AM,41.764581624,-87.561127448,"(41.764581624, -87.561127448)" +8688356,HV364001,07/02/2012 08:33:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144251,1898895,2012,02/04/2016 06:33:39 AM,41.878587761,-87.745805777,"(41.878587761, -87.745805777)" +8689897,HV365303,07/03/2012 07:58:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188695,1860630,2012,02/04/2016 06:33:39 AM,41.772635626,-87.58384403,"(41.772635626, -87.58384403)" +8689989,HV365344,07/03/2012 08:00:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147391,1898981,2012,02/04/2016 06:33:39 AM,41.878764192,-87.734274019,"(41.878764192, -87.734274019)" +8689999,HV365441,07/03/2012 09:10:00 PM,001XX N CALIFORNIA AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1331,012,2,27,19,1157707,1900726,2012,02/04/2016 06:33:39 AM,41.883348802,-87.696347951,"(41.883348802, -87.696347951)" +8690025,HV365391,07/03/2012 08:42:00 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0231,002,3,40,19,1179362,1871109,2012,02/04/2016 06:33:39 AM,41.801609105,-87.617736187,"(41.801609105, -87.617736187)" +8690243,HV365736,07/04/2012 01:31:00 AM,092XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185162,1843879,2012,02/04/2016 06:33:39 AM,41.726752944,-87.597320126,"(41.726752944, -87.597320126)" +8691014,HV366622,07/04/2012 06:40:00 PM,065XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0321,003,20,42,19,1182685,1861895,2012,02/04/2016 06:33:39 AM,41.776248518,-87.605835547,"(41.776248518, -87.605835547)" +8692614,HV368388,07/05/2012 06:30:00 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142605,1903028,2012,02/04/2016 06:33:39 AM,41.889959979,-87.75174678,"(41.889959979, -87.75174678)" +8692688,HV368483,07/05/2012 07:20:00 PM,032XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154755,1893855,2012,02/04/2016 06:33:39 AM,41.864553674,-87.707371939,"(41.864553674, -87.707371939)" +8692754,HV368612,07/05/2012 08:40:00 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169944,1867450,2012,02/04/2016 06:33:39 AM,41.791778368,-87.652381741,"(41.791778368, -87.652381741)" +8693514,HV369331,07/06/2012 10:40:00 AM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0221,002,4,38,19,1181843,1876661,2012,02/04/2016 06:33:39 AM,41.816787196,-87.608465779,"(41.816787196, -87.608465779)" +8694190,HV370194,07/06/2012 08:50:00 PM,020XX E 67TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0331,003,5,42,19,1190782,1860948,2012,02/04/2016 06:33:39 AM,41.773458079,-87.576183528,"(41.773458079, -87.576183528)" +8695025,HV371174,07/07/2012 02:00:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144538,1904215,2012,02/04/2016 06:33:39 AM,41.893181072,-87.744617948,"(41.893181072, -87.744617948)" +8695199,HV371443,07/07/2012 05:10:00 PM,020XX W 70TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164030,1857904,2012,02/04/2016 06:33:39 AM,41.765709377,-87.674335592,"(41.765709377, -87.674335592)" +8696452,HV372980,07/08/2012 05:35:00 PM,042XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0213,002,3,38,19,1179567,1876803,2012,02/04/2016 06:33:39 AM,41.817229237,-87.61681028,"(41.817229237, -87.61681028)" +8697959,HV374254,07/09/2012 02:15:00 PM,064XX S TALMAN AVE,1680,GAMBLING,OTHER,RESIDENCE PORCH/HALLWAY,true,false,0825,008,15,66,19,1159817,1861824,2012,02/04/2016 06:33:39 AM,41.77655396,-87.689670194,"(41.77655396, -87.689670194)" +8698302,HV374771,07/09/2012 07:15:00 PM,054XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0231,002,3,40,19,1178526,1868942,2012,02/04/2016 06:33:39 AM,41.795681715,-87.62086796,"(41.795681715, -87.62086796)" +8698618,HV375042,07/09/2012 09:23:00 PM,077XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0835,008,18,70,19,1155057,1853002,2012,02/04/2016 06:33:39 AM,41.752441448,-87.707355631,"(41.752441448, -87.707355631)" +8699615,HV375900,07/10/2012 01:50:00 PM,003XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,27,19,1157775,1898226,2012,02/04/2016 06:33:39 AM,41.876487177,-87.696166405,"(41.876487177, -87.696166405)" +8699784,HV376074,07/10/2012 03:50:00 PM,012XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1168317,1894201,2012,02/04/2016 06:33:39 AM,41.865220983,-87.657576072,"(41.865220983, -87.657576072)" +8699952,HV376394,07/10/2012 06:30:00 PM,043XX W HIRSCH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147373,1908966,2012,02/04/2016 06:33:39 AM,41.90616447,-87.734084055,"(41.90616447, -87.734084055)" +8701669,HV378095,07/11/2012 06:45:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0332,003,5,43,19,1188697,1860548,2012,02/04/2016 06:33:39 AM,41.772410563,-87.583839318,"(41.772410563, -87.583839318)" +8701893,HV378308,07/11/2012 08:55:00 PM,031XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155464,1893872,2012,02/04/2016 06:33:39 AM,41.864586109,-87.704768738,"(41.864586109, -87.704768738)" +8701894,HV378313,07/11/2012 09:25:00 PM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160834,1861176,2012,02/04/2016 06:33:39 AM,41.774754809,-87.685959783,"(41.774754809, -87.685959783)" +8703358,HV379614,07/12/2012 05:12:00 PM,059XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136598,1910028,2012,02/04/2016 06:33:39 AM,41.909278462,-87.773639794,"(41.909278462, -87.773639794)" +8703404,HV379675,07/12/2012 06:09:00 PM,072XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,17,68,19,1172597,1856844,2012,02/04/2016 06:33:39 AM,41.762616204,-87.642965909,"(41.762616204, -87.642965909)" +8703578,HV379923,07/12/2012 08:34:00 PM,067XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171468,1860181,2012,02/04/2016 06:33:39 AM,41.771798131,-87.647006267,"(41.771798131, -87.647006267)" +8703617,HV379880,07/12/2012 07:35:00 PM,052XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,61,19,1171524,1870117,2012,02/04/2016 06:33:39 AM,41.799062419,-87.646510048,"(41.799062419, -87.646510048)" +8704508,HV380699,07/13/2012 11:35:00 AM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144220,1898895,2012,02/04/2016 06:33:39 AM,41.878588343,-87.745919604,"(41.878588343, -87.745919604)" +8704707,HV380720,07/13/2012 11:07:00 AM,054XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0233,002,4,40,19,1182505,1869215,2012,02/04/2016 06:33:39 AM,41.796339429,-87.606268489,"(41.796339429, -87.606268489)" +8705110,HV381242,07/13/2012 05:30:00 PM,073XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1165950,1856121,2012,02/04/2016 06:33:39 AM,41.760776,-87.667348735,"(41.760776, -87.667348735)" +8705301,HV381495,07/13/2012 08:03:00 PM,056XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169616,1867298,2012,02/04/2016 06:33:39 AM,41.791368386,-87.653588863,"(41.791368386, -87.653588863)" +8706095,HV382456,07/14/2012 12:00:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143352,1902559,2012,02/04/2016 06:33:39 AM,41.888659061,-87.749015157,"(41.888659061, -87.749015157)" +8706183,HV382579,07/14/2012 01:15:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139622,1899115,2012,02/04/2016 06:33:39 AM,41.879277168,-87.762797382,"(41.879277168, -87.762797382)" +8706205,HV382513,07/14/2012 12:30:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151272,1904037,2012,02/04/2016 06:33:39 AM,41.89256317,-87.719890923,"(41.89256317, -87.719890923)" +8706530,HV383077,07/14/2012 07:20:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171763,1861454,2012,02/04/2016 06:33:39 AM,41.77528493,-87.645887594,"(41.77528493, -87.645887594)" +8706666,HV383209,07/14/2012 09:30:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,18,66,19,1161295,1856609,2012,02/04/2016 06:33:39 AM,41.762212773,-87.684396135,"(41.762212773, -87.684396135)" +8707852,HV384702,07/15/2012 08:55:00 PM,093XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185178,1843142,2012,02/04/2016 06:33:39 AM,41.724730157,-87.597284601,"(41.724730157, -87.597284601)" +8707995,HV384794,07/15/2012 10:10:00 PM,065XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163486,1861366,2012,02/04/2016 06:33:39 AM,41.775221001,-87.676232591,"(41.775221001, -87.676232591)" +8708113,HV384926,07/15/2012 11:51:00 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155571,1893727,2012,02/04/2016 06:33:39 AM,41.864186063,-87.70437984,"(41.864186063, -87.70437984)" +8709425,HV386163,07/16/2012 06:55:00 PM,043XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0221,002,4,39,19,1183054,1876357,2012,02/04/2016 06:33:39 AM,41.815924879,-87.60403305,"(41.815924879, -87.60403305)" +8712609,HV389138,07/18/2012 04:26:00 PM,043XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0215,002,3,38,19,1179156,1876322,2012,02/04/2016 06:33:39 AM,41.815918729,-87.618332608,"(41.815918729, -87.618332608)" +8712799,HV389362,07/18/2012 06:50:00 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169111,1857033,2012,02/04/2016 06:33:39 AM,41.763210908,-87.655737173,"(41.763210908, -87.655737173)" +8712933,HV389480,07/18/2012 08:00:00 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150593,1904565,2012,02/04/2016 06:33:39 AM,41.89402535,-87.722370826,"(41.89402535, -87.722370826)" +8713925,HV368631,07/05/2012 09:18:24 PM,056XX N LINCOLN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2011,020,40,2,19,1157408,1937372,2012,02/04/2016 06:33:39 AM,41.983914096,-87.696446252,"(41.983914096, -87.696446252)" +8714137,HV390591,07/19/2012 03:45:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139597,1899115,2012,02/04/2016 06:33:39 AM,41.879277624,-87.762889179,"(41.879277624, -87.762889179)" +8714479,HV390997,07/19/2012 08:22:00 PM,067XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164519,1859952,2012,02/04/2016 06:33:39 AM,41.771319074,-87.672485562,"(41.771319074, -87.672485562)" +8714580,HV391083,07/19/2012 08:45:00 PM,0000X W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0112,001,42,32,19,1175721,1899903,2012,02/04/2016 06:33:39 AM,41.880704482,-87.630224558,"(41.880704482, -87.630224558)" +8715862,HV392092,07/20/2012 03:20:00 PM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141835,1906534,2012,02/04/2016 06:33:39 AM,41.899595145,-87.754487734,"(41.899595145, -87.754487734)" +8716443,HV392888,07/21/2012 12:30:00 AM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144155,1898232,2012,02/04/2016 06:33:39 AM,41.876770211,-87.746174927,"(41.876770211, -87.746174927)" +8716644,HV393073,07/21/2012 03:15:00 AM,036XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152199,1891796,2012,02/04/2016 06:33:39 AM,41.858954299,-87.716809329,"(41.858954299, -87.716809329)" +8718291,HV395169,07/22/2012 02:15:00 PM,0000X W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1832,018,42,8,19,1176016,1905722,2012,02/04/2016 06:33:39 AM,41.896665495,-87.628965964,"(41.896665495, -87.628965964)" +8718311,HV395234,07/22/2012 03:00:00 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142928,1903328,2012,02/04/2016 06:33:39 AM,41.890777201,-87.750553082,"(41.890777201, -87.750553082)" +8718571,HV395560,07/22/2012 07:40:00 PM,021XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1332,012,2,28,19,1162230,1900668,2012,02/04/2016 06:33:39 AM,41.883096319,-87.679740809,"(41.883096319, -87.679740809)" +8718773,HV395767,07/22/2012 09:55:00 PM,070XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170858,1858243,2012,02/04/2016 06:33:39 AM,41.766493357,-87.649298827,"(41.766493357, -87.649298827)" +8720174,HV396883,07/23/2012 04:35:00 PM,131XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0533,005,9,54,19,1185335,1818397,2012,02/04/2016 06:33:39 AM,41.656822987,-87.597483806,"(41.656822987, -87.597483806)" +8720334,HV397138,07/23/2012 07:47:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166468,1860709,2012,02/04/2016 06:33:39 AM,41.773355063,-87.665319639,"(41.773355063, -87.665319639)" +8721851,HV398458,07/24/2012 04:51:00 PM,063XX S HAMILTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163121,1862540,2012,02/04/2016 06:33:39 AM,41.778450261,-87.677537821,"(41.778450261, -87.677537821)" +8722072,HV398556,07/24/2012 05:47:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1533,015,28,25,19,1142386,1899694,2012,02/04/2016 06:33:39 AM,41.880815147,-87.75263391,"(41.880815147, -87.75263391)" +8722130,HV398756,07/24/2012 08:10:00 PM,041XX W 14TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148811,1893051,2012,02/04/2016 06:33:39 AM,41.862464258,-87.72921325,"(41.862464258, -87.72921325)" +8722220,HV398795,07/24/2012 08:52:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151904,1894136,2012,02/04/2016 06:33:39 AM,41.865381337,-87.717830604,"(41.865381337, -87.717830604)" +8723330,HV399586,07/25/2012 12:06:00 PM,013XX N SEDGWICK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173413,1909042,2012,02/04/2016 06:33:39 AM,41.905833996,-87.638427474,"(41.905833996, -87.638427474)" +8723730,HV399986,07/25/2012 04:28:00 PM,011XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136489,1906950,2012,02/04/2016 06:33:39 AM,41.900834003,-87.774113931,"(41.900834003, -87.774113931)" +8724124,HV400346,07/25/2012 08:05:00 PM,050XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0223,002,4,39,19,1183167,1871770,2012,02/04/2016 06:33:39 AM,41.803335167,-87.603761388,"(41.803335167, -87.603761388)" +8725749,HV401819,07/26/2012 07:56:00 PM,056XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0711,007,3,68,19,1175251,1867452,2012,02/04/2016 06:33:39 AM,41.791666859,-87.632921961,"(41.791666859, -87.632921961)" +8725825,HV401920,07/26/2012 08:55:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184832,1843856,2012,02/04/2016 06:33:39 AM,41.726697566,-87.598529659,"(41.726697566, -87.598529659)" +8725936,HV401968,07/26/2012 09:26:00 PM,076XX N ASHLAND AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,2422,024,49,1,19,1164298,1950863,2012,02/04/2016 06:33:39 AM,42.020790333,-87.67072197,"(42.020790333, -87.67072197)" +8725971,HV402029,07/26/2012 10:30:00 PM,065XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0724,007,17,68,19,1169773,1861515,2012,02/04/2016 06:33:39 AM,41.775495741,-87.653180912,"(41.775495741, -87.653180912)" +8726818,HV402634,07/27/2012 11:27:00 AM,044XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0814,008,23,56,19,1143777,1874484,2012,02/04/2016 06:33:39 AM,41.811609474,-87.748156962,"(41.811609474, -87.748156962)" +8726984,HV402715,07/27/2012 12:05:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151446,1894247,2012,02/04/2016 06:33:39 AM,41.865694933,-87.719509038,"(41.865694933, -87.719509038)" +8727402,HV403275,07/27/2012 06:50:00 PM,057XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170959,1866679,2012,02/04/2016 06:33:39 AM,41.789640536,-87.648682442,"(41.789640536, -87.648682442)" +8727493,HV403428,07/27/2012 08:00:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1171764,1861413,2012,02/04/2016 06:33:39 AM,41.775172399,-87.645885129,"(41.775172399, -87.645885129)" +8727595,HV403505,07/27/2012 08:35:00 PM,010XX W MAXWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1232,012,2,28,19,1169752,1894019,2012,02/04/2016 06:33:39 AM,41.864690444,-87.652313476,"(41.864690444, -87.652313476)" +8727626,HV403468,07/27/2012 08:10:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147997,1888795,2012,02/04/2016 06:33:39 AM,41.850800938,-87.732310727,"(41.850800938, -87.732310727)" +8727709,HV403637,07/27/2012 10:24:00 PM,042XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148091,1899675,2012,02/04/2016 06:33:39 AM,41.880655171,-87.731685867,"(41.880655171, -87.731685867)" +8727820,HV403700,07/27/2012 11:33:00 PM,059XX N KENMORE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2022,020,48,77,19,1168173,1939447,2012,02/04/2016 06:33:39 AM,41.989381463,-87.656794145,"(41.989381463, -87.656794145)" +8728191,HV404228,07/28/2012 11:05:00 AM,007XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138544,1904366,2012,02/04/2016 06:33:39 AM,41.893706182,-87.766628348,"(41.893706182, -87.766628348)" +8728388,HV404480,07/28/2012 02:40:00 PM,067XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0322,003,20,69,19,1178322,1860407,2012,02/04/2016 06:33:39 AM,41.77226546,-87.621875001,"(41.77226546, -87.621875001)" +8728823,HV405096,07/28/2012 11:25:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906033,2012,02/04/2016 06:33:39 AM,41.898048078,-87.721278297,"(41.898048078, -87.721278297)" +8729896,HV406287,07/29/2012 07:05:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906040,2012,02/04/2016 06:33:39 AM,41.898067287,-87.721278114,"(41.898067287, -87.721278114)" +8729927,HV406335,07/29/2012 07:19:00 PM,069XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1159907,1858520,2012,02/04/2016 06:33:39 AM,41.76748546,-87.68943094,"(41.76748546, -87.68943094)" +8729999,HV406384,07/29/2012 08:15:00 PM,035XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,28,27,19,1152841,1897797,2012,02/04/2016 06:33:39 AM,41.875409038,-87.714293898,"(41.875409038, -87.714293898)" +8730061,HV406478,07/29/2012 10:15:00 PM,057XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169629,1866831,2012,02/04/2016 06:33:39 AM,41.790086602,-87.653554734,"(41.790086602, -87.653554734)" +8731123,HV407239,07/30/2012 12:35:00 PM,002XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148432,1898516,2012,02/04/2016 06:33:39 AM,41.877468176,-87.730463628,"(41.877468176, -87.730463628)" +8731157,HV407228,07/30/2012 12:30:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157197,1894986,2012,02/04/2016 06:33:39 AM,41.867608045,-87.698376638,"(41.867608045, -87.698376638)" +8731390,HV407500,07/30/2012 03:40:00 PM,059XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136777,1905395,2012,02/04/2016 06:33:39 AM,41.896561732,-87.773093368,"(41.896561732, -87.773093368)" +8731436,HV407532,07/30/2012 04:10:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153908,1904823,2012,02/04/2016 06:33:39 AM,41.894667907,-87.710188943,"(41.894667907, -87.710188943)" +8731503,HV407606,07/30/2012 04:30:00 PM,090XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1166924,1844807,2012,02/04/2016 06:33:39 AM,41.729708021,-87.664101467,"(41.729708021, -87.664101467)" +8731650,HV407890,07/30/2012 04:30:00 PM,045XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0222,002,4,39,19,1184349,1875087,2012,02/04/2016 06:33:39 AM,41.81240965,-87.599322589,"(41.81240965, -87.599322589)" +8731695,HV407889,07/30/2012 07:35:00 PM,0000X N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137159,1899782,2012,02/04/2016 06:33:39 AM,41.881152079,-87.771825229,"(41.881152079, -87.771825229)" +8731811,HV408025,07/30/2012 08:44:00 PM,031XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155474,1893872,2012,02/04/2016 06:33:39 AM,41.864585908,-87.704732028,"(41.864585908, -87.704732028)" +8732753,HV408745,07/31/2012 11:45:00 AM,059XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136597,1907384,2012,02/04/2016 06:33:39 AM,41.902023021,-87.773706834,"(41.902023021, -87.773706834)" +8733268,HV409093,07/31/2012 03:30:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1144159,1899223,2012,02/04/2016 06:33:39 AM,41.879489561,-87.746135346,"(41.879489561, -87.746135346)" +8733521,HV409466,07/31/2012 07:17:00 PM,063XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174370,1862767,2012,02/04/2016 06:33:39 AM,41.778830364,-87.636291673,"(41.778830364, -87.636291673)" +8733658,HV409385,07/31/2012 06:15:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141872,1900972,2012,02/04/2016 06:33:39 AM,41.884331666,-87.754489651,"(41.884331666, -87.754489651)" +8733912,HV409873,08/01/2012 12:55:00 AM,002XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140666,1901235,2012,02/04/2016 06:33:39 AM,41.885075608,-87.758911829,"(41.885075608, -87.758911829)" +8734822,HV410380,08/01/2012 11:50:00 AM,043XX W 18TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1147951,1891029,2012,02/04/2016 06:33:39 AM,41.856932201,-87.732422178,"(41.856932201, -87.732422178)" +8734742,HV410400,08/01/2012 11:25:00 AM,039XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150290,1895745,2012,02/04/2016 06:33:39 AM,41.869828222,-87.723713759,"(41.869828222, -87.723713759)" +8735530,HV411156,08/01/2012 08:12:00 PM,035XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,3,35,19,1176245,1881278,2012,02/04/2016 06:33:39 AM,41.829584386,-87.62886159,"(41.829584386, -87.62886159)" +8735615,HV411257,08/01/2012 09:40:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167718,1894517,2012,02/04/2016 06:33:39 AM,41.866101031,-87.659765906,"(41.866101031, -87.659765906)" +8735660,HV411318,08/01/2012 10:45:00 PM,056XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172262,1867505,2012,02/04/2016 06:33:39 AM,41.791878597,-87.643880461,"(41.791878597, -87.643880461)" +8736885,HV412209,08/02/2012 03:02:00 PM,014XX E 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1186961,1859197,2012,02/04/2016 06:33:39 AM,41.76874464,-87.59024569,"(41.76874464, -87.59024569)" +8736893,HV412222,08/02/2012 02:45:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150592,1893560,2012,02/04/2016 06:33:39 AM,41.863826438,-87.722662084,"(41.863826438, -87.722662084)" +8737051,HV412386,08/02/2012 05:02:00 PM,0000X N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1141713,1899882,2012,02/04/2016 06:33:39 AM,41.881343512,-87.755100495,"(41.881343512, -87.755100495)" +8737100,HV412337,08/02/2012 04:30:00 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1172934,1909278,2012,02/04/2016 06:33:39 AM,41.906492227,-87.640179991,"(41.906492227, -87.640179991)" +8737257,HV412766,08/02/2012 08:47:00 PM,003XX W 105TH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0512,005,34,49,19,1175910,1835298,2012,02/04/2016 06:33:39 AM,41.703417577,-87.63146727,"(41.703417577, -87.63146727)" +8738812,HV414343,08/03/2012 08:40:00 PM,045XX S LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1144119,1874153,2012,02/04/2016 06:33:39 AM,41.810694761,-87.746910787,"(41.810694761, -87.746910787)" +8738851,HV414393,08/03/2012 08:50:00 PM,015XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154613,1892345,2012,02/04/2016 06:33:39 AM,41.860412908,-87.707933603,"(41.860412908, -87.707933603)" +8739097,HV414637,08/04/2012 12:52:00 AM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142488,1907141,2012,02/04/2016 06:33:39 AM,41.901248707,-87.752074129,"(41.901248707, -87.752074129)" +8739562,HV415223,08/04/2012 11:58:00 AM,092XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1172934,1843522,2012,02/04/2016 06:33:39 AM,41.726051466,-87.642122965,"(41.726051466, -87.642122965)" +8739608,HV415219,08/04/2012 12:15:00 PM,075XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194171,1855551,2012,02/04/2016 06:33:39 AM,41.758565773,-87.563937436,"(41.758565773, -87.563937436)" +8739975,HV415815,08/04/2012 08:05:00 PM,042XX S WABASH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,3,38,19,1177421,1876898,2012,02/04/2016 06:33:39 AM,41.817538761,-87.624679453,"(41.817538761, -87.624679453)" +8740169,HV416033,08/04/2012 11:04:00 PM,073XX S PERRY AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0731,007,6,69,19,1176665,1856368,2012,02/04/2016 06:33:39 AM,41.761219446,-87.628070435,"(41.761219446, -87.628070435)" +8740616,HV416517,08/05/2012 11:38:00 AM,082XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,8,44,19,1183341,1850446,2012,02/04/2016 06:33:39 AM,41.744816062,-87.603786672,"(41.744816062, -87.603786672)" +8741044,HV417081,08/05/2012 06:30:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144627,1904218,2012,02/04/2016 06:33:39 AM,41.893187629,-87.744291004,"(41.893187629, -87.744291004)" +8741081,HV417138,08/05/2012 07:15:00 PM,056XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172261,1867531,2012,02/04/2016 06:33:39 AM,41.791949966,-87.643883364,"(41.791949966, -87.643883364)" +8741133,HV417124,08/05/2012 06:57:00 PM,014XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149280,1892895,2012,02/04/2016 06:33:39 AM,41.862027106,-87.727495637,"(41.862027106, -87.727495637)" +8741158,HV417174,08/05/2012 07:40:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166468,1860729,2012,02/04/2016 06:33:39 AM,41.773409945,-87.66531907,"(41.773409945, -87.66531907)" +8741275,HV417225,08/05/2012 08:40:00 PM,061XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171355,1864268,2012,02/04/2016 06:33:39 AM,41.783015815,-87.647300971,"(41.783015815, -87.647300971)" +8741346,HV417432,08/05/2012 11:55:00 PM,131XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183244,1818421,2012,02/04/2016 06:33:39 AM,41.656937576,-87.605134262,"(41.656937576, -87.605134262)" +8741492,HV417567,08/06/2012 03:00:00 AM,087XX S BURLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,7,46,19,1199184,1847735,2012,02/04/2016 06:33:39 AM,41.736993626,-87.545827764,"(41.736993626, -87.545827764)" +8742137,HV417891,08/06/2012 10:53:00 AM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909520,2012,02/04/2016 06:33:39 AM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +8742205,HV418031,08/06/2012 12:15:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144159,1899223,2012,02/04/2016 06:33:39 AM,41.879489561,-87.746135346,"(41.879489561, -87.746135346)" +8742679,HV418323,08/06/2012 03:10:00 PM,093XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1172948,1843012,2012,02/04/2016 06:33:39 AM,41.724651646,-87.642086683,"(41.724651646, -87.642086683)" +8742966,HV418722,08/06/2012 07:01:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150592,1893566,2012,02/04/2016 06:33:39 AM,41.863842903,-87.722661927,"(41.863842903, -87.722661927)" +8743029,HV418780,08/06/2012 08:05:00 PM,010XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143506,1906376,2012,02/04/2016 06:33:39 AM,41.899130473,-87.748354035,"(41.899130473, -87.748354035)" +8743031,HV418804,08/06/2012 08:25:00 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167629,1867272,2012,02/04/2016 06:33:39 AM,41.791339919,-87.66087553,"(41.791339919, -87.66087553)" +8745017,HV420475,08/07/2012 09:28:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,1021,010,24,29,19,1154162,1893254,2012,02/04/2016 06:33:39 AM,41.862916308,-87.709564878,"(41.862916308, -87.709564878)" +8746035,HV421109,08/08/2012 11:10:00 AM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156119,1896544,2012,02/04/2016 06:33:39 AM,41.871905171,-87.702292122,"(41.871905171, -87.702292122)" +8746256,HV421353,08/08/2012 01:36:00 PM,073XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170255,1856073,2012,02/04/2016 06:33:39 AM,41.76055174,-87.651572086,"(41.76055174, -87.651572086)" +8746387,HV421431,08/08/2012 02:20:00 PM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0232,002,20,40,19,1177712,1866372,2012,02/04/2016 06:33:39 AM,41.788647859,-87.623930675,"(41.788647859, -87.623930675)" +8746542,HV421801,08/08/2012 06:25:00 PM,012XX S CALIFORNIA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1157885,1894175,2012,02/04/2016 06:33:39 AM,41.865368586,-87.695872978,"(41.865368586, -87.695872978)" +8747566,HV422583,08/09/2012 11:15:00 AM,056XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166302,1867373,2012,02/04/2016 06:33:39 AM,41.791645455,-87.665738494,"(41.791645455, -87.665738494)" +8747647,HV422684,08/09/2012 12:02:00 PM,092XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1172934,1843522,2012,02/04/2016 06:33:39 AM,41.726051466,-87.642122965,"(41.726051466, -87.642122965)" +8747968,HV422856,08/09/2012 02:01:00 PM,041XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148744,1901131,2012,02/04/2016 06:33:39 AM,41.88463801,-87.729250454,"(41.88463801, -87.729250454)" +8749628,HV424456,08/10/2012 02:45:00 PM,040XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1132,011,28,26,19,1149578,1898382,2012,02/04/2016 06:33:39 AM,41.877078298,-87.726259269,"(41.877078298, -87.726259269)" +8749924,HV424882,08/10/2012 08:05:00 PM,017XX W 73RD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0735,007,17,67,19,1165833,1856285,2012,02/04/2016 06:33:39 AM,41.761228524,-87.667772896,"(41.761228524, -87.667772896)" +8750170,HV425190,08/11/2012 01:15:00 AM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161130,1862519,2012,02/04/2016 06:33:39 AM,41.778434068,-87.68483756,"(41.778434068, -87.68483756)" +8751285,HV426580,08/12/2012 01:24:00 AM,058XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137426,1904410,2012,02/04/2016 06:33:39 AM,41.893847113,-87.770733389,"(41.893847113, -87.770733389)" +8751590,HV427023,08/12/2012 12:15:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898708,2012,02/04/2016 06:33:39 AM,41.878092571,-87.749331743,"(41.878092571, -87.749331743)" +8751691,HV427057,08/12/2012 12:20:00 PM,026XX N HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1931,019,1,7,19,1162365,1917575,2012,02/04/2016 06:33:39 AM,41.929487555,-87.67877134,"(41.929487555, -87.67877134)" +8751951,HV427394,08/12/2012 05:18:00 PM,012XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1231,012,2,28,19,1168121,1893866,2012,02/04/2016 06:33:39 AM,41.864305947,-87.65830526,"(41.864305947, -87.65830526)" +8752011,HV427535,08/12/2012 06:59:00 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139518,1898453,2012,02/04/2016 06:33:39 AM,41.87746245,-87.763195405,"(41.87746245, -87.763195405)" +8752132,HV427645,08/12/2012 08:30:00 PM,0000X E 101ST ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,9,49,19,1178648,1838025,2012,02/04/2016 06:33:39 AM,41.710839165,-87.621358792,"(41.710839165, -87.621358792)" +8754004,HV429311,08/13/2012 10:30:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151905,1894122,2012,02/04/2016 06:33:39 AM,41.8653429,-87.717827302,"(41.8653429, -87.717827302)" +8754033,HV429354,08/13/2012 11:30:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141382,1899877,2012,02/04/2016 06:33:39 AM,41.881335904,-87.756316052,"(41.881335904, -87.756316052)" +8754071,HV429398,08/14/2012 11:38:00 PM,078XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0835,008,18,70,19,1161742,1852509,2012,02/04/2016 06:33:39 AM,41.750952501,-87.682871429,"(41.750952501, -87.682871429)" +8755134,HV430110,08/14/2012 02:40:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,1011,010,24,29,19,1151286,1894175,2012,02/04/2016 06:33:39 AM,41.865500494,-87.7200983,"(41.865500494, -87.7200983)" +8755441,HV430555,08/14/2012 07:15:00 PM,059XX W WALTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136664,1905724,2012,02/04/2016 06:33:39 AM,41.897466573,-87.773500519,"(41.897466573, -87.773500519)" +8755477,HV430516,08/14/2012 06:25:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150382,1894752,2012,02/04/2016 06:33:39 AM,41.867101522,-87.7234019,"(41.867101522, -87.7234019)" +8755653,HV430763,08/14/2012 09:00:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2012,02/04/2016 06:33:39 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +8757356,HV432322,08/15/2012 10:10:00 PM,016XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142296,1910627,2012,02/04/2016 06:33:39 AM,41.91081825,-87.752692699,"(41.91081825, -87.752692699)" +8757436,HV432404,08/15/2012 11:30:00 PM,066XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181373,1861204,2012,02/04/2016 06:33:39 AM,41.774382703,-87.610666488,"(41.774382703, -87.610666488)" +8758446,HV433190,08/16/2012 02:30:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860548,2012,02/04/2016 06:33:39 AM,41.772410563,-87.583839318,"(41.772410563, -87.583839318)" +8758962,HV433844,08/16/2012 11:06:00 PM,057XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2022,020,48,77,19,1168593,1938326,2012,02/04/2016 06:33:39 AM,41.9862963,-87.655281972,"(41.9862963, -87.655281972)" +8758979,HV433866,08/16/2012 11:39:00 PM,015XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154617,1892195,2012,02/04/2016 06:33:39 AM,41.860001211,-87.70792293,"(41.860001211, -87.70792293)" +8759073,HV433919,08/17/2012 12:19:00 AM,073XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176174,1856407,2012,02/04/2016 06:33:39 AM,41.761337499,-87.629868809,"(41.761337499, -87.629868809)" +8760236,HV434560,08/17/2012 01:50:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144634,1904218,2012,02/04/2016 06:33:39 AM,41.893187497,-87.744265296,"(41.893187497, -87.744265296)" +8760477,HV435065,08/17/2012 07:55:00 PM,055XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139107,1905454,2012,02/04/2016 06:33:39 AM,41.896681565,-87.764534118,"(41.896681565, -87.764534118)" +8760522,HV435086,08/17/2012 07:50:00 PM,015XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142092,1909728,2012,02/04/2016 06:33:39 AM,41.908355082,-87.753464459,"(41.908355082, -87.753464459)" +8760557,HV435122,08/17/2012 08:09:00 PM,006XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153932,1903965,2012,02/04/2016 06:33:39 AM,41.892312993,-87.710123686,"(41.892312993, -87.710123686)" +8760573,HV435147,08/17/2012 08:29:00 PM,010XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150532,1906563,2012,02/04/2016 06:33:39 AM,41.899509257,-87.72254262,"(41.899509257, -87.72254262)" +8760642,HV435239,08/17/2012 09:41:00 PM,014XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150943,1892855,2012,02/04/2016 06:33:39 AM,41.861884977,-87.721392018,"(41.861884977, -87.721392018)" +8761282,HV435996,08/18/2012 12:25:00 PM,064XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0725,007,15,67,19,1166432,1861968,2012,02/04/2016 06:33:39 AM,41.776810689,-87.665415763,"(41.776810689, -87.665415763)" +8761626,HV436558,08/18/2012 07:38:00 PM,067XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191037,1860739,2012,02/04/2016 06:33:39 AM,41.772878403,-87.575255526,"(41.772878403, -87.575255526)" +8761654,HV436451,08/18/2012 06:10:00 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144133,1898232,2012,02/04/2016 06:33:39 AM,41.876770624,-87.746255705,"(41.876770624, -87.746255705)" +8761963,HV436854,08/19/2012 12:20:00 AM,078XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0623,006,6,69,19,1178510,1853058,2012,02/04/2016 06:33:39 AM,41.752094726,-87.621408808,"(41.752094726, -87.621408808)" +8762442,HV437554,08/19/2012 02:26:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0725,007,15,67,19,1166469,1860688,2012,02/04/2016 06:33:39 AM,41.773297415,-87.665316571,"(41.773297415, -87.665316571)" +8762681,HV437903,08/19/2012 07:40:00 PM,058XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137450,1904410,2012,02/04/2016 06:33:39 AM,41.893846682,-87.770645243,"(41.893846682, -87.770645243)" +8762822,HV438124,08/19/2012 10:26:00 PM,016XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142297,1910603,2012,02/04/2016 06:33:39 AM,41.910752373,-87.752689622,"(41.910752373, -87.752689622)" +8763669,HV438630,08/20/2012 10:19:00 AM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151447,1894200,2012,02/04/2016 06:33:39 AM,41.86556594,-87.719506601,"(41.86556594, -87.719506601)" +8764127,HV439040,08/20/2012 03:45:00 PM,007XX N LONG AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1524,015,37,25,19,1140183,1904446,2012,02/04/2016 06:33:39 AM,41.893895848,-87.760606808,"(41.893895848, -87.760606808)" +8764166,HV439094,08/20/2012 04:20:00 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191762,1858706,2012,02/04/2016 06:33:39 AM,41.767282129,-87.572663824,"(41.767282129, -87.572663824)" +8764287,HV439255,08/20/2012 06:05:00 PM,013XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149269,1893363,2012,02/04/2016 06:33:39 AM,41.863311568,-87.727523894,"(41.863311568, -87.727523894)" +8765792,HV440601,08/21/2012 04:07:00 PM,003XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141649,1901776,2012,02/04/2016 06:33:39 AM,41.886542066,-87.755288658,"(41.886542066, -87.755288658)" +8765808,HV440680,08/21/2012 05:27:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2012,02/04/2016 06:33:39 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +8766029,HV440780,08/21/2012 06:52:00 PM,068XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167846,1859364,2012,02/04/2016 06:33:39 AM,41.769634728,-87.66030679,"(41.769634728, -87.66030679)" +8766228,HV441133,08/21/2012 11:30:00 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152111,1893208,2012,02/04/2016 06:33:39 AM,41.862830724,-87.717095148,"(41.862830724, -87.717095148)" +8767958,HV442478,08/22/2012 09:25:00 PM,078XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194549,1853496,2012,02/04/2016 06:33:39 AM,41.75291741,-87.562619593,"(41.75291741, -87.562619593)" +8767973,HV442449,08/22/2012 09:10:00 PM,027XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1158257,1896590,2012,02/04/2016 06:33:39 AM,41.871988001,-87.694441365,"(41.871988001, -87.694441365)" +8768101,HV442484,08/22/2012 09:50:00 PM,011XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1151428,1894873,2012,02/04/2016 06:33:39 AM,41.867413102,-87.719558687,"(41.867413102, -87.719558687)" +8768797,HV443141,08/23/2012 11:35:00 AM,009XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151210,1906100,2012,02/04/2016 06:33:39 AM,41.898225466,-87.72006447,"(41.898225466, -87.72006447)" +8768999,HV443237,08/23/2012 12:30:00 PM,012XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154562,1894154,2012,02/04/2016 06:33:39 AM,41.865378022,-87.70807245,"(41.865378022, -87.70807245)" +8769043,HV443236,08/23/2012 12:30:00 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1112,011,27,23,19,1149511,1907338,2012,02/04/2016 06:33:39 AM,41.901655822,-87.726272633,"(41.901655822, -87.726272633)" +8769245,HV443401,08/23/2012 02:30:00 PM,077XX N HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1163337,1951301,2012,02/04/2016 06:33:39 AM,42.022012573,-87.674245997,"(42.022012573, -87.674245997)" +8769569,HV443916,08/23/2012 08:30:00 PM,071XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171210,1857481,2012,02/04/2016 06:33:39 AM,41.764394646,-87.648030869,"(41.764394646, -87.648030869)" +8769636,HV443931,08/23/2012 08:30:00 PM,007XX E 91ST PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,6,44,19,1182708,1844464,2012,02/04/2016 06:33:39 AM,41.72841548,-87.606291213,"(41.72841548, -87.606291213)" +8769785,HV444120,08/23/2012 11:28:00 PM,067XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1170473,1860181,2012,02/04/2016 06:33:39 AM,41.771819862,-87.650653612,"(41.771819862, -87.650653612)" +8769787,HV444086,08/23/2012 10:49:00 PM,120XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1175463,1825157,2012,02/04/2016 06:33:39 AM,41.675599118,-87.633405805,"(41.675599118, -87.633405805)" +8770645,HV444713,08/24/2012 12:15:00 PM,049XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143293,1902878,2012,02/04/2016 06:33:39 AM,41.889535537,-87.749223855,"(41.889535537, -87.749223855)" +8771189,HV445436,08/24/2012 08:00:00 PM,068XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167846,1859357,2012,02/04/2016 06:33:39 AM,41.769615519,-87.660306991,"(41.769615519, -87.660306991)" +8771400,HV445618,08/24/2012 10:30:00 PM,068XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,6,42,19,1182069,1859799,2012,02/04/2016 06:33:39 AM,41.770511169,-87.608158528,"(41.770511169, -87.608158528)" +8771897,HV446219,08/25/2012 11:45:00 AM,023XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1332,012,2,28,19,1160875,1900297,2012,02/04/2016 06:33:39 AM,41.882106473,-87.684726737,"(41.882106473, -87.684726737)" +8772018,HV446361,08/25/2012 01:50:00 PM,016XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151008,1891524,2012,02/04/2016 06:33:39 AM,41.858231283,-87.721188248,"(41.858231283, -87.721188248)" +8772332,HV446837,08/25/2012 07:50:00 PM,059XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170329,1865422,2012,02/04/2016 06:33:39 AM,41.786204927,-87.651029033,"(41.786204927, -87.651029033)" +8772367,HV446909,08/25/2012 08:14:00 PM,002XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142338,1901103,2012,02/04/2016 06:33:39 AM,41.884682508,-87.752775164,"(41.884682508, -87.752775164)" +8772438,HV447025,08/25/2012 10:39:00 PM,061XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166395,1863930,2012,02/04/2016 06:33:39 AM,41.782195455,-87.665495543,"(41.782195455, -87.665495543)" +8772502,HV447117,08/25/2012 10:05:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188992,1858707,2012,02/04/2016 06:33:39 AM,41.767351647,-87.582816839,"(41.767351647, -87.582816839)" +8772604,HV447119,08/25/2012 10:48:00 PM,054XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1524,015,37,25,19,1139772,1907463,2012,02/04/2016 06:33:39 AM,41.902182378,-87.762042514,"(41.902182378, -87.762042514)" +8774504,HV449094,08/27/2012 12:45:00 PM,015XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153289,1892158,2012,02/04/2016 06:33:39 AM,41.859926121,-87.71279867,"(41.859926121, -87.71279867)" +8775153,HV449782,08/27/2012 08:10:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0713,007,16,67,19,1169298,1866822,2012,02/04/2016 06:33:39 AM,41.79006908,-87.654768679,"(41.79006908, -87.654768679)" +8775252,HV449891,08/27/2012 09:45:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142495,1910500,2012,02/04/2016 06:33:39 AM,41.910466049,-87.751964798,"(41.910466049, -87.751964798)" +8775257,HV449617,08/27/2012 05:43:00 PM,059XX N KENMORE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2022,020,48,77,19,1168173,1939447,2012,02/04/2016 06:33:39 AM,41.989381463,-87.656794145,"(41.989381463, -87.656794145)" +8776638,HV450685,08/28/2012 12:23:00 PM,0000X E 121ST PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0532,005,9,53,19,1178661,1824411,2012,02/04/2016 06:33:39 AM,41.673480098,-87.621723066,"(41.673480098, -87.621723066)" +8777040,HV451266,08/28/2012 07:15:00 PM,047XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144917,1897608,2012,02/04/2016 06:33:39 AM,41.87504354,-87.743392815,"(41.87504354, -87.743392815)" +8777067,HV451290,08/28/2012 07:50:00 PM,073XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176174,1856407,2012,02/04/2016 06:33:39 AM,41.761337499,-87.629868809,"(41.761337499, -87.629868809)" +8778478,HV432179,08/15/2012 08:35:00 PM,022XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2412,024,50,2,19,1160266,1942454,2012,02/04/2016 06:33:39 AM,41.997800496,-87.685793648,"(41.997800496, -87.685793648)" +8778564,HV452286,08/29/2012 01:30:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143351,1900736,2012,02/04/2016 06:33:39 AM,41.883656549,-87.749064412,"(41.883656549, -87.749064412)" +8778577,HV452261,08/29/2012 01:20:00 PM,031XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155124,1903825,2012,02/04/2016 06:33:39 AM,41.891904979,-87.70574971,"(41.891904979, -87.70574971)" +8778634,HV452273,08/29/2012 01:20:00 PM,007XX E OAKWOOD BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,0214,002,4,38,19,1181788,1878824,2012,02/04/2016 06:33:39 AM,41.822723903,-87.608600606,"(41.822723903, -87.608600606)" +8778661,HV452362,08/29/2012 02:50:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899726,2012,02/04/2016 06:33:39 AM,41.880635972,-87.702037309,"(41.880635972, -87.702037309)" +8778981,HV452895,08/29/2012 07:30:00 PM,0000X N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141053,1899724,2012,02/04/2016 06:33:39 AM,41.880922117,-87.75752791,"(41.880922117, -87.75752791)" +8779155,HV453041,08/29/2012 11:36:00 PM,056XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174927,1867666,2012,02/04/2016 06:33:39 AM,41.792261334,-87.634103619,"(41.792261334, -87.634103619)" +8779888,HV453496,08/30/2012 10:50:00 AM,049XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143243,1903538,2012,02/04/2016 06:33:39 AM,41.891347589,-87.749390984,"(41.891347589, -87.749390984)" +8780591,HV453990,08/30/2012 04:00:00 PM,063XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163785,1862571,2012,02/04/2016 06:33:39 AM,41.778521408,-87.67510268,"(41.778521408, -87.67510268)" +8780762,HV454179,08/30/2012 06:28:00 PM,001XX S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142152,1899093,2012,02/04/2016 06:33:39 AM,41.879170269,-87.75350806,"(41.879170269, -87.75350806)" +8780805,HV454194,08/30/2012 06:50:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149349,1901928,2012,02/04/2016 06:33:39 AM,41.886813357,-87.727008111,"(41.886813357, -87.727008111)" +8780824,HV454276,08/30/2012 07:45:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0832,008,18,66,19,1161297,1856541,2012,02/04/2016 06:33:39 AM,41.762026129,-87.684390684,"(41.762026129, -87.684390684)" +8780923,HV454394,08/30/2012 09:55:00 PM,089XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,2221,022,21,73,19,1167240,1845333,2012,02/04/2016 06:33:39 AM,41.731144695,-87.66292886,"(41.731144695, -87.66292886)" +8780952,HV454435,08/30/2012 10:27:00 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169923,1856125,2012,02/04/2016 06:33:39 AM,41.760701648,-87.65278737,"(41.760701648, -87.65278737)" +8782492,HV455955,08/31/2012 10:04:00 PM,071XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171209,1857509,2012,02/04/2016 06:33:39 AM,41.764471503,-87.648033716,"(41.764471503, -87.648033716)" +8782524,HV455976,08/31/2012 10:25:00 PM,076XX N BOSWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164635,1950601,2012,02/04/2016 06:33:39 AM,42.020064236,-87.669489304,"(42.020064236, -87.669489304)" +8783172,HV456685,09/01/2012 12:13:00 PM,061XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171356,1864258,2012,02/04/2016 06:33:39 AM,41.782988352,-87.647297597,"(41.782988352, -87.647297597)" +8783513,HV457234,09/01/2012 07:45:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144214,1899225,2012,02/04/2016 06:33:39 AM,41.879494016,-87.745933342,"(41.879494016, -87.745933342)" +8783718,HV457448,09/01/2012 11:15:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1112,011,27,23,19,1151710,1907749,2012,02/04/2016 06:33:39 AM,41.902740661,-87.718184568,"(41.902740661, -87.718184568)" +8784172,HV457985,09/02/2012 11:56:00 AM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,4,38,19,1181843,1876661,2012,02/04/2016 06:33:39 AM,41.816787196,-87.608465779,"(41.816787196, -87.608465779)" +8784500,HV458496,09/02/2012 07:45:00 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167630,1867245,2012,02/04/2016 06:33:39 AM,41.791265806,-87.660872637,"(41.791265806, -87.660872637)" +8785524,HV459725,09/03/2012 07:05:00 PM,066XX S WASHTENAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,15,66,19,1159519,1860510,2012,02/04/2016 06:33:39 AM,41.772954271,-87.690798644,"(41.772954271, -87.690798644)" +8785587,HV459702,09/03/2012 06:44:00 PM,042XX S STATE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,3,38,19,1176981,1876812,2012,02/04/2016 06:33:39 AM,41.817312716,-87.626296083,"(41.817312716, -87.626296083)" +8785711,HV459947,09/03/2012 10:10:00 PM,073XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176174,1856407,2012,02/04/2016 06:33:39 AM,41.761337499,-87.629868809,"(41.761337499, -87.629868809)" +8785720,HV459939,09/03/2012 10:15:00 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1185009,1861874,2012,02/04/2016 06:33:39 AM,41.776136626,-87.597316685,"(41.776136626, -87.597316685)" +8785818,HV460048,09/03/2012 10:52:00 PM,082XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195599,1850943,2012,02/04/2016 06:33:39 AM,41.745885906,-87.558856053,"(41.745885906, -87.558856053)" +8786680,HV460694,09/04/2012 12:15:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142545,1910501,2012,02/04/2016 06:33:39 AM,41.910467863,-87.751781089,"(41.910467863, -87.751781089)" +8786920,HV460757,09/04/2012 12:13:00 PM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",false,false,0314,003,5,42,19,1187940,1864073,2012,02/04/2016 06:33:39 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +8787011,HV460993,09/04/2012 03:35:00 PM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176615,1858349,2012,02/04/2016 06:33:39 AM,41.76665666,-87.628194169,"(41.76665666, -87.628194169)" +8787228,HV461454,09/04/2012 08:36:00 PM,073XX S PERRY AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0731,007,6,69,19,1176665,1856368,2012,02/04/2016 06:33:39 AM,41.761219446,-87.628070435,"(41.761219446, -87.628070435)" +8787317,HV461518,09/04/2012 09:00:00 PM,020XX W 69TH ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0735,007,17,67,19,1164030,1858897,2012,02/04/2016 06:33:39 AM,41.768434306,-87.674307705,"(41.768434306, -87.674307705)" +8787393,HV461612,09/04/2012 10:22:00 PM,088XX S BISHOP ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2222,022,21,71,19,1168214,1846057,2012,02/04/2016 06:33:39 AM,41.733110584,-87.659339969,"(41.733110584, -87.659339969)" +8787417,HV461596,09/04/2012 10:40:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151903,1894170,2012,02/04/2016 06:33:39 AM,41.865474657,-87.717833381,"(41.865474657, -87.717833381)" +8788257,HV462192,09/05/2012 12:00:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177321,1830687,2012,02/04/2016 06:33:39 AM,41.690732655,-87.626439088,"(41.690732655, -87.626439088)" +8788809,HV462886,09/05/2012 07:24:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899699,2012,02/04/2016 06:33:39 AM,41.880828867,-87.752633786,"(41.880828867, -87.752633786)" +8788921,HV463005,09/05/2012 09:10:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151252,1904749,2012,02/04/2016 06:33:39 AM,41.894517363,-87.719945682,"(41.894517363, -87.719945682)" +8790831,HV464806,09/07/2012 02:40:00 AM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144122,1898232,2012,02/04/2016 06:33:39 AM,41.87677083,-87.746296094,"(41.87677083, -87.746296094)" +8791932,HV465565,09/07/2012 04:05:00 PM,105XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177791,1835063,2012,02/04/2016 06:33:39 AM,41.70273043,-87.624586565,"(41.70273043, -87.624586565)" +8792941,HV466932,09/08/2012 01:40:00 PM,061XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160756,1863894,2012,02/04/2016 06:33:39 AM,41.78221499,-87.686170736,"(41.78221499, -87.686170736)" +8793030,HV467025,09/08/2012 02:45:00 PM,046XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0221,002,4,39,19,1183101,1874422,2012,02/04/2016 06:33:39 AM,41.810613999,-87.603920894,"(41.810613999, -87.603920894)" +8793463,HV467670,09/08/2012 11:30:00 PM,067XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191038,1860698,2012,02/04/2016 06:33:39 AM,41.772765871,-87.575253185,"(41.772765871, -87.575253185)" +8793941,HV468253,09/09/2012 12:25:00 PM,057XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1166991,1866564,2012,02/04/2016 06:33:39 AM,41.789410752,-87.66323518,"(41.789410752, -87.66323518)" +8794053,HV468408,09/09/2012 02:41:00 PM,0000X N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141054,1899709,2012,02/04/2016 06:33:39 AM,41.880880936,-87.757524607,"(41.880880936, -87.757524607)" +8794368,HV468761,09/09/2012 07:38:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143379,1902559,2012,02/04/2016 06:33:39 AM,41.888658557,-87.748916002,"(41.888658557, -87.748916002)" +8795588,HV469701,09/10/2012 02:25:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1141408,1897177,2012,02/04/2016 06:33:39 AM,41.87392628,-87.756287237,"(41.87392628, -87.756287237)" +8795917,HV470088,09/10/2012 06:53:00 PM,064XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167443,1861995,2012,02/04/2016 06:33:39 AM,41.776863173,-87.661708695,"(41.776863173, -87.661708695)" +8797025,HV470999,09/11/2012 09:52:00 AM,042XX W 14TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148136,1893033,2012,02/04/2016 06:33:39 AM,41.862427871,-87.731691574,"(41.862427871, -87.731691574)" +8797436,HV471403,09/11/2012 04:46:00 PM,053XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0233,002,5,41,19,1182491,1869797,2012,02/04/2016 06:33:39 AM,41.797936811,-87.606301777,"(41.797936811, -87.606301777)" +8797600,HV471590,09/11/2012 07:00:00 PM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,20,68,19,1171602,1867414,2012,02/04/2016 06:33:39 AM,41.791643382,-87.646303225,"(41.791643382, -87.646303225)" +8797624,HV471611,09/11/2012 06:56:00 PM,072XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169902,1856883,2012,02/04/2016 06:33:39 AM,41.762782154,-87.652842359,"(41.762782154, -87.652842359)" +8797740,HV471699,09/11/2012 08:01:00 PM,093XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1174929,1843052,2012,02/04/2016 06:33:39 AM,41.724717531,-87.634829127,"(41.724717531, -87.634829127)" +8799664,HV473486,09/12/2012 11:04:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151285,1894196,2012,02/04/2016 06:33:39 AM,41.86555814,-87.72010142,"(41.86555814, -87.72010142)" +8800812,HV474211,09/13/2012 02:40:00 PM,020XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163918,1859557,2012,02/04/2016 06:33:39 AM,41.770247791,-87.674699715,"(41.770247791, -87.674699715)" +8801058,HV474581,09/13/2012 07:00:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900745,2012,02/04/2016 06:33:39 AM,41.883681265,-87.749067859,"(41.883681265, -87.749067859)" +8802827,HV476239,09/14/2012 11:05:00 PM,062XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169722,1863395,2012,02/04/2016 06:33:39 AM,41.780655796,-87.653313373,"(41.780655796, -87.653313373)" +8803726,HV477355,09/15/2012 06:50:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0713,007,16,67,19,1169298,1866822,2012,02/04/2016 06:33:39 AM,41.79006908,-87.654768679,"(41.79006908, -87.654768679)" +8804519,HV478313,09/16/2012 12:49:00 PM,062XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170052,1863437,2012,02/04/2016 06:33:39 AM,41.780763881,-87.652102314,"(41.780763881, -87.652102314)" +8804824,HV478724,09/16/2012 06:46:00 PM,069XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167866,1858667,2012,02/04/2016 06:33:39 AM,41.76772164,-87.660253472,"(41.76772164, -87.660253472)" +8806644,HV480281,09/17/2012 08:00:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1011,010,24,29,19,1151904,1894136,2012,02/04/2016 06:33:39 AM,41.865381337,-87.717830604,"(41.865381337, -87.717830604)" +8807768,HV481177,09/18/2012 02:03:00 PM,028XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157314,1898561,2012,02/04/2016 06:33:39 AM,41.877415829,-87.697849944,"(41.877415829, -87.697849944)" +8808355,HV481873,09/18/2012 10:55:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153932,1892927,2012,02/04/2016 06:33:39 AM,41.862023566,-87.710417899,"(41.862023566, -87.710417899)" +8809187,HV482417,09/19/2012 11:50:00 AM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141836,1906514,2012,02/04/2016 06:33:39 AM,41.899540244,-87.754484557,"(41.899540244, -87.754484557)" +8809474,HV482543,09/19/2012 01:10:00 PM,021XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,2,28,19,1162317,1899064,2012,02/04/2016 06:33:39 AM,41.878692986,-87.679466216,"(41.878692986, -87.679466216)" +8809495,HV482605,09/19/2012 02:38:00 PM,059XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0712,007,16,68,19,1170993,1865365,2012,02/04/2016 06:33:39 AM,41.786034028,-87.648596146,"(41.786034028, -87.648596146)" +8809843,HV482858,09/19/2012 04:56:00 PM,052XX W LAKE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141427,1902029,2012,02/04/2016 06:33:39 AM,41.887240429,-87.756097659,"(41.887240429, -87.756097659)" +8811415,HV484464,09/20/2012 06:09:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1134,011,28,27,19,1156174,1896545,2012,02/04/2016 06:33:39 AM,41.871906806,-87.702090166,"(41.871906806, -87.702090166)" +8811629,HV484706,09/20/2012 09:07:00 PM,014XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139753,1908973,2012,02/04/2016 06:33:39 AM,41.906326343,-87.762075369,"(41.906326343, -87.762075369)" +8813122,HV486291,09/21/2012 10:11:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1112,011,27,23,19,1151710,1907749,2012,02/04/2016 06:33:39 AM,41.902740661,-87.718184568,"(41.902740661, -87.718184568)" +8814196,HV487676,09/22/2012 11:34:00 PM,020XX W 70TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164050,1857904,2012,02/04/2016 06:33:39 AM,41.765708956,-87.674262285,"(41.765708956, -87.674262285)" +8815004,HV488715,09/23/2012 07:30:00 PM,008XX E PERSHING RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,4,36,19,1182350,1879315,2012,02/04/2016 06:33:39 AM,41.824058215,-87.606523648,"(41.824058215, -87.606523648)" +8815051,HV488708,09/23/2012 06:50:00 PM,013XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167712,1893852,2012,02/04/2016 06:33:39 AM,41.864276345,-87.659807086,"(41.864276345, -87.659807086)" +8815184,HV488928,09/23/2012 11:10:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151905,1894122,2012,02/04/2016 06:33:39 AM,41.8653429,-87.717827302,"(41.8653429, -87.717827302)" +8815704,HV489371,09/24/2012 11:00:00 AM,036XX W LAKE ST,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,1122,011,28,27,19,1151988,1901284,2012,02/04/2016 06:33:39 AM,41.884994578,-87.71733391,"(41.884994578, -87.71733391)" +8815915,HV489450,09/24/2012 11:51:00 AM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150592,1893566,2012,02/04/2016 06:33:39 AM,41.863842903,-87.722661927,"(41.863842903, -87.722661927)" +8816305,HV489710,09/24/2012 03:00:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141457,1898499,2012,02/04/2016 06:33:39 AM,41.877553114,-87.756074685,"(41.877553114, -87.756074685)" +8816307,HV489802,09/24/2012 03:45:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141268,1902644,2012,02/04/2016 06:33:39 AM,41.888930998,-87.756666383,"(41.888930998, -87.756666383)" +8816460,HV489946,09/24/2012 04:55:00 PM,046XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0221,002,4,39,19,1182971,1874433,2012,02/04/2016 06:33:39 AM,41.810647211,-87.604397372,"(41.810647211, -87.604397372)" +8816658,HV490207,09/24/2012 07:40:00 PM,016XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142297,1910603,2012,02/04/2016 06:33:39 AM,41.910752373,-87.752689622,"(41.910752373, -87.752689622)" +8817485,HV490864,09/25/2012 11:00:00 AM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0733,007,17,68,19,1169924,1856111,2012,02/04/2016 06:33:39 AM,41.760663209,-87.652784111,"(41.760663209, -87.652784111)" +8818225,HV491667,09/25/2012 07:55:00 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167885,1858019,2012,02/04/2016 06:33:39 AM,41.765943035,-87.660202417,"(41.765943035, -87.660202417)" +8818292,HV491731,09/25/2012 08:20:00 PM,031XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155554,1892681,2012,02/04/2016 06:33:39 AM,41.861316067,-87.704470373,"(41.861316067, -87.704470373)" +8818395,HV491851,09/25/2012 10:30:00 PM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148156,1907816,2012,02/04/2016 06:33:39 AM,41.902993707,-87.731237427,"(41.902993707, -87.731237427)" +8819769,HV493050,09/26/2012 06:55:00 PM,012XX S CALIFORNIA BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1157880,1894364,2012,02/04/2016 06:33:39 AM,41.865887324,-87.695886181,"(41.865887324, -87.695886181)" +8819845,HV493133,09/26/2012 07:22:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179994,1863637,2012,02/04/2016 06:33:39 AM,41.781090783,-87.61564718,"(41.781090783, -87.61564718)" +8819893,HV493215,09/26/2012 07:21:00 PM,069XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0732,007,6,68,19,1172502,1858938,2012,02/04/2016 06:33:39 AM,41.768364486,-87.643252524,"(41.768364486, -87.643252524)" +8819959,HV493302,09/26/2012 09:15:00 PM,088XX S BISHOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,71,19,1168213,1846122,2012,02/04/2016 06:33:39 AM,41.733288975,-87.659341768,"(41.733288975, -87.659341768)" +8820028,HV493346,09/26/2012 08:15:00 PM,072XX S SOUTH CHICAGO AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE-GARAGE,true,false,0323,003,5,69,19,1183462,1857481,2012,02/04/2016 06:33:39 AM,41.764118009,-87.603124532,"(41.764118009, -87.603124532)" +8820042,HV493382,09/26/2012 10:35:00 PM,001XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141359,1900516,2012,02/04/2016 06:33:39 AM,41.883089825,-87.756384733,"(41.883089825, -87.756384733)" +8820888,HV493908,09/27/2012 11:34:00 AM,027XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1158135,1896588,2012,02/04/2016 06:33:39 AM,41.871985003,-87.694889334,"(41.871985003, -87.694889334)" +8821448,HV494507,09/27/2012 06:00:00 PM,035XX S GILES AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0212,002,2,35,19,1178842,1881602,2012,02/04/2016 06:33:39 AM,41.830414633,-87.619323456,"(41.830414633, -87.619323456)" +8823114,HV495930,09/28/2012 06:30:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151254,1904673,2012,02/04/2016 06:33:39 AM,41.894308772,-87.719940332,"(41.894308772, -87.719940332)" +8823271,HV496084,09/28/2012 08:15:00 PM,081XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0614,006,21,71,19,1167423,1850653,2012,02/04/2016 06:33:39 AM,41.745739634,-87.662106458,"(41.745739634, -87.662106458)" +8823398,HV496214,09/28/2012 10:40:00 PM,011XX W 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,16,68,19,1169601,1863016,2012,02/04/2016 06:33:39 AM,41.779618399,-87.653767961,"(41.779618399, -87.653767961)" +8823468,HV496269,09/28/2012 11:02:00 PM,042XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0213,002,3,38,19,1177863,1876937,2012,02/04/2016 06:33:39 AM,41.817635766,-87.623056899,"(41.817635766, -87.623056899)" +8823470,HV496313,09/28/2012 11:30:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167736,1894186,2012,02/04/2016 06:33:39 AM,41.865192352,-87.659709362,"(41.865192352, -87.659709362)" +8823851,HV496827,09/29/2012 10:30:00 AM,042XX W 14TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148136,1893033,2012,02/04/2016 06:33:39 AM,41.862427871,-87.731691574,"(41.862427871, -87.731691574)" +8824030,HV497035,09/29/2012 02:00:00 PM,048XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1143915,1904200,2012,02/04/2016 06:33:39 AM,41.893151618,-87.7469064,"(41.893151618, -87.7469064)" +8824181,HV497218,09/29/2012 04:45:00 PM,002XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141337,1901142,2012,02/04/2016 06:33:39 AM,41.884808053,-87.756450067,"(41.884808053, -87.756450067)" +8824546,HV497715,09/29/2012 11:46:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151904,1894136,2012,02/04/2016 06:33:39 AM,41.865381337,-87.717830604,"(41.865381337, -87.717830604)" +8824648,HV497815,09/30/2012 01:45:00 AM,091XX S ANTHONY AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0423,004,7,48,19,1196015,1844804,2012,02/04/2016 06:33:39 AM,41.729029701,-87.557534551,"(41.729029701, -87.557534551)" +8825426,HV498796,09/30/2012 07:02:00 PM,015XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154948,1892216,2012,02/04/2016 06:33:39 AM,41.860052214,-87.70670735,"(41.860052214, -87.70670735)" +8825515,HV498911,09/30/2012 09:15:00 PM,038XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150816,1899387,2012,02/04/2016 06:33:39 AM,41.87981201,-87.721687362,"(41.87981201, -87.721687362)" +8826760,HV499706,10/01/2012 01:35:00 PM,013XX S HARDING AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1011,010,24,29,19,1150260,1893545,2012,02/04/2016 06:33:39 AM,41.86379175,-87.72388124,"(41.86379175, -87.72388124)" +8826988,HV500017,10/01/2012 05:52:00 PM,016XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149324,1891414,2012,02/04/2016 06:33:39 AM,41.85796221,-87.727372488,"(41.85796221, -87.727372488)" +8827117,HV500228,10/01/2012 07:30:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156007,1901476,2012,02/04/2016 06:33:39 AM,41.885441331,-87.702570244,"(41.885441331, -87.702570244)" +8827158,HV500295,10/01/2012 09:12:00 PM,051XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141856,1910151,2012,02/04/2016 06:33:39 AM,41.909520216,-87.754320927,"(41.909520216, -87.754320927)" +8827312,HV500437,10/01/2012 11:45:00 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144321,1898236,2012,02/04/2016 06:33:39 AM,41.876778069,-87.745565319,"(41.876778069, -87.745565319)" +8827333,HV500449,10/01/2012 11:30:00 PM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158229,1894173,2012,02/04/2016 06:33:39 AM,41.865356082,-87.694610192,"(41.865356082, -87.694610192)" +8828512,HV501186,10/02/2012 02:07:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150906,1894159,2012,02/04/2016 06:33:39 AM,41.865464029,-87.721493726,"(41.865464029, -87.721493726)" +8828774,HV501626,10/02/2012 06:55:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1231,012,2,28,19,1167732,1894517,2012,02/04/2016 06:33:39 AM,41.86610073,-87.659714511,"(41.86610073, -87.659714511)" +8830327,HV502868,10/03/2012 02:59:00 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151968,1891615,2012,02/04/2016 06:33:39 AM,41.858462162,-87.717662024,"(41.858462162, -87.717662024)" +8830630,HV503337,10/03/2012 08:55:00 PM,041XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1148959,1897704,2012,02/04/2016 06:33:39 AM,41.87522978,-87.728549617,"(41.87522978, -87.728549617)" +8831947,HV504214,10/04/2012 02:12:00 PM,012XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150241,1894204,2012,02/04/2016 06:33:39 AM,41.865600494,-87.723933816,"(41.865600494, -87.723933816)" +8831371,HV503831,10/04/2012 09:37:00 AM,042XX W 14TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148136,1893033,2012,02/04/2016 06:33:39 AM,41.862427871,-87.731691574,"(41.862427871, -87.731691574)" +8831457,HV503887,10/04/2012 10:45:00 AM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906040,2012,02/04/2016 06:33:39 AM,41.898067287,-87.721278114,"(41.898067287, -87.721278114)" +8832291,HV504723,10/04/2012 08:22:00 PM,064XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167771,1862091,2012,02/04/2016 06:33:39 AM,41.777119573,-87.660503504,"(41.777119573, -87.660503504)" +8833408,HV505656,10/05/2012 02:31:00 PM,0000X E 101ST PL,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0511,005,9,49,19,1178528,1837690,2012,02/04/2016 06:33:39 AM,41.709922602,-87.621808392,"(41.709922602, -87.621808392)" +8835552,HV508469,10/07/2012 05:46:00 PM,074XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0324,003,8,43,19,1189997,1855943,2012,02/04/2016 06:33:39 AM,41.759742877,-87.579221967,"(41.759742877, -87.579221967)" +8838213,HV511340,10/09/2012 06:35:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151285,1894196,2012,02/04/2016 06:33:39 AM,41.86555814,-87.72010142,"(41.86555814, -87.72010142)" +8840836,HV513628,10/11/2012 11:46:00 AM,051XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0231,002,3,40,19,1178470,1871008,2012,02/04/2016 06:33:39 AM,41.801352283,-87.621010532,"(41.801352283, -87.621010532)" +8841561,HV514315,10/11/2012 07:05:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151858,1906602,2012,02/04/2016 06:33:39 AM,41.899590268,-87.71767117,"(41.899590268, -87.71767117)" +8842359,HV514967,10/12/2012 11:00:00 AM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150629,1903229,2012,02/04/2016 06:33:39 AM,41.890358524,-87.722273552,"(41.890358524, -87.722273552)" +8842682,HV515280,10/12/2012 02:55:00 PM,001XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144013,1900837,2012,02/04/2016 06:33:39 AM,41.883921312,-87.746630927,"(41.883921312, -87.746630927)" +8842820,HV515519,10/12/2012 05:02:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0825,008,15,66,19,1161127,1862600,2012,02/04/2016 06:33:39 AM,41.778656405,-87.684846319,"(41.778656405, -87.684846319)" +8842958,HV515725,10/12/2012 07:45:00 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152539,1906092,2012,02/04/2016 06:33:39 AM,41.898177341,-87.71518334,"(41.898177341, -87.71518334)" +8844471,HV517846,10/14/2012 10:25:00 AM,038XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0212,002,4,36,19,1182153,1879516,2012,02/04/2016 06:33:39 AM,41.824614344,-87.607240134,"(41.824614344, -87.607240134)" +8844947,HV518518,10/14/2012 07:45:00 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151968,1891620,2012,02/04/2016 06:33:39 AM,41.858475883,-87.717661892,"(41.858475883, -87.717661892)" +8846409,HV519658,10/15/2012 04:35:00 PM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0221,002,4,38,19,1181891,1876662,2012,02/04/2016 06:33:39 AM,41.816788829,-87.608289674,"(41.816788829, -87.608289674)" +8846542,HV519723,10/15/2012 05:05:00 PM,122XX S GREEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,34,53,19,1172879,1823593,2012,02/04/2016 06:33:39 AM,41.671364454,-87.642909635,"(41.671364454, -87.642909635)" +8846644,HV519903,10/15/2012 07:03:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169300,1866734,2012,02/04/2016 06:33:39 AM,41.789827555,-87.654763892,"(41.789827555, -87.654763892)" +8849132,HV522176,10/17/2012 11:30:00 AM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0232,002,20,40,19,1177712,1866345,2012,02/04/2016 06:33:39 AM,41.788573768,-87.623931492,"(41.788573768, -87.623931492)" +8849343,HV522336,10/17/2012 01:50:00 PM,131XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0533,005,9,54,19,1185347,1818384,2012,02/04/2016 06:33:39 AM,41.656787031,-87.597440303,"(41.656787031, -87.597440303)" +8850936,HV523900,10/18/2012 02:25:00 PM,040XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149852,1892412,2012,02/04/2016 06:33:39 AM,41.860690601,-87.72540845,"(41.860690601, -87.72540845)" +8851926,HV525145,10/19/2012 10:30:00 AM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143365,1902559,2012,02/04/2016 06:33:39 AM,41.888658818,-87.748967416,"(41.888658818, -87.748967416)" +8852739,HV526043,10/19/2012 08:20:00 PM,052XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1522,015,28,25,19,1141251,1899517,2012,02/04/2016 06:33:39 AM,41.880350435,-87.756805964,"(41.880350435, -87.756805964)" +8852817,HV526121,10/19/2012 09:30:00 PM,050XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167190,1871258,2012,02/04/2016 06:33:39 AM,41.802287382,-87.662371172,"(41.802287382, -87.662371172)" +8853795,HV527333,10/20/2012 06:47:00 PM,015XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141755,1909821,2012,02/04/2016 06:33:39 AM,41.908616529,-87.75470014,"(41.908616529, -87.75470014)" +8853879,HV527425,10/20/2012 07:48:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150595,1893431,2012,02/04/2016 06:33:39 AM,41.863472388,-87.72265444,"(41.863472388, -87.72265444)" +8854616,HV528343,10/21/2012 02:41:00 PM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,20,40,19,1177712,1866338,2012,02/04/2016 06:33:39 AM,41.78855456,-87.623931704,"(41.78855456, -87.623931704)" +8854797,HV528566,10/21/2012 05:30:00 PM,062XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180973,1863809,2012,02/04/2016 06:33:39 AM,41.781540289,-87.612052707,"(41.781540289, -87.612052707)" +8854853,HV528664,10/21/2012 07:15:00 PM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142502,1906542,2012,02/04/2016 06:33:39 AM,41.899604722,-87.752037613,"(41.899604722, -87.752037613)" +8854893,HV528711,10/21/2012 07:20:00 PM,043XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147738,1892356,2012,02/04/2016 06:33:39 AM,41.860577744,-87.733169966,"(41.860577744, -87.733169966)" +8854953,HV528740,10/21/2012 08:02:00 PM,012XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1138785,1907584,2012,02/04/2016 06:33:39 AM,41.902532396,-87.765665023,"(41.902532396, -87.765665023)" +8857849,HV531663,10/23/2012 08:15:00 PM,0000X E 100TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178504,1838685,2012,02/04/2016 06:33:39 AM,41.71265356,-87.621866175,"(41.71265356, -87.621866175)" +8859226,HV532901,10/24/2012 04:50:00 PM,062XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180653,1863730,2012,02/04/2016 06:33:39 AM,41.781330865,-87.613228316,"(41.781330865, -87.613228316)" +8859313,HV532990,10/24/2012 06:09:00 PM,055XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139182,1909429,2012,02/04/2016 06:33:39 AM,41.907588076,-87.764161787,"(41.907588076, -87.764161787)" +8867205,HV540852,10/30/2012 01:14:00 PM,009XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CTA TRAIN,true,false,1923,019,44,6,19,1169188,1924102,2012,02/04/2016 06:33:39 AM,41.947252263,-87.65350869,"(41.947252263, -87.65350869)" +8870483,HV544049,11/01/2012 05:05:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1011,010,24,29,19,1151284,1894223,2012,02/04/2016 06:33:39 AM,41.865632251,-87.720104383,"(41.865632251, -87.720104383)" +8870817,HV544479,11/01/2012 10:10:00 PM,001XX N ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1155696,1900776,2012,02/04/2016 06:33:39 AM,41.88352673,-87.703731157,"(41.88352673, -87.703731157)" +8870863,HV544505,11/01/2012 10:25:00 PM,012XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150577,1894063,2012,02/04/2016 06:33:39 AM,41.865207022,-87.722704015,"(41.865207022, -87.722704015)" +8872476,HV545941,11/02/2012 10:30:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141451,1902647,2012,02/04/2016 06:33:39 AM,41.888935854,-87.755994253,"(41.888935854, -87.755994253)" +8873053,HV546555,11/03/2012 12:18:00 PM,131XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1185347,1818384,2012,02/04/2016 06:33:39 AM,41.656787031,-87.597440303,"(41.656787031, -87.597440303)" +8873445,HV547161,11/03/2012 09:50:00 PM,015XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152295,1892115,2012,02/04/2016 06:33:39 AM,41.85982778,-87.716448529,"(41.85982778, -87.716448529)" +8875605,HV549212,11/05/2012 01:40:00 PM,131XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0533,005,9,54,19,1185347,1818384,2012,02/04/2016 06:33:39 AM,41.656787031,-87.597440303,"(41.656787031, -87.597440303)" +8878398,HV552199,11/07/2012 04:24:00 PM,042XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0214,002,4,38,19,1181636,1877063,2012,02/04/2016 06:33:39 AM,41.817895104,-87.60921267,"(41.817895104, -87.60921267)" +8878577,HV552468,11/07/2012 07:40:00 PM,009XX W SUNNYSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1914,019,46,3,19,1169121,1930068,2012,02/04/2016 06:33:39 AM,41.963624641,-87.653581019,"(41.963624641, -87.653581019)" +8878647,HV552530,11/07/2012 08:45:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154284,1892243,2012,02/04/2016 06:33:39 AM,41.860139578,-87.709144009,"(41.860139578, -87.709144009)" +8878737,HV552643,11/07/2012 11:05:00 PM,011XX W 63RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0724,007,16,68,19,1169605,1863016,2012,02/04/2016 06:33:39 AM,41.779618312,-87.653753297,"(41.779618312, -87.653753297)" +8878896,HV239553,04/12/2012 07:58:00 PM,023XX S WENTWORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,0914,009,25,34,19,1175345,1888637,2012,02/04/2016 06:33:39 AM,41.84979827,-87.631943164,"(41.84979827, -87.631943164)" +8881189,HV554709,11/09/2012 01:09:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151852,1906778,2012,02/04/2016 06:33:39 AM,41.900073347,-87.717688569,"(41.900073347, -87.717688569)" +8881449,HV555147,11/09/2012 06:20:00 PM,068XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168175,1859448,2012,02/04/2016 06:33:39 AM,41.769858163,-87.659098408,"(41.769858163, -87.659098408)" +8881810,HV555594,11/10/2012 12:30:00 AM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182277,1864467,2012,02/04/2016 06:33:39 AM,41.783315787,-87.607251618,"(41.783315787, -87.607251618)" +8882215,HV556114,11/10/2012 11:50:00 AM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900754,2012,02/04/2016 06:33:39 AM,41.883705962,-87.749067634,"(41.883705962, -87.749067634)" +8882689,HV556784,11/10/2012 07:34:00 PM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141839,1906398,2012,02/04/2016 06:33:39 AM,41.899221871,-87.754476412,"(41.899221871, -87.754476412)" +8889352,HV563281,11/15/2012 03:13:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167718,1894517,2012,02/04/2016 06:33:39 AM,41.866101031,-87.659765906,"(41.866101031, -87.659765906)" +8889593,HV563574,11/15/2012 06:40:00 PM,0000X N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141054,1899717,2012,02/04/2016 06:33:39 AM,41.880902889,-87.75752441,"(41.880902889, -87.75752441)" +8891020,HV564782,11/16/2012 03:50:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153244,1904789,2012,02/04/2016 06:33:39 AM,41.894587815,-87.712628543,"(41.894587815, -87.712628543)" +8893339,HV567741,11/18/2012 08:05:00 PM,040XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149578,1898382,2012,02/04/2016 06:33:39 AM,41.877078298,-87.726259269,"(41.877078298, -87.726259269)" +8893973,HV568226,11/19/2012 09:40:00 AM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150541,1903060,2012,02/04/2016 06:33:39 AM,41.88989649,-87.722601149,"(41.88989649, -87.722601149)" +8894360,HV568415,11/19/2012 11:10:00 AM,040XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149713,1889783,2012,02/04/2016 06:33:39 AM,41.853479003,-87.725986954,"(41.853479003, -87.725986954)" +8894817,HV568799,11/19/2012 03:30:00 PM,062XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1174688,1863819,2012,02/04/2016 06:33:39 AM,41.781710088,-87.635094549,"(41.781710088, -87.635094549)" +8895191,HV569133,11/19/2012 06:41:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170528,1858200,2012,02/04/2016 06:33:39 AM,41.766382555,-87.65050965,"(41.766382555, -87.65050965)" +8896630,HV570151,11/20/2012 01:41:00 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141003,1901147,2012,02/04/2016 06:33:39 AM,41.884827928,-87.757676459,"(41.884827928, -87.757676459)" +8897061,HV570723,11/20/2012 08:58:00 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150503,1903059,2012,02/04/2016 06:33:39 AM,41.889894488,-87.722740729,"(41.889894488, -87.722740729)" +8898066,HV571700,11/21/2012 04:04:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140794,1907911,2012,02/04/2016 06:33:39 AM,41.903393005,-87.758277474,"(41.903393005, -87.758277474)" +8898092,HV571633,11/21/2012 02:55:00 PM,038XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150853,1903735,2012,02/04/2016 06:33:39 AM,41.891742661,-87.721437661,"(41.891742661, -87.721437661)" +8898272,HV571994,11/21/2012 07:00:00 PM,009XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1152875,1905977,2012,02/04/2016 06:33:39 AM,41.89785512,-87.713952282,"(41.89785512, -87.713952282)" +8900003,HV574134,11/23/2012 06:42:00 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169925,1856078,2012,02/04/2016 06:33:39 AM,41.760572631,-87.652781403,"(41.760572631, -87.652781403)" +8901928,HV576507,11/25/2012 07:10:00 PM,015XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0713,007,16,67,19,1166851,1868115,2012,02/04/2016 06:33:39 AM,41.793669876,-87.66370422,"(41.793669876, -87.66370422)" +8904844,HV578867,11/27/2012 02:45:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167403,1863361,2012,02/04/2016 06:33:39 AM,41.780612506,-87.661816229,"(41.780612506, -87.661816229)" +8905431,HV579327,11/27/2012 07:30:00 PM,053XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1712,017,40,13,19,1154080,1935289,2012,02/04/2016 06:33:39 AM,41.978265485,-87.70874202,"(41.978265485, -87.70874202)" +8907009,HV580645,11/28/2012 07:00:00 PM,070XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1188996,1858571,2012,02/04/2016 06:33:39 AM,41.766978356,-87.582806527,"(41.766978356, -87.582806527)" +8908805,HV582038,11/29/2012 07:30:00 PM,055XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139453,1898121,2012,02/04/2016 06:33:39 AM,41.876552583,-87.763442166,"(41.876552583, -87.763442166)" +8910608,HV583589,11/30/2012 07:34:00 PM,066XX S MARQUETTE RD,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0321,003,20,42,19,1180716,1861061,2012,02/04/2016 06:33:39 AM,41.774005421,-87.613079303,"(41.774005421, -87.613079303)" +8910683,HV583577,11/30/2012 07:49:00 PM,003XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0231,002,3,40,19,1179183,1868493,2012,02/04/2016 06:33:39 AM,41.79443465,-87.618472426,"(41.79443465, -87.618472426)" +8911389,HV584448,12/01/2012 12:25:00 PM,008XX E 65TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1183157,1862099,2012,02/04/2016 06:33:39 AM,41.776797342,-87.604098905,"(41.776797342, -87.604098905)" +8911411,HV584577,12/01/2012 01:18:00 PM,014XX N KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147454,1909114,2012,02/04/2016 06:33:39 AM,41.906569044,-87.733782709,"(41.906569044, -87.733782709)" +8911536,HV584818,12/01/2012 05:15:00 PM,030XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,30,19,1156361,1890228,2012,02/04/2016 06:33:39 AM,41.854568508,-87.701574277,"(41.854568508, -87.701574277)" +8916313,HV589233,12/04/2012 06:51:00 PM,090XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1166924,1844821,2012,02/04/2016 06:33:39 AM,41.729746439,-87.664101068,"(41.729746439, -87.664101068)" +8918679,HV591102,12/05/2012 12:40:00 PM,092XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0634,006,21,49,19,1176905,1843627,2012,02/04/2016 06:33:39 AM,41.726251179,-87.627573809,"(41.726251179, -87.627573809)" +8919210,HV591407,12/06/2012 11:48:00 AM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183939,1852562,2012,02/04/2016 06:33:39 AM,41.750608654,-87.601529598,"(41.750608654, -87.601529598)" +8919584,HV591578,12/06/2012 02:22:00 PM,013XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149263,1893560,2012,02/04/2016 06:33:39 AM,41.863852276,-87.727540817,"(41.863852276, -87.727540817)" +8922140,HV594206,12/08/2012 11:28:00 AM,054XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140287,1898138,2012,02/04/2016 06:33:39 AM,41.876583997,-87.760379525,"(41.876583997, -87.760379525)" +8925783,HV597830,12/11/2012 10:10:00 AM,006XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150945,1903903,2012,02/04/2016 06:33:39 AM,41.892201869,-87.721095382,"(41.892201869, -87.721095382)" +8926237,HV598270,12/11/2012 02:14:00 PM,072XX S SOUTH SHORE DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0334,003,7,43,19,1194918,1857750,2012,02/04/2016 06:33:39 AM,41.764581624,-87.561127448,"(41.764581624, -87.561127448)" +8927423,HV599180,12/12/2012 10:30:00 AM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0733,007,17,68,19,1169924,1856111,2012,02/04/2016 06:33:39 AM,41.760663209,-87.652784111,"(41.760663209, -87.652784111)" +8929772,HV601355,12/13/2012 07:42:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151447,1894227,2012,02/04/2016 06:33:39 AM,41.865640031,-87.719505892,"(41.865640031, -87.719505892)" +8930958,HV602256,12/14/2012 01:50:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144208,1899225,2012,02/04/2016 06:33:39 AM,41.879494129,-87.745955373,"(41.879494129, -87.745955373)" +8930973,HV602148,12/14/2012 12:45:00 PM,017XX W 85TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,18,71,19,1166349,1848332,2012,02/04/2016 06:33:39 AM,41.739393395,-87.666107752,"(41.739393395, -87.666107752)" +8931446,HV602836,12/14/2012 08:05:00 PM,015XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152295,1892101,2012,02/04/2016 06:33:39 AM,41.859789362,-87.716448898,"(41.859789362, -87.716448898)" +8937757,HV609427,12/19/2012 06:40:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151447,1894213,2012,02/04/2016 06:33:39 AM,41.865601613,-87.71950626,"(41.865601613, -87.71950626)" +8937950,HV609611,12/19/2012 09:15:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,1011,010,24,29,19,1151447,1894213,2012,02/04/2016 06:33:39 AM,41.865601613,-87.71950626,"(41.865601613, -87.71950626)" +8939178,HV610638,12/20/2012 03:39:00 PM,096XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,6,49,19,1178850,1841016,2012,02/04/2016 06:33:39 AM,41.719042279,-87.620528347,"(41.719042279, -87.620528347)" +8942403,HV614442,12/23/2012 04:59:00 PM,013XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155238,1893719,2012,02/04/2016 06:33:39 AM,41.864170798,-87.705602493,"(41.864170798, -87.705602493)" +8946450,HV618750,12/27/2012 08:59:00 PM,008XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153564,1905210,2012,02/04/2016 06:33:39 AM,41.895736721,-87.711442061,"(41.895736721, -87.711442061)" +8948501,HV620688,12/29/2012 12:38:00 PM,012XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1138453,1907598,2012,02/04/2016 06:33:39 AM,41.902576836,-87.766884193,"(41.902576836, -87.766884193)" +8948979,HV621313,12/29/2012 10:10:00 PM,043XX W 15TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1012,010,24,29,19,1147789,1892358,2012,02/04/2016 06:33:39 AM,41.860582253,-87.732982704,"(41.860582253, -87.732982704)" +8975500,HW122750,01/18/2013 08:15:00 PM,031XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1222,012,27,27,19,1155310,1901460,2013,02/04/2016 06:33:39 AM,41.885411455,-87.705130199,"(41.885411455, -87.705130199)" +8999555,HW146512,02/06/2013 03:06:00 PM,068XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1165527,1859353,2013,02/04/2016 06:33:39 AM,41.769654024,-87.668807541,"(41.769654024, -87.668807541)" +9003253,HW150430,02/09/2013 03:10:00 PM,048XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144165,1897903,2013,02/04/2016 06:33:39 AM,41.875867206,-87.746146474,"(41.875867206, -87.746146474)" +9008134,HW155440,02/13/2013 05:15:00 PM,020XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163984,1858565,2013,02/04/2016 06:33:39 AM,41.767524219,-87.674485639,"(41.767524219, -87.674485639)" +9008895,HW155224,02/13/2013 02:30:00 PM,077XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0624,006,8,69,19,1183899,1853859,2013,02/04/2016 06:33:39 AM,41.754168689,-87.601635756,"(41.754168689, -87.601635756)" +9009227,HW156414,02/14/2013 12:50:00 PM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158245,1893638,2013,02/04/2016 06:33:39 AM,41.86388766,-87.694566069,"(41.86388766, -87.694566069)" +9011445,HW158949,02/16/2013 12:45:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1141581,1898502,2013,02/04/2016 06:33:39 AM,41.877559057,-87.75561931,"(41.877559057, -87.75561931)" +9012449,HW160254,02/17/2013 05:09:00 PM,016XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149655,1891465,2013,02/04/2016 06:33:39 AM,41.858095743,-87.726156181,"(41.858095743, -87.726156181)" +9018357,HW165657,02/21/2013 11:15:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1121,011,27,23,19,1153577,1904755,2013,02/04/2016 06:33:39 AM,41.894487898,-87.711406428,"(41.894487898, -87.711406428)" +9018360,HW165692,02/22/2013 12:25:00 AM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,28,25,19,1139931,1900440,2013,02/04/2016 06:33:39 AM,41.882907496,-87.761630358,"(41.882907496, -87.761630358)" +9020030,HW167433,02/23/2013 12:20:00 PM,005XX W 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1173583,1863128,2013,02/04/2016 06:33:39 AM,41.779838458,-87.639166183,"(41.779838458, -87.639166183)" +9022456,HW169922,02/25/2013 02:56:00 PM,063XX S HAMILTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0726,007,15,67,19,1163120,1862554,2013,02/04/2016 06:33:39 AM,41.7784887,-87.677541096,"(41.7784887, -87.677541096)" +9024914,HW172155,02/27/2013 11:00:00 AM,001XX S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1142152,1899086,2013,02/04/2016 06:33:39 AM,41.87915106,-87.753508234,"(41.87915106, -87.753508234)" +9040314,HW186974,03/10/2013 08:45:00 PM,020XX W 70TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163962,1857902,2013,02/04/2016 06:33:39 AM,41.765705318,-87.674584891,"(41.765705318, -87.674584891)" +9047718,HW192452,03/14/2013 05:56:00 PM,007XX E 51ST ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0223,002,4,38,19,1182168,1871359,2013,02/04/2016 06:33:39 AM,41.80223056,-87.607437887,"(41.80223056, -87.607437887)" +9057240,HW201858,03/21/2013 10:47:00 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143319,1905529,2013,02/04/2016 06:33:39 AM,41.896809705,-87.749062075,"(41.896809705, -87.749062075)" +9058348,HW202851,03/22/2013 05:20:00 PM,013XX N SEDGWICK ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1821,018,27,8,19,1173413,1909042,2013,02/04/2016 06:33:39 AM,41.905833996,-87.638427474,"(41.905833996, -87.638427474)" +9060248,HW205383,03/24/2013 07:00:00 PM,011XX E MARQUETTE RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0321,003,5,42,19,1185132,1861479,2013,02/04/2016 06:33:39 AM,41.775049822,-87.596878182,"(41.775049822, -87.596878182)" +9062725,HW207572,03/26/2013 04:37:00 PM,009XX E HYDE PARK BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0222,002,4,39,19,1183348,1871393,2013,02/04/2016 06:33:39 AM,41.802296431,-87.603109329,"(41.802296431, -87.603109329)" +9062877,HW207685,03/26/2013 05:43:00 PM,008XX E 50TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0223,002,4,39,19,1182685,1872039,2013,02/04/2016 06:33:39 AM,41.804084538,-87.605520738,"(41.804084538, -87.605520738)" +9065851,HW210579,03/28/2013 10:40:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149638,1892077,2013,02/04/2016 06:33:39 AM,41.859775476,-87.726202697,"(41.859775476, -87.726202697)" +9066322,HW211027,03/29/2013 11:30:00 AM,032XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154669,1900797,2013,02/04/2016 06:33:39 AM,41.88360497,-87.707501835,"(41.88360497, -87.707501835)" +9066524,HW211235,03/29/2013 01:04:00 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178448,1838352,2013,02/04/2016 06:33:39 AM,41.711741033,-87.622081337,"(41.711741033, -87.622081337)" +9066556,HW211239,03/29/2013 01:35:00 PM,068XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1169832,1859419,2013,02/04/2016 06:33:39 AM,41.769742778,-87.653025405,"(41.769742778, -87.653025405)" +9067779,HW212968,03/30/2013 07:29:00 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162200,1861179,2013,02/04/2016 06:33:39 AM,41.774734715,-87.680952127,"(41.774734715, -87.680952127)" +9067980,HW213146,03/30/2013 10:10:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151255,1904667,2013,02/04/2016 06:33:39 AM,41.894292287,-87.719936817,"(41.894292287, -87.719936817)" +9070288,HW215620,04/01/2013 09:30:00 PM,057XX S ADA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0713,007,16,67,19,1168308,1866668,2013,02/04/2016 06:33:39 AM,41.789667871,-87.658403164,"(41.789667871, -87.658403164)" +9070807,HW156285,02/14/2013 11:15:00 AM,021XX E 87TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0412,004,8,45,19,1191768,1847705,2013,02/04/2016 06:33:39 AM,41.737094305,-87.572998178,"(41.737094305, -87.572998178)" +9073613,HW218434,04/03/2013 10:20:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1021,010,24,29,19,1154284,1892236,2013,02/04/2016 06:33:39 AM,41.860120369,-87.709144196,"(41.860120369, -87.709144196)" +9074448,HW219083,04/04/2013 01:10:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144424,1904212,2013,02/04/2016 06:33:39 AM,41.893174986,-87.745036708,"(41.893174986, -87.745036708)" +9074799,HW219642,04/04/2013 07:45:00 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178448,1838352,2013,02/04/2016 06:33:39 AM,41.711741033,-87.622081337,"(41.711741033, -87.622081337)" +9074986,HW219787,04/04/2013 10:10:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167401,1863415,2013,02/04/2016 06:33:39 AM,41.780760731,-87.661822015,"(41.780760731, -87.661822015)" +9076341,HW220728,04/05/2013 02:53:00 PM,105XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177791,1835056,2013,02/04/2016 06:33:39 AM,41.702711221,-87.624586776,"(41.702711221, -87.624586776)" +9076430,HW221096,04/05/2013 07:05:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151449,1894159,2013,02/04/2016 06:33:39 AM,41.865453392,-87.719500335,"(41.865453392, -87.719500335)" +9076593,HW221252,04/05/2013 09:13:00 PM,064XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167771,1862105,2013,02/04/2016 06:33:39 AM,41.777157991,-87.660503102,"(41.777157991, -87.660503102)" +9076645,HW221309,04/05/2013 10:30:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143351,1900736,2013,02/04/2016 06:33:39 AM,41.883656549,-87.749064412,"(41.883656549, -87.749064412)" +9078723,HW223816,04/08/2013 12:15:00 AM,005XX S LARAMIE AVE,1661,GAMBLING,GAME/DICE,SMALL RETAIL STORE,true,false,1522,015,29,25,19,1141808,1897047,2013,02/04/2016 06:33:39 AM,41.873562155,-87.754821823,"(41.873562155, -87.754821823)" +9079893,HW224798,04/08/2013 05:25:00 PM,061XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0313,003,20,42,19,1181291,1864456,2013,02/04/2016 06:33:39 AM,41.783308392,-87.610866926,"(41.783308392, -87.610866926)" +9079939,HW224890,04/08/2013 06:30:00 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0932,009,16,61,19,1165934,1868686,2013,02/04/2016 06:33:39 AM,41.79525632,-87.667050568,"(41.79525632, -87.667050568)" +9080309,HW225255,04/08/2013 11:19:00 PM,058XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0232,002,20,40,19,1178157,1866270,2013,02/04/2016 06:33:39 AM,41.788357874,-87.622302126,"(41.788357874, -87.622302126)" +9085187,HW229580,04/12/2013 08:25:00 AM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152988,1896476,2013,02/04/2016 06:33:39 AM,41.87178116,-87.713789176,"(41.87178116, -87.713789176)" +9086817,HW231463,04/13/2013 01:45:00 PM,009XX W ARMITAGE AVE,1680,GAMBLING,OTHER,CTA TRAIN,true,false,1812,018,43,7,19,1169515,1913487,2013,02/04/2016 06:33:39 AM,41.918117086,-87.652616524,"(41.918117086, -87.652616524)" +9087245,HW231955,04/13/2013 09:03:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150815,1894433,2013,02/04/2016 06:33:39 AM,41.866217696,-87.721820628,"(41.866217696, -87.721820628)" +9088181,HW233260,04/14/2013 10:40:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1011,010,24,29,19,1151447,1894213,2013,02/04/2016 06:33:39 AM,41.865601613,-87.71950626,"(41.865601613, -87.71950626)" +9088217,HW233273,04/14/2013 10:22:00 PM,034XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1021,010,24,29,19,1153662,1893243,2013,02/04/2016 06:33:39 AM,41.862896077,-87.71140063,"(41.862896077, -87.71140063)" +9089466,HW234510,04/15/2013 07:30:00 PM,024XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1125,011,2,28,19,1160147,1898627,2013,02/04/2016 06:33:39 AM,41.877538907,-87.687446102,"(41.877538907, -87.687446102)" +9090444,HW235361,04/16/2013 01:20:00 PM,033XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1134,011,28,27,19,1154354,1898103,2013,02/04/2016 06:33:39 AM,41.876218655,-87.708730543,"(41.876218655, -87.708730543)" +9090623,HW235636,04/16/2013 03:25:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151284,1894223,2013,02/04/2016 06:33:39 AM,41.865632251,-87.720104383,"(41.865632251, -87.720104383)" +9091999,HW236788,04/17/2013 02:12:00 PM,021XX E 87TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0412,004,8,45,19,1191768,1847705,2013,02/04/2016 06:33:39 AM,41.737094305,-87.572998178,"(41.737094305, -87.572998178)" +9095670,HW239553,04/18/2013 09:00:00 PM,038XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,38,17,19,1127386,1924622,2013,02/04/2016 06:33:39 AM,41.949486202,-87.807152252,"(41.949486202, -87.807152252)" +9097441,HW242158,04/21/2013 08:30:00 PM,021XX W ADAMS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1223,012,2,28,19,1162354,1899065,2013,02/04/2016 06:33:39 AM,41.878694956,-87.679330332,"(41.878694956, -87.679330332)" +9098505,HW243112,04/22/2013 02:40:00 PM,048XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1143922,1904200,2013,02/04/2016 06:33:39 AM,41.893151487,-87.746880692,"(41.893151487, -87.746880692)" +9098702,HW243397,04/22/2013 05:38:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151286,1894162,2013,02/04/2016 06:33:39 AM,41.865464821,-87.720098641,"(41.865464821, -87.720098641)" +9098888,HW243584,04/22/2013 06:30:00 PM,001XX E 119TH PL,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0532,005,9,53,19,1179397,1825761,2013,02/04/2016 06:33:39 AM,41.67716799,-87.618988294,"(41.67716799, -87.618988294)" +9099671,HW244283,04/23/2013 11:06:00 AM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151446,1894234,2013,02/04/2016 06:33:39 AM,41.865659259,-87.719509379,"(41.865659259, -87.719509379)" +9101623,WW245894,04/24/2013 03:50:00 PM,080XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1173033,1851518,2013,02/04/2016 06:33:39 AM,41.74799138,-87.641524877,"(41.74799138, -87.641524877)" +9101711,HW246099,04/24/2013 04:56:00 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150298,1892200,2013,02/04/2016 06:33:39 AM,41.86010017,-87.723776798,"(41.86010017, -87.723776798)" +9101715,HW245984,04/24/2013 03:50:00 PM,080XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1173033,1851518,2013,02/04/2016 06:33:39 AM,41.74799138,-87.641524877,"(41.74799138, -87.641524877)" +9101907,HW246325,04/24/2013 07:20:00 PM,003XX W 42ND ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0925,009,3,37,19,1174527,1877102,2013,02/04/2016 06:33:39 AM,41.818163559,-87.635289338,"(41.818163559, -87.635289338)" +9101973,HW246348,04/24/2013 07:49:00 PM,053XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166247,1869385,2013,02/04/2016 06:33:39 AM,41.797167797,-87.665882888,"(41.797167797, -87.665882888)" +9102969,HW247271,04/25/2013 01:28:00 PM,079XX S AVALON AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0411,004,8,45,19,1185922,1852660,2013,02/04/2016 06:33:39 AM,41.750831063,-87.594259959,"(41.750831063, -87.594259959)" +9103536,HW247945,04/25/2013 09:50:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1011,010,24,29,19,1151289,1894087,2013,02/04/2016 06:33:39 AM,41.865258953,-87.720089594,"(41.865258953, -87.720089594)" +9104369,HW248565,04/26/2013 12:20:00 PM,052XX W RACE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141370,1903051,2013,02/04/2016 06:33:39 AM,41.890045974,-87.756281743,"(41.890045974, -87.756281743)" +9104939,HW249260,04/26/2013 07:51:00 PM,011XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136819,1906980,2013,02/04/2016 06:33:39 AM,41.900910418,-87.772901078,"(41.900910418, -87.772901078)" +9105083,HW249449,04/26/2013 11:00:00 PM,104XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,50,19,1183753,1835869,2013,02/04/2016 06:33:39 AM,41.704805479,-87.602730378,"(41.704805479, -87.602730378)" +9105131,HW249486,04/26/2013 10:36:00 PM,002XX E 55TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0231,002,20,40,19,1178654,1868271,2013,02/04/2016 06:33:39 AM,41.793837516,-87.620418988,"(41.793837516, -87.620418988)" +9105718,HW250220,04/27/2013 02:25:00 PM,037XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151649,1893786,2013,02/04/2016 06:33:39 AM,41.86442591,-87.718775924,"(41.86442591, -87.718775924)" +9105899,HW250506,04/27/2013 06:35:00 PM,002XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1513,015,29,25,19,1139090,1898496,2013,02/04/2016 06:33:39 AM,41.877588239,-87.764765884,"(41.877588239, -87.764765884)" +9105932,HW250593,04/27/2013 07:19:00 PM,056XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0711,007,3,68,19,1175247,1867603,2013,02/04/2016 06:33:39 AM,41.792081308,-87.632932117,"(41.792081308, -87.632932117)" +9106104,HW250750,04/27/2013 10:56:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1182278,1864447,2013,02/04/2016 06:33:39 AM,41.783260882,-87.607248571,"(41.783260882, -87.607248571)" +9106489,HW251283,04/28/2013 12:04:00 PM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151499,1907430,2013,02/04/2016 06:33:39 AM,41.901869443,-87.718968006,"(41.901869443, -87.718968006)" +9106587,HW251393,04/28/2013 01:12:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0311,003,20,40,19,1179989,1863814,2013,02/04/2016 06:33:39 AM,41.781576603,-87.615660095,"(41.781576603, -87.615660095)" +9106719,HW251548,04/28/2013 03:21:00 PM,075XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0621,006,17,71,19,1171614,1854755,2013,02/04/2016 06:33:39 AM,41.756905317,-87.646629868,"(41.756905317, -87.646629868)" +9106749,HW251641,04/28/2013 05:00:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,OTHER,true,false,0311,003,20,40,19,1179989,1863814,2013,02/04/2016 06:33:39 AM,41.781576603,-87.615660095,"(41.781576603, -87.615660095)" +9106862,HW251820,04/28/2013 07:45:00 PM,064XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160814,1861887,2013,02/04/2016 06:33:39 AM,41.776706305,-87.686013481,"(41.776706305, -87.686013481)" +9108190,HW252892,04/29/2013 04:04:00 PM,019XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151366,1889982,2013,02/04/2016 06:33:39 AM,41.853992839,-87.719914589,"(41.853992839, -87.719914589)" +9108320,HW253113,04/29/2013 05:59:00 PM,071XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1178400,1857677,2013,02/04/2016 06:33:39 AM,41.764772276,-87.621671881,"(41.764772276, -87.621671881)" +9108350,HW253171,04/29/2013 06:50:00 PM,013XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151466,1893604,2013,02/04/2016 06:33:39 AM,41.863930074,-87.719452496,"(41.863930074, -87.719452496)" +9108418,HW253152,04/29/2013 07:00:00 PM,070XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164903,1858000,2013,02/04/2016 06:33:39 AM,41.765954415,-87.671133038,"(41.765954415, -87.671133038)" +9108485,HW253302,04/29/2013 08:00:00 PM,101XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177061,1837650,2013,02/04/2016 06:33:39 AM,41.709845975,-87.627181948,"(41.709845975, -87.627181948)" +9109599,HW254284,04/30/2013 02:34:00 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1152384,1888961,2013,02/04/2016 06:33:39 AM,41.851171076,-87.716205043,"(41.851171076, -87.716205043)" +9111451,HW256427,05/01/2013 10:50:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167402,1863402,2013,02/04/2016 06:33:39 AM,41.780725036,-87.661818721,"(41.780725036, -87.661818721)" +9112378,HW257065,05/02/2013 12:45:00 PM,080XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167400,1851505,2013,02/04/2016 06:33:39 AM,41.748078134,-87.662166383,"(41.748078134, -87.662166383)" +9112480,HW257122,05/02/2013 01:30:00 PM,063XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180338,1863172,2013,02/04/2016 06:33:39 AM,41.779806892,-87.614400269,"(41.779806892, -87.614400269)" +9114483,HW258986,05/03/2013 05:00:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142384,1899747,2013,02/04/2016 06:33:39 AM,41.880960622,-87.752639937,"(41.880960622, -87.752639937)" +9115350,HW260078,05/04/2013 02:30:00 PM,016XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137185,1910242,2013,02/04/2016 06:33:39 AM,41.909855173,-87.771478233,"(41.909855173, -87.771478233)" +9115410,HW260070,05/04/2013 02:10:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150295,1903235,2013,02/04/2016 06:33:39 AM,41.890381509,-87.72350001,"(41.890381509, -87.72350001)" +9115412,HW260160,05/04/2013 03:15:00 PM,056XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138416,1904074,2013,02/04/2016 06:33:39 AM,41.892907216,-87.767105533,"(41.892907216, -87.767105533)" +9116605,HW261664,05/05/2013 07:03:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144640,1904219,2013,02/04/2016 06:33:39 AM,41.893190128,-87.744243234,"(41.893190128, -87.744243234)" +9116692,HW261762,05/05/2013 08:20:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1159817,1861830,2013,02/04/2016 06:33:39 AM,41.776570425,-87.689670029,"(41.776570425, -87.689670029)" +9117662,HW262742,05/06/2013 02:50:00 PM,032XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1123,011,28,27,19,1154827,1900500,2013,02/04/2016 06:33:39 AM,41.882786809,-87.706929604,"(41.882786809, -87.706929604)" +9117757,HW262925,05/06/2013 04:41:00 PM,049XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143217,1907867,2013,02/04/2016 06:33:39 AM,41.903227348,-87.749378259,"(41.903227348, -87.749378259)" +9117784,HW262851,05/06/2013 02:40:00 PM,032XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1134,011,28,27,19,1154832,1897592,2013,02/04/2016 06:33:39 AM,41.874806859,-87.706989173,"(41.874806859, -87.706989173)" +9117866,HW263069,05/06/2013 05:49:00 PM,006XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140913,1903765,2013,02/04/2016 06:33:39 AM,41.892013699,-87.757942493,"(41.892013699, -87.757942493)" +9117926,HW263103,05/06/2013 06:00:00 PM,088XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,71,19,1170859,1846305,2013,02/04/2016 06:33:39 AM,41.733733884,-87.649642862,"(41.733733884, -87.649642862)" +9118092,HW263252,05/06/2013 08:03:00 PM,064XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165776,1861978,2013,02/04/2016 06:33:39 AM,41.776852087,-87.667820356,"(41.776852087, -87.667820356)" +9118107,HW263235,05/06/2013 07:40:00 PM,040XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149826,1892411,2013,02/04/2016 06:33:39 AM,41.860688362,-87.725503917,"(41.860688362, -87.725503917)" +9118281,HW263492,05/07/2013 12:30:00 AM,049XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,24,25,19,1143648,1897230,2013,02/04/2016 06:33:39 AM,41.8740301,-87.748061584,"(41.8740301, -87.748061584)" +9119061,HW264007,05/07/2013 12:06:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180687,1862365,2013,02/04/2016 06:33:39 AM,41.777584392,-87.613145578,"(41.777584392, -87.613145578)" +9119420,HW264428,05/07/2013 03:40:00 PM,025XX W DIVISION ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,1423,014,26,24,19,1159413,1907896,2013,02/04/2016 06:33:39 AM,41.902988981,-87.689885947,"(41.902988981, -87.689885947)" +9121035,HW265676,05/08/2013 02:10:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899713,2013,02/04/2016 06:33:39 AM,41.880867304,-87.75263711,"(41.880867304, -87.75263711)" +9121191,HW266011,05/08/2013 05:43:00 PM,063XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0726,007,15,67,19,1163453,1862556,2013,02/04/2016 06:33:39 AM,41.778487213,-87.676320237,"(41.778487213, -87.676320237)" +9121327,HW266107,05/08/2013 07:14:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867955,2013,02/04/2016 06:33:39 AM,41.793193146,-87.657277046,"(41.793193146, -87.657277046)" +9121516,HW266406,05/08/2013 10:32:00 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153969,1891625,2013,02/04/2016 06:33:39 AM,41.858449995,-87.710316759,"(41.858449995, -87.710316759)" +9121544,HW266392,05/08/2013 09:00:00 PM,047XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,33,14,19,1152859,1931351,2013,02/04/2016 06:33:39 AM,41.967483718,-87.7133371,"(41.967483718, -87.7133371)" +9123162,HW267674,05/09/2013 07:21:00 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167629,1867279,2013,02/04/2016 06:33:39 AM,41.791359128,-87.660875329,"(41.791359128, -87.660875329)" +9124717,HW268961,05/10/2013 05:20:00 PM,007XX E 131ST ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183832,1818526,2013,02/04/2016 06:33:39 AM,41.65721206,-87.602979446,"(41.65721206, -87.602979446)" +9125407,HW269829,05/11/2013 11:55:00 AM,030XX W MADISON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1124,011,28,27,19,1156082,1899864,2013,02/04/2016 06:33:39 AM,41.881016333,-87.702338353,"(41.881016333, -87.702338353)" +9125501,HW269950,05/11/2013 12:58:00 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150299,1892173,2013,02/04/2016 06:33:39 AM,41.860026059,-87.723773831,"(41.860026059, -87.723773831)" +9125743,HW270264,05/11/2013 05:18:00 PM,060XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166376,1864606,2013,02/04/2016 06:33:39 AM,41.784050889,-87.665545954,"(41.784050889, -87.665545954)" +9126363,HW271091,05/12/2013 11:55:00 AM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161109,1863237,2013,02/04/2016 06:33:39 AM,41.780404794,-87.684894699,"(41.780404794, -87.684894699)" +9127602,HW272318,05/13/2013 12:00:00 PM,006XX N SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154260,1904143,2013,02/04/2016 06:33:39 AM,41.892794899,-87.708914316,"(41.892794899, -87.708914316)" +9128162,HW272879,05/13/2013 06:20:00 PM,061XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1178208,1864416,2013,02/04/2016 06:33:39 AM,41.783269156,-87.622171356,"(41.783269156, -87.622171356)" +9129643,HW274541,05/14/2013 08:04:00 PM,059XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0711,007,16,68,19,1172313,1865494,2013,02/04/2016 06:33:39 AM,41.786359069,-87.643752598,"(41.786359069, -87.643752598)" +9129773,HW274716,05/14/2013 09:55:00 PM,073XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0731,007,6,69,19,1176163,1856372,2013,02/04/2016 06:33:39 AM,41.761241702,-87.629910173,"(41.761241702, -87.629910173)" +9129793,HW274704,05/14/2013 10:10:00 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162199,1861199,2013,02/04/2016 06:33:39 AM,41.774789618,-87.680955237,"(41.774789618, -87.680955237)" +9130920,HW275694,05/15/2013 03:10:00 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838877,2013,02/04/2016 06:33:39 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +9131929,HW276797,05/16/2013 10:27:00 AM,012XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155224,1894189,2013,02/04/2016 06:33:39 AM,41.86546081,-87.705641272,"(41.86546081, -87.705641272)" +9132874,HW277739,05/16/2013 08:42:00 PM,102XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178994,1836903,2013,02/04/2016 06:33:39 AM,41.707752388,-87.620125709,"(41.707752388, -87.620125709)" +9133015,HW277833,05/16/2013 10:10:00 PM,002XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,28,19,1160442,1898875,2013,02/04/2016 06:33:39 AM,41.878213345,-87.686356075,"(41.878213345, -87.686356075)" +9133825,HW278435,05/17/2013 10:53:00 AM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0733,007,17,68,19,1169925,1856064,2013,02/04/2016 06:33:39 AM,41.760534213,-87.652781809,"(41.760534213, -87.652781809)" +9134377,HW278994,05/17/2013 05:30:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143291,1898731,2013,02/04/2016 06:33:39 AM,41.878155704,-87.74933484,"(41.878155704, -87.74933484)" +9134586,HW279186,05/17/2013 07:06:00 PM,066XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,20,42,19,1181375,1861116,2013,02/04/2016 06:33:39 AM,41.774141176,-87.610661867,"(41.774141176, -87.610661867)" +9134767,HW279392,05/17/2013 10:51:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153575,1904823,2013,02/04/2016 06:33:39 AM,41.894674537,-87.711411964,"(41.894674537, -87.711411964)" +9135202,HW279916,05/18/2013 10:30:00 AM,034XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1153461,1896486,2013,02/04/2016 06:33:39 AM,41.87179922,-87.712052326,"(41.87179922, -87.712052326)" +9135277,HW280037,05/18/2013 12:45:00 PM,078XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194549,1853496,2013,02/04/2016 06:33:39 AM,41.75291741,-87.562619593,"(41.75291741, -87.562619593)" +9135402,HW280259,05/18/2013 03:31:00 PM,063XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1156808,1862428,2013,02/04/2016 06:33:39 AM,41.778272698,-87.700684836,"(41.778272698, -87.700684836)" +9135628,HW280516,05/18/2013 06:48:00 PM,006XX W 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,16,68,19,1173044,1863776,2013,02/04/2016 06:33:39 AM,41.781628566,-87.6411231,"(41.781628566, -87.6411231)" +9135806,HW280797,05/18/2013 10:35:00 PM,005XX W 125TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,9,53,19,1175050,1822012,2013,02/04/2016 06:33:39 AM,41.666977925,-87.635010751,"(41.666977925, -87.635010751)" +9135921,HW280898,05/19/2013 01:25:00 AM,014XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139750,1909047,2013,02/04/2016 06:33:39 AM,41.906529462,-87.762084579,"(41.906529462, -87.762084579)" +9136303,HW281408,05/19/2013 12:16:00 PM,064XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1162180,1861894,2013,02/04/2016 06:33:39 AM,41.776697189,-87.681005562,"(41.776697189, -87.681005562)" +9136835,HW282133,05/19/2013 11:00:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147405,1898982,2013,02/04/2016 06:33:39 AM,41.878766668,-87.734222587,"(41.878766668, -87.734222587)" +9137817,HW283135,05/20/2013 03:28:00 PM,003XX E 47TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1179408,1873937,2013,02/04/2016 06:33:39 AM,41.809368332,-87.617481107,"(41.809368332, -87.617481107)" +9137864,HW283227,05/20/2013 04:40:00 PM,032XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154798,1900499,2013,02/04/2016 06:33:39 AM,41.882784645,-87.707036121,"(41.882784645, -87.707036121)" +9138015,HW283438,05/20/2013 06:15:00 PM,016XX W 90TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1166798,1845002,2013,02/04/2016 06:33:39 AM,41.730245817,-87.664557492,"(41.730245817, -87.664557492)" +9139406,HW284456,05/21/2013 12:37:00 PM,047XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174757,1873432,2013,02/04/2016 06:33:39 AM,41.808087606,-87.634555099,"(41.808087606, -87.634555099)" +9139600,HW284979,05/21/2013 06:39:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174384,1862270,2013,02/04/2016 06:33:39 AM,41.77746623,-87.636255118,"(41.77746623, -87.636255118)" +9139922,HW285205,05/21/2013 08:30:00 PM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1157997,1931783,2013,02/04/2016 06:33:39 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +9141228,HW286216,05/22/2013 02:55:00 PM,035XX S DEARBORN ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,3,35,19,1176461,1881310,2013,02/04/2016 06:33:39 AM,41.829667334,-87.628068132,"(41.829667334, -87.628068132)" +9142826,HW287755,05/23/2013 03:12:00 PM,007XX W 66TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172470,1860775,2013,02/04/2016 06:33:39 AM,41.773406136,-87.643315797,"(41.773406136, -87.643315797)" +9144213,HW289304,05/24/2013 04:01:00 PM,064XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180359,1862382,2013,02/04/2016 06:33:39 AM,41.777638573,-87.614347497,"(41.777638573, -87.614347497)" +9144229,HW289344,05/24/2013 04:58:00 PM,015XX W 82ND ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0614,006,21,71,19,1167573,1850356,2013,02/04/2016 06:33:39 AM,41.744921412,-87.661565324,"(41.744921412, -87.661565324)" +9144526,HW289525,05/24/2013 07:04:00 PM,009XX W 116TH PL,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0524,005,34,53,19,1171953,1827591,2013,02/04/2016 06:33:39 AM,41.682355937,-87.646182071,"(41.682355937, -87.646182071)" +9144645,HW289802,05/24/2013 11:10:00 PM,014XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152608,1892820,2013,02/04/2016 06:33:39 AM,41.861756204,-87.715280957,"(41.861756204, -87.715280957)" +9145184,HW290536,05/25/2013 03:00:00 PM,016XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151008,1891566,2013,02/04/2016 06:33:39 AM,41.858346536,-87.721187148,"(41.858346536, -87.721187148)" +9145954,HW291505,05/26/2013 12:10:00 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142927,1903334,2013,02/04/2016 06:33:39 AM,41.890793685,-87.750556605,"(41.890793685, -87.750556605)" +9146124,HW291646,05/26/2013 02:45:00 PM,051XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1167867,1870693,2013,02/04/2016 06:33:39 AM,41.800722429,-87.659904564,"(41.800722429, -87.659904564)" +9146138,HW291684,05/26/2013 03:18:00 PM,061XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,20,42,19,1185698,1864490,2013,02/04/2016 06:33:39 AM,41.783298944,-87.594708522,"(41.783298944, -87.594708522)" +9146273,HW291905,05/26/2013 06:17:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151447,1894213,2013,02/04/2016 06:33:39 AM,41.865601613,-87.71950626,"(41.865601613, -87.71950626)" +9146300,HW291941,05/26/2013 06:40:00 PM,067XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,20,42,19,1180740,1860430,2013,02/04/2016 06:33:39 AM,41.772273342,-87.613010698,"(41.772273342, -87.613010698)" +9146816,HW292530,05/27/2013 10:28:00 AM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150880,1906040,2013,02/04/2016 06:33:39 AM,41.898067287,-87.721278114,"(41.898067287, -87.721278114)" +9147391,HW293245,05/27/2013 11:00:00 PM,036XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152192,1896782,2013,02/04/2016 06:33:39 AM,41.872636587,-87.716703562,"(41.872636587, -87.716703562)" +9148496,HW294509,05/28/2013 06:30:00 PM,043XX W 25TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1148161,1887039,2013,02/04/2016 06:33:39 AM,41.845979095,-87.731753956,"(41.845979095, -87.731753956)" +9149661,HW295316,05/29/2013 12:30:00 PM,027XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1222,012,27,27,19,1158095,1900843,2013,02/04/2016 06:33:39 AM,41.883661949,-87.694919989,"(41.883661949, -87.694919989)" +9150311,HW296023,05/29/2013 08:06:00 PM,007XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1154478,1896746,2013,02/04/2016 06:33:39 AM,41.872492428,-87.708311536,"(41.872492428, -87.708311536)" +9151542,HW296891,05/30/2013 12:44:00 PM,060XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0311,003,20,40,19,1179514,1865056,2013,02/04/2016 06:33:39 AM,41.784995638,-87.617363627,"(41.784995638, -87.617363627)" +9153864,HW299042,05/31/2013 07:05:00 PM,036XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152266,1896784,2013,02/04/2016 06:33:39 AM,41.872640616,-87.71643182,"(41.872640616, -87.71643182)" +9153881,HW298991,05/31/2013 07:41:00 PM,061XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0311,003,20,40,19,1178209,1864396,2013,02/04/2016 06:33:39 AM,41.783214252,-87.622168296,"(41.783214252, -87.622168296)" +9153891,HW299077,05/31/2013 09:20:00 PM,013XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154579,1893540,2013,02/04/2016 06:33:39 AM,41.863692799,-87.70802646,"(41.863692799, -87.70802646)" +9153922,HW299130,05/31/2013 10:17:00 PM,075XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,68,19,1172939,1854897,2013,02/04/2016 06:33:39 AM,41.757265857,-87.641769797,"(41.757265857, -87.641769797)" +9153962,HW299188,05/31/2013 11:00:00 PM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152883,1894828,2013,02/04/2016 06:33:39 AM,41.867260945,-87.714218314,"(41.867260945, -87.714218314)" +9154794,HW300336,06/01/2013 06:31:00 PM,013XX S SPRINGFIELD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1011,010,24,29,19,1150593,1893499,2013,02/04/2016 06:33:39 AM,41.863659027,-87.722660006,"(41.863659027, -87.722660006)" +9154826,HW300397,06/01/2013 07:15:00 PM,009XX E 62ND ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0313,003,20,42,19,1183589,1864096,2013,02/04/2016 06:33:39 AM,41.782267227,-87.602453003,"(41.782267227, -87.602453003)" +9154880,HW300391,06/01/2013 07:00:00 PM,031XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155684,1893289,2013,02/04/2016 06:33:39 AM,41.862981871,-87.703976806,"(41.862981871, -87.703976806)" +9156900,HW302427,06/03/2013 12:20:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,28,25,19,1142141,1899413,2013,02/04/2016 06:33:39 AM,41.880048593,-87.753540513,"(41.880048593, -87.753540513)" +9157212,HW302452,06/03/2013 12:22:00 PM,064XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0314,003,20,42,19,1184162,1862562,2013,02/04/2016 06:33:39 AM,41.778044411,-87.600400189,"(41.778044411, -87.600400189)" +9157368,HW302652,06/03/2013 02:41:00 PM,040XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149865,1892412,2013,02/04/2016 06:33:39 AM,41.860690348,-87.725360729,"(41.860690348, -87.725360729)" +9157693,HW303120,06/03/2013 07:10:00 PM,074XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1182513,1855837,2013,02/04/2016 06:33:39 AM,41.759628761,-87.60665371,"(41.759628761, -87.60665371)" +9157724,HW303214,06/03/2013 08:37:00 PM,016XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137185,1910242,2013,02/04/2016 06:33:39 AM,41.909855173,-87.771478233,"(41.909855173, -87.771478233)" +9157779,HW303188,06/03/2013 08:00:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867955,2013,02/04/2016 06:33:39 AM,41.793193146,-87.657277046,"(41.793193146, -87.657277046)" +9157782,HW303145,06/03/2013 07:09:00 PM,036XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0212,002,4,36,19,1181940,1881042,2013,02/04/2016 06:33:39 AM,41.828806734,-87.607974289,"(41.828806734, -87.607974289)" +9157939,HW303421,06/03/2013 11:50:00 PM,008XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152231,1905347,2013,02/04/2016 06:33:39 AM,41.896139072,-87.716334284,"(41.896139072, -87.716334284)" +9159438,HW304670,06/04/2013 08:28:00 PM,013XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153907,1893787,2013,02/04/2016 06:33:39 AM,41.864384,-87.710486767,"(41.864384, -87.710486767)" +9160557,HW305490,06/05/2013 01:05:00 PM,018XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150349,1890723,2013,02/04/2016 06:33:39 AM,41.85604611,-87.723628089,"(41.85604611, -87.723628089)" +9160804,HW305821,06/05/2013 04:10:00 PM,031XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1022,010,24,29,19,1155663,1893123,2013,02/04/2016 06:33:39 AM,41.862526771,-87.704058362,"(41.862526771, -87.704058362)" +9161007,HW305902,06/05/2013 05:10:00 PM,105XX S MORGAN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2232,022,34,73,19,1171519,1834893,2013,02/04/2016 06:33:39 AM,41.702403273,-87.647557963,"(41.702403273, -87.647557963)" +9161071,HW306169,06/05/2013 09:03:00 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139670,1898456,2013,02/04/2016 06:33:39 AM,41.87746791,-87.762637221,"(41.87746791, -87.762637221)" +9162716,HW307606,06/06/2013 08:20:00 PM,064XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1162180,1861894,2013,02/04/2016 06:33:39 AM,41.776697189,-87.681005562,"(41.776697189, -87.681005562)" +9162817,HW307688,06/06/2013 09:05:00 PM,069XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1173817,1858882,2013,02/04/2016 06:33:39 AM,41.768181762,-87.638434089,"(41.768181762, -87.638434089)" +9163432,HW308258,06/07/2013 11:30:00 AM,053XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140879,1898815,2013,02/04/2016 06:33:39 AM,41.878430907,-87.758189202,"(41.878430907, -87.758189202)" +9163774,HW308553,06/07/2013 03:00:00 PM,051XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142046,1899173,2013,02/04/2016 06:33:39 AM,41.879391764,-87.753895296,"(41.879391764, -87.753895296)" +9163986,HW308879,06/07/2013 06:47:00 PM,012XX W 60TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169201,1864995,2013,02/04/2016 06:33:39 AM,41.785057678,-87.65517719,"(41.785057678, -87.65517719)" +9163988,HW308920,06/07/2013 06:46:00 PM,051XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141872,1900972,2013,02/04/2016 06:33:39 AM,41.884331666,-87.754489651,"(41.884331666, -87.754489651)" +9163995,HW308923,06/07/2013 06:37:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867955,2013,02/04/2016 06:33:39 AM,41.793193146,-87.657277046,"(41.793193146, -87.657277046)" +9164065,HW308794,06/06/2013 09:30:00 PM,037XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,39,14,19,1150421,1931633,2013,02/04/2016 06:33:39 AM,41.968305606,-87.722294037,"(41.968305606, -87.722294037)" +9164796,HW309983,06/08/2013 02:20:00 PM,066XX S DREXEL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,5,42,19,1183366,1861207,2013,02/04/2016 06:33:39 AM,41.774344746,-87.603360484,"(41.774344746, -87.603360484)" +9164857,HW310117,06/08/2013 04:09:00 PM,032XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154806,1900499,2013,02/04/2016 06:33:39 AM,41.882784485,-87.707006744,"(41.882784485, -87.707006744)" +9165550,HW310884,06/09/2013 04:59:00 AM,029XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,1412,014,35,21,19,1152030,1919412,2013,02/04/2016 06:33:39 AM,41.934738658,-87.716701108,"(41.934738658, -87.716701108)" +9165650,HW311035,06/09/2013 10:20:00 AM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144513,1904214,2013,02/04/2016 06:33:39 AM,41.893178799,-87.74470979,"(41.893178799, -87.74470979)" +9165854,HW311407,06/09/2013 04:15:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144251,1898895,2013,02/04/2016 06:33:39 AM,41.878587761,-87.745805777,"(41.878587761, -87.745805777)" +9167276,HW312587,06/10/2013 02:00:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153247,1904687,2013,02/04/2016 06:33:39 AM,41.894307857,-87.712620235,"(41.894307857, -87.712620235)" +9167386,HW312829,06/10/2013 04:40:00 PM,057XX S RACINE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0713,007,16,67,19,1169298,1866822,2013,02/04/2016 06:33:39 AM,41.79006908,-87.654768679,"(41.79006908, -87.654768679)" +9167636,HW313118,06/10/2013 07:32:00 PM,016XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149652,1891537,2013,02/04/2016 06:33:39 AM,41.858293378,-87.726165324,"(41.858293378, -87.726165324)" +9168558,HW313847,06/11/2013 12:03:00 PM,031XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155579,1892682,2013,02/04/2016 06:33:39 AM,41.861318308,-87.704378576,"(41.861318308, -87.704378576)" +9169457,HW314736,06/11/2013 10:20:00 PM,070XX S MORGAN ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0733,007,17,68,19,1170859,1858196,2013,02/04/2016 06:33:39 AM,41.766364361,-87.649296531,"(41.766364361, -87.649296531)" +9169509,HW314823,06/12/2013 12:14:00 AM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151904,1894129,2013,02/04/2016 06:33:39 AM,41.865362129,-87.717830789,"(41.865362129, -87.717830789)" +9172376,HW316705,06/13/2013 12:20:00 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139619,1907127,2013,02/04/2016 06:33:39 AM,41.901263149,-87.762612724,"(41.901263149, -87.762612724)" +9172507,HW316862,06/13/2013 02:15:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899709,2013,02/04/2016 06:33:39 AM,41.880856327,-87.752637209,"(41.880856327, -87.752637209)" +9173127,HW317609,06/13/2013 10:47:00 PM,037XX N CLARK ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1923,019,44,6,19,1167807,1924998,2013,02/04/2016 06:33:39 AM,41.949740869,-87.65855892,"(41.949740869, -87.65855892)" +9173179,HW317651,06/13/2013 11:00:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1150558,1894664,2013,02/04/2016 06:33:39 AM,41.866856606,-87.722758073,"(41.866856606, -87.722758073)" +9174461,HW318512,06/14/2013 03:10:00 PM,053XX W ADAMS ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,29,25,19,1140867,1898815,2013,02/04/2016 06:33:39 AM,41.878431127,-87.758233264,"(41.878431127, -87.758233264)" +9174848,HW319029,06/14/2013 08:25:00 PM,057XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0232,002,20,40,19,1179021,1866996,2013,02/04/2016 06:33:39 AM,41.790330436,-87.619112076,"(41.790330436, -87.619112076)" +9175480,HW319941,06/15/2013 01:25:00 PM,069XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171503,1858802,2013,02/04/2016 06:33:39 AM,41.768013221,-87.646918312,"(41.768013221, -87.646918312)" +9175569,HW320014,06/15/2013 02:25:00 PM,051XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0231,002,3,40,19,1178476,1870768,2013,02/04/2016 06:33:39 AM,41.800693565,-87.620995822,"(41.800693565, -87.620995822)" +9175640,HW320167,06/15/2013 04:15:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143352,1902559,2013,02/04/2016 06:33:39 AM,41.888659061,-87.749015157,"(41.888659061, -87.749015157)" +9175882,HW320454,06/15/2013 08:12:00 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163469,1861967,2013,02/04/2016 06:33:39 AM,41.776870582,-87.676278078,"(41.776870582, -87.676278078)" +9175915,HW320497,06/15/2013 09:20:00 PM,007XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1154478,1896746,2013,02/04/2016 06:33:39 AM,41.872492428,-87.708311536,"(41.872492428, -87.708311536)" +9176348,HW321078,06/16/2013 10:40:00 AM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1532,015,28,25,19,1143284,1902558,2013,02/04/2016 06:33:39 AM,41.888657588,-87.749264906,"(41.888657588, -87.749264906)" +9176466,HW321215,06/16/2013 12:10:00 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149178,1907301,2013,02/04/2016 06:33:39 AM,41.90156075,-87.727496751,"(41.90156075, -87.727496751)" +9176761,HW321633,06/16/2013 06:15:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167201,1858744,2013,02/04/2016 06:33:39 AM,41.767947192,-87.662688796,"(41.767947192, -87.662688796)" +9176862,HW321763,06/16/2013 08:20:00 PM,036XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,4,36,19,1181612,1880898,2013,02/04/2016 06:33:39 AM,41.828419181,-87.609182139,"(41.828419181, -87.609182139)" +9176949,HW321867,06/16/2013 10:08:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153542,1905907,2013,02/04/2016 06:33:39 AM,41.897649793,-87.711504309,"(41.897649793, -87.711504309)" +9176995,HW321961,06/16/2013 11:20:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180686,1862413,2013,02/04/2016 06:33:39 AM,41.777716132,-87.61314777,"(41.777716132, -87.61314777)" +9177116,HW322109,06/17/2013 02:06:00 AM,005XX W 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1173662,1863811,2013,02/04/2016 06:33:39 AM,41.781710936,-87.638856336,"(41.781710936, -87.638856336)" +9177699,HW322641,06/17/2013 12:20:00 PM,059XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0232,002,20,40,19,1179941,1865623,2013,02/04/2016 06:33:39 AM,41.786541772,-87.615780726,"(41.786541772, -87.615780726)" +9178457,HW323542,06/17/2013 09:28:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161130,1862519,2013,02/04/2016 06:33:39 AM,41.778434068,-87.68483756,"(41.778434068, -87.68483756)" +9178215,HW323313,06/17/2013 06:23:00 PM,054XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,5,41,19,1183162,1869253,2013,02/04/2016 06:33:39 AM,41.79642843,-87.603858064,"(41.79642843, -87.603858064)" +9178413,HW323397,06/17/2013 07:35:00 PM,073XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186811,1856612,2013,02/04/2016 06:33:39 AM,41.761654723,-87.590877295,"(41.761654723, -87.590877295)" +9179843,HW325027,06/18/2013 08:10:00 PM,068XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,15,66,19,1160890,1859145,2013,02/04/2016 06:33:39 AM,41.769180299,-87.68581055,"(41.769180299, -87.68581055)" +9179850,HW324944,06/18/2013 07:30:00 PM,024XX W ADAMS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1125,011,2,28,19,1160206,1898996,2013,02/04/2016 06:33:39 AM,41.878550259,-87.68721927,"(41.878550259, -87.68721927)" +9179857,HW325057,06/18/2013 08:22:00 PM,006XX E 92ND PL,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0633,006,9,44,19,1182037,1843778,2013,02/04/2016 06:33:39 AM,41.726548541,-87.608770355,"(41.726548541, -87.608770355)" +9180672,HW325761,06/19/2013 12:00:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,28,25,19,1142430,1899183,2013,02/04/2016 06:33:39 AM,41.879412082,-87.752485042,"(41.879412082, -87.752485042)" +9181484,HW326592,06/19/2013 08:30:00 PM,014XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1821,018,27,8,19,1173056,1909896,2013,02/04/2016 06:33:39 AM,41.908185345,-87.639713484,"(41.908185345, -87.639713484)" +9181545,HW326678,06/19/2013 09:39:00 PM,078XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0835,008,18,70,19,1161741,1852537,2013,02/04/2016 06:33:39 AM,41.751029358,-87.682874318,"(41.751029358, -87.682874318)" +9181651,HW326763,06/19/2013 10:54:00 PM,067XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161896,1859865,2013,02/04/2016 06:33:39 AM,41.771135238,-87.682103024,"(41.771135238, -87.682103024)" +9182889,HW327638,06/20/2013 04:02:00 PM,002XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153676,1901355,2013,02/04/2016 06:33:39 AM,41.885155992,-87.711133375,"(41.885155992, -87.711133375)" +9182997,HW327821,06/20/2013 05:50:00 PM,016XX W 90TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1167040,1845008,2013,02/04/2016 06:33:39 AM,41.730257119,-87.663670797,"(41.730257119, -87.663670797)" +9183288,HW328036,06/20/2013 08:05:00 PM,088XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0632,006,6,44,19,1179136,1846522,2013,02/04/2016 06:33:39 AM,41.734144934,-87.619313551,"(41.734144934, -87.619313551)" +9184412,HW329085,06/21/2013 01:05:00 PM,081XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,21,71,19,1167423,1850653,2013,02/04/2016 06:33:39 AM,41.745739634,-87.662106458,"(41.745739634, -87.662106458)" +9184421,HW329098,06/21/2013 04:10:00 PM,055XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139169,1905123,2013,02/04/2016 06:33:39 AM,41.895772133,-87.764314462,"(41.895772133, -87.764314462)" +9184723,HW329522,06/21/2013 08:15:00 PM,014XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154596,1892954,2013,02/04/2016 06:33:39 AM,41.862084411,-87.707979723,"(41.862084411, -87.707979723)" +9184724,HW329524,06/21/2013 08:40:00 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150629,1903235,2013,02/04/2016 06:33:39 AM,41.890374989,-87.722273395,"(41.890374989, -87.722273395)" +9184838,HW329590,06/21/2013 08:53:00 PM,097XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,8,50,19,1185588,1840645,2013,02/04/2016 06:33:39 AM,41.717868475,-87.595861142,"(41.717868475, -87.595861142)" +9185575,HW330595,06/22/2013 04:50:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143898,1901492,2013,02/04/2016 06:33:39 AM,41.885720867,-87.74703679,"(41.885720867, -87.74703679)" +9185669,HW330746,06/22/2013 06:48:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0825,008,15,66,19,1161130,1862519,2013,02/04/2016 06:33:39 AM,41.778434068,-87.68483756,"(41.778434068, -87.68483756)" +9185742,HW330809,06/22/2013 08:00:00 PM,093XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1172948,1843019,2013,02/04/2016 06:33:39 AM,41.724670855,-87.642086477,"(41.724670855, -87.642086477)" +9188511,HW333849,06/24/2013 09:54:00 PM,013XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1011,010,24,29,19,1152254,1893538,2013,02/04/2016 06:33:39 AM,41.863733464,-87.716561504,"(41.863733464, -87.716561504)" +9189532,HW334505,06/25/2013 12:30:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1532,015,28,25,19,1143351,1900736,2013,02/04/2016 06:33:39 AM,41.883656549,-87.749064412,"(41.883656549, -87.749064412)" +9190137,HW335295,06/25/2013 08:45:00 PM,0000X E 100TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,9,49,19,1178406,1838682,2013,02/04/2016 06:33:39 AM,41.712647549,-87.62222517,"(41.712647549, -87.62222517)" +9190265,HW335438,06/25/2013 11:50:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899694,2013,02/04/2016 06:33:39 AM,41.880815147,-87.75263391,"(41.880815147, -87.75263391)" +9190317,HW335462,06/25/2013 11:45:00 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152581,1904742,2013,02/04/2016 06:33:39 AM,41.894471978,-87.715064809,"(41.894471978, -87.715064809)" +9191325,HW336128,06/26/2013 01:26:00 PM,069XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1173817,1858895,2013,02/04/2016 06:33:39 AM,41.768217435,-87.638433704,"(41.768217435, -87.638433704)" +9191414,HW336206,06/26/2013 02:53:00 PM,051XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,28,25,19,1142033,1899173,2013,02/04/2016 06:33:39 AM,41.879392004,-87.753943031,"(41.879392004, -87.753943031)" +9191604,HW336521,06/26/2013 05:40:00 PM,050XX W QUINCY ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1533,015,28,25,19,1142683,1898528,2013,02/04/2016 06:33:39 AM,41.877609978,-87.751572357,"(41.877609978, -87.751572357)" +9191769,HW336734,06/26/2013 08:15:00 PM,006XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150273,1904088,2013,02/04/2016 06:33:39 AM,41.89272266,-87.723558542,"(41.89272266, -87.723558542)" +9191804,HW336760,06/26/2013 08:40:00 PM,032XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1134,011,28,27,19,1154832,1897592,2013,02/04/2016 06:33:39 AM,41.874806859,-87.706989173,"(41.874806859, -87.706989173)" +9191874,HW336908,06/26/2013 10:55:00 PM,016XX N LUNA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139155,1910348,2013,02/04/2016 06:33:39 AM,41.91011041,-87.764238574,"(41.91011041, -87.764238574)" +9192973,HW337590,06/27/2013 12:25:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151285,1894182,2013,02/04/2016 06:33:39 AM,41.865519723,-87.720101787,"(41.865519723, -87.720101787)" +9193202,HW337916,06/27/2013 04:40:00 PM,040XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149557,1899032,2013,02/04/2016 06:33:39 AM,41.878862379,-87.726319496,"(41.878862379, -87.726319496)" +9193444,HW338283,06/27/2013 08:35:00 PM,048XX W WALTON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1531,015,37,25,19,1143892,1905870,2013,02/04/2016 06:33:39 AM,41.89773472,-87.746948954,"(41.89773472, -87.746948954)" +9193487,HW338365,06/27/2013 10:00:00 PM,071XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166245,1857406,2013,02/04/2016 06:33:39 AM,41.764295943,-87.666231019,"(41.764295943, -87.666231019)" +9194367,HW339121,06/28/2013 12:35:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152944,1893675,2013,02/04/2016 06:33:39 AM,41.864095777,-87.714024909,"(41.864095777, -87.714024909)" +9194813,HW339774,06/28/2013 08:24:00 PM,047XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0223,002,4,38,19,1181731,1873723,2013,02/04/2016 06:33:39 AM,41.808727686,-87.608967461,"(41.808727686, -87.608967461)" +9194859,HW339802,06/28/2013 09:00:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141508,1898500,2013,02/04/2016 06:33:39 AM,41.877554917,-87.755887399,"(41.877554917, -87.755887399)" +9196126,HW341269,06/29/2013 09:20:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159817,1861830,2013,02/04/2016 06:33:39 AM,41.776570425,-87.689670029,"(41.776570425, -87.689670029)" +9196106,HW341362,06/29/2013 10:55:00 PM,033XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154282,1897831,2013,02/04/2016 06:33:39 AM,41.875473696,-87.709002168,"(41.875473696, -87.709002168)" +9196118,HW341379,06/29/2013 11:10:00 PM,027XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1222,012,2,27,19,1158025,1900568,2013,02/04/2016 06:33:39 AM,41.882908752,-87.695184545,"(41.882908752, -87.695184545)" +9196747,HW342189,06/30/2013 04:20:00 PM,029XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156771,1898881,2013,02/04/2016 06:33:39 AM,41.878304955,-87.699835026,"(41.878304955, -87.699835026)" +9197041,HW342539,06/30/2013 09:00:00 PM,015XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154949,1892203,2013,02/04/2016 06:33:39 AM,41.860016521,-87.706704028,"(41.860016521, -87.706704028)" +9198463,HW344039,07/01/2013 08:29:00 PM,010XX N MASSASOIT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137836,1906254,2013,02/04/2016 06:33:39 AM,41.898899892,-87.769183038,"(41.898899892, -87.769183038)" +9198592,HW344155,07/01/2013 09:05:00 PM,070XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0734,007,17,67,19,1167223,1857999,2013,02/04/2016 06:33:39 AM,41.765902343,-87.66262945,"(41.765902343, -87.66262945)" +9198725,HW344324,07/02/2013 12:45:00 AM,041XX W WILCOX ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1115,011,28,26,19,1148828,1899014,2013,02/04/2016 06:33:39 AM,41.878827102,-87.728996734,"(41.878827102, -87.728996734)" +9199818,HW344903,07/02/2013 01:20:00 PM,072XX S COLES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0334,003,7,43,19,1194462,1857642,2013,02/04/2016 06:33:39 AM,41.764296485,-87.562802322,"(41.764296485, -87.562802322)" +9200218,HW345526,07/02/2013 07:50:00 PM,042XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0213,002,3,38,19,1177865,1876870,2013,02/04/2016 06:33:39 AM,41.817451867,-87.623051594,"(41.817451867, -87.623051594)" +9200220,HW345566,07/02/2013 08:26:00 PM,020XX W ADAMS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,false,false,1223,012,2,28,19,1162657,1899079,2013,02/04/2016 06:33:39 AM,41.878727032,-87.678217385,"(41.878727032, -87.678217385)" +9200253,HW345587,07/02/2013 09:40:00 PM,106XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177164,1834235,2013,02/04/2016 06:33:39 AM,41.700472417,-87.626907339,"(41.700472417, -87.626907339)" +9200306,HW345637,07/02/2013 09:58:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153910,1904748,2013,02/04/2016 06:33:39 AM,41.894462059,-87.710183598,"(41.894462059, -87.710183598)" +9200324,HW345648,07/02/2013 10:30:00 PM,027XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1222,012,2,27,19,1158005,1900841,2013,02/04/2016 06:33:39 AM,41.883658298,-87.695250532,"(41.883658298, -87.695250532)" +9201444,HW346395,07/03/2013 01:59:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1011,010,24,29,19,1151903,1894170,2013,02/04/2016 06:33:39 AM,41.865474657,-87.717833381,"(41.865474657, -87.717833381)" +9201799,HW347001,07/03/2013 08:24:00 PM,028XX W 12TH PL,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1157761,1894297,2013,02/04/2016 06:33:39 AM,41.865705893,-87.696324864,"(41.865705893, -87.696324864)" +9201955,HW347137,07/03/2013 10:45:00 PM,008XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152228,1905442,2013,02/04/2016 06:33:39 AM,41.89639982,-87.716342793,"(41.89639982, -87.716342793)" +9201984,HW347167,07/03/2013 11:53:00 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144095,1898231,2013,02/04/2016 06:33:39 AM,41.876768593,-87.746395256,"(41.876768593, -87.746395256)" +9202820,HW348111,07/04/2013 07:34:00 PM,060XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166376,1864633,2013,02/04/2016 06:33:39 AM,41.78412498,-87.665545186,"(41.78412498, -87.665545186)" +9202850,HW348147,07/04/2013 06:44:00 PM,065XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1172371,1861371,2013,02/04/2016 06:33:39 AM,41.775043809,-87.643661186,"(41.775043809, -87.643661186)" +9203108,HW348594,07/05/2013 02:16:00 AM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144128,1899223,2013,02/04/2016 06:33:39 AM,41.879490143,-87.746249174,"(41.879490143, -87.746249174)" +9203815,HW349182,07/05/2013 12:09:00 PM,095XX S HALSTED ST,1680,GAMBLING,OTHER,CTA BUS STOP,true,false,2223,022,21,73,19,1172656,1841604,2013,02/04/2016 06:33:39 AM,41.720794324,-87.643197622,"(41.720794324, -87.643197622)" +9204336,HW349926,07/05/2013 09:35:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149349,1901928,2013,02/04/2016 06:33:39 AM,41.886813357,-87.727008111,"(41.886813357, -87.727008111)" +9204450,HW350019,07/05/2013 10:50:00 PM,035XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,28,27,19,1152818,1897797,2013,02/04/2016 06:33:39 AM,41.875409493,-87.714378346,"(41.875409493, -87.714378346)" +9204994,HW350697,07/06/2013 02:30:00 PM,055XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174917,1868023,2013,02/04/2016 06:33:39 AM,41.793241202,-87.634129641,"(41.793241202, -87.634129641)" +9205020,HW350704,07/06/2013 02:04:00 PM,018XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1223,012,27,28,19,1164081,1901067,2013,02/04/2016 06:33:39 AM,41.884152322,-87.672932576,"(41.884152322, -87.672932576)" +9205303,HW351094,07/06/2013 08:35:00 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150629,1903229,2013,02/04/2016 06:33:39 AM,41.890358524,-87.722273552,"(41.890358524, -87.722273552)" +9205343,HW351140,07/06/2013 08:35:00 PM,004XX W 60TH PL,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0711,007,20,68,19,1174402,1864804,2013,02/04/2016 06:33:39 AM,41.784419404,-87.636113808,"(41.784419404, -87.636113808)" +9205345,HW351175,07/06/2013 09:30:00 PM,040XX W 21ST PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149830,1889454,2013,02/04/2016 06:33:39 AM,41.852573914,-87.725566066,"(41.852573914, -87.725566066)" +9205951,HW351932,07/07/2013 01:51:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170367,1864045,2013,02/04/2016 06:33:39 AM,41.782425451,-87.650929776,"(41.782425451, -87.650929776)" +9206299,HW352366,07/07/2013 07:30:00 PM,051XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0231,002,3,40,19,1178912,1871028,2013,02/04/2016 06:33:39 AM,41.801397102,-87.619388961,"(41.801397102, -87.619388961)" +9206344,HW352417,07/07/2013 08:15:00 PM,096XX S FOREST AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,6,49,19,1179949,1841131,2013,02/04/2016 06:33:39 AM,41.719332814,-87.616499589,"(41.719332814, -87.616499589)" +9206529,HW352692,07/08/2013 01:15:00 AM,068XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172515,1859501,2013,02/04/2016 06:33:39 AM,41.769909139,-87.643188314,"(41.769909139, -87.643188314)" +9207697,HW353872,07/08/2013 06:15:00 PM,103XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0512,005,34,49,19,1176783,1836209,2013,02/04/2016 06:33:39 AM,41.705897921,-87.628243231,"(41.705897921, -87.628243231)" +9207868,HW353816,07/08/2013 06:10:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0332,003,5,43,19,1188714,1860012,2013,02/04/2016 06:33:39 AM,41.770939329,-87.583794126,"(41.770939329, -87.583794126)" +9209037,HW355378,07/09/2013 07:35:00 PM,105XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0512,005,34,49,19,1177792,1835042,2013,02/04/2016 06:33:39 AM,41.70267278,-87.624583536,"(41.70267278, -87.624583536)" +9209160,HW355482,07/09/2013 09:00:00 PM,056XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168620,1867380,2013,02/04/2016 06:33:39 AM,41.791614955,-87.657238624,"(41.791614955, -87.657238624)" +9209169,HW355486,07/09/2013 08:27:00 PM,003XX E 55TH PL,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0231,002,3,40,19,1179360,1868294,2013,02/04/2016 06:33:39 AM,41.793884535,-87.617829452,"(41.793884535, -87.617829452)" +9209313,HW355662,07/10/2013 12:15:00 AM,057XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138032,1904422,2013,02/04/2016 06:33:39 AM,41.893869117,-87.768507426,"(41.893869117, -87.768507426)" +9210513,HW356517,07/10/2013 04:14:00 PM,011XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1235,012,25,31,19,1169339,1890570,2013,02/04/2016 06:33:39 AM,41.855235085,-87.653929781,"(41.855235085, -87.653929781)" +9212190,HW358353,07/11/2013 08:15:00 PM,113XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2233,022,34,49,19,1174994,1829626,2013,02/04/2016 06:33:39 AM,41.687873195,-87.634989851,"(41.687873195, -87.634989851)" +9212206,HW358356,07/11/2013 08:44:00 PM,015XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151958,1892285,2013,02/04/2016 06:33:39 AM,41.860300917,-87.717681095,"(41.860300917, -87.717681095)" +9212242,HW358394,07/11/2013 08:57:00 PM,034XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153450,1905788,2013,02/04/2016 06:33:39 AM,41.897325075,-87.711845382,"(41.897325075, -87.711845382)" +9213600,HW359735,07/12/2013 06:30:00 PM,060XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166044,1864645,2013,02/04/2016 06:33:39 AM,41.784164979,-87.666762085,"(41.784164979, -87.666762085)" +9213800,HW360083,07/13/2013 12:10:00 AM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156262,1896546,2013,02/04/2016 06:33:39 AM,41.871907774,-87.701767054,"(41.871907774, -87.701767054)" +9214201,HW360588,07/13/2013 11:50:00 AM,011XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139302,1907013,2013,02/04/2016 06:33:39 AM,41.9009561,-87.763779892,"(41.9009561, -87.763779892)" +9214395,HW360708,07/13/2013 01:00:00 PM,043XX W 15TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1011,010,24,29,19,1147751,1892356,2013,02/04/2016 06:33:39 AM,41.860577494,-87.733122246,"(41.860577494, -87.733122246)" +9214533,HW361000,07/13/2013 04:36:00 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143516,1905948,2013,02/04/2016 06:33:39 AM,41.897955805,-87.748328024,"(41.897955805, -87.748328024)" +9214752,HW361281,07/13/2013 08:43:00 PM,057XX N KENMORE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2022,020,48,77,19,1168211,1938222,2013,02/04/2016 06:33:39 AM,41.986019212,-87.656689974,"(41.986019212, -87.656689974)" +9215367,HW362107,07/14/2013 01:15:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142141,1899417,2013,02/04/2016 06:33:39 AM,41.88005957,-87.753540414,"(41.88005957, -87.753540414)" +9215680,HW362580,07/14/2013 07:30:00 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152522,1906628,2013,02/04/2016 06:33:39 AM,41.899648513,-87.715231596,"(41.899648513, -87.715231596)" +9215911,HW362854,07/15/2013 01:00:00 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141451,1902647,2013,02/04/2016 06:33:39 AM,41.888935854,-87.755994253,"(41.888935854, -87.755994253)" +9215864,HW362792,07/14/2013 10:54:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168858,1858721,2013,02/04/2016 06:33:39 AM,41.767848463,-87.656615792,"(41.767848463, -87.656615792)" +9216458,HW363278,07/15/2013 11:05:00 AM,039XX W MONROE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1122,011,28,26,19,1150239,1899373,2013,02/04/2016 06:33:39 AM,41.879784857,-87.723806409,"(41.879784857, -87.723806409)" +9217574,HW364327,07/15/2013 10:00:00 PM,039XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150262,1895745,2013,02/04/2016 06:33:39 AM,41.869828768,-87.723816556,"(41.869828768, -87.723816556)" +9218711,HW365181,07/16/2013 02:38:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1136777,1908357,2013,02/04/2016 06:33:39 AM,41.904689828,-87.773022314,"(41.904689828, -87.773022314)" +9219045,HW365647,07/16/2013 07:34:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174383,1862304,2013,02/04/2016 06:33:39 AM,41.777559552,-87.636257774,"(41.777559552, -87.636257774)" +9219086,HW365686,07/16/2013 07:48:00 PM,105XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177144,1834988,2013,02/04/2016 06:33:39 AM,41.702539206,-87.626957956,"(41.702539206, -87.626957956)" +9219169,HW365817,07/16/2013 06:47:00 PM,042XX W 14TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148127,1893033,2013,02/04/2016 06:33:39 AM,41.862428044,-87.731724612,"(41.862428044, -87.731724612)" +9221757,HW368016,07/18/2013 01:00:00 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155572,1893697,2013,02/04/2016 06:33:39 AM,41.864103719,-87.704376976,"(41.864103719, -87.704376976)" +9222300,HW368776,07/18/2013 08:34:00 PM,079XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1193903,1852833,2013,02/04/2016 06:33:39 AM,41.751113941,-87.565008576,"(41.751113941, -87.565008576)" +9222390,HW368954,07/18/2013 11:41:00 PM,051XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1141970,1899171,2013,02/04/2016 06:33:39 AM,41.879387683,-87.754174409,"(41.879387683, -87.754174409)" +9223766,HW370113,07/19/2013 07:35:00 PM,016XX N LUNA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139157,1910267,2013,02/04/2016 06:33:39 AM,41.909888101,-87.764233201,"(41.909888101, -87.764233201)" +9223964,HW370276,07/19/2013 09:40:00 PM,059XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169339,1865300,2013,02/04/2016 06:33:39 AM,41.785891646,-87.654662395,"(41.785891646, -87.654662395)" +9224903,HW371528,07/20/2013 07:33:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180686,1862399,2013,02/04/2016 06:33:39 AM,41.777677714,-87.6131482,"(41.777677714, -87.6131482)" +9224908,HW371396,07/20/2013 04:45:00 PM,131XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183244,1818421,2013,02/04/2016 06:33:39 AM,41.656937576,-87.605134262,"(41.656937576, -87.605134262)" +9225121,HW371824,07/20/2013 11:12:00 PM,020XX W ADAMS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1223,012,2,28,19,1162662,1899079,2013,02/04/2016 06:33:39 AM,41.878726928,-87.678199026,"(41.878726928, -87.678199026)" +9225127,HW371842,07/21/2013 12:25:00 AM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162200,1861186,2013,02/04/2016 06:33:39 AM,41.774753923,-87.680951932,"(41.774753923, -87.680951932)" +9226100,HW373111,07/21/2013 10:00:00 PM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151924,1893422,2013,02/04/2016 06:33:39 AM,41.863421646,-87.717775977,"(41.863421646, -87.717775977)" +9226170,HW373177,07/21/2013 11:03:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188714,1860012,2013,02/04/2016 06:33:39 AM,41.770939329,-87.583794126,"(41.770939329, -87.583794126)" +9226183,HW373243,07/22/2013 12:42:00 AM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139661,1898456,2013,02/04/2016 06:33:39 AM,41.877468074,-87.762670267,"(41.877468074, -87.762670267)" +9227771,HW374574,07/22/2013 07:50:00 PM,063XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166084,1862685,2013,02/04/2016 06:33:39 AM,41.778785639,-87.666671143,"(41.778785639, -87.666671143)" +9227987,HW374794,07/22/2013 10:21:00 PM,003XX W 124TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0523,005,34,53,19,1176109,1822697,2013,02/04/2016 06:33:39 AM,41.668834062,-87.631114693,"(41.668834062, -87.631114693)" +9229480,HW375486,07/23/2013 01:45:00 PM,019XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153405,1890241,2013,02/04/2016 06:33:39 AM,41.85466335,-87.71242375,"(41.85466335, -87.71242375)" +9229779,HW376160,07/23/2013 08:40:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167402,1863395,2013,02/04/2016 06:33:39 AM,41.780705827,-87.661818922,"(41.780705827, -87.661818922)" +9230609,HW376746,07/24/2013 11:00:00 AM,032XX W CONGRESS PKWY,1680,GAMBLING,OTHER,STREET,true,false,1134,011,28,27,19,1154832,1897592,2013,02/04/2016 06:33:39 AM,41.874806859,-87.706989173,"(41.874806859, -87.706989173)" +9231218,HW377478,07/24/2013 06:45:00 PM,092XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2223,022,21,73,19,1172933,1843542,2013,02/04/2016 06:33:39 AM,41.726106371,-87.64212604,"(41.726106371, -87.64212604)" +9231348,HW377597,07/24/2013 07:17:00 PM,081XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,18,71,19,1166760,1850669,2013,02/04/2016 06:33:39 AM,41.745797707,-87.664535368,"(41.745797707, -87.664535368)" +9231481,HW377723,07/24/2013 09:40:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139681,1899117,2013,02/04/2016 06:33:39 AM,41.87928158,-87.762580691,"(41.87928158, -87.762580691)" +9232355,HW378520,07/25/2013 01:50:00 PM,011XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140817,1907032,2013,02/04/2016 06:33:39 AM,41.900980503,-87.758214635,"(41.900980503, -87.758214635)" +9232409,HW378544,07/25/2013 01:22:00 PM,079XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0422,004,7,46,19,1196880,1852858,2013,02/04/2016 06:33:39 AM,41.751109074,-87.554098766,"(41.751109074, -87.554098766)" +9232713,HW379007,07/25/2013 07:23:00 PM,064XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165445,1862031,2013,02/04/2016 06:33:39 AM,41.777004548,-87.669032293,"(41.777004548, -87.669032293)" +9233575,HW379812,07/26/2013 11:23:00 AM,068XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1165859,1859341,2013,02/04/2016 06:33:39 AM,41.769614049,-87.667590914,"(41.769614049, -87.667590914)" +9234271,HW380762,07/26/2013 09:38:00 PM,037XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0212,002,4,36,19,1181886,1880202,2013,02/04/2016 06:33:39 AM,41.826502965,-87.608198422,"(41.826502965, -87.608198422)" +9234293,HW380824,07/26/2013 10:10:00 PM,014XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1011,010,24,29,19,1147619,1892689,2013,02/04/2016 06:33:39 AM,41.861493819,-87.733598253,"(41.861493819, -87.733598253)" +9234360,HW380951,07/27/2013 12:45:00 AM,004XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0722,007,6,68,19,1174447,1860502,2013,02/04/2016 06:33:39 AM,41.772613237,-87.636076711,"(41.772613237, -87.636076711)" +9234810,HW381445,07/27/2013 12:05:00 PM,002XX N KILBOURN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146356,1900780,2013,02/04/2016 06:33:39 AM,41.883720619,-87.738028555,"(41.883720619, -87.738028555)" +9234857,HW381546,07/27/2013 01:47:00 PM,071XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,6,68,19,1171874,1857412,2013,02/04/2016 06:33:39 AM,41.764190758,-87.645599166,"(41.764190758, -87.645599166)" +9235238,HW381996,07/27/2013 09:00:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154285,1892181,2013,02/04/2016 06:33:39 AM,41.859969423,-87.709141993,"(41.859969423, -87.709141993)" +9235720,HW382616,07/28/2013 10:57:00 AM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1023,010,28,29,19,1158230,1894138,2013,02/04/2016 06:33:39 AM,41.865260018,-87.694607477,"(41.865260018, -87.694607477)" +9235864,HW382798,07/28/2013 01:18:00 PM,070XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167223,1858019,2013,02/04/2016 06:33:39 AM,41.765957226,-87.662628878,"(41.765957226, -87.662628878)" +9236159,HW383230,07/28/2013 07:25:00 PM,015XX S KEDZIE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1022,010,24,29,19,1155281,1892143,2013,02/04/2016 06:33:39 AM,41.859845219,-87.70548695,"(41.859845219, -87.70548695)" +9236197,HW383292,07/28/2013 07:35:00 PM,064XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165775,1861999,2013,02/04/2016 06:33:39 AM,41.776909735,-87.667823427,"(41.776909735, -87.667823427)" +9236323,HW383430,07/28/2013 10:30:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1233,012,2,28,19,1167718,1894517,2013,02/04/2016 06:33:39 AM,41.866101031,-87.659765906,"(41.866101031, -87.659765906)" +9236366,HW383421,07/28/2013 09:55:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147391,1898981,2013,02/04/2016 06:33:39 AM,41.878764192,-87.734274019,"(41.878764192, -87.734274019)" +9237814,HW384204,07/29/2013 02:00:00 PM,018XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151341,1890902,2013,02/04/2016 06:33:39 AM,41.85651792,-87.719982229,"(41.85651792, -87.719982229)" +9237882,HW384350,07/29/2013 03:36:00 PM,013XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154588,1893212,2013,02/04/2016 06:33:39 AM,41.862792551,-87.708002191,"(41.862792551, -87.708002191)" +9238230,HW384771,07/29/2013 08:00:00 PM,019XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154670,1890294,2013,02/04/2016 06:33:39 AM,41.854783593,-87.70777922,"(41.854783593, -87.70777922)" +9238233,HW384794,07/29/2013 08:20:00 PM,017XX W 59TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0715,007,15,67,19,1165573,1865564,2013,02/04/2016 06:33:39 AM,41.786696838,-87.668462901,"(41.786696838, -87.668462901)" +9238249,HW384843,07/29/2013 08:31:00 PM,101XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169287,1837531,2013,02/04/2016 06:33:39 AM,41.709690841,-87.655654932,"(41.709690841, -87.655654932)" +9240190,HW386258,07/30/2013 08:45:00 PM,006XX N SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154260,1904156,2013,02/04/2016 06:33:39 AM,41.892830572,-87.708913968,"(41.892830572, -87.708913968)" +9240305,HW386376,07/30/2013 10:57:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867949,2013,02/04/2016 06:33:39 AM,41.793176681,-87.657277219,"(41.793176681, -87.657277219)" +9241399,HW387179,07/31/2013 02:45:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144170,1898894,2013,02/04/2016 06:33:39 AM,41.878586538,-87.746103221,"(41.878586538, -87.746103221)" +9241469,HW387269,07/31/2013 04:00:00 PM,059XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167680,1865398,2013,02/04/2016 06:33:39 AM,41.786196343,-87.66074228,"(41.786196343, -87.66074228)" +9241517,HW387363,07/31/2013 04:36:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0312,003,20,42,19,1180686,1862406,2013,02/04/2016 06:33:39 AM,41.777696923,-87.613147985,"(41.777696923, -87.613147985)" +9241663,HW387496,07/31/2013 05:52:00 PM,064XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,20,42,19,1185100,1862455,2013,02/04/2016 06:33:39 AM,41.777728804,-87.596964852,"(41.777728804, -87.596964852)" +9241803,HW387699,07/31/2013 09:01:00 PM,006XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150942,1904012,2013,02/04/2016 06:33:39 AM,41.892501035,-87.721103543,"(41.892501035, -87.721103543)" +9243455,HW389033,08/01/2013 08:15:00 PM,053XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140821,1900236,2013,02/04/2016 06:33:39 AM,41.882331378,-87.758367214,"(41.882331378, -87.758367214)" +9243552,HW389139,08/01/2013 09:00:00 PM,064XX S WOOD ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0726,007,15,67,19,1165446,1862024,2013,02/04/2016 06:33:39 AM,41.776985318,-87.669028825,"(41.776985318, -87.669028825)" +9244775,HW390051,08/02/2013 01:50:00 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141408,1897177,2013,02/04/2016 06:33:39 AM,41.87392628,-87.756287237,"(41.87392628, -87.756287237)" +9244846,HW389985,08/02/2013 12:58:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154284,1892249,2013,02/04/2016 06:33:39 AM,41.860156043,-87.709143849,"(41.860156043, -87.709143849)" +9244847,HW390065,08/02/2013 02:05:00 PM,018XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153001,1890633,2013,02/04/2016 06:33:39 AM,41.855747051,-87.713896231,"(41.855747051, -87.713896231)" +9244923,HW390171,08/02/2013 03:05:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180686,1862406,2013,02/04/2016 06:33:39 AM,41.777696923,-87.613147985,"(41.777696923, -87.613147985)" +9245168,HW390567,08/02/2013 07:45:00 PM,006XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141911,1903823,2013,02/04/2016 06:33:39 AM,41.892154434,-87.754275788,"(41.892154434, -87.754275788)" +9245246,HW390626,08/02/2013 08:40:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141493,1898500,2013,02/04/2016 06:33:39 AM,41.877555193,-87.755942476,"(41.877555193, -87.755942476)" +9245271,HW390640,08/02/2013 08:00:00 PM,102XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177404,1837061,2013,02/04/2016 06:33:39 AM,41.708221952,-87.625943556,"(41.708221952, -87.625943556)" +9245319,HW390722,08/02/2013 09:01:00 PM,068XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0321,003,6,42,19,1181743,1859830,2013,02/04/2016 06:33:39 AM,41.770603772,-87.609352546,"(41.770603772, -87.609352546)" +9245900,HW391451,08/03/2013 12:12:00 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166081,1863282,2013,02/04/2016 06:33:39 AM,41.780423947,-87.666665174,"(41.780423947, -87.666665174)" +9245902,HW391479,08/03/2013 12:39:00 PM,041XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148569,1908340,2013,02/04/2016 06:33:39 AM,41.904423652,-87.729706841,"(41.904423652, -87.729706841)" +9246043,HW391670,08/03/2013 03:00:00 PM,015XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152958,1892157,2013,02/04/2016 06:33:39 AM,41.859929935,-87.714013714,"(41.859929935, -87.714013714)" +9246263,HW391921,08/03/2013 06:33:00 PM,069XX S VERNON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0322,003,6,69,19,1180448,1859066,2013,02/04/2016 06:33:39 AM,41.768537094,-87.614122885,"(41.768537094, -87.614122885)" +9246268,HW391940,08/03/2013 07:10:00 PM,053XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140784,1899143,2013,02/04/2016 06:33:39 AM,41.879332727,-87.758529961,"(41.879332727, -87.758529961)" +9246295,HW392029,08/03/2013 06:50:00 PM,055XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166286,1867948,2013,02/04/2016 06:33:39 AM,41.793223666,-87.665780791,"(41.793223666, -87.665780791)" +9246310,HW392069,08/03/2013 08:10:00 PM,060XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165714,1864650,2013,02/04/2016 06:33:39 AM,41.784185713,-87.667971852,"(41.784185713, -87.667971852)" +9246322,HW392066,08/03/2013 08:05:00 PM,056XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168289,1867378,2013,02/04/2016 06:33:39 AM,41.791616604,-87.658452395,"(41.791616604, -87.658452395)" +9246358,HW392108,08/03/2013 09:20:00 PM,017XX N MC VICKER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2513,025,29,25,19,1135808,1910929,2013,02/04/2016 06:33:39 AM,41.911765025,-87.776520463,"(41.911765025, -87.776520463)" +9246377,HW392124,08/03/2013 09:20:00 PM,047XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144531,1903889,2013,02/04/2016 06:33:39 AM,41.892286623,-87.744651871,"(41.892286623, -87.744651871)" +9247138,HW393117,08/04/2013 03:05:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152924,1893675,2013,02/04/2016 06:33:39 AM,41.864096173,-87.714098329,"(41.864096173, -87.714098329)" +9248811,HW394514,08/05/2013 03:27:00 PM,032XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1134,011,28,27,19,1154872,1897607,2013,02/04/2016 06:33:39 AM,41.87484722,-87.706841907,"(41.87484722, -87.706841907)" +9248940,HW394593,08/05/2013 04:18:00 PM,053XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,4,41,19,1186817,1870188,2013,02/04/2016 06:33:39 AM,41.798908247,-87.59042543,"(41.798908247, -87.59042543)" +9250576,HW395913,08/06/2013 02:23:00 PM,021XX E 70TH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0331,003,5,43,19,1191848,1858976,2013,02/04/2016 06:33:39 AM,41.768020942,-87.572339847,"(41.768020942, -87.572339847)" +9250979,HW396503,08/06/2013 09:00:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168858,1858721,2013,02/04/2016 06:33:39 AM,41.767848463,-87.656615792,"(41.767848463, -87.656615792)" +9252927,HW398137,08/07/2013 10:55:00 PM,075XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1165327,1854677,2013,02/04/2016 06:33:39 AM,41.756826676,-87.669672896,"(41.756826676, -87.669672896)" +9254082,HW398942,08/08/2013 01:25:00 PM,043XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147587,1898003,2013,02/04/2016 06:33:39 AM,41.876076689,-87.733579432,"(41.876076689, -87.733579432)" +9254249,HW399261,08/08/2013 07:15:00 PM,003XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150451,1897959,2013,02/04/2016 06:33:39 AM,41.87590055,-87.723064886,"(41.87590055, -87.723064886)" +9254308,HW399303,08/08/2013 07:40:00 PM,032XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154784,1900499,2013,02/04/2016 06:33:39 AM,41.882784926,-87.707087529,"(41.882784926, -87.707087529)" +9255461,HW400243,08/09/2013 01:50:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161131,1862478,2013,02/04/2016 06:33:39 AM,41.778321538,-87.684835027,"(41.778321538, -87.684835027)" +9255611,HW400351,08/09/2013 03:00:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2013,02/04/2016 06:33:39 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +9255641,HW400424,08/09/2013 04:00:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180323,1863734,2013,02/04/2016 06:33:39 AM,41.781349419,-87.614438036,"(41.781349419, -87.614438036)" +9255976,HW400888,08/09/2013 09:15:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153542,1905917,2013,02/04/2016 06:33:39 AM,41.897677234,-87.711504043,"(41.897677234, -87.711504043)" +9256742,HW401873,08/10/2013 02:50:00 PM,067XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165843,1859949,2013,02/04/2016 06:33:39 AM,41.771282822,-87.667632313,"(41.771282822, -87.667632313)" +9257607,HW403026,08/11/2013 11:35:00 AM,071XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163928,1857304,2013,02/04/2016 06:33:39 AM,41.764065037,-87.674726296,"(41.764065037, -87.674726296)" +9257671,HW403101,08/11/2013 12:45:00 PM,077XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1195266,1854162,2013,02/04/2016 06:33:39 AM,41.75472731,-87.559970189,"(41.75472731, -87.559970189)" +9257944,HW403504,08/11/2013 06:38:00 PM,070XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164903,1857993,2013,02/04/2016 06:33:39 AM,41.765935206,-87.671133236,"(41.765935206, -87.671133236)" +9258318,HW403888,08/12/2013 01:43:00 AM,005XX S KOSTNER AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1131,011,24,26,19,1147140,1897299,2013,02/04/2016 06:33:39 AM,41.874153389,-87.735238688,"(41.874153389, -87.735238688)" +9259269,HW404522,08/12/2013 01:30:00 PM,028XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157564,1899894,2013,02/04/2016 06:33:39 AM,41.881068626,-87.696895715,"(41.881068626, -87.696895715)" +9259691,HW405073,08/12/2013 07:24:00 PM,054XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0231,002,3,40,19,1178527,1868888,2013,02/04/2016 06:33:39 AM,41.795533511,-87.620865934,"(41.795533511, -87.620865934)" +9261124,HW406243,08/13/2013 03:45:00 PM,033XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154131,1904471,2013,02/04/2016 06:33:39 AM,41.893697537,-87.709379324,"(41.893697537, -87.709379324)" +9261340,HW406535,08/13/2013 06:50:00 PM,089XX S ADA ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2222,022,21,73,19,1168893,1845547,2013,02/04/2016 06:33:39 AM,41.731696452,-87.656867152,"(41.731696452, -87.656867152)" +9262310,HW407274,08/14/2013 11:05:00 AM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153970,1891576,2013,02/04/2016 06:33:39 AM,41.858315513,-87.710314393,"(41.858315513, -87.710314393)" +9262862,HW407577,08/14/2013 02:20:00 PM,043XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1147484,1901103,2013,02/04/2016 06:33:39 AM,41.884585421,-87.733878113,"(41.884585421, -87.733878113)" +9263084,HW407844,08/14/2013 05:05:00 PM,035XX W 12TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152960,1894061,2013,02/04/2016 06:33:39 AM,41.865154687,-87.71395595,"(41.865154687, -87.71395595)" +9263224,HW408164,08/14/2013 09:00:00 PM,033XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1154310,1896838,2013,02/04/2016 06:33:39 AM,41.872748241,-87.708925885,"(41.872748241, -87.708925885)" +9264698,HW409338,08/15/2013 06:01:00 PM,016XX E 78TH ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0414,004,8,43,19,1188686,1853592,2013,02/04/2016 06:33:39 AM,41.753322958,-87.584101734,"(41.753322958, -87.584101734)" +9264818,HW409512,08/15/2013 09:29:00 PM,011XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1511,015,29,25,19,1136819,1906980,2013,02/04/2016 06:33:39 AM,41.900910418,-87.772901078,"(41.900910418, -87.772901078)" +9266154,HW410750,08/16/2013 06:58:00 PM,005XX E 35TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0212,002,4,35,19,1180685,1881905,2013,02/04/2016 06:33:39 AM,41.831203853,-87.612552184,"(41.831203853, -87.612552184)" +9266269,HW410812,08/16/2013 08:10:00 PM,078XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0623,006,6,69,19,1179391,1853086,2013,02/04/2016 06:33:39 AM,41.752151511,-87.618179506,"(41.752151511, -87.618179506)" +9266393,HW411094,08/16/2013 11:58:00 PM,055XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0231,002,20,40,19,1178988,1868175,2013,02/04/2016 06:33:39 AM,41.793566476,-87.619197166,"(41.793566476, -87.619197166)" +9266985,HW411745,08/17/2013 01:40:00 PM,085XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197294,1848959,2013,02/04/2016 06:33:39 AM,41.740399627,-87.552711315,"(41.740399627, -87.552711315)" +9267288,HW412224,08/17/2013 08:50:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867955,2013,02/04/2016 06:33:39 AM,41.793193146,-87.657277046,"(41.793193146, -87.657277046)" +9268265,HW413470,08/18/2013 08:33:00 PM,056XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174928,1867644,2013,02/04/2016 06:33:39 AM,41.792200942,-87.634100608,"(41.792200942, -87.634100608)" +9270054,HW415083,08/19/2013 09:12:00 PM,082XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183341,1850446,2013,02/04/2016 06:33:39 AM,41.744816062,-87.603786672,"(41.744816062, -87.603786672)" +9270195,HW415297,08/20/2013 01:45:00 AM,066XX S RHODES AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0321,003,20,42,19,1181042,1861132,2013,02/04/2016 06:33:39 AM,41.774192754,-87.611882078,"(41.774192754, -87.611882078)" +9271842,HW416576,08/20/2013 08:30:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0311,003,20,40,19,1179989,1863821,2013,02/04/2016 06:33:39 AM,41.781595812,-87.615659881,"(41.781595812, -87.615659881)" +9271862,HW416630,08/20/2013 09:15:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151276,1903914,2013,02/04/2016 06:33:39 AM,41.892225567,-87.719879463,"(41.892225567, -87.719879463)" +9271887,HW416682,08/20/2013 10:17:00 PM,0000X N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140342,1899707,2013,02/04/2016 06:33:39 AM,41.880888527,-87.760139105,"(41.880888527, -87.760139105)" +9274841,HW419347,08/22/2013 06:53:00 PM,021XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163412,1858553,2013,02/04/2016 06:33:39 AM,41.767503294,-87.676582612,"(41.767503294, -87.676582612)" +9274843,HW419336,08/22/2013 06:27:00 PM,068XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0724,007,17,67,19,1169170,1859394,2013,02/04/2016 06:33:39 AM,41.769688518,-87.655452728,"(41.769688518, -87.655452728)" +9277422,HW421980,08/24/2013 03:27:00 PM,027XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1222,012,2,27,19,1158031,1900842,2013,02/04/2016 06:33:39 AM,41.883660511,-87.69515503,"(41.883660511, -87.69515503)" +9277505,HW422146,08/24/2013 05:55:00 PM,0000X W 112TH PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,0522,005,34,49,19,1178048,1830375,2013,02/04/2016 06:33:39 AM,41.689860079,-87.623786916,"(41.689860079, -87.623786916)" +9277713,HW422365,08/24/2013 09:07:00 PM,010XX E 93RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184707,1843524,2013,02/04/2016 06:33:39 AM,41.725789447,-87.598997917,"(41.725789447, -87.598997917)" +9278218,HW423011,08/25/2013 10:29:00 AM,007XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,6,68,19,1172533,1860444,2013,02/04/2016 06:33:39 AM,41.772496446,-87.643094592,"(41.772496446, -87.643094592)" +9278434,HW423211,08/25/2013 02:10:00 PM,062XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165090,1863283,2013,02/04/2016 06:33:39 AM,41.780447717,-87.670298329,"(41.780447717, -87.670298329)" +9278796,HW423728,08/25/2013 09:30:00 PM,003XX S KILBOURN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146442,1898123,2013,02/04/2016 06:33:39 AM,41.876427862,-87.737780457,"(41.876427862, -87.737780457)" +9278802,HW423730,08/25/2013 08:24:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188713,1860032,2013,02/04/2016 06:33:39 AM,41.770994234,-87.583797152,"(41.770994234, -87.583797152)" +9280217,HW425137,08/26/2013 08:23:00 PM,114XX S STEWART AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2233,022,34,49,19,1175674,1829054,2013,02/04/2016 06:33:39 AM,41.686288386,-87.63251748,"(41.686288386, -87.63251748)" +9280999,HW425792,08/27/2013 12:05:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153396,1904455,2013,02/04/2016 06:33:39 AM,41.893668267,-87.71207917,"(41.893668267, -87.71207917)" +9281303,HW425919,08/27/2013 12:25:00 PM,072XX S JEFFERY BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0333,003,5,43,19,1190801,1857201,2013,02/04/2016 06:33:39 AM,41.763175555,-87.576234786,"(41.763175555, -87.576234786)" +9281799,HW426664,08/27/2013 08:10:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177332,1830687,2013,02/04/2016 06:33:39 AM,41.690732407,-87.626398817,"(41.690732407, -87.626398817)" +9281832,HW426658,08/27/2013 09:14:00 PM,083XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1194621,1850159,2013,02/04/2016 06:33:39 AM,41.743758645,-87.562465304,"(41.743758645, -87.562465304)" +9283526,HW428137,08/28/2013 08:25:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149356,1901928,2013,02/04/2016 06:33:39 AM,41.886813222,-87.726982405,"(41.886813222, -87.726982405)" +9284501,HW428788,08/29/2013 11:30:00 AM,009XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151211,1906087,2013,02/04/2016 06:33:39 AM,41.898189773,-87.720061138,"(41.898189773, -87.720061138)" +9285648,HW429881,08/30/2013 07:40:00 AM,126XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,9,53,19,1174619,1820903,2013,02/04/2016 06:33:39 AM,41.663944219,-87.636620896,"(41.663944219, -87.636620896)" +9286813,HW431076,08/30/2013 09:49:00 PM,007XX E 43RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0214,002,4,38,19,1181981,1876664,2013,02/04/2016 06:33:39 AM,41.816792232,-87.607959473,"(41.816792232, -87.607959473)" +9287126,HW431550,08/31/2013 10:15:00 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141363,1902646,2013,02/04/2016 06:33:39 AM,41.888934734,-87.756317452,"(41.888934734, -87.756317452)" +9287302,HW431735,08/31/2013 12:11:00 PM,013XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1011,010,24,29,19,1151464,1893655,2013,02/04/2016 06:33:39 AM,41.864070063,-87.719458499,"(41.864070063, -87.719458499)" +9287724,HW432356,08/31/2013 09:54:00 PM,064XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165120,1861975,2013,02/04/2016 06:33:39 AM,41.77685776,-87.670225321,"(41.77685776, -87.670225321)" +9287738,HW432396,08/31/2013 10:20:00 PM,047XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144723,1900080,2013,02/04/2016 06:33:39 AM,41.881830664,-87.744042793,"(41.881830664, -87.744042793)" +9288361,HW433168,09/01/2013 02:40:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141424,1898828,2013,02/04/2016 06:33:39 AM,41.878456541,-87.756187731,"(41.878456541, -87.756187731)" +9288526,HW433369,09/01/2013 05:15:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144640,1904219,2013,02/04/2016 06:33:39 AM,41.893190128,-87.744243234,"(41.893190128, -87.744243234)" +9288739,HW433657,09/01/2013 09:45:00 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160723,1865149,2013,02/04/2016 06:33:39 AM,41.785659563,-87.686257097,"(41.785659563, -87.686257097)" +9288761,HW433668,09/01/2013 09:55:00 PM,033XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154155,1904471,2013,02/04/2016 06:33:39 AM,41.893697059,-87.70929118,"(41.893697059, -87.70929118)" +9289372,HW434332,09/02/2013 12:40:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1222,012,2,27,19,1156130,1901478,2013,02/04/2016 06:33:39 AM,41.885444337,-87.702118509,"(41.885444337, -87.702118509)" +9289395,HW434406,09/02/2013 01:17:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167401,1863415,2013,02/04/2016 06:33:39 AM,41.780760731,-87.661822015,"(41.780760731, -87.661822015)" +9289533,HW434541,09/02/2013 03:32:00 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169138,1857034,2013,02/04/2016 06:33:39 AM,41.763213068,-87.655638184,"(41.763213068, -87.655638184)" +9289590,HW434650,09/02/2013 04:04:00 PM,079XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196880,1852879,2013,02/04/2016 06:33:39 AM,41.7511667,-87.554098069,"(41.7511667, -87.554098069)" +9289691,HW434831,09/02/2013 06:35:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143365,1902559,2013,02/04/2016 06:33:39 AM,41.888658818,-87.748967416,"(41.888658818, -87.748967416)" +9289760,HW434913,09/02/2013 08:00:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161296,1856582,2013,02/04/2016 06:33:39 AM,41.76213866,-87.684393216,"(41.76213866, -87.684393216)" +9289830,HW434940,09/02/2013 08:45:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149383,1901929,2013,02/04/2016 06:33:39 AM,41.886815442,-87.726883227,"(41.886815442, -87.726883227)" +9289892,HW435057,09/02/2013 10:55:00 PM,020XX W 70TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164030,1857904,2013,02/04/2016 06:33:39 AM,41.765709377,-87.674335592,"(41.765709377, -87.674335592)" +9290878,HW435804,09/03/2013 01:40:00 PM,032XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154440,1904476,2013,02/04/2016 06:33:39 AM,41.893705086,-87.708244333,"(41.893705086, -87.708244333)" +9290906,HW435726,09/03/2013 12:35:00 PM,057XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0232,002,20,40,19,1179021,1866989,2013,02/04/2016 06:33:39 AM,41.790311227,-87.619112289,"(41.790311227, -87.619112289)" +9291334,HW436357,09/03/2013 06:40:00 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1166859,1871236,2013,02/04/2016 06:33:39 AM,41.802234095,-87.663585717,"(41.802234095, -87.663585717)" +9291481,HW436443,09/03/2013 07:34:00 PM,061XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167718,1864032,2013,02/04/2016 06:33:39 AM,41.782447056,-87.660642136,"(41.782447056, -87.660642136)" +9291379,HW436461,09/03/2013 08:25:00 PM,031XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155622,1896533,2013,02/04/2016 06:33:39 AM,41.871884998,-87.704117117,"(41.871884998, -87.704117117)" +9291436,HW436479,09/03/2013 08:29:00 PM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148144,1898673,2013,02/04/2016 06:33:39 AM,41.877904548,-87.731517054,"(41.877904548, -87.731517054)" +9292325,HW437320,09/04/2013 02:23:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0522,005,34,49,19,1177292,1830686,2013,02/04/2016 06:33:39 AM,41.690730564,-87.626545289,"(41.690730564, -87.626545289)" +9292639,HW437788,09/04/2013 07:24:00 PM,045XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146254,1901076,2013,02/04/2016 06:33:39 AM,41.884534818,-87.738395577,"(41.884534818, -87.738395577)" +9292717,HW437849,09/04/2013 07:50:00 PM,068XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,6,42,19,1181743,1859816,2013,02/04/2016 06:33:39 AM,41.770565355,-87.609352978,"(41.770565355, -87.609352978)" +9292763,HW437923,09/04/2013 08:45:00 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167883,1858076,2013,02/04/2016 06:33:39 AM,41.766099494,-87.660208113,"(41.766099494, -87.660208113)" +9292863,HW438048,09/04/2013 10:23:00 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155571,1893727,2013,02/04/2016 06:33:39 AM,41.864186063,-87.70437984,"(41.864186063, -87.70437984)" +9293765,HW438742,09/05/2013 12:59:00 PM,062XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0313,003,20,42,19,1183522,1863876,2013,02/04/2016 06:33:39 AM,41.78166509,-87.602705494,"(41.78166509, -87.602705494)" +9293821,HW438639,09/05/2013 11:58:00 AM,089XX S MARSHFIELD AVE,1651,GAMBLING,GAME/CARDS,ABANDONED BUILDING,true,false,2221,022,21,73,19,1166911,1845244,2013,02/04/2016 06:33:39 AM,41.730907492,-87.664136644,"(41.730907492, -87.664136644)" +9294363,HW439515,09/05/2013 10:59:00 PM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143658,1898882,2013,02/04/2016 06:33:39 AM,41.878563206,-87.747983503,"(41.878563206, -87.747983503)" +9294404,HW439562,09/06/2013 12:00:00 AM,051XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0231,002,3,40,19,1178472,1870938,2013,02/04/2016 06:33:39 AM,41.801160151,-87.621005324,"(41.801160151, -87.621005324)" +9294427,HW439529,09/05/2013 10:49:00 PM,072XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164607,1856714,2013,02/04/2016 06:33:39 AM,41.762431702,-87.67225421,"(41.762431702, -87.67225421)" +9295154,HW439998,09/06/2013 10:47:00 AM,069XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166210,1858652,2013,02/04/2016 06:33:39 AM,41.767715879,-87.666323888,"(41.767715879, -87.666323888)" +9295892,HW440702,09/06/2013 07:30:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188698,1860527,2013,02/04/2016 06:33:39 AM,41.772352914,-87.583836323,"(41.772352914, -87.583836323)" +9296537,HW441496,09/07/2013 10:49:00 AM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1011,010,24,29,19,1151170,1894442,2013,02/04/2016 06:33:39 AM,41.866235446,-87.720517147,"(41.866235446, -87.720517147)" +9296685,HW441683,09/07/2013 01:22:00 PM,016XX N LUNA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139156,1910308,2013,02/04/2016 06:33:39 AM,41.910000628,-87.764235875,"(41.910000628, -87.764235875)" +9297550,HW442721,09/08/2013 08:00:00 AM,050XX N KENMORE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2024,020,48,3,19,1168340,1933772,2013,02/04/2016 06:33:39 AM,41.973805499,-87.656344875,"(41.973805499, -87.656344875)" +9297697,HW442902,09/08/2013 11:48:00 AM,067XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0331,003,5,43,19,1191371,1860720,2013,02/04/2016 06:33:39 AM,41.77281818,-87.574031806,"(41.77281818, -87.574031806)" +9298200,HW443614,09/08/2013 10:10:00 PM,063XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159137,1862383,2013,02/04/2016 06:33:39 AM,41.778101876,-87.692147777,"(41.778101876, -87.692147777)" +9301471,HW446372,09/10/2013 07:15:00 PM,052XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164571,1870001,2013,02/04/2016 06:33:39 AM,41.798893722,-87.672011626,"(41.798893722, -87.672011626)" +9301476,HW446392,09/10/2013 07:20:00 PM,001XX W 109TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177327,1832344,2013,02/04/2016 06:33:39 AM,41.69527957,-87.626367333,"(41.69527957, -87.626367333)" +9301546,HW446458,09/10/2013 08:30:00 PM,015XX W 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,15,67,19,1166919,1864271,2013,02/04/2016 06:33:39 AM,41.783120018,-87.663564676,"(41.783120018, -87.663564676)" +9301579,HW446492,09/10/2013 09:00:00 PM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142425,1904846,2013,02/04/2016 06:33:39 AM,41.894952133,-87.752362622,"(41.894952133, -87.752362622)" +9303294,HW447793,09/11/2013 05:50:00 PM,005XX N AVERS AVE,1680,GAMBLING,OTHER,STREET,true,false,1122,011,27,23,19,1150629,1903229,2013,02/04/2016 06:33:39 AM,41.890358524,-87.722273552,"(41.890358524, -87.722273552)" +9303315,HW447931,09/11/2013 07:50:00 PM,009XX W 103RD ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2232,022,34,73,19,1171708,1836526,2013,02/04/2016 06:33:39 AM,41.706880342,-87.646818228,"(41.706880342, -87.646818228)" +9304102,HW448542,09/12/2013 10:15:00 AM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142945,1902825,2013,02/04/2016 06:33:39 AM,41.889396593,-87.750503196,"(41.889396593, -87.750503196)" +9304246,HW448552,09/12/2013 10:48:00 AM,033XX W HURON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1121,011,27,23,19,1153830,1904464,2013,02/04/2016 06:33:39 AM,41.89368433,-87.710484987,"(41.89368433, -87.710484987)" +9304885,HW449334,09/12/2013 07:10:00 PM,111XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2234,022,34,75,19,1167595,1830966,2013,02/04/2016 06:33:39 AM,41.691711785,-87.662038687,"(41.691711785, -87.662038687)" +9305930,HW450143,09/13/2013 11:50:00 AM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177937,1831695,2013,02/04/2016 06:33:39 AM,41.693484859,-87.6241535,"(41.693484859, -87.6241535)" +9306664,HW450827,09/13/2013 07:28:00 PM,061XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183505,1864451,2013,02/04/2016 06:33:39 AM,41.783243338,-87.602749908,"(41.783243338, -87.602749908)" +9306773,HW451043,09/13/2013 10:41:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177286,1830686,2013,02/04/2016 06:33:39 AM,41.690730699,-87.626567255,"(41.690730699, -87.626567255)" +9307071,HW451311,09/14/2013 08:41:00 AM,011XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1531,015,37,25,19,1142156,1907046,2013,02/04/2016 06:33:39 AM,41.900994183,-87.753295971,"(41.900994183, -87.753295971)" +9307705,HW452244,09/14/2013 10:05:00 PM,026XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1159768,1858789,2013,02/04/2016 06:33:39 AM,41.768226489,-87.689933063,"(41.768226489, -87.689933063)" +9308613,HW453402,09/15/2013 07:22:00 PM,068XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0722,007,6,68,19,1174135,1859311,2013,02/04/2016 06:33:39 AM,41.769351932,-87.637255748,"(41.769351932, -87.637255748)" +9309989,HW454838,09/16/2013 07:40:00 PM,039XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0214,002,4,38,19,1182257,1879204,2013,02/04/2016 06:33:39 AM,41.823755781,-87.606868273,"(41.823755781, -87.606868273)" +9311583,HW456021,09/17/2013 06:15:00 PM,029XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156642,1898547,2013,02/04/2016 06:33:39 AM,41.877391038,-87.700317732,"(41.877391038, -87.700317732)" +9311776,HW456291,09/17/2013 10:28:00 PM,010XX N AUSTIN BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1136180,1906291,2013,02/04/2016 06:33:39 AM,41.899031146,-87.775264674,"(41.899031146, -87.775264674)" +9311777,HW456285,09/17/2013 10:40:00 PM,003XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,28,19,1160451,1898445,2013,02/04/2016 06:33:39 AM,41.8770332,-87.686334931,"(41.8770332, -87.686334931)" +9312619,HW456834,09/18/2013 11:30:00 AM,042XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148126,1898998,2013,02/04/2016 06:33:39 AM,41.878796732,-87.731574779,"(41.878796732, -87.731574779)" +9313658,HW457859,09/19/2013 01:58:00 AM,034XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153407,1899804,2013,02/04/2016 06:33:39 AM,41.880905236,-87.71216242,"(41.880905236, -87.71216242)" +9314942,HW458957,09/19/2013 08:45:00 PM,015XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155268,1892639,2013,02/04/2016 06:33:39 AM,41.861206558,-87.705521356,"(41.861206558, -87.705521356)" +9316193,HW459942,09/20/2013 03:45:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152924,1893675,2013,02/04/2016 06:33:39 AM,41.864096173,-87.714098329,"(41.864096173, -87.714098329)" +9316433,HW460263,09/20/2013 07:02:00 PM,012XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1233,012,2,28,19,1168296,1894531,2013,02/04/2016 06:33:39 AM,41.866126984,-87.657643628,"(41.866126984, -87.657643628)" +9316456,HW460305,09/20/2013 07:55:00 PM,073XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1180519,1856351,2013,02/04/2016 06:33:39 AM,41.761085221,-87.613945869,"(41.761085221, -87.613945869)" +9316461,HW460325,09/20/2013 08:25:00 PM,057XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0232,002,20,40,19,1179464,1866976,2013,02/04/2016 06:33:39 AM,41.790265444,-87.617488336,"(41.790265444, -87.617488336)" +9317211,HW461218,09/21/2013 01:45:00 PM,014XX W 57TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167886,1866951,2013,02/04/2016 06:33:39 AM,41.790453537,-87.659942383,"(41.790453537, -87.659942383)" +9317263,HW461225,09/21/2013 02:09:00 PM,075XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,DRIVEWAY - RESIDENTIAL,true,false,0624,006,6,69,19,1181540,1855152,2013,02/04/2016 06:33:39 AM,41.757771548,-87.610240807,"(41.757771548, -87.610240807)" +9317266,HW461300,09/21/2013 02:50:00 PM,009XX N MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,26,24,19,1157209,1906325,2013,02/04/2016 06:33:39 AM,41.8987231,-87.698024417,"(41.8987231, -87.698024417)" +9317449,HW461566,09/21/2013 05:55:00 PM,007XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152912,1904796,2013,02/04/2016 06:33:39 AM,41.894613608,-87.713847704,"(41.894613608, -87.713847704)" +9317501,HW461621,09/21/2013 07:03:00 PM,006XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150274,1904020,2013,02/04/2016 06:33:39 AM,41.892536041,-87.723556644,"(41.892536041, -87.723556644)" +9317621,HW461703,09/21/2013 08:33:00 PM,010XX E 93RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184746,1843525,2013,02/04/2016 06:33:39 AM,41.725791279,-87.598855028,"(41.725791279, -87.598855028)" +9318523,HW462964,09/22/2013 07:48:00 PM,071XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,ALLEY,false,false,0832,008,18,66,19,1161608,1857325,2013,02/04/2016 06:33:39 AM,41.764171095,-87.683229109,"(41.764171095, -87.683229109)" +9318543,HW462863,09/22/2013 05:43:00 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144138,1898232,2013,02/04/2016 06:33:39 AM,41.87677053,-87.746237347,"(41.87677053, -87.746237347)" +9318663,HW463117,09/22/2013 11:00:00 PM,064XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161148,1861849,2013,02/04/2016 06:33:39 AM,41.776595123,-87.684790095,"(41.776595123, -87.684790095)" +9319934,HW464064,09/23/2013 05:01:00 PM,039XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0214,002,4,36,19,1182257,1879204,2013,02/04/2016 06:33:39 AM,41.823755781,-87.606868273,"(41.823755781, -87.606868273)" +9320252,HW464390,09/23/2013 09:35:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152961,1896475,2013,02/04/2016 06:33:39 AM,41.871778951,-87.713888331,"(41.871778951, -87.713888331)" +9321709,HW465693,09/24/2013 06:55:00 PM,058XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1513,015,29,25,19,1137461,1900154,2013,02/04/2016 06:33:39 AM,41.882167469,-87.77070733,"(41.882167469, -87.77070733)" +9321772,HW465725,09/24/2013 07:15:00 PM,071XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0323,003,6,69,19,1178840,1857652,2013,02/04/2016 06:33:39 AM,41.764693673,-87.620059931,"(41.764693673, -87.620059931)" +9321933,HW465765,09/24/2013 07:09:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152951,1893675,2013,02/04/2016 06:33:39 AM,41.864095638,-87.713999212,"(41.864095638, -87.713999212)" +9322082,HW466039,09/25/2013 12:05:00 AM,012XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1231,012,2,28,19,1168106,1894837,2013,02/04/2016 06:33:39 AM,41.866970774,-87.658332297,"(41.866970774, -87.658332297)" +9323758,HW467433,09/25/2013 10:40:00 PM,056XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172262,1867518,2013,02/04/2016 06:33:39 AM,41.791914271,-87.643880079,"(41.791914271, -87.643880079)" +9324543,HW467949,09/26/2013 11:13:00 AM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152523,1906601,2013,02/04/2016 06:33:39 AM,41.899574402,-87.715228638,"(41.899574402, -87.715228638)" +9326304,HW469492,09/27/2013 01:10:00 PM,053XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169887,1869474,2013,02/04/2016 06:33:39 AM,41.797333691,-87.652531974,"(41.797333691, -87.652531974)" +9326314,HW469498,09/27/2013 12:30:00 PM,057XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167316,1866715,2013,02/04/2016 06:33:39 AM,41.789818157,-87.662039184,"(41.789818157, -87.662039184)" +9326897,HW470319,09/27/2013 10:00:00 PM,067XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161895,1859892,2013,02/04/2016 06:33:39 AM,41.771209351,-87.682105941,"(41.771209351, -87.682105941)" +9327827,HW471410,09/28/2013 06:13:00 PM,034XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153421,1899804,2013,02/04/2016 06:33:39 AM,41.880904958,-87.712111013,"(41.880904958, -87.712111013)" +9327832,HW471459,09/28/2013 06:40:00 PM,019XX E 79TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,43,19,1190721,1852981,2013,02/04/2016 06:33:39 AM,41.751597449,-87.576664037,"(41.751597449, -87.576664037)" +9327879,HW471552,09/28/2013 08:35:00 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144105,1898231,2013,02/04/2016 06:33:39 AM,41.876768405,-87.746358539,"(41.876768405, -87.746358539)" +9328051,HW471757,09/29/2013 12:08:00 AM,003XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143323,1897786,2013,02/04/2016 06:33:39 AM,41.875561909,-87.749240955,"(41.875561909, -87.749240955)" +9328907,HW472859,09/29/2013 09:00:00 PM,062XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160441,1863273,2013,02/04/2016 06:33:39 AM,41.78051738,-87.687342723,"(41.78051738, -87.687342723)" +9329643,HW473532,09/30/2013 12:00:00 PM,021XX E 87TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0412,004,8,45,19,1191768,1847705,2013,02/04/2016 06:33:39 AM,41.737094305,-87.572998178,"(41.737094305, -87.572998178)" +9330229,HW474342,09/30/2013 09:00:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142383,1899787,2013,02/04/2016 06:33:39 AM,41.881070406,-87.752642615,"(41.881070406, -87.752642615)" +9331132,HW475061,10/01/2013 11:45:00 AM,046XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1145145,1903908,2013,02/04/2016 06:33:39 AM,41.892327179,-87.742396402,"(41.892327179, -87.742396402)" +9331188,HW475074,10/01/2013 12:41:00 PM,017XX N MASON AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,2531,025,29,25,19,1136478,1911018,2013,02/04/2016 06:33:39 AM,41.911997289,-87.774056913,"(41.911997289, -87.774056913)" +9331339,HW475146,10/01/2013 01:50:00 PM,022XX S KEELER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1013,010,22,29,19,1148741,1888857,2013,02/04/2016 06:33:39 AM,41.850956752,-87.72957847,"(41.850956752, -87.72957847)" +9331522,HW475372,10/01/2013 03:45:00 PM,120XX S LOWE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0523,005,34,53,19,1174149,1825055,2013,02/04/2016 06:33:39 AM,41.675348403,-87.638218319,"(41.675348403, -87.638218319)" +9331546,HW475623,10/01/2013 06:45:00 PM,050XX W MONROE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1142971,1899195,2013,02/04/2016 06:33:39 AM,41.879434947,-87.750498251,"(41.879434947, -87.750498251)" +9331799,HW475870,10/01/2013 08:59:00 PM,115XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1177336,1828095,2013,02/04/2016 06:33:39 AM,41.683619483,-87.626462038,"(41.683619483, -87.626462038)" +9331817,HW475922,10/01/2013 09:56:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1222,012,2,27,19,1156041,1901476,2013,02/04/2016 06:33:39 AM,41.885440645,-87.702445389,"(41.885440645, -87.702445389)" +9333140,HW477064,10/02/2013 06:40:00 PM,058XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137420,1904410,2013,02/04/2016 06:33:39 AM,41.893847221,-87.770755425,"(41.893847221, -87.770755425)" +9333413,HW477359,10/02/2013 10:44:00 PM,021XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1225,012,2,28,19,1162185,1899060,2013,02/04/2016 06:33:39 AM,41.878684768,-87.679951005,"(41.878684768, -87.679951005)" +9334809,HW478582,10/03/2013 07:00:00 PM,012XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136471,1907566,2013,02/04/2016 06:33:39 AM,41.902524706,-87.774165299,"(41.902524706, -87.774165299)" +9334883,HW478670,10/03/2013 07:45:00 PM,013XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149264,1893533,2013,02/04/2016 06:33:39 AM,41.863778165,-87.727537845,"(41.863778165, -87.727537845)" +9334889,HW478579,10/03/2013 06:35:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147412,1898982,2013,02/04/2016 06:33:39 AM,41.878766533,-87.734196884,"(41.878766533, -87.734196884)" +9334924,HW478694,10/03/2013 09:07:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142140,1899428,2013,02/04/2016 06:33:39 AM,41.880089774,-87.753543813,"(41.880089774, -87.753543813)" +9335498,HW479198,10/04/2013 10:45:00 AM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150335,1894751,2013,02/04/2016 06:33:39 AM,41.867099694,-87.723574471,"(41.867099694, -87.723574471)" +9336287,HW479886,10/04/2013 06:14:00 PM,010XX E 93RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184758,1843525,2013,02/04/2016 06:33:39 AM,41.725790998,-87.598811072,"(41.725790998, -87.598811072)" +9336348,HW480006,10/04/2013 05:59:00 PM,039XX W POLK ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1132,011,24,26,19,1150346,1896078,2013,02/04/2016 06:33:39 AM,41.870740921,-87.72349948,"(41.870740921, -87.72349948)" +9336357,HW479754,10/04/2013 05:21:00 PM,072XX S COLES AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0334,003,7,43,19,1194467,1857635,2013,02/04/2016 06:33:39 AM,41.764277154,-87.562784226,"(41.764277154, -87.562784226)" +9336480,HW480179,10/04/2013 11:15:00 PM,059XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136575,1905057,2013,02/04/2016 06:33:39 AM,41.895637834,-87.773843386,"(41.895637834, -87.773843386)" +9337135,HW480917,10/05/2013 01:15:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0312,003,20,42,19,1180687,1862338,2013,02/04/2016 06:33:39 AM,41.777510301,-87.613146407,"(41.777510301, -87.613146407)" +9337945,HW482042,10/06/2013 11:55:00 AM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143609,1898880,2013,02/04/2016 06:33:39 AM,41.878558635,-87.748163473,"(41.878558635, -87.748163473)" +9338108,HW482309,10/06/2013 03:55:00 PM,018XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152997,1890766,2013,02/04/2016 06:33:39 AM,41.856112098,-87.713907391,"(41.856112098, -87.713907391)" +9339635,HW483566,10/07/2013 04:15:00 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162200,1861179,2013,02/04/2016 06:33:39 AM,41.774734715,-87.680952127,"(41.774734715, -87.680952127)" +9339919,HW483947,10/07/2013 09:10:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149638,1892056,2013,02/04/2016 06:33:39 AM,41.859717849,-87.726203242,"(41.859717849, -87.726203242)" +9340045,HW484086,10/07/2013 11:25:00 PM,031XX W 13TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155469,1893872,2013,02/04/2016 06:33:39 AM,41.864586008,-87.704750383,"(41.864586008, -87.704750383)" +9340052,HW484095,10/07/2013 11:50:00 PM,029XX E 80TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197475,1852172,2013,02/04/2016 06:33:39 AM,41.749211832,-87.551941268,"(41.749211832, -87.551941268)" +9341198,HW485300,10/08/2013 07:58:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2532,025,37,25,19,1140794,1907902,2013,02/04/2016 06:33:39 AM,41.903368308,-87.758277696,"(41.903368308, -87.758277696)" +9341274,HW485340,10/08/2013 08:30:00 PM,004XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150307,1902802,2013,02/04/2016 06:33:39 AM,41.889193078,-87.723467242,"(41.889193078, -87.723467242)" +9342383,HW486037,10/09/2013 12:43:00 PM,065XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167129,1861430,2013,02/04/2016 06:33:39 AM,41.775319465,-87.662875959,"(41.775319465, -87.662875959)" +9342651,HW486239,10/09/2013 02:45:00 PM,086XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171157,1847591,2013,02/04/2016 06:33:39 AM,41.737256346,-87.648513649,"(41.737256346, -87.648513649)" +9342689,HW486300,10/09/2013 03:45:00 PM,057XX S RACINE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0713,007,16,67,19,1169298,1866822,2013,02/04/2016 06:33:39 AM,41.79006908,-87.654768679,"(41.79006908, -87.654768679)" +9344396,HW488037,10/10/2013 07:29:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143290,1898755,2013,02/04/2016 06:33:39 AM,41.878221582,-87.749337912,"(41.878221582, -87.749337912)" +9345822,HW489104,10/11/2013 04:10:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150609,1903986,2013,02/04/2016 06:33:39 AM,41.892436202,-87.722327205,"(41.892436202, -87.722327205)" +9346837,HW490321,10/12/2013 02:05:00 PM,060XX S RHODES AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0313,003,20,42,19,1180959,1865027,2013,02/04/2016 06:33:39 AM,41.784882919,-87.612066576,"(41.784882919, -87.612066576)" +9347809,HW491589,10/13/2013 03:50:00 PM,068XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168506,1859450,2013,02/04/2016 06:33:39 AM,41.769856525,-87.657885047,"(41.769856525, -87.657885047)" +9348021,HW491856,10/13/2013 08:45:00 PM,106XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1178141,1834245,2013,02/04/2016 06:33:39 AM,41.700477811,-87.623329654,"(41.700477811, -87.623329654)" +9348635,HW492642,10/14/2013 02:43:00 PM,064XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161148,1861862,2013,02/04/2016 06:33:39 AM,41.776630796,-87.684789736,"(41.776630796, -87.684789736)" +9348878,HW492977,10/14/2013 07:10:00 PM,040XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149352,1900184,2013,02/04/2016 06:33:39 AM,41.882027572,-87.727042341,"(41.882027572, -87.727042341)" +9349137,HW493251,10/15/2013 12:24:00 AM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142729,1897869,2013,02/04/2016 06:33:39 AM,41.875800743,-87.75141986,"(41.875800743, -87.75141986)" +9349964,HW493638,10/15/2013 11:00:00 AM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903290,2013,02/04/2016 06:33:39 AM,41.890532455,-87.723502246,"(41.890532455, -87.723502246)" +9350547,HW494382,10/15/2013 08:10:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,DRIVEWAY - RESIDENTIAL,true,false,0621,006,17,69,19,1174782,1853875,2013,02/04/2016 06:33:39 AM,41.754420511,-87.635045905,"(41.754420511, -87.635045905)" +9352801,HW496231,10/17/2013 10:35:00 AM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1522,015,29,25,19,1141453,1898829,2013,02/04/2016 06:33:39 AM,41.87845875,-87.756081223,"(41.87845875, -87.756081223)" +9355020,HW498264,10/18/2013 06:52:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1143291,1898743,2013,02/04/2016 06:33:39 AM,41.878188634,-87.74933454,"(41.878188634, -87.74933454)" +9355121,HW498426,10/18/2013 10:06:00 PM,016XX N LUNA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139155,1910348,2013,02/04/2016 06:33:39 AM,41.91011041,-87.764238574,"(41.91011041, -87.764238574)" +9355977,HW499557,10/19/2013 07:40:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,false,false,1011,010,24,29,19,1151289,1894087,2013,02/04/2016 06:33:39 AM,41.865258953,-87.720089594,"(41.865258953, -87.720089594)" +9356707,HW500503,10/20/2013 03:45:00 PM,067XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168489,1860052,2013,02/04/2016 06:33:39 AM,41.771508856,-87.657930033,"(41.771508856, -87.657930033)" +9356882,HW500734,10/20/2013 07:20:00 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142683,1897867,2013,02/04/2016 06:33:39 AM,41.875796111,-87.751588807,"(41.875796111, -87.751588807)" +9361731,HW504840,10/23/2013 08:07:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150362,1894752,2013,02/04/2016 06:33:39 AM,41.867101912,-87.723475324,"(41.867101912, -87.723475324)" +9365185,HW508242,10/26/2013 03:15:00 PM,053XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,5,41,19,1182489,1869878,2013,02/04/2016 06:33:39 AM,41.798159128,-87.606306599,"(41.798159128, -87.606306599)" +9365538,HW508707,10/26/2013 10:39:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144634,1904218,2013,02/04/2016 06:33:39 AM,41.893187497,-87.744265296,"(41.893187497, -87.744265296)" +9366011,HW509252,10/27/2013 12:43:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150609,1903986,2013,02/04/2016 06:33:39 AM,41.892436202,-87.722327205,"(41.892436202, -87.722327205)" +9368987,HW512340,10/29/2013 06:40:00 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152580,1904804,2013,02/04/2016 06:33:39 AM,41.894642132,-87.71506684,"(41.894642132, -87.71506684)" +9368839,HW512145,10/29/2013 04:25:00 PM,010XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150193,1906754,2013,02/04/2016 06:33:39 AM,41.900039997,-87.72378279,"(41.900039997, -87.72378279)" +9369168,HW512530,10/29/2013 08:34:00 PM,002XX S HAMILTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1225,012,2,28,19,1162107,1898851,2013,02/04/2016 06:33:39 AM,41.878112883,-87.680243245,"(41.878112883, -87.680243245)" +9369356,HW512735,10/30/2013 02:49:00 AM,0000X N LARAMIE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1533,015,28,25,19,1141720,1899657,2013,02/04/2016 06:33:39 AM,41.880725954,-87.755080358,"(41.880725954, -87.755080358)" +9370299,HW498211,05/25/2013 10:40:00 PM,019XX W THOMAS ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,false,false,1212,012,1,24,19,1163105,1907340,2013,02/04/2016 06:33:39 AM,41.901386485,-87.676340171,"(41.901386485, -87.676340171)" +9372137,HW514973,10/31/2013 03:15:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0311,003,20,40,19,1179989,1863814,2013,02/04/2016 06:33:39 AM,41.781576603,-87.615660095,"(41.781576603, -87.615660095)" +9374685,HW517994,11/02/2013 03:10:00 PM,001XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140314,1900548,2013,02/04/2016 06:33:39 AM,41.883196851,-87.760221298,"(41.883196851, -87.760221298)" +9374702,HW517999,11/02/2013 03:05:00 PM,042XX S STATE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,3,38,19,1176980,1876866,2013,02/04/2016 06:33:39 AM,41.817460919,-87.626298122,"(41.817460919, -87.626298122)" +9375600,HW519084,11/03/2013 01:43:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1222,012,2,27,19,1156075,1901477,2013,02/04/2016 06:33:39 AM,41.885442703,-87.702320507,"(41.885442703, -87.702320507)" +9377070,HW520742,11/04/2013 05:53:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149417,1901930,2013,02/04/2016 06:33:39 AM,41.886817527,-87.726758343,"(41.886817527, -87.726758343)" +9384774,HW528174,11/10/2013 12:24:00 PM,055XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174917,1868017,2013,02/04/2016 06:33:39 AM,41.793224738,-87.63412982,"(41.793224738, -87.63412982)" +9384918,HW528416,11/10/2013 04:25:00 PM,099XX S YALE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0511,005,9,49,19,1176366,1839114,2013,02/04/2016 06:33:39 AM,41.713879007,-87.629683319,"(41.713879007, -87.629683319)" +9390230,HW533638,11/14/2013 07:10:00 PM,033XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1153975,1897823,2013,02/04/2016 06:33:39 AM,41.875457866,-87.710129573,"(41.875457866, -87.710129573)" +9391457,HW534585,11/15/2013 02:30:00 PM,051XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141868,1907838,2013,02/04/2016 06:33:39 AM,41.90317286,-87.754334197,"(41.90317286, -87.754334197)" +9397998,HW541105,11/20/2013 02:15:00 PM,002XX W 63RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0722,007,20,68,19,1175503,1863188,2013,02/04/2016 06:33:39 AM,41.779960357,-87.632125441,"(41.779960357, -87.632125441)" +9412889,HW556518,12/03/2013 06:45:00 AM,035XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152502,1904437,2013,02/04/2016 06:33:39 AM,41.89363659,-87.715363022,"(41.89363659, -87.715363022)" +9461791,HX114790,01/14/2014 07:50:00 PM,036XX W GRAND AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1112,011,27,23,19,1152073,1907615,2014,02/04/2016 06:33:39 AM,41.902365801,-87.716854733,"(41.902365801, -87.716854733)" +9500386,HX151303,02/13/2014 09:15:00 PM,024XX N PULASKI RD,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2524,025,30,22,19,1149306,1916014,2014,02/04/2016 06:33:39 AM,41.925467575,-87.726800262,"(41.925467575, -87.726800262)" +9501954,HX156893,02/19/2014 01:40:00 AM,080XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0631,006,6,44,19,1182950,1851926,2014,02/04/2016 06:33:39 AM,41.748886429,-87.605173445,"(41.748886429, -87.605173445)" +9526653,HX181174,03/11/2014 08:50:00 PM,003XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150996,1902046,2014,02/04/2016 06:33:39 AM,41.887105069,-87.720956751,"(41.887105069, -87.720956751)" +9536217,HX190074,03/18/2014 08:10:00 PM,009XX N PULASKI RD,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1112,011,27,23,19,1149554,1905881,2014,02/04/2016 06:33:39 AM,41.89765683,-87.726152565,"(41.89765683, -87.726152565)" +9539394,HX192800,03/20/2014 10:37:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,28,25,19,1144152,1899223,2014,02/04/2016 06:33:39 AM,41.879489692,-87.746161049,"(41.879489692, -87.746161049)" +9544305,HX197519,03/24/2014 09:00:00 PM,032XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154829,1900164,2014,02/04/2016 06:33:39 AM,41.881864751,-87.706931266,"(41.881864751, -87.706931266)" +9547601,HX199780,03/26/2014 04:45:00 PM,073XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0334,003,7,43,19,1193919,1856796,2014,02/04/2016 06:33:39 AM,41.761988329,-87.564820216,"(41.761988329, -87.564820216)" +9549052,HX200848,03/27/2014 12:00:00 PM,077XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0624,006,8,69,19,1183899,1853859,2014,02/04/2016 06:33:39 AM,41.754168689,-87.601635756,"(41.754168689, -87.601635756)" +9550910,HX202635,03/28/2014 11:10:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136778,1908316,2014,02/04/2016 06:33:39 AM,41.904577301,-87.773019624,"(41.904577301, -87.773019624)" +9552567,HX204602,03/30/2014 04:15:00 PM,091XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,2222,022,21,73,19,1170595,1844110,2014,02/04/2016 06:33:39 AM,41.727716243,-87.650673805,"(41.727716243, -87.650673805)" +9552667,HX204895,03/30/2014 09:45:00 PM,041XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148831,1901916,2014,02/04/2016 06:33:39 AM,41.886790456,-87.728910671,"(41.886790456, -87.728910671)" +9553855,HX206014,03/31/2014 06:00:00 PM,011XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,29,19,1155869,1894855,2014,02/04/2016 06:33:39 AM,41.867275419,-87.703255494,"(41.867275419, -87.703255494)" +9553906,HX206032,03/31/2014 06:45:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,28,25,19,1144171,1899224,2014,02/04/2016 06:33:39 AM,41.87949208,-87.746091258,"(41.87949208, -87.746091258)" +9553977,HX206059,03/31/2014 06:36:00 PM,071XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0323,003,6,69,19,1180150,1857731,2014,02/04/2016 06:33:39 AM,41.764880547,-87.615256045,"(41.764880547, -87.615256045)" +9555137,HX207071,04/01/2014 03:52:00 PM,095XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,CONVENIENCE STORE,true,false,0511,005,21,49,19,1175957,1841768,2014,02/04/2016 06:33:39 AM,41.72117111,-87.631101947,"(41.72117111, -87.631101947)" +9555460,HX207512,04/01/2014 09:40:00 PM,018XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136462,1911490,2014,02/04/2016 06:33:39 AM,41.9132928,-87.774104388,"(41.9132928, -87.774104388)" +9556923,HX208758,04/02/2014 09:00:00 PM,074XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0731,007,17,69,19,1175245,1855588,2014,02/04/2016 06:33:39 AM,41.759110864,-87.63329808,"(41.759110864, -87.63329808)" +9560720,HX212415,04/05/2014 07:40:00 PM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177950,1831695,2014,02/04/2016 06:33:39 AM,41.693484566,-87.624105905,"(41.693484566, -87.624105905)" +9562938,HX214730,04/07/2014 06:35:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168859,1858688,2014,02/04/2016 06:33:39 AM,41.767757885,-87.656613078,"(41.767757885, -87.656613078)" +9564616,HX215941,04/08/2014 05:00:00 PM,087XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197281,1847645,2014,02/04/2016 06:33:39 AM,41.736794231,-87.552802609,"(41.736794231, -87.552802609)" +9565483,HX216625,04/09/2014 10:20:00 AM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1533,015,28,25,19,1144159,1899223,2014,02/04/2016 06:33:39 AM,41.879489561,-87.746135346,"(41.879489561, -87.746135346)" +9565753,HX216747,04/09/2014 11:25:00 AM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149451,1901931,2014,02/04/2016 06:33:39 AM,41.886819611,-87.726633459,"(41.886819611, -87.726633459)" +9565794,HX216770,04/09/2014 12:10:00 PM,009XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140136,1905903,2014,02/04/2016 06:33:39 AM,41.897894893,-87.760743714,"(41.897894893, -87.760743714)" +9566183,HX217011,04/09/2014 02:40:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150287,1894750,2014,02/04/2016 06:33:39 AM,41.867097885,-87.723750713,"(41.867097885, -87.723750713)" +9566685,HX217649,04/09/2014 11:21:00 PM,059XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136591,1905057,2014,02/04/2016 06:33:39 AM,41.895637548,-87.773784621,"(41.895637548, -87.773784621)" +9568164,HX218744,04/10/2014 07:27:00 PM,013XX W 98TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169203,1839458,2014,02/04/2016 06:33:39 AM,41.714980639,-87.655907032,"(41.714980639, -87.655907032)" +9568842,HX219303,04/11/2014 10:19:00 AM,028XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157645,1896577,2014,02/04/2016 06:33:39 AM,41.871964805,-87.696688632,"(41.871964805, -87.696688632)" +9569082,HX219426,04/11/2014 11:33:00 AM,062XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164430,1863287,2014,02/04/2016 06:33:39 AM,41.780472633,-87.672717897,"(41.780472633, -87.672717897)" +9569566,HX219922,04/11/2014 06:05:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144171,1899224,2014,02/04/2016 06:33:39 AM,41.87949208,-87.746091258,"(41.87949208, -87.746091258)" +9570470,HX221083,04/12/2014 04:00:00 PM,025XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0832,008,15,66,19,1160777,1858820,2014,02/04/2016 06:33:39 AM,41.768290786,-87.68623372,"(41.768290786, -87.68623372)" +9570631,HX221310,04/12/2014 07:27:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1141508,1898500,2014,02/04/2016 06:33:39 AM,41.877554917,-87.755887399,"(41.877554917, -87.755887399)" +9575588,HX226220,04/16/2014 08:35:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1171763,1861441,2014,02/04/2016 06:33:39 AM,41.775249256,-87.645887975,"(41.775249256, -87.645887975)" +9576840,HX227152,04/17/2014 03:24:00 PM,018XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1223,012,27,28,19,1164094,1901067,2014,02/04/2016 06:33:39 AM,41.884152048,-87.672884839,"(41.884152048, -87.672884839)" +9576892,HX227248,04/17/2014 05:10:00 PM,003XX W NORMAL PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,68,19,1175172,1860096,2014,02/04/2016 06:33:39 AM,41.771482967,-87.633431185,"(41.771482967, -87.633431185)" +9577144,HX227585,04/17/2014 10:09:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142639,1904503,2014,02/04/2016 06:33:39 AM,41.894006921,-87.751585188,"(41.894006921, -87.751585188)" +9577147,HX227565,04/17/2014 09:40:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144825,1897935,2014,02/04/2016 06:33:39 AM,41.875942602,-87.743722357,"(41.875942602, -87.743722357)" +9577220,HX227680,04/17/2014 10:49:00 PM,049XX W CONCORD PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1142971,1910512,2014,02/04/2016 06:33:39 AM,41.910490112,-87.750215832,"(41.910490112, -87.750215832)" +9578404,HX228700,04/18/2014 06:54:00 PM,072XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164606,1856755,2014,02/04/2016 06:33:39 AM,41.762544233,-87.672256721,"(41.762544233, -87.672256721)" +9579158,HX229758,04/19/2014 04:36:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144165,1899224,2014,02/04/2016 06:33:39 AM,41.879492192,-87.746113289,"(41.879492192, -87.746113289)" +9580082,HX230885,04/20/2014 06:55:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150293,1903338,2014,02/04/2016 06:33:39 AM,41.890664191,-87.723504666,"(41.890664191, -87.723504666)" +9580116,HX230890,04/20/2014 07:00:00 PM,058XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137301,1904407,2014,02/04/2016 06:33:39 AM,41.893841129,-87.771192552,"(41.893841129, -87.771192552)" +9582527,HX232806,04/22/2014 11:30:00 AM,051XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142211,1900500,2014,02/04/2016 06:33:39 AM,41.883030158,-87.7532565,"(41.883030158, -87.7532565)" +9582547,HX232720,04/22/2014 10:05:00 AM,057XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164337,1866596,2014,02/04/2016 06:33:39 AM,41.789554916,-87.672965679,"(41.789554916, -87.672965679)" +9582707,HX232904,04/22/2014 12:10:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152917,1893675,2014,02/04/2016 06:33:39 AM,41.864096311,-87.714124026,"(41.864096311, -87.714124026)" +9582915,HX232970,04/22/2014 12:28:00 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0832,008,15,66,19,1162200,1861179,2014,02/04/2016 06:33:39 AM,41.774734715,-87.680952127,"(41.774734715, -87.680952127)" +9583213,HX233537,04/22/2014 07:55:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1167261,1868669,2014,02/04/2016 06:33:39 AM,41.795181344,-87.66218492,"(41.795181344, -87.66218492)" +9585746,HX235905,04/24/2014 06:00:00 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153974,1891452,2014,02/04/2016 06:33:39 AM,41.857975163,-87.710303014,"(41.857975163, -87.710303014)" +9587332,HX237430,04/25/2014 08:35:00 PM,067XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0722,007,6,68,19,1174110,1860227,2014,02/04/2016 06:33:39 AM,41.771866096,-87.637320214,"(41.771866096, -87.637320214)" +9588747,HX239261,04/27/2014 12:52:00 PM,044XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146907,1898970,2014,02/04/2016 06:33:39 AM,41.878743263,-87.736051471,"(41.878743263, -87.736051471)" +9589048,HX239689,04/27/2014 08:03:00 PM,063XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0823,008,15,66,19,1156808,1862448,2014,02/04/2016 06:33:39 AM,41.778327581,-87.700684296,"(41.778327581, -87.700684296)" +9595733,HX246068,05/02/2014 06:59:00 PM,064XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165119,1861995,2014,02/04/2016 06:33:39 AM,41.776912664,-87.670228422,"(41.776912664, -87.670228422)" +9596353,HX246844,05/03/2014 11:28:00 AM,096XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0431,004,7,51,19,1193496,1841520,2014,02/04/2016 06:33:39 AM,41.720080027,-87.566869192,"(41.720080027, -87.566869192)" +9596478,HX246999,05/03/2014 02:45:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139529,1899113,2014,02/04/2016 06:33:39 AM,41.879273376,-87.763138916,"(41.879273376, -87.763138916)" +9596725,HX247431,05/03/2014 08:59:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168858,1858721,2014,02/04/2016 06:33:39 AM,41.767848463,-87.656615792,"(41.767848463, -87.656615792)" +9597367,HX248151,05/04/2014 01:20:00 PM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141837,1906473,2014,02/04/2016 06:33:39 AM,41.899427717,-87.7544819,"(41.899427717, -87.7544819)" +9599109,HX249759,05/05/2014 06:30:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899733,2014,02/04/2016 06:33:39 AM,41.880922186,-87.752636613,"(41.880922186, -87.752636613)" +9600951,HX251348,05/06/2014 07:40:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152924,1893675,2014,02/04/2016 06:33:39 AM,41.864096173,-87.714098329,"(41.864096173, -87.714098329)" +9602277,HX252193,05/07/2014 12:27:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899709,2014,02/04/2016 06:33:39 AM,41.880589322,-87.702037768,"(41.880589322, -87.702037768)" +9605226,HX254745,05/09/2014 12:05:00 PM,039XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150271,1896077,2014,02/04/2016 06:33:39 AM,41.870739638,-87.723774859,"(41.870739638, -87.723774859)" +9605294,HX254819,05/09/2014 12:30:00 PM,023XX W 64TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, GROUNDS",true,false,0825,008,15,66,19,1162090,1862158,2014,02/04/2016 06:33:39 AM,41.777423514,-87.681328162,"(41.777423514, -87.681328162)" +9605566,HX255351,05/09/2014 07:47:00 PM,003XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150565,1902046,2014,02/04/2016 06:33:39 AM,41.887113498,-87.722539517,"(41.887113498, -87.722539517)" +9606345,HX256301,05/10/2014 02:20:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139690,1899117,2014,02/04/2016 06:33:39 AM,41.879281415,-87.762547644,"(41.879281415, -87.762547644)" +9610289,HX260638,05/13/2014 09:15:00 PM,018XX W MONTVALE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2212,022,19,75,19,1165748,1830110,2014,02/04/2016 06:33:39 AM,41.689402074,-87.668824981,"(41.689402074, -87.668824981)" +9612956,HX262613,05/15/2014 12:35:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143197,1904513,2014,02/04/2016 06:33:39 AM,41.894023962,-87.749535559,"(41.894023962, -87.749535559)" +9615685,HX265405,05/17/2014 03:00:00 PM,009XX N MASSASOIT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137851,1905766,2014,02/04/2016 06:33:39 AM,41.897560489,-87.76913973,"(41.897560489, -87.76913973)" +9615687,HX265383,05/17/2014 02:33:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174841,1853877,2014,02/04/2016 06:33:39 AM,41.754424685,-87.63482963,"(41.754424685, -87.63482963)" +9616072,HX265884,05/17/2014 10:47:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899689,2014,02/04/2016 06:33:39 AM,41.880801426,-87.752634034,"(41.880801426, -87.752634034)" +9616984,HX267128,05/18/2014 09:55:00 PM,042XX S STATE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,3,38,19,1176981,1876812,2014,02/04/2016 06:33:39 AM,41.817312716,-87.626296083,"(41.817312716, -87.626296083)" +9619599,HX269665,05/20/2014 06:55:00 PM,008XX E 65TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1183139,1862099,2014,02/04/2016 06:33:39 AM,41.776797761,-87.604164891,"(41.776797761, -87.604164891)" +9620354,HX270298,05/21/2014 10:40:00 AM,045XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146191,1898303,2014,02/04/2016 06:33:39 AM,41.876926579,-87.738697478,"(41.876926579, -87.738697478)" +9620820,HX270634,05/21/2014 02:29:00 PM,004XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150645,1902694,2014,02/04/2016 06:33:39 AM,41.888890116,-87.722228785,"(41.888890116, -87.722228785)" +9621024,HX270960,05/21/2014 06:05:00 PM,120XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1174478,1825069,2014,02/04/2016 06:33:39 AM,41.675379531,-87.637013704,"(41.675379531, -87.637013704)" +9621070,HX271081,05/21/2014 07:10:00 PM,057XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170955,1866800,2014,02/04/2016 06:33:39 AM,41.789972661,-87.648693575,"(41.789972661, -87.648693575)" +9622636,HX272622,05/22/2014 09:03:00 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169925,1856071,2014,02/04/2016 06:33:39 AM,41.760553422,-87.652781606,"(41.760553422, -87.652781606)" +9622702,HX272654,05/22/2014 08:56:00 PM,007XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,2,27,19,1157823,1896441,2014,02/04/2016 06:33:39 AM,41.871587983,-87.696038825,"(41.871587983, -87.696038825)" +9622771,HX272759,05/22/2014 09:10:00 PM,032XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,1713,017,39,14,19,1153721,1931704,2014,02/04/2016 06:33:39 AM,41.968435211,-87.710158159,"(41.968435211, -87.710158159)" +9622775,HX272806,05/22/2014 08:00:00 PM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1157971,1931783,2014,02/04/2016 06:33:39 AM,41.968566101,-87.69452891,"(41.968566101, -87.69452891)" +9623640,HX273364,05/23/2014 02:00:00 PM,055XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139673,1899117,2014,02/04/2016 06:33:39 AM,41.879281726,-87.762610066,"(41.879281726, -87.762610066)" +9623711,HX273464,05/23/2014 03:10:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144159,1899223,2014,02/04/2016 06:33:39 AM,41.879489561,-87.746135346,"(41.879489561, -87.746135346)" +9624033,HX273922,05/23/2014 07:55:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147391,1898981,2014,02/04/2016 06:33:39 AM,41.878764192,-87.734274019,"(41.878764192, -87.734274019)" +9625115,HX275353,05/25/2014 12:01:00 AM,036XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151818,1905092,2014,02/04/2016 06:33:39 AM,41.895447466,-87.717857879,"(41.895447466, -87.717857879)" +9625564,HX275903,05/25/2014 01:09:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169301,1866721,2014,02/04/2016 06:33:39 AM,41.78979186,-87.654760601,"(41.78979186, -87.654760601)" +9626447,HX277122,05/26/2014 01:30:00 PM,044XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146795,1899293,2014,02/04/2016 06:33:39 AM,41.879631751,-87.736454469,"(41.879631751, -87.736454469)" +9626769,HX277638,05/26/2014 06:59:00 PM,007XX E 92ND PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0633,006,9,44,19,1182799,1843802,2014,02/04/2016 06:33:39 AM,41.726596765,-87.605978356,"(41.726596765, -87.605978356)" +9626881,HX277674,05/26/2014 10:12:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154525,1901440,2014,02/04/2016 06:33:39 AM,41.885372306,-87.708013413,"(41.885372306, -87.708013413)" +9627828,HX278596,05/27/2014 03:37:00 PM,099XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0511,005,9,49,19,1176036,1839201,2014,02/04/2016 06:33:39 AM,41.714125141,-87.6308893,"(41.714125141, -87.6308893)" +9630837,HX281662,05/29/2014 07:29:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867955,2014,02/04/2016 06:33:39 AM,41.793193146,-87.657277046,"(41.793193146, -87.657277046)" +9630988,HX281855,05/29/2014 09:55:00 PM,007XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0935,009,3,61,19,1172302,1868398,2014,02/04/2016 06:33:39 AM,41.794328206,-87.643707522,"(41.794328206, -87.643707522)" +9632303,HX283092,05/30/2014 07:52:00 PM,017XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140792,1911123,2014,02/04/2016 06:33:39 AM,41.912207136,-87.758205713,"(41.912207136, -87.758205713)" +9632387,HX283268,05/30/2014 10:15:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141453,1898829,2014,02/04/2016 06:33:39 AM,41.87845875,-87.756081223,"(41.87845875, -87.756081223)" +9632904,HX283867,05/31/2014 11:59:00 AM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154285,1892195,2014,02/04/2016 06:33:39 AM,41.860007841,-87.709141619,"(41.860007841, -87.709141619)" +9634321,HX285861,06/01/2014 09:49:00 PM,004XX S LOTUS AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1139957,1897364,2014,02/04/2016 06:33:39 AM,41.874466078,-87.761610127,"(41.874466078, -87.761610127)" +9634453,HX285972,06/01/2014 11:41:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860617,2014,02/04/2016 06:33:39 AM,41.772599929,-87.58384078,"(41.772599929, -87.58384078)" +9635898,HX287153,06/02/2014 07:00:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,false,false,1021,010,24,29,19,1153932,1892909,2014,02/04/2016 06:33:39 AM,41.861974172,-87.710418378,"(41.861974172, -87.710418378)" +9636002,HX287243,06/02/2014 07:40:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149417,1901930,2014,02/04/2016 06:33:39 AM,41.886817527,-87.726758343,"(41.886817527, -87.726758343)" +9636041,HX287278,06/02/2014 08:50:00 PM,045XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146167,1898302,2014,02/04/2016 06:33:39 AM,41.876924291,-87.738785625,"(41.876924291, -87.738785625)" +9637080,HX288001,06/03/2014 12:15:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1533,015,28,25,19,1144159,1899223,2014,02/04/2016 06:33:39 AM,41.879489561,-87.746135346,"(41.879489561, -87.746135346)" +9637590,HX288323,06/03/2014 02:55:00 PM,096XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0431,004,7,51,19,1193496,1841520,2014,02/04/2016 06:33:39 AM,41.720080027,-87.566869192,"(41.720080027, -87.566869192)" +9637965,HX289042,06/04/2014 12:05:00 AM,052XX S BISHOP ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0934,009,16,61,19,1167552,1870096,2014,02/04/2016 06:33:39 AM,41.799090959,-87.661076896,"(41.799090959, -87.661076896)" +9639377,HX290123,06/04/2014 06:25:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153933,1892880,2014,02/04/2016 06:33:39 AM,41.861894573,-87.71041548,"(41.861894573, -87.71041548)" +9639509,HX290371,06/04/2014 10:45:00 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139439,1897791,2014,02/04/2016 06:33:39 AM,41.875647275,-87.763501614,"(41.875647275, -87.763501614)" +9640720,HX291350,06/05/2014 05:31:00 PM,002XX W 110TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1176640,1831995,2014,02/04/2016 06:33:39 AM,41.694337309,-87.628893102,"(41.694337309, -87.628893102)" +9640931,HX291695,06/05/2014 10:00:00 PM,043XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147458,1898000,2014,02/04/2016 06:33:39 AM,41.87607093,-87.734053156,"(41.87607093, -87.734053156)" +9640995,HX291771,06/05/2014 11:25:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150608,1904040,2014,02/04/2016 06:33:39 AM,41.892584403,-87.722329466,"(41.892584403, -87.722329466)" +9642357,HX292926,06/06/2014 07:45:00 PM,0000X S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139888,1899386,2014,02/04/2016 06:33:39 AM,41.88001597,-87.761814033,"(41.88001597, -87.761814033)" +9641667,HX292204,06/06/2014 10:40:00 AM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153912,1904667,2014,02/04/2016 06:33:39 AM,41.894239748,-87.710178413,"(41.894239748, -87.710178413)" +9642475,HX293035,06/06/2014 08:27:00 PM,0000X W 114TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1178044,1829379,2014,02/04/2016 06:33:39 AM,41.687126999,-87.623831592,"(41.687126999, -87.623831592)" +9643307,HX294111,06/07/2014 05:55:00 PM,030XX E 79TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0422,004,7,46,19,1198018,1853175,2014,02/04/2016 06:33:39 AM,41.751950586,-87.549918085,"(41.751950586, -87.549918085)" +9643445,HX294333,06/07/2014 08:35:00 PM,010XX W MAXWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1232,012,2,28,19,1169645,1894016,2014,02/04/2016 06:33:39 AM,41.86468454,-87.652706358,"(41.86468454, -87.652706358)" +9643545,HX294406,06/07/2014 10:17:00 PM,040XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149226,1900662,2014,02/04/2016 06:33:39 AM,41.883341699,-87.727492625,"(41.883341699, -87.727492625)" +9643842,HX294840,06/08/2014 09:30:00 AM,087XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196908,1847494,2014,02/04/2016 06:33:39 AM,41.73638915,-87.554174141,"(41.73638915, -87.554174141)" +9644149,HX295209,06/08/2014 04:00:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141446,1898829,2014,02/04/2016 06:33:39 AM,41.878458879,-87.756106926,"(41.878458879, -87.756106926)" +9644351,HX295522,06/08/2014 07:50:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159818,1861817,2014,02/04/2016 06:33:39 AM,41.776534731,-87.68966672,"(41.776534731, -87.68966672)" +9644543,HX295716,06/08/2014 10:09:00 PM,033XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,1724,017,33,16,19,1153257,1926393,2014,02/04/2016 06:33:39 AM,41.953870729,-87.712005873,"(41.953870729, -87.712005873)" +9645850,HX296869,06/09/2014 06:35:00 PM,038XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150773,1899737,2014,02/04/2016 06:33:39 AM,41.880773289,-87.721836097,"(41.880773289, -87.721836097)" +9645903,HX296999,06/09/2014 08:05:00 PM,049XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,4,38,19,1181430,1872469,2014,02/04/2016 06:33:39 AM,41.805293563,-87.610110156,"(41.805293563, -87.610110156)" +9645959,HX296985,06/09/2014 07:45:00 PM,064XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0314,003,20,42,19,1185100,1862455,2014,02/04/2016 06:33:39 AM,41.777728804,-87.596964852,"(41.777728804, -87.596964852)" +9645983,HX297088,06/09/2014 09:33:00 PM,040XX W 21ST PL,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1012,010,24,29,19,1149790,1889453,2014,02/04/2016 06:33:39 AM,41.852571947,-87.725712905,"(41.852571947, -87.725712905)" +9646647,HX297608,06/10/2014 11:30:00 AM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1533,015,28,25,19,1144171,1899224,2014,02/04/2016 06:33:39 AM,41.87949208,-87.746091258,"(41.87949208, -87.746091258)" +9648081,HX298858,06/11/2014 10:15:00 AM,045XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146281,1900594,2014,02/04/2016 06:33:39 AM,41.883211641,-87.7383087,"(41.883211641, -87.7383087)" +9650465,HX300592,06/12/2014 02:42:00 PM,072XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0324,003,5,69,19,1184473,1857325,2014,02/04/2016 06:33:39 AM,41.763666319,-87.599423896,"(41.763666319, -87.599423896)" +9650804,HX301048,06/12/2014 08:54:00 PM,088XX S BURLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0424,004,7,46,19,1199202,1847048,2014,02/04/2016 06:33:39 AM,41.735107995,-87.545784851,"(41.735107995, -87.545784851)" +9652095,HX302387,06/13/2014 08:44:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153910,1904735,2014,02/04/2016 06:33:39 AM,41.894426386,-87.710183945,"(41.894426386, -87.710183945)" +9652225,HX302515,06/13/2014 10:06:00 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152543,1905957,2014,02/04/2016 06:33:39 AM,41.897806809,-87.715172221,"(41.897806809, -87.715172221)" +9652751,HX303218,06/14/2014 01:10:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144251,1898895,2014,02/04/2016 06:33:39 AM,41.878587761,-87.745805777,"(41.878587761, -87.745805777)" +9652853,HX303414,06/14/2014 04:00:00 PM,072XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164607,1856714,2014,02/04/2016 06:33:39 AM,41.762431702,-87.67225421,"(41.762431702, -87.67225421)" +9652998,HX303636,06/14/2014 07:24:00 PM,015XX S KOMENSKY AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1012,010,24,29,19,1149637,1892104,2014,02/04/2016 06:33:39 AM,41.859849586,-87.726205667,"(41.859849586, -87.726205667)" +9653233,HX303900,06/14/2014 11:22:00 PM,051XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0231,002,3,40,19,1178475,1870836,2014,02/04/2016 06:33:39 AM,41.800880186,-87.620997423,"(41.800880186, -87.620997423)" +9653234,HX303917,06/14/2014 11:23:00 PM,052XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141493,1898500,2014,02/04/2016 06:33:39 AM,41.877555193,-87.755942476,"(41.877555193, -87.755942476)" +9653754,HX304485,06/15/2014 01:10:00 PM,011XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1136821,1906912,2014,02/04/2016 06:33:39 AM,41.900723781,-87.772895364,"(41.900723781, -87.772895364)" +9654326,HX305246,06/16/2014 01:10:00 AM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1177297,1830686,2014,02/04/2016 06:33:39 AM,41.690730451,-87.626526984,"(41.690730451, -87.626526984)" +9655840,HX306558,06/16/2014 09:30:00 PM,043XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147598,1897339,2014,02/04/2016 06:33:39 AM,41.874254384,-87.733556079,"(41.874254384, -87.733556079)" +9657260,HX307443,06/17/2014 03:15:00 PM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141836,1906500,2014,02/04/2016 06:33:39 AM,41.899501827,-87.754484904,"(41.899501827, -87.754484904)" +9661609,HX311340,06/20/2014 10:55:00 AM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151276,1903921,2014,02/04/2016 06:33:39 AM,41.892244775,-87.719879279,"(41.892244775, -87.719879279)" +9662140,HX311853,06/20/2014 05:16:00 PM,001XX W 109TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177313,1832344,2014,02/04/2016 06:33:39 AM,41.695279885,-87.626418591,"(41.695279885, -87.626418591)" +9662330,HX312124,06/20/2014 08:55:00 PM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1011,010,24,29,19,1151920,1893551,2014,02/04/2016 06:33:39 AM,41.863775716,-87.717787266,"(41.863775716, -87.717787266)" +9662417,HX312200,06/20/2014 09:50:00 PM,012XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1154229,1894146,2014,02/04/2016 06:33:39 AM,41.865362718,-87.709295125,"(41.865362718, -87.709295125)" +9663971,HX314142,06/22/2014 12:45:00 PM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141317,1901710,2014,02/04/2016 06:33:39 AM,41.886367084,-87.756509491,"(41.886367084, -87.756509491)" +9664340,HX314661,06/22/2014 07:33:00 PM,075XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1188841,1855421,2014,02/04/2016 06:33:39 AM,41.758338193,-87.583475305,"(41.758338193, -87.583475305)" +9664466,HX314814,06/22/2014 10:26:00 PM,055XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139647,1898125,2014,02/04/2016 06:33:39 AM,41.876560022,-87.762729752,"(41.876560022, -87.762729752)" +9664475,HX314848,06/22/2014 10:50:00 PM,118XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,53,19,1176086,1826340,2014,02/04/2016 06:33:39 AM,41.678831545,-87.631090213,"(41.678831545, -87.631090213)" +9665872,HX315982,06/23/2014 06:48:00 PM,089XX S BRANDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1198877,1846299,2014,02/04/2016 06:33:39 AM,41.733060836,-87.547000559,"(41.733060836, -87.547000559)" +9667100,HX317080,06/24/2014 03:20:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160129,1862505,2014,02/04/2016 06:33:39 AM,41.778416306,-87.68850769,"(41.778416306, -87.68850769)" +9667531,HX317645,06/24/2014 10:20:00 PM,067XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168819,1860102,2014,02/04/2016 06:33:39 AM,41.771638944,-87.656718922,"(41.771638944, -87.656718922)" +9668602,HX318390,06/25/2014 02:43:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0413,004,8,47,19,1184831,1843910,2014,02/04/2016 06:33:39 AM,41.726845772,-87.598531633,"(41.726845772, -87.598531633)" +9670249,HX320052,06/26/2014 06:50:00 PM,001XX W 103RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,9,49,19,1176968,1836653,2014,02/04/2016 06:33:39 AM,41.707112161,-87.627552452,"(41.707112161, -87.627552452)" +9671165,HX320863,06/27/2014 11:22:00 AM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149417,1901930,2014,02/04/2016 06:33:39 AM,41.886817527,-87.726758343,"(41.886817527, -87.726758343)" +9671579,HX321087,06/27/2014 01:30:00 PM,092XX S HARPER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1188061,1844024,2014,02/04/2016 06:33:39 AM,41.727082329,-87.586696298,"(41.727082329, -87.586696298)" +9671854,HX321470,06/27/2014 06:01:00 PM,037XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1011,010,24,29,19,1151783,1893036,2014,02/04/2016 06:33:39 AM,41.862365191,-87.718303732,"(41.862365191, -87.718303732)" +9673992,HX324239,06/29/2014 06:56:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188713,1860032,2014,02/04/2016 06:33:39 AM,41.770994234,-87.583797152,"(41.770994234, -87.583797152)" +9675335,HX325373,06/30/2014 02:55:00 PM,012XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136800,1907609,2014,02/04/2016 06:33:39 AM,41.902636812,-87.772955776,"(41.902636812, -87.772955776)" +9675493,HX325726,06/30/2014 06:51:00 PM,053XX W MONROE ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1522,015,29,25,19,1140823,1899144,2014,02/04/2016 06:33:39 AM,41.879334754,-87.758386733,"(41.879334754, -87.758386733)" +9675565,HX325727,06/30/2014 06:45:00 PM,071XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163929,1857250,2014,02/04/2016 06:33:39 AM,41.763916833,-87.674724146,"(41.763916833, -87.674724146)" +9675994,HX326171,07/01/2014 07:01:00 AM,035XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152786,1905775,2014,02/04/2016 06:33:39 AM,41.897302575,-87.714284525,"(41.897302575, -87.714284525)" +9678125,HX328096,07/02/2014 11:35:00 AM,029XX E 80TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0422,004,7,46,19,1197420,1852497,2014,02/04/2016 06:33:39 AM,41.750105026,-87.552131992,"(41.750105026, -87.552131992)" +9678368,HX328236,07/02/2014 12:59:00 PM,088XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1175704,1846415,2014,02/04/2016 06:33:39 AM,41.733928755,-87.631889929,"(41.733928755, -87.631889929)" +9678522,HX328536,07/02/2014 05:06:00 PM,001XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150418,1898962,2014,02/04/2016 06:33:39 AM,41.878653537,-87.72315987,"(41.878653537, -87.72315987)" +9678818,HX328926,07/02/2014 10:05:00 PM,012XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136471,1907559,2014,02/04/2016 06:33:39 AM,41.902505497,-87.774165467,"(41.902505497, -87.774165467)" +9679807,HX329640,07/03/2014 01:30:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144220,1899225,2014,02/04/2016 06:33:39 AM,41.879493904,-87.74591131,"(41.879493904, -87.74591131)" +9680319,HX330175,07/03/2014 06:40:00 PM,021XX E 71ST ST,1661,GAMBLING,GAME/DICE,GROCERY FOOD STORE,true,false,0331,003,5,43,19,1191535,1858334,2014,02/04/2016 06:33:39 AM,41.766266837,-87.573507904,"(41.766266837, -87.573507904)" +9680367,HX330190,07/03/2014 07:30:00 PM,007XX E 92ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,9,44,19,1182752,1843801,2014,02/04/2016 06:33:39 AM,41.72659511,-87.606150551,"(41.72659511, -87.606150551)" +9680491,HX330451,07/03/2014 11:20:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184831,1843883,2014,02/04/2016 06:33:39 AM,41.726771681,-87.598532478,"(41.726771681, -87.598532478)" +9680894,HX330956,07/04/2014 12:10:00 PM,028XX W MADISON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1124,011,2,27,19,1157509,1899893,2014,02/04/2016 06:33:39 AM,41.881067001,-87.697097699,"(41.881067001, -87.697097699)" +9682318,HX332835,07/05/2014 09:10:00 PM,0000X S MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137282,1899312,2014,02/04/2016 06:33:39 AM,41.879860127,-87.771384873,"(41.879860127, -87.771384873)" +9683260,HX333940,07/06/2014 06:16:00 PM,041XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148828,1899014,2014,02/04/2016 06:33:39 AM,41.878827102,-87.728996734,"(41.878827102, -87.728996734)" +9683442,HX334247,07/06/2014 10:00:00 PM,068XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168840,1859344,2014,02/04/2016 06:33:39 AM,41.769558443,-87.656663804,"(41.769558443, -87.656663804)" +9684834,HX335465,07/07/2014 06:35:00 PM,071XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0735,007,17,67,19,1163927,1857338,2014,02/04/2016 06:33:39 AM,41.764158359,-87.674729007,"(41.764158359, -87.674729007)" +9685019,HX335622,07/07/2014 08:28:00 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0733,007,17,68,19,1169924,1856111,2014,02/04/2016 06:33:39 AM,41.760663209,-87.652784111,"(41.760663209, -87.652784111)" +9687872,HX337790,07/09/2014 10:50:00 AM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144627,1904218,2014,02/04/2016 06:33:39 AM,41.893187629,-87.744291004,"(41.893187629, -87.744291004)" +9688136,HX338289,07/09/2014 05:15:00 PM,030XX W MADISON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1124,011,28,27,19,1156085,1899864,2014,02/04/2016 06:33:39 AM,41.881016272,-87.702327338,"(41.881016272, -87.702327338)" +9688407,HX338587,07/09/2014 09:36:00 PM,021XX W 69TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0735,007,17,67,19,1163424,1858553,2014,02/04/2016 06:33:39 AM,41.767503043,-87.676538627,"(41.767503043, -87.676538627)" +9688418,HX338530,07/09/2014 08:26:00 PM,077XX S PAULINA ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0611,006,17,71,19,1166356,1853380,2014,02/04/2016 06:33:39 AM,41.753245682,-87.665938655,"(41.753245682, -87.665938655)" +9690260,HX340060,07/10/2014 11:23:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142619,1904503,2014,02/04/2016 06:33:39 AM,41.894007293,-87.751658643,"(41.894007293, -87.751658643)" +9691449,HX341189,07/11/2014 06:08:00 PM,018XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148681,1890640,2014,02/04/2016 06:33:39 AM,41.855850686,-87.729752686,"(41.855850686, -87.729752686)" +9691575,HX341380,07/11/2014 08:50:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177274,1830686,2014,02/04/2016 06:33:39 AM,41.690730969,-87.626611188,"(41.690730969, -87.626611188)" +9692246,HX342279,07/12/2014 02:26:00 PM,064XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1162181,1861860,2014,02/04/2016 06:33:39 AM,41.776603868,-87.681002842,"(41.776603868, -87.681002842)" +9692676,HX342753,07/12/2014 09:06:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188695,1860637,2014,02/04/2016 06:33:39 AM,41.772654834,-87.583843806,"(41.772654834, -87.583843806)" +9693487,HX343826,07/13/2014 06:46:00 PM,008XX E 65TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0312,003,20,42,19,1183162,1862099,2014,02/04/2016 06:33:39 AM,41.776797226,-87.604080575,"(41.776797226, -87.604080575)" +9694802,HX345261,07/14/2014 07:28:00 PM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151921,1893527,2014,02/04/2016 06:33:39 AM,41.863709837,-87.717784226,"(41.863709837, -87.717784226)" +9695967,HX346282,07/15/2014 03:45:00 PM,004XX W 76TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174821,1854541,2014,02/04/2016 06:33:39 AM,41.756247227,-87.634883168,"(41.756247227, -87.634883168)" +9696341,HX346761,07/15/2014 10:20:00 AM,055XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1712,017,40,13,19,1154044,1936693,2014,02/04/2016 06:33:39 AM,41.982118858,-87.708836767,"(41.982118858, -87.708836767)" +9696359,HX346745,07/15/2014 10:40:00 PM,079XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1194232,1852897,2014,02/04/2016 06:33:39 AM,41.751281494,-87.563800882,"(41.751281494, -87.563800882)" +9697355,HX347336,07/16/2014 11:40:00 AM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1112,011,27,23,19,1151875,1906080,2014,02/04/2016 06:33:39 AM,41.898157514,-87.717622489,"(41.898157514, -87.717622489)" +9697894,HX347987,07/16/2014 08:12:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0624,006,8,44,19,1183279,1852574,2014,02/04/2016 06:33:39 AM,41.750656962,-87.60394775,"(41.750656962, -87.60394775)" +9699673,HX349544,07/17/2014 11:22:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150607,1904067,2014,02/04/2016 06:33:39 AM,41.892658513,-87.722332432,"(41.892658513, -87.722332432)" +9700836,HX350901,07/18/2014 10:00:00 PM,015XX E 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,5,42,19,1187267,1864691,2014,02/04/2016 06:33:39 AM,41.783813376,-87.588949747,"(41.783813376, -87.588949747)" +9700942,HX351049,07/19/2014 12:40:00 AM,029XX W WILCOX ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1124,011,2,27,19,1156727,1899212,2014,02/04/2016 06:33:39 AM,41.879214143,-87.699987616,"(41.879214143, -87.699987616)" +9701656,HX352025,07/19/2014 07:40:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860555,2014,02/04/2016 06:33:39 AM,41.772429772,-87.583839095,"(41.772429772, -87.583839095)" +9702542,HX353204,07/20/2014 06:40:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0722,007,20,68,19,1174385,1862242,2014,02/04/2016 06:33:39 AM,41.777389372,-87.636252284,"(41.777389372, -87.636252284)" +9702673,HX353401,07/20/2014 09:27:00 PM,085XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197295,1848953,2014,02/04/2016 06:33:39 AM,41.740383137,-87.552707851,"(41.740383137, -87.552707851)" +9704006,HX354392,07/21/2014 03:45:00 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1021,010,24,29,19,1152973,1891606,2014,02/04/2016 06:33:39 AM,41.85841763,-87.713973243,"(41.85841763, -87.713973243)" +9704137,HX354533,07/21/2014 04:48:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1191430,1858666,2014,02/04/2016 06:33:39 AM,41.767180416,-87.573882016,"(41.767180416, -87.573882016)" +9704288,HX354741,07/21/2014 07:30:00 PM,031XX W 64TH ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0823,008,15,66,19,1156610,1862025,2014,02/04/2016 06:33:39 AM,41.777170802,-87.701421576,"(41.777170802, -87.701421576)" +9704327,HX354809,07/21/2014 08:00:00 PM,097XX S WALLACE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174021,1840251,2014,02/04/2016 06:33:39 AM,41.717051365,-87.638237958,"(41.717051365, -87.638237958)" +9704529,HX354987,07/21/2014 10:21:00 PM,068XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,6,42,19,1181743,1859830,2014,02/04/2016 06:33:39 AM,41.770603772,-87.609352546,"(41.770603772, -87.609352546)" +9707751,HX357683,07/23/2014 08:00:00 PM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148157,1907803,2014,02/04/2016 06:33:39 AM,41.902958014,-87.731234088,"(41.902958014, -87.731234088)" +9707908,HX357896,07/23/2014 11:15:00 PM,032XX W BRYN MAWR AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1711,017,40,13,19,1153822,1937035,2014,02/04/2016 06:33:39 AM,41.983061763,-87.70964407,"(41.983061763, -87.70964407)" +9709088,HX359007,07/24/2014 07:55:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899808,2014,02/04/2016 06:33:39 AM,41.881146523,-87.756310411,"(41.881146523, -87.756310411)" +9710502,HX360429,07/25/2014 09:35:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174841,1853877,2014,02/04/2016 06:33:39 AM,41.754424685,-87.63482963,"(41.754424685, -87.63482963)" +9710627,HX360569,07/25/2014 11:00:00 PM,051XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,2031,020,40,4,19,1159422,1934207,2014,02/04/2016 06:33:39 AM,41.975187862,-87.689126615,"(41.975187862, -87.689126615)" +9710658,HX360662,07/26/2014 01:40:00 AM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179989,1863814,2014,02/04/2016 06:33:39 AM,41.781576603,-87.615660095,"(41.781576603, -87.615660095)" +9711025,HX361022,07/26/2014 11:00:00 AM,050XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143005,1898866,2014,02/04/2016 06:33:39 AM,41.878531497,-87.750381613,"(41.878531497, -87.750381613)" +9711309,HX361161,07/26/2014 12:19:00 PM,064XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,OTHER,true,false,0312,003,20,69,19,1180030,1862323,2014,02/04/2016 06:33:39 AM,41.777484213,-87.615555409,"(41.777484213, -87.615555409)" +9711640,HX361752,07/26/2014 09:05:00 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150588,1904756,2014,02/04/2016 06:33:39 AM,41.894549572,-87.722384194,"(41.894549572, -87.722384194)" +9711670,HX361802,07/26/2014 10:00:00 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0832,008,15,66,19,1162200,1861179,2014,02/04/2016 06:33:39 AM,41.774734715,-87.680952127,"(41.774734715, -87.680952127)" +9715716,HX365824,07/29/2014 06:45:00 AM,057XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169962,1866753,2014,02/04/2016 06:33:39 AM,41.789865329,-87.652335983,"(41.789865329, -87.652335983)" +9715825,HX365953,07/29/2014 09:07:00 PM,0000X W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177983,1830703,2014,02/04/2016 06:33:39 AM,41.690761628,-87.624014992,"(41.690761628, -87.624014992)" +9716794,HX366715,07/30/2014 02:00:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141446,1898829,2014,02/04/2016 06:33:39 AM,41.878458879,-87.756106926,"(41.878458879, -87.756106926)" +9718123,HX367903,07/31/2014 11:39:00 AM,040XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149226,1900662,2014,02/04/2016 06:33:39 AM,41.883341699,-87.727492625,"(41.883341699, -87.727492625)" +9718823,HX368649,07/31/2014 08:08:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142612,1904503,2014,02/04/2016 06:33:39 AM,41.894007424,-87.751684352,"(41.894007424, -87.751684352)" +9718862,HX368683,07/31/2014 09:20:00 PM,051XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0231,002,3,40,19,1178913,1871000,2014,02/04/2016 06:33:39 AM,41.801320245,-87.619386147,"(41.801320245, -87.619386147)" +9718934,HX368826,07/31/2014 11:40:00 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141004,1901129,2014,02/04/2016 06:33:39 AM,41.884778515,-87.75767323,"(41.884778515, -87.75767323)" +9718986,HX368858,07/31/2014 11:40:00 PM,011XX N KARLOV AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1111,011,37,23,19,1148840,1907387,2014,02/04/2016 06:33:39 AM,41.901803286,-87.728736047,"(41.901803286, -87.728736047)" +9719738,HX369426,08/01/2014 12:35:00 PM,054XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1523,015,28,25,19,1139830,1902618,2014,02/04/2016 06:33:39 AM,41.888886049,-87.761947987,"(41.888886049, -87.761947987)" +9720083,HX369702,08/01/2014 03:34:00 PM,004XX E 46TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0221,002,3,38,19,1180040,1874618,2014,02/04/2016 06:33:39 AM,41.811222583,-87.615142192,"(41.811222583, -87.615142192)" +9720121,HX369724,08/01/2014 03:45:00 PM,093XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0413,004,8,47,19,1185180,1843092,2014,02/04/2016 06:33:39 AM,41.724592905,-87.597278841,"(41.724592905, -87.597278841)" +9720195,HX369942,08/01/2014 06:41:00 PM,047XX W ERIE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1111,011,28,25,19,1144543,1903890,2014,02/04/2016 06:33:39 AM,41.892289141,-87.744607774,"(41.892289141, -87.744607774)" +9720306,HX370063,08/01/2014 08:28:00 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0431,004,7,51,19,1192688,1840631,2014,02/04/2016 06:33:39 AM,41.717660225,-87.569857502,"(41.717660225, -87.569857502)" +9720319,HX370048,08/01/2014 07:42:00 PM,079XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0422,004,7,46,19,1196881,1852824,2014,02/04/2016 06:33:39 AM,41.751015751,-87.55409623,"(41.751015751, -87.55409623)" +9720737,HX370571,08/02/2014 06:28:00 AM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151922,1893504,2014,02/04/2016 06:33:39 AM,41.863646703,-87.717781161,"(41.863646703, -87.717781161)" +9721194,HX371086,08/02/2014 02:45:00 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142718,1904178,2014,02/04/2016 06:33:39 AM,41.893113613,-87.75130314,"(41.893113613, -87.75130314)" +9721250,HX371233,08/02/2014 04:48:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141254,1902644,2014,02/04/2016 06:33:39 AM,41.888931257,-87.756717797,"(41.888931257, -87.756717797)" +9721419,HX371499,08/02/2014 08:03:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151854,1906717,2014,02/04/2016 06:33:39 AM,41.899905918,-87.717682831,"(41.899905918, -87.717682831)" +9721472,HX371540,08/02/2014 09:09:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1166910,1869354,2014,02/04/2016 06:33:39 AM,41.797068577,-87.663452468,"(41.797068577, -87.663452468)" +9721657,HX371803,08/03/2014 01:15:00 AM,064XX S LOWE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0723,007,20,68,19,1173147,1862115,2014,02/04/2016 06:33:39 AM,41.777068318,-87.640794522,"(41.777068318, -87.640794522)" +9721922,HX372134,08/03/2014 10:00:00 AM,064XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165119,1862002,2014,02/04/2016 06:33:39 AM,41.776931873,-87.670228224,"(41.776931873, -87.670228224)" +9723655,HX373649,08/04/2014 12:31:00 PM,012XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147580,1894013,2014,02/04/2016 06:33:39 AM,41.865127786,-87.73370747,"(41.865127786, -87.73370747)" +9724057,HX374255,08/04/2014 07:40:00 PM,054XX S PAULINA ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868591,2014,02/04/2016 06:33:39 AM,41.794995565,-87.667042267,"(41.794995565, -87.667042267)" +9725442,HX375244,08/05/2014 03:48:00 PM,042XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148174,1898999,2014,02/04/2016 06:33:39 AM,41.878798552,-87.731398505,"(41.878798552, -87.731398505)" +9725458,HX375394,08/05/2014 04:44:00 PM,015XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,5,42,19,1187297,1864354,2014,02/04/2016 06:33:39 AM,41.782887908,-87.588850456,"(41.782887908, -87.588850456)" +9725815,HX375814,08/05/2014 11:30:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159819,1861777,2014,02/04/2016 06:33:39 AM,41.776424945,-87.689664151,"(41.776424945, -87.689664151)" +9726755,HX376305,08/06/2014 09:54:00 AM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179989,1863814,2014,02/04/2016 06:33:39 AM,41.781576603,-87.615660095,"(41.781576603, -87.615660095)" +9726942,HX376497,08/06/2014 02:00:00 PM,070XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0734,007,17,67,19,1167223,1857992,2014,02/04/2016 06:33:39 AM,41.765883135,-87.66262965,"(41.765883135, -87.66262965)" +9728278,HX377815,08/07/2014 02:00:00 PM,016XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151637,1891524,2014,02/04/2016 06:33:39 AM,41.858218954,-87.718879405,"(41.858218954, -87.718879405)" +9728351,HX377872,08/07/2014 02:10:00 PM,019XX E 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0333,003,5,43,19,1190606,1856624,2014,02/04/2016 06:33:39 AM,41.761596927,-87.57696808,"(41.761596927, -87.57696808)" +9730085,HX379656,08/08/2014 07:06:00 PM,074XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0731,007,17,69,19,1175923,1855674,2014,02/04/2016 06:33:39 AM,41.759331691,-87.630810679,"(41.759331691, -87.630810679)" +9730508,HX340631,07/11/2014 12:37:00 PM,078XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194549,1853476,2014,02/04/2016 06:33:39 AM,41.752862529,-87.56262025,"(41.752862529, -87.56262025)" +9730718,HX380435,08/09/2014 12:10:00 PM,010XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151194,1906596,2014,02/04/2016 06:33:39 AM,41.899586853,-87.720110215,"(41.899586853, -87.720110215)" +9730802,HX380536,08/09/2014 01:40:00 PM,0000X W 112TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1177983,1830703,2014,02/04/2016 06:33:39 AM,41.690761628,-87.624014992,"(41.690761628, -87.624014992)" +9730829,HX380559,08/09/2014 12:54:00 PM,015XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1147636,1892140,2014,02/04/2016 06:33:39 AM,41.859986969,-87.733549927,"(41.859986969, -87.733549927)" +9731019,HX380814,08/09/2014 04:48:00 PM,059XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136829,1904039,2014,02/04/2016 06:33:39 AM,41.892839763,-87.772934907,"(41.892839763, -87.772934907)" +9731831,HX381895,08/10/2014 01:46:00 PM,016XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153307,1891550,2014,02/04/2016 06:33:39 AM,41.858257342,-87.712748728,"(41.858257342, -87.712748728)" +9732076,HX382295,08/10/2014 07:45:00 PM,003XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143654,1901606,2014,02/04/2016 06:33:39 AM,41.886038268,-87.747929963,"(41.886038268, -87.747929963)" +9732183,HX382405,08/10/2014 09:50:00 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1169506,1871373,2014,02/04/2016 06:33:39 AM,41.80255303,-87.653874104,"(41.80255303, -87.653874104)" +9732734,HX382827,08/11/2014 10:20:00 AM,0000X N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148390,1899802,2014,02/04/2016 06:33:39 AM,41.880997916,-87.73058468,"(41.880997916, -87.73058468)" +9733544,HX383670,08/11/2014 07:12:00 PM,094XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0634,006,21,49,19,1177601,1842215,2014,02/04/2016 06:33:39 AM,41.72236078,-87.625066872,"(41.72236078, -87.625066872)" +9733656,HX383857,08/11/2014 10:30:00 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160723,1865142,2014,02/04/2016 06:33:39 AM,41.785640354,-87.68625729,"(41.785640354, -87.68625729)" +9734397,HX384352,08/12/2014 11:30:00 AM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151857,1906622,2014,02/04/2016 06:33:39 AM,41.89964517,-87.717674316,"(41.89964517, -87.717674316)" +9734754,HX384908,08/12/2014 06:05:00 PM,042XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1111,011,37,23,19,1147922,1906330,2014,02/04/2016 06:33:39 AM,41.898920471,-87.732135213,"(41.898920471, -87.732135213)" +9734920,HX385097,08/12/2014 08:45:00 PM,072XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169906,1856748,2014,02/04/2016 06:33:39 AM,41.762411609,-87.652831613,"(41.762411609, -87.652831613)" +9736220,HX386230,08/13/2014 05:15:00 PM,012XX W 79TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0612,006,17,71,19,1169483,1852399,2014,02/04/2016 06:33:39 AM,41.750486551,-87.654507741,"(41.750486551, -87.654507741)" +9736336,HX386465,08/13/2014 09:05:00 PM,016XX W 64TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166342,1862267,2014,02/04/2016 06:33:39 AM,41.777633101,-87.665737191,"(41.777633101, -87.665737191)" +9737613,HX387377,08/14/2014 02:00:00 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868611,2014,02/04/2016 06:33:39 AM,41.795050448,-87.667041699,"(41.795050448, -87.667041699)" +9737991,HX387871,08/14/2014 08:10:00 PM,064XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0726,007,15,67,19,1164136,1861916,2014,02/04/2016 06:33:39 AM,41.776716621,-87.673834303,"(41.776716621, -87.673834303)" +9738025,HX387933,08/14/2014 08:50:00 PM,067XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164519,1859952,2014,02/04/2016 06:33:39 AM,41.771319074,-87.672485562,"(41.771319074, -87.672485562)" +9738039,HX387941,08/14/2014 08:54:00 PM,083XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1194622,1850139,2014,02/04/2016 06:33:39 AM,41.743703739,-87.562462297,"(41.743703739, -87.562462297)" +9739309,HX389089,08/15/2014 06:15:00 PM,120XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1174808,1825035,2014,02/04/2016 06:33:39 AM,41.675278905,-87.63580685,"(41.675278905, -87.63580685)" +9739330,HX389237,08/15/2014 09:00:00 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0231,002,3,40,19,1179363,1871074,2014,02/04/2016 06:33:39 AM,41.801513039,-87.617733588,"(41.801513039, -87.617733588)" +9739359,HX389292,08/15/2014 09:10:00 PM,039XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150250,1899048,2014,02/04/2016 06:33:39 AM,41.878892807,-87.723774494,"(41.878892807, -87.723774494)" +9740857,HX391235,08/17/2014 01:00:00 PM,012XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1233,012,2,28,19,1168267,1894200,2014,02/04/2016 06:33:39 AM,41.865219319,-87.657759651,"(41.865219319, -87.657759651)" +9741203,HX391633,08/17/2014 06:29:00 PM,076XX S COLES AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0421,004,7,43,19,1196458,1854983,2014,02/04/2016 06:33:39 AM,41.756950707,-87.555574755,"(41.756950707, -87.555574755)" +9741295,HX391830,08/17/2014 09:13:00 PM,088XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,71,19,1167550,1846084,2014,02/04/2016 06:33:39 AM,41.733198919,-87.661771749,"(41.733198919, -87.661771749)" +9742743,HX393198,08/18/2014 08:59:00 PM,041XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148807,1899014,2014,02/04/2016 06:33:39 AM,41.878827508,-87.729073843,"(41.878827508, -87.729073843)" +9744410,HX394395,08/19/2014 06:34:00 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150629,1903235,2014,02/04/2016 06:33:39 AM,41.890374989,-87.722273395,"(41.890374989, -87.722273395)" +9743956,HX393978,08/19/2014 02:00:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150259,1894750,2014,02/04/2016 06:33:39 AM,41.867098431,-87.723853506,"(41.867098431, -87.723853506)" +9745326,HX395185,08/20/2014 12:15:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170368,1864025,2014,02/04/2016 06:33:39 AM,41.782370547,-87.650926691,"(41.782370547, -87.650926691)" +9745992,HX395946,08/20/2014 09:50:00 PM,011XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138474,1906996,2014,02/04/2016 06:33:39 AM,41.900924494,-87.766821658,"(41.900924494, -87.766821658)" +9747061,HX396777,08/21/2014 03:01:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147997,1888802,2014,02/04/2016 06:33:39 AM,41.850820147,-87.732310547,"(41.850820147, -87.732310547)" +9747339,HX397202,08/21/2014 08:03:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150607,1904074,2014,02/04/2016 06:33:39 AM,41.892677722,-87.722332249,"(41.892677722, -87.722332249)" +9748794,HX398511,08/22/2014 08:16:00 PM,063XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180669,1863054,2014,02/04/2016 06:33:39 AM,41.779475489,-87.613190413,"(41.779475489, -87.613190413)" +9749577,HX399413,08/23/2014 01:12:00 PM,011XX N RIDGEWAY AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1112,011,27,23,19,1151167,1907423,2014,02/04/2016 06:33:39 AM,41.901856752,-87.720187677,"(41.901856752, -87.720187677)" +9749778,HX399790,08/23/2014 06:50:00 PM,048XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144316,1895529,2014,02/04/2016 06:33:39 AM,41.869349818,-87.745651728,"(41.869349818, -87.745651728)" +9750404,HX400581,08/24/2014 12:50:00 PM,031XX W FILLMORE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1134,011,24,29,19,1155409,1895201,2014,02/04/2016 06:33:39 AM,41.868234132,-87.704934931,"(41.868234132, -87.704934931)" +9752344,HX402583,08/25/2014 10:26:00 PM,050XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142741,1899553,2014,02/04/2016 06:33:39 AM,41.880421626,-87.751333872,"(41.880421626, -87.751333872)" +9753506,HX403432,08/26/2014 03:56:00 PM,031XX W FRANKLIN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1221,012,27,23,19,1155259,1903162,2014,02/04/2016 06:33:39 AM,41.890082933,-87.705271735,"(41.890082933, -87.705271735)" +9755305,HX405227,08/27/2014 09:50:00 PM,047XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1113,011,28,25,19,1144723,1898704,2014,02/04/2016 06:33:39 AM,41.878054754,-87.744077484,"(41.878054754, -87.744077484)" +9755384,HX405296,08/27/2014 10:52:00 PM,034XX W MADISON ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1123,011,28,27,19,1153378,1899803,2014,02/04/2016 06:33:39 AM,41.880903068,-87.712268933,"(41.880903068, -87.712268933)" +9756393,HX406042,08/28/2014 03:24:00 PM,087XX S BURLEY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0424,004,10,46,19,1199186,1847646,2014,02/04/2016 06:33:39 AM,41.736749353,-87.54582342,"(41.736749353, -87.54582342)" +9756580,HX406350,08/28/2014 06:55:00 PM,055XX W CORCORAN PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139191,1902011,2014,02/04/2016 06:33:39 AM,41.887232016,-87.764309458,"(41.887232016, -87.764309458)" +9758343,HX408025,08/30/2014 01:00:00 AM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142571,1904502,2014,02/04/2016 06:33:39 AM,41.894005442,-87.751834959,"(41.894005442, -87.751834959)" +9758899,HX408743,08/30/2014 03:35:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151253,1904708,2014,02/04/2016 06:33:39 AM,41.894404835,-87.719943086,"(41.894404835, -87.719943086)" +9759044,HX408977,08/30/2014 07:10:00 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162200,1861186,2014,02/04/2016 06:33:39 AM,41.774753923,-87.680951932,"(41.774753923, -87.680951932)" +9759842,HX409962,08/31/2014 03:00:00 PM,006XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150607,1904054,2014,02/04/2016 06:33:39 AM,41.89262284,-87.722332772,"(41.89262284, -87.722332772)" +9761185,HX411615,09/01/2014 08:20:00 PM,016XX W 64TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166584,1862273,2014,02/04/2016 06:33:39 AM,41.777644407,-87.664849843,"(41.777644407, -87.664849843)" +9762916,HX412985,09/02/2014 06:42:00 PM,015XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152294,1892149,2014,02/04/2016 06:33:39 AM,41.859921099,-87.716451303,"(41.859921099, -87.716451303)" +9764722,HX414625,09/03/2014 10:38:00 PM,008XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142871,1905055,2014,02/04/2016 06:33:39 AM,41.895517354,-87.75071935,"(41.895517354, -87.75071935)" +9765681,HX415643,09/04/2014 06:46:00 PM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148156,1907816,2014,02/04/2016 06:33:39 AM,41.902993707,-87.731237427,"(41.902993707, -87.731237427)" +9765768,HX415715,09/04/2014 07:19:00 PM,080XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1184288,1851978,2014,02/04/2016 06:33:39 AM,41.748997945,-87.600268946,"(41.748997945, -87.600268946)" +9766687,HX416967,09/05/2014 07:20:00 PM,087XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0632,006,6,44,19,1178239,1847053,2014,02/04/2016 06:33:39 AM,41.735622437,-87.622583654,"(41.735622437, -87.622583654)" +9766731,HX417084,09/05/2014 08:01:00 PM,078XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0835,008,18,70,19,1161741,1852557,2014,02/04/2016 06:33:39 AM,41.751084241,-87.682873764,"(41.751084241, -87.682873764)" +9766769,HX417076,09/05/2014 07:28:00 PM,0000X W 114TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1178044,1829379,2014,02/04/2016 06:33:39 AM,41.687126999,-87.623831592,"(41.687126999, -87.623831592)" +9767516,HX418161,09/06/2014 04:50:00 PM,008XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1142205,1905025,2014,02/04/2016 06:33:39 AM,41.895447415,-87.753166188,"(41.895447415, -87.753166188)" +9767743,HX418407,09/06/2014 08:25:00 PM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151921,1893527,2014,02/04/2016 06:33:39 AM,41.863709837,-87.717784226,"(41.863709837, -87.717784226)" +9767766,HX418454,09/06/2014 08:10:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1161130,1862526,2014,02/04/2016 06:33:39 AM,41.778453277,-87.684837367,"(41.778453277, -87.684837367)" +9768244,HX419059,09/07/2014 11:20:00 AM,057XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169962,1866773,2014,02/04/2016 06:33:39 AM,41.789920212,-87.652335402,"(41.789920212, -87.652335402)" +9768763,HX419557,09/07/2014 06:09:00 PM,094XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0413,004,8,47,19,1185185,1842863,2014,02/04/2016 06:33:39 AM,41.723964386,-87.597267699,"(41.723964386, -87.597267699)" +9769676,HX420930,09/08/2014 06:45:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150294,1894750,2014,02/04/2016 06:33:39 AM,41.867097749,-87.723725015,"(41.867097749, -87.723725015)" +9769699,HX420970,09/08/2014 07:15:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141343,1898826,2014,02/04/2016 06:33:39 AM,41.878452547,-87.756485199,"(41.878452547, -87.756485199)" +9769888,HX421190,09/08/2014 10:30:00 PM,008XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142873,1904986,2014,02/04/2016 06:33:39 AM,41.895327973,-87.750713725,"(41.895327973, -87.750713725)" +9770775,HX421754,09/09/2014 12:03:00 PM,067XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161895,1859892,2014,02/04/2016 06:33:39 AM,41.771209351,-87.682105941,"(41.771209351, -87.682105941)" +9773046,HX423665,09/10/2014 08:50:00 PM,063XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1156808,1862428,2014,02/04/2016 06:33:39 AM,41.778272698,-87.700684836,"(41.778272698, -87.700684836)" +9773190,HX423764,09/10/2014 10:30:00 PM,066XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182360,1861148,2014,02/04/2016 06:33:39 AM,41.774206217,-87.607050089,"(41.774206217, -87.607050089)" +9774816,HX424972,09/11/2014 08:58:00 PM,003XX N LOWER MICHIGAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0111,001,42,32,19,1177248,1902280,2014,02/04/2016 06:33:39 AM,41.887192632,-87.624545521,"(41.887192632, -87.624545521)" +9774873,HX424966,09/11/2014 09:33:00 PM,009XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152870,1906113,2014,02/04/2016 06:33:39 AM,41.898228416,-87.713967041,"(41.898228416, -87.713967041)" +9774874,HX425016,09/11/2014 10:15:00 PM,073XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0835,008,18,66,19,1160315,1855803,2014,02/04/2016 06:33:39 AM,41.76002122,-87.688010148,"(41.76002122, -87.688010148)" +9774945,HX425113,09/12/2014 01:13:00 AM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143291,1898731,2014,02/04/2016 06:33:39 AM,41.878155704,-87.74933484,"(41.878155704, -87.74933484)" +9777824,HX428202,09/14/2014 03:32:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180686,1862419,2014,02/04/2016 06:33:39 AM,41.777732596,-87.613147586,"(41.777732596, -87.613147586)" +9779571,HX429759,09/15/2014 07:23:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903290,2014,02/04/2016 06:33:39 AM,41.890532455,-87.723502246,"(41.890532455, -87.723502246)" +9781355,HX431245,09/16/2014 09:00:00 PM,016XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149320,1891565,2014,02/04/2016 06:33:39 AM,41.85837665,-87.727383259,"(41.85837665, -87.727383259)" +9784348,HX433366,09/18/2014 02:10:00 PM,0000X N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140341,1899715,2014,02/04/2016 06:33:39 AM,41.880910498,-87.760142581,"(41.880910498, -87.760142581)" +9784749,HX433910,09/18/2014 08:35:00 PM,084XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171452,1848831,2014,02/04/2016 06:33:39 AM,41.740652628,-87.647396645,"(41.740652628, -87.647396645)" +9784838,HX434035,09/18/2014 10:50:00 PM,003XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150565,1902046,2014,02/04/2016 06:33:39 AM,41.887113498,-87.722539517,"(41.887113498, -87.722539517)" +9785836,HX434710,09/19/2014 01:45:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144825,1897935,2014,02/04/2016 06:33:39 AM,41.875942602,-87.743722357,"(41.875942602, -87.743722357)" +9785995,HX434780,09/19/2014 01:50:00 PM,015XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152294,1892128,2014,02/04/2016 06:33:39 AM,41.859863473,-87.716451857,"(41.859863473, -87.716451857)" +9786042,HX434852,09/19/2014 03:04:00 PM,028XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157471,1899228,2014,02/04/2016 06:33:39 AM,41.87924295,-87.697255331,"(41.87924295, -87.697255331)" +9786059,HX434973,09/19/2014 04:44:00 PM,030XX W MADISON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1124,011,28,27,19,1156098,1899864,2014,02/04/2016 06:33:39 AM,41.88101601,-87.702279602,"(41.88101601, -87.702279602)" +9786353,HX435382,09/19/2014 09:14:00 PM,021XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163437,1858553,2014,02/04/2016 06:33:39 AM,41.76750277,-87.676490976,"(41.76750277, -87.676490976)" +9786552,HX435629,09/20/2014 02:11:00 AM,008XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1142204,1905059,2014,02/04/2016 06:33:39 AM,41.895540733,-87.753169016,"(41.895540733, -87.753169016)" +9791369,HX440563,09/23/2014 07:35:00 PM,074XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,17,69,19,1176246,1855575,2014,02/04/2016 06:33:39 AM,41.759052779,-87.629629869,"(41.759052779, -87.629629869)" +9792493,HX441356,09/24/2014 12:10:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153912,1904674,2014,02/04/2016 06:33:39 AM,41.894258956,-87.710178226,"(41.894258956, -87.710178226)" +9793997,HX442662,09/25/2014 12:00:00 PM,014XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150279,1892818,2014,02/04/2016 06:33:39 AM,41.861796406,-87.723830438,"(41.861796406, -87.723830438)" +9794142,HX442710,09/25/2014 12:15:00 PM,016XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1021,010,24,29,19,1153305,1891628,2014,02/04/2016 06:33:39 AM,41.858471423,-87.712754,"(41.858471423, -87.712754)" +9794365,HX443139,09/25/2014 05:45:00 PM,051XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141963,1910487,2014,02/04/2016 06:33:39 AM,41.910440254,-87.753919512,"(41.910440254, -87.753919512)" +9794531,HX443383,09/25/2014 09:00:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143347,1904516,2014,02/04/2016 06:33:39 AM,41.894029393,-87.748984575,"(41.894029393, -87.748984575)" +9796119,HX444846,09/26/2014 10:45:00 PM,008XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141871,1905041,2014,02/04/2016 06:33:39 AM,41.895497512,-87.754392509,"(41.895497512, -87.754392509)" +9796165,HX444880,09/26/2014 10:50:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169301,1866721,2014,02/04/2016 06:33:39 AM,41.78979186,-87.654760601,"(41.78979186, -87.654760601)" +9796190,HX444937,09/27/2014 12:35:00 AM,007XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138545,1904359,2014,02/04/2016 06:33:39 AM,41.893686955,-87.766624845,"(41.893686955, -87.766624845)" +9796592,HX445405,09/27/2014 11:20:00 AM,008XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151235,1905300,2014,02/04/2016 06:33:39 AM,41.896029696,-87.719993652,"(41.896029696, -87.719993652)" +9796649,HX445511,09/27/2014 12:45:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,17,71,19,1166042,1852730,2014,02/04/2016 06:33:39 AM,41.751468669,-87.667107794,"(41.751468669, -87.667107794)" +9796959,HX445896,09/27/2014 05:20:00 PM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1111,011,37,23,19,1148167,1907469,2014,02/04/2016 06:33:39 AM,41.902041291,-87.731205967,"(41.902041291, -87.731205967)" +9797714,HX446924,09/28/2014 02:45:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0624,006,8,44,19,1183280,1852527,2014,02/04/2016 06:33:39 AM,41.750527966,-87.603945545,"(41.750527966, -87.603945545)" +9797927,HX447244,09/28/2014 06:45:00 PM,043XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1147216,1901097,2014,02/04/2016 06:33:39 AM,41.884574089,-87.73486241,"(41.884574089, -87.73486241)" +9798026,HX447330,09/28/2014 09:00:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147391,1898981,2014,02/04/2016 06:33:39 AM,41.878764192,-87.734274019,"(41.878764192, -87.734274019)" +9798967,HX447885,09/29/2014 10:49:00 AM,051XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141868,1907838,2014,02/04/2016 06:33:39 AM,41.90317286,-87.754334197,"(41.90317286, -87.754334197)" +9799560,HX448629,09/29/2014 06:23:00 PM,003XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150452,1897920,2014,02/04/2016 06:33:39 AM,41.87579351,-87.723062233,"(41.87579351, -87.723062233)" +9800166,HX449354,09/30/2014 11:25:00 AM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177944,1831695,2014,02/04/2016 06:33:39 AM,41.693484701,-87.624127872,"(41.693484701, -87.624127872)" +9803034,HX452188,10/02/2014 11:50:00 AM,011XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1531,015,37,25,19,1142155,1907087,2014,02/04/2016 06:33:39 AM,41.90110671,-87.753298626,"(41.90110671, -87.753298626)" +9803610,HX452607,10/02/2014 03:37:00 PM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177937,1831695,2014,02/04/2016 06:33:39 AM,41.693484859,-87.6241535,"(41.693484859, -87.6241535)" +9806273,HX455413,10/04/2014 07:45:00 PM,002XX W 37TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0915,009,3,34,19,1175138,1880096,2014,02/04/2016 06:33:39 AM,41.826365716,-87.632958477,"(41.826365716, -87.632958477)" +9806982,HX456306,10/05/2014 04:58:00 PM,064XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160814,1861887,2014,02/04/2016 06:33:39 AM,41.776706305,-87.686013481,"(41.776706305, -87.686013481)" +9807263,HX456631,10/05/2014 10:15:00 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162200,1861179,2014,02/04/2016 06:33:39 AM,41.774734715,-87.680952127,"(41.774734715, -87.680952127)" +9807286,HX456668,10/05/2014 11:30:00 PM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143529,1898879,2014,02/04/2016 06:33:39 AM,41.878557387,-87.748457245,"(41.878557387, -87.748457245)" +9808253,HX457286,10/06/2014 01:40:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167401,1863415,2014,02/04/2016 06:33:39 AM,41.780760731,-87.661822015,"(41.780760731, -87.661822015)" +9808311,HX457466,10/06/2014 04:10:00 PM,005XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139969,1897016,2014,02/04/2016 06:33:39 AM,41.8735109,-87.761574579,"(41.8735109, -87.761574579)" +9808445,HX457692,10/06/2014 06:56:00 PM,080XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,21,71,19,1167732,1851460,2014,02/04/2016 06:33:39 AM,41.747947535,-87.660951114,"(41.747947535, -87.660951114)" +9808477,HX457649,10/06/2014 05:24:00 PM,100XX S PERRY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,9,49,19,1177373,1838347,2014,02/04/2016 06:33:39 AM,41.711751612,-87.626018395,"(41.711751612, -87.626018395)" +9811826,HX460622,10/08/2014 11:37:00 PM,008XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1524,015,37,25,19,1140872,1905000,2014,02/04/2016 06:33:39 AM,41.895403442,-87.75806266,"(41.895403442, -87.75806266)" +9812697,HX461581,10/09/2014 06:10:00 PM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142721,1904504,2014,02/04/2016 06:33:39 AM,41.894008139,-87.751284,"(41.894008139, -87.751284)" +9813666,HX462590,10/10/2014 03:55:00 PM,013XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152252,1893586,2014,02/04/2016 06:33:39 AM,41.863865221,-87.71656758,"(41.863865221, -87.71656758)" +9813861,HX462778,10/10/2014 05:54:00 PM,078XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,69,19,1183591,1853226,2014,02/04/2016 06:33:39 AM,41.752438855,-87.60278416,"(41.752438855, -87.60278416)" +9813909,HX462806,10/10/2014 06:20:00 PM,093XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0413,004,8,47,19,1185180,1843094,2014,02/04/2016 06:33:39 AM,41.724598393,-87.597278779,"(41.724598393, -87.597278779)" +9815542,HX465051,10/12/2014 04:49:00 PM,046XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1145413,1901056,2014,02/04/2016 06:33:39 AM,41.884495894,-87.741484382,"(41.884495894, -87.741484382)" +9816116,HX465757,10/13/2014 11:10:00 AM,012XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136467,1907681,2014,02/04/2016 06:33:39 AM,41.902840352,-87.774177239,"(41.902840352, -87.774177239)" +9819191,HX468715,10/15/2014 03:13:00 PM,063XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180668,1863115,2014,02/04/2016 06:33:39 AM,41.779642901,-87.613192206,"(41.779642901, -87.613192206)" +9819278,HX468967,10/15/2014 05:52:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142140,1899440,2014,02/04/2016 06:33:39 AM,41.880122703,-87.753543515,"(41.880122703, -87.753543515)" +9819424,HX469149,10/15/2014 07:30:00 PM,056XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160993,1867104,2014,02/04/2016 06:33:39 AM,41.791018764,-87.68521311,"(41.791018764, -87.68521311)" +9820246,HX469831,10/16/2014 12:16:00 PM,064XX S HONORE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0726,007,15,67,19,1165119,1862002,2014,02/04/2016 06:33:39 AM,41.776931873,-87.670228224,"(41.776931873, -87.670228224)" +9820922,HX470572,10/16/2014 10:25:00 PM,051XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141868,1907838,2014,02/04/2016 06:33:39 AM,41.90317286,-87.754334197,"(41.90317286, -87.754334197)" +9824844,HX474970,10/20/2014 01:30:00 PM,011XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139302,1906990,2014,02/04/2016 06:33:39 AM,41.900892985,-87.763780453,"(41.900892985, -87.763780453)" +9826276,HX476168,10/21/2014 11:17:00 AM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1011,010,24,29,19,1151921,1893522,2014,02/04/2016 06:33:39 AM,41.863696117,-87.717784358,"(41.863696117, -87.717784358)" +9827075,HX476951,10/21/2014 08:50:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,8,47,19,1184832,1843870,2014,02/04/2016 06:33:39 AM,41.726735984,-87.598529221,"(41.726735984, -87.598529221)" +9827884,HX477515,10/22/2014 11:30:00 AM,103XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2232,022,21,73,19,1169846,1836216,2014,02/04/2016 06:33:39 AM,41.706070186,-87.653645803,"(41.706070186, -87.653645803)" +9828275,HX477991,10/22/2014 04:06:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188696,1860617,2014,02/04/2016 06:33:39 AM,41.772599929,-87.58384078,"(41.772599929, -87.58384078)" +9830791,HX480278,10/24/2014 12:15:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179989,1863814,2014,02/04/2016 06:33:39 AM,41.781576603,-87.615660095,"(41.781576603, -87.615660095)" +9831001,HX480527,10/24/2014 03:50:00 PM,052XX W RACE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1141302,1903050,2014,02/04/2016 06:33:39 AM,41.890044485,-87.756531498,"(41.890044485, -87.756531498)" +9831397,HX481048,10/24/2014 11:05:00 PM,060XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1165715,1864610,2014,02/04/2016 06:33:39 AM,41.784075927,-87.667969321,"(41.784075927, -87.667969321)" +9832064,HX481935,10/25/2014 03:25:00 PM,074XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1182180,1855888,2014,02/04/2016 06:33:39 AM,41.759776423,-87.607872562,"(41.759776423, -87.607872562)" +9832365,HX482332,10/25/2014 10:00:00 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165936,1868618,2014,02/04/2016 06:33:39 AM,41.795069678,-87.667045167,"(41.795069678, -87.667045167)" +9832886,HX482919,10/26/2014 12:05:00 PM,018XX S KILDARE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1012,010,24,29,19,1147918,1890749,2014,02/04/2016 06:33:39 AM,41.85616448,-87.732550499,"(41.85616448, -87.732550499)" +9832935,HX483078,10/26/2014 03:01:00 PM,088XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0634,006,21,49,19,1175704,1846415,2014,02/04/2016 06:33:39 AM,41.733928755,-87.631889929,"(41.733928755, -87.631889929)" +9834635,HX484665,10/27/2014 06:51:00 PM,063XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180668,1863122,2014,02/04/2016 06:33:39 AM,41.77966211,-87.613191991,"(41.77966211, -87.613191991)" +9834652,HX484743,10/27/2014 08:38:00 PM,041XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148610,1908341,2014,02/04/2016 06:33:39 AM,41.904425604,-87.729556209,"(41.904425604, -87.729556209)" +9834665,HX484746,10/27/2014 08:12:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161129,1862546,2014,02/04/2016 06:33:39 AM,41.778508181,-87.68484048,"(41.778508181, -87.68484048)" +9836057,HX485669,10/28/2014 03:35:00 PM,038XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150834,1897749,2014,02/04/2016 06:33:39 AM,41.875316805,-87.721664132,"(41.875316805, -87.721664132)" +9836323,HX486059,10/28/2014 07:39:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149424,1901930,2014,02/04/2016 06:33:39 AM,41.886817391,-87.726732637,"(41.886817391, -87.726732637)" +9837518,HX486851,10/29/2014 12:02:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147997,1888795,2014,02/04/2016 06:33:39 AM,41.850800938,-87.732310727,"(41.850800938, -87.732310727)" +9837552,HX486890,10/29/2014 02:35:00 PM,016XX S KEDZIE AVE,1651,GAMBLING,GAME/CARDS,VACANT LOT/LAND,true,false,1022,010,24,29,19,1155294,1891762,2014,02/04/2016 06:33:39 AM,41.858799452,-87.705449458,"(41.858799452, -87.705449458)" +9841506,HX490738,11/01/2014 11:37:00 AM,002XX N PULASKI RD,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1122,011,28,26,19,1149685,1901262,2014,02/04/2016 06:33:39 AM,41.88497926,-87.725791535,"(41.88497926, -87.725791535)" +9844601,HX494103,11/03/2014 11:30:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161130,1862526,2014,02/04/2016 06:33:39 AM,41.778453277,-87.684837367,"(41.778453277, -87.684837367)" +9847136,HX495959,11/05/2014 01:30:00 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151968,1891625,2014,02/04/2016 06:33:39 AM,41.858489603,-87.71766176,"(41.858489603, -87.71766176)" +9848977,HX497561,11/06/2014 05:27:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156165,1899703,2014,02/04/2016 06:33:39 AM,41.880572858,-87.70203793,"(41.880572858, -87.70203793)" +9849241,HX497839,11/06/2014 09:45:00 PM,058XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2011,020,40,2,19,1155938,1938515,2014,02/04/2016 06:33:39 AM,41.98708041,-87.701821699,"(41.98708041, -87.701821699)" +9849828,HX498302,11/07/2014 11:40:00 AM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150355,1894752,2014,02/04/2016 06:33:39 AM,41.867102048,-87.723501022,"(41.867102048, -87.723501022)" +9850124,HX498556,11/07/2014 02:40:00 PM,002XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1143337,1901125,2014,02/04/2016 06:33:39 AM,41.884724274,-87.749106097,"(41.884724274, -87.749106097)" +9854402,HX503419,11/11/2014 03:10:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141370,1902646,2014,02/04/2016 06:33:39 AM,41.888934605,-87.756291745,"(41.888934605, -87.756291745)" +9856191,HX504905,11/12/2014 07:42:00 PM,075XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,OTHER RAILROAD PROP / TRAIN DEPOT,true,false,0421,004,7,43,19,1195383,1855478,2014,02/04/2016 06:33:39 AM,41.758335625,-87.559498048,"(41.758335625, -87.559498048)" +9867201,HX517705,11/23/2014 03:05:00 PM,047XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144842,1901044,2014,02/04/2016 06:33:39 AM,41.884473752,-87.743581497,"(41.884473752, -87.743581497)" +9870739,HX521058,11/26/2014 10:15:00 AM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148150,1908087,2014,02/04/2016 06:33:39 AM,41.903737474,-87.731252479,"(41.903737474, -87.731252479)" +9890811,HX541120,12/13/2014 06:59:00 PM,054XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140231,1897480,2014,02/04/2016 06:33:39 AM,41.874779384,-87.760601263,"(41.874779384, -87.760601263)" +9894191,HX544364,12/16/2014 12:15:00 PM,056XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160994,1867064,2014,02/04/2016 06:33:39 AM,41.790908978,-87.685210549,"(41.790908978, -87.685210549)" +9902736,HX553027,12/23/2014 02:45:00 PM,007XX E 92ND ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0633,006,6,44,19,1182743,1844132,2014,02/04/2016 06:33:39 AM,41.727503622,-87.606173276,"(41.727503622, -87.606173276)" +9905326,HX555841,12/26/2014 07:10:00 PM,059XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136597,1907384,2014,02/04/2016 06:33:39 AM,41.902023021,-87.773706834,"(41.902023021, -87.773706834)" +10002677,HY191890,03/20/2015 01:13:00 PM,020XX W 70TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0735,007,17,67,19,1164027,1858234,2015,08/17/2015 03:03:40 PM,41.766615006,-87.674337321,"(41.766615006, -87.674337321)" +10003802,HY193541,03/21/2015 06:45:00 PM,042XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148136,1899324,2015,08/17/2015 03:03:40 PM,41.879691121,-87.731529667,"(41.879691121, -87.731529667)" +10003937,HY193663,03/21/2015 07:55:00 PM,032XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,1713,017,39,14,19,1154071,1931710,2015,08/17/2015 03:03:40 PM,41.968444682,-87.708871059,"(41.968444682, -87.708871059)" +10004429,HY194332,03/22/2015 01:57:00 PM,019XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153407,1890195,2015,08/17/2015 03:03:40 PM,41.854537081,-87.71241763,"(41.854537081, -87.71241763)" +10005837,HY195964,03/23/2015 08:40:00 PM,039XX W CERMAK RD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1014,010,24,29,19,1150290,1889088,2015,08/17/2015 03:03:40 PM,41.851560618,-87.723887245,"(41.851560618, -87.723887245)" +10011726,HY200956,03/27/2015 09:10:00 AM,032XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1631,016,36,17,19,1127514,1920675,2015,08/17/2015 03:03:40 PM,41.938653007,-87.80677086,"(41.938653007, -87.80677086)" +10012328,HY201988,03/28/2015 06:45:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903297,2015,08/17/2015 03:03:40 PM,41.890551663,-87.723502064,"(41.890551663, -87.723502064)" +10014339,HY203868,03/30/2015 02:19:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150993,1894437,2015,08/17/2015 03:03:40 PM,41.866225191,-87.721167065,"(41.866225191, -87.721167065)" +10014510,HY204159,03/30/2015 05:27:00 PM,064XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0312,003,20,42,19,1180685,1862453,2015,08/17/2015 03:03:40 PM,41.777825918,-87.613150208,"(41.777825918, -87.613150208)" +10016050,HY205430,03/31/2015 07:05:00 PM,060XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0711,007,20,68,19,1175318,1865091,2015,08/17/2015 03:03:40 PM,41.785186531,-87.632746831,"(41.785186531, -87.632746831)" +10017499,HY206880,04/01/2015 08:00:00 PM,048XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,24,25,19,1144408,1897908,2015,08/17/2015 03:03:40 PM,41.875876362,-87.74525413,"(41.875876362, -87.74525413)" +10017527,HY206917,04/01/2015 08:26:00 PM,065XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0725,007,15,67,19,1166451,1861325,2015,08/17/2015 03:03:40 PM,41.775045809,-87.665364418,"(41.775045809, -87.665364418)" +10019991,HY209099,04/03/2015 02:40:00 PM,007XX W 54TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,61,19,1172319,1868732,2015,08/17/2015 03:03:40 PM,41.795244363,-87.643635357,"(41.795244363, -87.643635357)" +10021787,HY211542,04/05/2015 06:10:00 PM,080XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,21,71,19,1169388,1851485,2015,08/17/2015 03:03:40 PM,41.747980468,-87.654882275,"(41.747980468, -87.654882275)" +10021717,HY211521,04/05/2015 06:15:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147405,1898982,2015,08/17/2015 03:03:40 PM,41.878766668,-87.734222587,"(41.878766668, -87.734222587)" +10021840,HY211628,04/05/2015 07:31:00 PM,088XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197300,1846934,2015,08/17/2015 03:03:40 PM,41.734842718,-87.552756625,"(41.734842718, -87.552756625)" +10021905,HY211720,04/05/2015 09:12:00 PM,072XX S SOUTH SHORE DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0334,003,7,43,19,1194876,1857807,2015,08/17/2015 03:03:40 PM,41.764739071,-87.561279511,"(41.764739071, -87.561279511)" +10022799,HY212450,04/06/2015 03:15:00 PM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1533,015,28,25,19,1142285,1899542,2015,08/17/2015 03:03:40 PM,41.880399914,-87.753008553,"(41.880399914, -87.753008553)" +10022987,HY212632,04/06/2015 05:19:00 PM,057XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0232,002,20,40,19,1179464,1866996,2015,08/17/2015 03:03:40 PM,41.790320325,-87.617487726,"(41.790320325, -87.617487726)" +10023151,HY212920,04/06/2015 08:06:00 PM,052XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,61,19,1171523,1870177,2015,08/17/2015 03:03:40 PM,41.799227087,-87.646511957,"(41.799227087, -87.646511957)" +10025150,HY214606,04/08/2015 02:18:00 PM,067XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1169813,1860088,2015,08/17/2015 03:03:40 PM,41.77157901,-87.653075655,"(41.77157901, -87.653075655)" +10026553,HY215974,04/09/2015 05:15:00 PM,065XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171430,1861513,2015,08/17/2015 03:03:40 PM,41.775454131,-87.647106602,"(41.775454131, -87.647106602)" +10026594,HY216082,04/09/2015 06:09:00 PM,071XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0731,007,6,69,19,1176581,1857588,2015,08/17/2015 03:03:40 PM,41.764569155,-87.628341654,"(41.764569155, -87.628341654)" +10026845,HY216352,04/09/2015 10:51:00 PM,005XX W 85TH ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0622,006,21,71,19,1173987,1848476,2015,08/17/2015 03:03:40 PM,41.739622639,-87.638119181,"(41.739622639, -87.638119181)" +10027287,HY216642,04/10/2015 10:35:00 AM,050XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143005,1898866,2015,08/17/2015 03:03:40 PM,41.878531497,-87.750381613,"(41.878531497, -87.750381613)" +10027404,HY216736,04/10/2015 11:20:00 AM,033XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1021,010,24,29,19,1154121,1894509,2015,08/17/2015 03:03:40 PM,41.866360984,-87.709681918,"(41.866360984, -87.709681918)" +10029260,HY219186,04/12/2015 01:00:00 PM,071XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0733,007,17,68,19,1169561,1857260,2015,08/17/2015 03:03:40 PM,41.763824086,-87.654081269,"(41.763824086, -87.654081269)" +10029300,HY219250,04/12/2015 01:31:00 PM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158229,1894173,2015,08/17/2015 03:03:40 PM,41.865356082,-87.694610192,"(41.865356082, -87.694610192)" +10029364,HY219341,04/12/2015 03:20:00 PM,041XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148798,1898689,2015,08/17/2015 03:03:40 PM,41.877935845,-87.729115291,"(41.877935845, -87.729115291)" +10397175,HZ133278,01/29/2016 02:08:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,SMALL RETAIL STORE,true,false,1911,019,47,4,19,1157984,1931783,2016,02/05/2016 03:49:24 PM,41.968565835,-87.694481109,"(41.968565835, -87.694481109)" +10032340,HY222187,04/14/2015 07:20:00 PM,033XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154283,1898101,2015,08/17/2015 03:03:40 PM,41.876214585,-87.708991285,"(41.876214585, -87.708991285)" +10032473,HY222316,04/14/2015 07:40:00 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151969,1891573,2015,08/17/2015 03:03:40 PM,41.85834689,-87.717659458,"(41.85834689, -87.717659458)" +10034039,HY223517,04/15/2015 08:30:00 PM,024XX W 66TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0832,008,15,66,19,1161046,1860819,2015,08/17/2015 03:03:40 PM,41.773770768,-87.685192482,"(41.773770768, -87.685192482)" +10034124,HY223598,04/15/2015 09:45:00 PM,053XX W OHIO ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,37,25,19,1140707,1903456,2015,08/17/2015 03:03:40 PM,41.891169553,-87.758706651,"(41.891169553, -87.758706651)" +10036303,HY225347,04/17/2015 11:18:00 AM,039XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150212,1896407,2015,08/17/2015 03:03:40 PM,41.871646346,-87.723982869,"(41.871646346, -87.723982869)" +10036667,HY225977,04/17/2015 06:57:00 PM,074XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,17,69,19,1176242,1855737,2015,08/17/2015 03:03:40 PM,41.759497416,-87.629639672,"(41.759497416, -87.629639672)" +10038179,HY227949,04/19/2015 12:35:00 PM,012XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136467,1907694,2015,08/17/2015 03:03:40 PM,41.902876025,-87.774176927,"(41.902876025, -87.774176927)" +10043728,HY232771,04/23/2015 11:35:00 AM,035XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152910,1894829,2015,08/17/2015 03:03:40 PM,41.867263155,-87.714119166,"(41.867263155, -87.714119166)" +10044305,HY233236,04/23/2015 04:47:00 PM,012XX W 97TH PL,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2213,022,21,73,19,1169779,1840192,2015,08/17/2015 03:03:40 PM,41.716982391,-87.653776245,"(41.716982391, -87.653776245)" +10044466,HY233447,04/23/2015 08:01:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0723,007,20,68,19,1171764,1861427,2015,08/17/2015 03:03:40 PM,41.775210816,-87.645884719,"(41.775210816, -87.645884719)" +10047591,HY237041,04/26/2015 07:05:00 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0511,005,9,49,19,1178570,1838355,2015,08/17/2015 03:03:40 PM,41.711746499,-87.621634453,"(41.711746499, -87.621634453)" +10050090,HY239235,04/28/2015 02:15:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138197,1904326,2015,08/17/2015 03:03:40 PM,41.893602699,-87.767903749,"(41.893602699, -87.767903749)" +10050120,HY239201,04/28/2015 12:52:00 PM,049XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1623,016,45,11,19,1142139,1932585,2015,08/17/2015 03:03:40 PM,41.971076016,-87.7527231,"(41.971076016, -87.7527231)" +10051912,HY241050,04/29/2015 05:21:00 PM,059XX S MAPLEWOOD AVE,1651,GAMBLING,GAME/CARDS,APARTMENT,true,false,0824,008,16,66,19,1160390,1865187,2015,08/17/2015 03:03:40 PM,41.78577071,-87.687476992,"(41.78577071, -87.687476992)" +10054087,HY242815,05/01/2015 11:25:00 AM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144189,1898894,2015,08/17/2015 03:03:40 PM,41.878586181,-87.746033456,"(41.878586181, -87.746033456)" +10054644,HY243310,05/01/2015 05:00:00 PM,096XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,6,49,19,1178847,1841118,2015,08/17/2015 03:03:40 PM,41.719322248,-87.620536242,"(41.719322248, -87.620536242)" +10058096,HY247242,05/04/2015 07:18:00 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1152386,1888903,2015,08/17/2015 03:03:40 PM,41.851011878,-87.716199232,"(41.851011878, -87.716199232)" +10059092,HY247831,05/05/2015 10:00:00 AM,077XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0624,006,8,69,19,1183899,1853859,2015,08/17/2015 03:03:40 PM,41.754168689,-87.601635756,"(41.754168689, -87.601635756)" +10059370,HY248014,05/05/2015 12:35:00 PM,052XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166232,1869893,2015,08/17/2015 03:03:40 PM,41.798562129,-87.665923432,"(41.798562129, -87.665923432)" +10061451,HY250068,05/06/2015 10:30:00 PM,038XX W GEORGE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2523,025,30,21,19,1150473,1919013,2015,08/17/2015 03:03:40 PM,41.933674356,-87.722433593,"(41.933674356, -87.722433593)" +10062183,HY250504,05/07/2015 11:15:00 AM,010XX W 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,16,68,19,1170554,1863042,2015,08/17/2015 03:03:40 PM,41.779669026,-87.650273392,"(41.779669026, -87.650273392)" +10062561,HY250787,05/07/2015 02:21:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867960,2015,08/17/2015 03:03:40 PM,41.793206867,-87.657276902,"(41.793206867, -87.657276902)" +10062819,HY251225,05/07/2015 07:23:00 PM,019XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150366,1890145,2015,08/17/2015 03:03:40 PM,41.854459676,-87.723580756,"(41.854459676, -87.723580756)" +10064422,HY252912,05/09/2015 12:15:00 AM,064XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0722,007,20,68,19,1173728,1862102,2015,08/17/2015 03:03:40 PM,41.777019786,-87.638664981,"(41.777019786, -87.638664981)" +10065890,HY254984,05/10/2015 07:29:00 PM,083XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170770,1849485,2015,08/17/2015 03:03:40 PM,41.742462184,-87.649876395,"(41.742462184, -87.649876395)" +10067284,HY256341,05/11/2015 06:50:00 PM,074XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0733,007,17,68,19,1170273,1855418,2015,08/17/2015 03:03:40 PM,41.758753944,-87.651525142,"(41.758753944, -87.651525142)" +10070254,HY258797,05/13/2015 03:50:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177315,1830687,2015,08/17/2015 03:03:40 PM,41.69073279,-87.626461055,"(41.69073279, -87.626461055)" +10071483,HY259899,05/14/2015 01:10:00 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155572,1893697,2015,08/17/2015 03:03:40 PM,41.864103719,-87.704376976,"(41.864103719, -87.704376976)" +10072076,HY260469,05/14/2015 08:45:00 PM,046XX W 63RD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BAR OR TAVERN,true,false,0813,008,13,64,19,1146319,1862423,2015,08/17/2015 03:03:40 PM,41.778464299,-87.73913867,"(41.778464299, -87.73913867)" +10073007,HY261309,05/15/2015 02:15:00 PM,030XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1124,011,28,27,19,1155997,1898529,2015,08/17/2015 03:03:40 PM,41.877354674,-87.70268649,"(41.877354674, -87.70268649)" +10073117,HY261634,05/15/2015 06:15:00 PM,046XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1145188,1903909,2015,08/17/2015 03:03:40 PM,41.892329111,-87.742238453,"(41.892329111, -87.742238453)" +10073125,HY261623,05/15/2015 06:18:00 PM,066XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172651,1860911,2015,08/17/2015 03:03:40 PM,41.773775349,-87.642648291,"(41.773775349, -87.642648291)" +10074239,HY263125,05/16/2015 07:17:00 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169174,1857035,2015,08/17/2015 03:03:40 PM,41.763215034,-87.655506209,"(41.763215034, -87.655506209)" +10076553,HY265349,05/18/2015 02:10:00 PM,008XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142204,1905045,2015,08/17/2015 03:03:40 PM,41.895502316,-87.753169364,"(41.895502316, -87.753169364)" +10076775,HY265770,05/18/2015 06:34:00 PM,068XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166190,1859335,2015,08/17/2015 03:03:40 PM,41.769590547,-87.666377784,"(41.769590547, -87.666377784)" +10076949,HY265950,05/18/2015 08:17:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147998,1888767,2015,08/17/2015 03:03:40 PM,41.850724083,-87.732307776,"(41.850724083, -87.732307776)" +10081439,HY269891,05/21/2015 08:51:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151525,1906636,2015,08/17/2015 03:03:40 PM,41.899690118,-87.718893392,"(41.899690118, -87.718893392)" +10081564,HY270056,05/21/2015 11:20:00 PM,055XX W CORCORAN PL,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1523,015,28,25,19,1139308,1902015,2015,08/17/2015 03:03:40 PM,41.887240863,-87.763879696,"(41.887240863, -87.763879696)" +10082956,HY271291,05/22/2015 09:10:00 PM,113XX S STEWART AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0522,005,34,49,19,1175651,1829683,2015,08/17/2015 03:03:40 PM,41.688014971,-87.632582947,"(41.688014971, -87.632582947)" +10083390,HY271904,05/23/2015 11:53:00 AM,001XX S KILPATRICK AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1113,011,28,25,19,1145080,1898917,2015,08/17/2015 03:03:40 PM,41.878632519,-87.742761268,"(41.878632519, -87.742761268)" +10083497,HY272024,05/23/2015 01:30:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1166912,1869286,2015,08/17/2015 03:03:40 PM,41.796881935,-87.663447077,"(41.796881935, -87.663447077)" +10083640,HY272286,05/21/2015 11:30:00 PM,074XX N WESTERN AVE,1661,GAMBLING,GAME/DICE,BAR OR TAVERN,true,false,2411,024,50,2,19,1159016,1949462,2015,08/17/2015 03:03:40 PM,42.017056516,-87.690198286,"(42.017056516, -87.690198286)" +10083940,HY272654,05/23/2015 11:54:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188717,1859912,2015,08/17/2015 03:03:40 PM,41.770664849,-87.583786323,"(41.770664849, -87.583786323)" +10085450,HY274676,05/25/2015 07:00:00 PM,071XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163929,1857250,2015,08/17/2015 03:03:40 PM,41.763916833,-87.674724146,"(41.763916833, -87.674724146)" +10087079,HY276055,05/26/2015 05:30:00 PM,002XX W CERMAK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CONVENIENCE STORE,true,false,0914,009,25,34,19,1175056,1889743,2015,08/17/2015 03:03:40 PM,41.852839689,-87.632970719,"(41.852839689, -87.632970719)" +10087104,HY276112,05/26/2015 07:10:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184832,1843856,2015,08/17/2015 03:03:40 PM,41.726697566,-87.598529659,"(41.726697566, -87.598529659)" +10087237,HY276302,05/26/2015 10:12:00 PM,013XX W 98TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169191,1839457,2015,08/17/2015 03:03:40 PM,41.714978154,-87.65595101,"(41.714978154, -87.65595101)" +10087261,HY276313,05/26/2015 10:22:00 PM,083XX S HOUSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1197937,1850399,2015,08/17/2015 03:03:40 PM,41.744335065,-87.550307481,"(41.744335065, -87.550307481)" +10088444,HY277037,05/27/2015 02:20:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1532,015,28,25,19,1144242,1901501,2015,08/17/2015 03:03:40 PM,41.885739108,-87.745773311,"(41.885739108, -87.745773311)" +10088668,HY277412,05/27/2015 06:17:00 PM,080XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0611,006,21,71,19,1166741,1851379,2015,08/17/2015 03:03:40 PM,41.747746453,-87.664584768,"(41.747746453, -87.664584768)" +10088843,HY277633,05/27/2015 10:00:00 PM,006XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152931,1904143,2015,08/17/2015 03:03:40 PM,41.892821335,-87.71379524,"(41.892821335, -87.71379524)" +10089974,HY278347,05/28/2015 01:45:00 PM,049XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143550,1899209,2015,08/17/2015 03:03:40 PM,41.879462555,-87.748371878,"(41.879462555, -87.748371878)" +10090153,HY278402,05/28/2015 02:09:00 PM,016XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149321,1891529,2015,08/17/2015 03:03:40 PM,41.858277842,-87.727380521,"(41.858277842, -87.727380521)" +10090170,HY278456,05/28/2015 03:01:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153245,1904769,2015,08/17/2015 03:03:40 PM,41.894532913,-87.712625401,"(41.894532913, -87.712625401)" +10091907,HY280025,05/29/2015 04:32:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0723,007,20,68,19,1171764,1861427,2015,08/17/2015 03:03:40 PM,41.775210816,-87.645884719,"(41.775210816, -87.645884719)" +10092140,HY280396,05/29/2015 09:45:00 PM,032XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1631,016,36,17,19,1127514,1920675,2015,08/17/2015 03:03:40 PM,41.938653007,-87.80677086,"(41.938653007, -87.80677086)" +10096253,HY284666,06/02/2015 10:28:00 AM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154286,1892174,2015,08/17/2015 03:03:40 PM,41.859950194,-87.709138509,"(41.859950194, -87.709138509)" +10098251,HY286295,06/03/2015 02:05:00 PM,039XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150280,1896409,2015,08/17/2015 03:03:40 PM,41.871650509,-87.72373316,"(41.871650509, -87.72373316)" +10098577,HY286809,06/03/2015 07:20:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168859,1858688,2015,08/17/2015 03:03:40 PM,41.767757885,-87.656613078,"(41.767757885, -87.656613078)" +10098721,HY287027,06/03/2015 10:45:00 PM,012XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158230,1894143,2015,08/17/2015 03:03:40 PM,41.865273738,-87.694607341,"(41.865273738, -87.694607341)" +10099701,HY288275,06/04/2015 10:20:00 PM,008XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152231,1905334,2015,08/17/2015 03:03:40 PM,41.896103398,-87.716334627,"(41.896103398, -87.716334627)" +10101050,HY289496,06/05/2015 08:39:00 PM,036XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151818,1905092,2015,08/17/2015 03:03:40 PM,41.895447466,-87.717857879,"(41.895447466, -87.717857879)" +10104310,HY293246,06/08/2015 07:40:00 PM,041XX W POTOMAC AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2534,025,37,23,19,1148603,1908341,2015,08/17/2015 03:03:40 PM,41.904425739,-87.729581922,"(41.904425739, -87.729581922)" +10106012,HY294623,06/09/2015 08:45:00 PM,011XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1121,011,27,23,19,1152505,1907165,2015,08/17/2015 03:03:40 PM,41.901122429,-87.715279828,"(41.901122429, -87.715279828)" +10107180,HY295345,06/10/2015 12:35:00 PM,012XX S CALIFORNIA BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1157877,1894438,2015,08/17/2015 03:03:40 PM,41.866090448,-87.695895177,"(41.866090448, -87.695895177)" +10107461,HY295714,06/10/2015 04:55:00 PM,064XX S HONORE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0726,007,15,67,19,1165120,1861975,2015,08/17/2015 03:03:40 PM,41.77685776,-87.670225321,"(41.77685776, -87.670225321)" +10110214,HY298729,06/12/2015 08:30:00 PM,003XX W 104TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1176012,1835633,2015,08/17/2015 03:03:40 PM,41.704334583,-87.631083766,"(41.704334583, -87.631083766)" +10110665,HY299288,06/13/2015 10:58:00 AM,112XX S EDBROOKE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0531,005,9,49,19,1179202,1830425,2015,08/17/2015 03:03:40 PM,41.689971124,-87.61956061,"(41.689971124, -87.61956061)" +10111907,HY301158,06/14/2015 06:25:00 PM,068XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1169832,1859399,2015,08/17/2015 03:03:40 PM,41.769687895,-87.653025985,"(41.769687895, -87.653025985)" +10113200,HY302391,06/15/2015 04:35:00 PM,049XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143277,1903539,2015,08/17/2015 03:03:40 PM,41.891349698,-87.749266091,"(41.891349698, -87.749266091)" +10115171,HY304023,06/16/2015 06:38:00 PM,009XX E 54TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0233,002,4,41,19,1183580,1869801,2015,08/17/2015 03:03:40 PM,41.797922443,-87.602308153,"(41.797922443, -87.602308153)" +10116853,HY305553,06/17/2015 07:21:00 PM,018XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150349,1890696,2015,08/17/2015 03:03:40 PM,41.855972018,-87.723628793,"(41.855972018, -87.723628793)" +7171281,HR581563,10/10/2009 07:10:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,,,2009,08/17/2015 03:03:40 PM,,, +10118013,HY306612,06/18/2015 05:30:00 PM,096XX S MORGAN ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1171349,1840884,2015,08/17/2015 03:03:40 PM,41.718847191,-87.648005856,"(41.718847191, -87.648005856)" +10118160,HY306878,06/18/2015 09:15:00 PM,012XX W 81ST ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0613,006,21,71,19,1169529,1851073,2015,08/17/2015 03:03:40 PM,41.746846831,-87.654377518,"(41.746846831, -87.654377518)" +10119611,HY308207,06/19/2015 09:10:00 PM,003XX S CICERO AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,1533,015,24,25,19,1144438,1898165,2015,08/17/2015 03:03:40 PM,41.876581037,-87.745137513,"(41.876581037, -87.745137513)" +10119722,HY308322,06/19/2015 10:11:00 PM,063XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171069,1862640,2015,08/17/2015 03:03:40 PM,41.77855465,-87.648397079,"(41.77855465, -87.648397079)" +10119757,HY308391,06/20/2015 12:15:00 AM,009XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136963,1905869,2015,08/17/2015 03:03:40 PM,41.897859112,-87.772398829,"(41.897859112, -87.772398829)" +10120973,HY310011,06/21/2015 11:09:00 AM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148167,1907464,2015,08/17/2015 03:03:40 PM,41.90202757,-87.731206096,"(41.90202757, -87.731206096)" +10122902,HY312011,06/22/2015 08:00:00 PM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149512,1899355,2015,08/17/2015 03:03:40 PM,41.8797496,-87.726476343,"(41.8797496, -87.726476343)" +10122956,HY312038,06/22/2015 08:22:00 PM,088XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197300,1846927,2015,08/17/2015 03:03:40 PM,41.734823509,-87.552756858,"(41.734823509, -87.552756858)" +10124694,HY313352,06/23/2015 07:58:00 PM,067XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1169811,1860149,2015,08/17/2015 03:03:40 PM,41.771746445,-87.653081217,"(41.771746445, -87.653081217)" +10124726,HY313435,06/23/2015 09:30:00 PM,078XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0835,008,18,70,19,1161740,1852584,2015,08/17/2015 03:03:40 PM,41.751158354,-87.682876681,"(41.751158354, -87.682876681)" +10124739,HY313424,06/23/2015 08:50:00 PM,067XX S CLAREMONT AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0832,008,17,66,19,1161895,1859906,2015,08/17/2015 03:03:40 PM,41.771247769,-87.682105552,"(41.771247769, -87.682105552)" +10125302,HY313909,06/24/2015 10:30:00 AM,051XX W QUINCY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1533,015,28,25,19,1142048,1898513,2015,08/17/2015 03:03:40 PM,41.877580603,-87.753904313,"(41.877580603, -87.753904313)" +10126346,HY314771,06/24/2015 09:25:00 PM,055XX S WELLS ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,0711,007,3,68,19,1175550,1868337,2015,08/17/2015 03:03:40 PM,41.794088699,-87.631799109,"(41.794088699, -87.631799109)" +10129779,HY318180,06/27/2015 01:29:00 PM,083XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171746,1849586,2015,08/17/2015 03:03:40 PM,41.742718014,-87.646297374,"(41.742718014, -87.646297374)" +10130434,HY319186,06/28/2015 10:30:00 AM,002XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139913,1898658,2015,08/17/2015 03:03:40 PM,41.878017787,-87.761740038,"(41.878017787, -87.761740038)" +10132030,HY320751,06/29/2015 02:35:00 PM,061XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168680,1863967,2015,08/17/2015 03:03:40 PM,41.782247982,-87.657117043,"(41.782247982, -87.657117043)" +10132353,HY321212,06/29/2015 07:06:00 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162200,1861166,2015,08/17/2015 03:03:40 PM,41.774699041,-87.680952488,"(41.774699041, -87.680952488)" +10132558,HY321452,06/29/2015 10:50:00 PM,010XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143506,1906415,2015,08/17/2015 03:03:40 PM,41.899237493,-87.748353058,"(41.899237493, -87.748353058)" +10133948,HY322657,06/30/2015 08:30:00 PM,074XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1631,016,36,17,19,1125999,1923038,2015,08/17/2015 03:03:40 PM,41.945162769,-87.812286183,"(41.945162769, -87.812286183)" +10134926,HY323336,07/01/2015 12:45:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1167591,1868675,2015,08/17/2015 03:03:40 PM,41.795190732,-87.660974633,"(41.795190732, -87.660974633)" +10135227,HY323755,07/01/2015 05:59:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154797,1901447,2015,08/17/2015 03:03:40 PM,41.885386072,-87.707014386,"(41.885386072, -87.707014386)" +10135347,HY323811,07/01/2015 06:05:00 PM,033XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1153975,1897823,2015,08/17/2015 03:03:40 PM,41.875457866,-87.710129573,"(41.875457866, -87.710129573)" +10136790,HY325331,07/02/2015 08:23:00 PM,079XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1196880,1852872,2015,08/17/2015 03:03:40 PM,41.751147491,-87.554098301,"(41.751147491, -87.554098301)" +10136824,HY325205,07/02/2015 07:25:00 PM,030XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156149,1896876,2015,08/17/2015 03:03:40 PM,41.872815608,-87.702173016,"(41.872815608, -87.702173016)" +10136953,HY325476,07/02/2015 11:35:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156160,1896545,2015,08/17/2015 03:03:40 PM,41.871907088,-87.702141566,"(41.871907088, -87.702141566)" +10137199,HY325786,07/03/2015 10:30:00 AM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143658,1898882,2015,08/17/2015 03:03:40 PM,41.878563206,-87.747983503,"(41.878563206, -87.747983503)" +10137459,HY326140,07/03/2015 03:25:00 PM,057XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169631,1866777,2015,08/17/2015 03:03:40 PM,41.789938376,-87.653548966,"(41.789938376, -87.653548966)" +10137807,HY326642,07/03/2015 11:23:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166467,1860770,2015,08/17/2015 03:03:40 PM,41.773522476,-87.665321568,"(41.773522476, -87.665321568)" +10139545,HY328956,07/05/2015 06:18:00 PM,038XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150674,1905068,2015,08/17/2015 03:03:40 PM,41.895404051,-87.722060175,"(41.895404051, -87.722060175)" +10140836,HY330285,07/06/2015 05:30:00 PM,080XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1173030,1851633,2015,08/17/2015 03:03:40 PM,41.748307021,-87.641532482,"(41.748307021, -87.641532482)" +10140881,HY330448,07/06/2015 07:10:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143372,1902559,2015,08/17/2015 03:03:40 PM,41.888658688,-87.748941709,"(41.888658688, -87.748941709)" +10141107,HY330713,07/06/2015 11:30:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168859,1858688,2015,08/17/2015 03:03:40 PM,41.767757885,-87.656613078,"(41.767757885, -87.656613078)" +10141714,HY331115,07/07/2015 11:40:00 AM,005XX N CICERO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144261,1903316,2015,08/17/2015 03:03:40 PM,41.890719324,-87.745657892,"(41.890719324, -87.745657892)" +10142115,HY331366,07/07/2015 02:55:00 PM,072XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171558,1856861,2015,08/17/2015 03:03:40 PM,41.762685673,-87.6467735,"(41.762685673, -87.6467735)" +10142233,HY331653,07/07/2015 06:16:00 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169926,1856037,2015,08/17/2015 03:03:40 PM,41.7604601,-87.652778927,"(41.7604601, -87.652778927)" +10142354,HY331781,07/07/2015 07:27:00 PM,064XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160814,1861887,2015,08/17/2015 03:03:40 PM,41.776706305,-87.686013481,"(41.776706305, -87.686013481)" +10143760,HY333007,07/08/2015 06:09:00 PM,063XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180668,1863115,2015,08/17/2015 03:03:40 PM,41.779642901,-87.613192206,"(41.779642901, -87.613192206)" +10145212,HY334153,07/09/2015 05:07:00 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1176426,1841946,2015,08/17/2015 03:03:40 PM,41.721649055,-87.629378772,"(41.721649055, -87.629378772)" +10145495,HY334552,07/09/2015 11:09:00 PM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141317,1901710,2015,08/17/2015 03:03:40 PM,41.886367084,-87.756509491,"(41.886367084, -87.756509491)" +10146126,HY334938,07/10/2015 11:00:00 AM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,28,25,19,1142285,1899542,2015,08/17/2015 03:03:40 PM,41.880399914,-87.753008553,"(41.880399914, -87.753008553)" +10146433,HY335078,07/10/2015 12:38:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179989,1863814,2015,08/17/2015 03:03:40 PM,41.781576603,-87.615660095,"(41.781576603, -87.615660095)" +10147463,HY335836,07/10/2015 11:00:00 PM,010XX W GRANVILLE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CONVENIENCE STORE,true,false,2433,024,48,77,19,1167930,1941342,2015,08/17/2015 03:03:40 PM,41.994586647,-87.657632936,"(41.994586647, -87.657632936)" +10147629,HY336886,07/11/2015 07:25:00 PM,008XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140871,1905021,2015,08/17/2015 03:03:40 PM,41.895461087,-87.758065815,"(41.895461087, -87.758065815)" +10147938,HY337320,07/12/2015 03:34:00 AM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1134,011,28,27,19,1156221,1896546,2015,08/17/2015 03:03:40 PM,41.871908601,-87.701917582,"(41.871908601, -87.701917582)" +10148467,HY338040,07/12/2015 05:55:00 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187172,1858714,2015,08/17/2015 03:03:40 PM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +10148518,HY338083,07/12/2015 06:18:00 PM,069XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0732,007,6,68,19,1173818,1858848,2015,08/17/2015 03:03:40 PM,41.76808844,-87.638431431,"(41.76808844, -87.638431431)" +10480830,HZ220584,04/10/2016 11:33:00 AM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150253,1894749,2016,04/17/2016 03:52:53 PM,41.867095804,-87.723875559,"(41.867095804, -87.723875559)" +10153063,HY342243,07/15/2015 07:00:00 PM,016XX S HOMAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1021,010,24,29,19,1153968,1891668,2015,08/17/2015 03:03:40 PM,41.858568011,-87.710319284,"(41.858568011, -87.710319284)" +10154392,HY343182,07/16/2015 02:20:00 PM,060XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171676,1864700,2015,08/17/2015 03:03:40 PM,41.784194239,-87.646111427,"(41.784194239, -87.646111427)" +10156983,HY346191,07/18/2015 08:10:00 PM,059XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1160390,1865187,2015,08/17/2015 03:03:40 PM,41.78577071,-87.687476992,"(41.78577071, -87.687476992)" +10157786,HY347305,07/19/2015 06:40:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899689,2015,08/17/2015 03:03:40 PM,41.880801426,-87.752634034,"(41.880801426, -87.752634034)" +10159257,HY348508,07/20/2015 04:08:00 PM,070XX S VERNON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0322,003,6,69,19,1180466,1858398,2015,08/17/2015 03:03:40 PM,41.76670362,-87.614077383,"(41.76670362, -87.614077383)" +10160793,HY349605,07/21/2015 12:59:00 PM,038XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150674,1905068,2015,08/17/2015 03:03:40 PM,41.895404051,-87.722060175,"(41.895404051, -87.722060175)" +10161035,HY349867,07/21/2015 03:18:00 PM,074XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0731,007,17,69,19,1175245,1855588,2015,08/17/2015 03:03:40 PM,41.759110864,-87.63329808,"(41.759110864, -87.63329808)" +10162115,HY350783,07/22/2015 11:02:00 AM,040XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149328,1900664,2015,08/17/2015 03:03:40 PM,41.88334521,-87.727118019,"(41.88334521, -87.727118019)" +10167134,HY355592,07/25/2015 08:06:00 PM,075XX N RIDGE BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2424,024,49,1,19,1160545,1950086,2015,08/17/2015 03:03:40 PM,42.018737124,-87.684554543,"(42.018737124, -87.684554543)" +10167999,HY356749,07/26/2015 06:31:00 PM,059XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169998,1865446,2015,08/17/2015 03:03:40 PM,41.786277988,-87.652241946,"(41.786277988, -87.652241946)" +10168123,HY356926,07/26/2015 09:10:00 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161112,1863149,2015,08/17/2015 03:03:40 PM,41.780163248,-87.684886133,"(41.780163248, -87.684886133)" +10169763,HY358156,07/27/2015 06:20:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143413,1902560,2015,08/17/2015 03:03:40 PM,41.888660665,-87.748791115,"(41.888660665, -87.748791115)" +10171590,HY359621,07/28/2015 06:52:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150904,1894234,2015,08/17/2015 03:03:40 PM,41.865669877,-87.721499106,"(41.865669877, -87.721499106)" +10171766,HY359858,07/28/2015 10:53:00 PM,008XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153560,1905306,2015,08/17/2015 03:03:40 PM,41.896000234,-87.711454197,"(41.896000234, -87.711454197)" +10172783,HY360568,07/29/2015 01:32:00 PM,053XX W ADAMS ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1140873,1898815,2015,08/17/2015 03:03:40 PM,41.878431017,-87.758211233,"(41.878431017, -87.758211233)" +10176918,HY364851,08/01/2015 12:10:00 PM,066XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172658,1860658,2015,08/17/2015 03:03:40 PM,41.773080933,-87.642630079,"(41.773080933, -87.642630079)" +10176919,HY364689,08/01/2015 01:32:00 PM,070XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167223,1858005,2015,08/17/2015 03:03:40 PM,41.765918808,-87.662629278,"(41.765918808, -87.662629278)" +10177210,HY365212,08/01/2015 08:50:00 PM,0000X N MASON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1513,015,29,25,19,1136774,1899622,2015,08/17/2015 03:03:40 PM,41.880719921,-87.773242784,"(41.880719921, -87.773242784)" +10178350,HY366692,08/03/2015 12:21:00 AM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1157997,1931783,2015,08/17/2015 03:03:40 PM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +10179077,HY367230,08/03/2015 12:07:00 PM,038XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150771,1897747,2015,08/17/2015 03:03:40 PM,41.875312549,-87.721895497,"(41.875312549, -87.721895497)" +10179634,HY367978,08/03/2015 08:09:00 PM,032XX W PIERCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1422,014,26,23,19,1154546,1910118,2015,08/17/2015 03:03:40 PM,41.909185132,-87.707703914,"(41.909185132, -87.707703914)" +10180836,HY368776,08/04/2015 01:42:00 PM,021XX W 70TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163433,1858221,2015,08/17/2015 03:03:40 PM,41.7665918,-87.676514931,"(41.7665918, -87.676514931)" +10180855,HY368777,08/04/2015 01:50:00 PM,111XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1167357,1830483,2015,08/17/2015 03:03:40 PM,41.690391438,-87.662923799,"(41.690391438, -87.662923799)" +10181245,HY369382,08/04/2015 09:18:00 PM,097XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174352,1840265,2015,08/17/2015 03:03:40 PM,41.717082444,-87.637025239,"(41.717082444, -87.637025239)" +10182487,HY370172,08/05/2015 02:45:00 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167885,1857997,2015,08/17/2015 03:03:40 PM,41.765882664,-87.660203048,"(41.765882664, -87.660203048)" +10182675,HY370517,08/05/2015 06:21:00 PM,013XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136777,1908330,2015,08/17/2015 03:03:40 PM,41.904615737,-87.773022962,"(41.904615737, -87.773022962)" +10182845,HY370699,08/05/2015 08:29:00 PM,055XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0711,007,3,68,19,1174916,1868053,2015,08/17/2015 03:03:40 PM,41.793323548,-87.634132413,"(41.793323548, -87.634132413)" +10182925,HY370654,08/05/2015 07:00:00 PM,011XX W ARGYLE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CONVENIENCE STORE,true,false,2033,020,48,3,19,1167802,1933571,2015,08/17/2015 03:03:40 PM,41.973265598,-87.658329054,"(41.973265598, -87.658329054)" +10184320,HY371956,08/06/2015 07:51:00 PM,025XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,15,66,19,1160725,1858818,2015,08/17/2015 03:03:40 PM,41.768286371,-87.686424382,"(41.768286371, -87.686424382)" +10184386,HY371996,08/06/2015 08:15:00 PM,056XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163657,1867236,2015,08/17/2015 03:03:40 PM,41.791325463,-87.67544108,"(41.791325463, -87.67544108)" +10184489,HY372172,08/06/2015 11:08:00 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167881,1858144,2015,08/17/2015 03:03:40 PM,41.766286138,-87.660213493,"(41.766286138, -87.660213493)" +10185643,HY373150,08/07/2015 05:57:00 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139644,1898455,2015,08/17/2015 03:03:40 PM,41.87746564,-87.762732712,"(41.87746564, -87.762732712)" +10185767,HY373167,08/07/2015 04:51:00 PM,016XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151968,1891615,2015,08/17/2015 03:03:40 PM,41.858462162,-87.717662024,"(41.858462162, -87.717662024)" +10186878,ZZ376673,08/08/2015 08:20:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1021,010,24,29,19,1154105,1893088,2015,08/17/2015 03:03:40 PM,41.862461922,-87.709778547,"(41.862461922, -87.709778547)" +10186939,HY374809,08/08/2015 11:35:00 PM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151252,1904769,2015,08/17/2015 03:03:40 PM,41.894572245,-87.719945157,"(41.894572245, -87.719945157)" +10187237,HY375210,08/09/2015 11:00:00 AM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903283,2015,08/17/2015 03:03:40 PM,41.890513246,-87.723502429,"(41.890513246, -87.723502429)" +10188883,HY376622,08/10/2015 12:42:00 PM,079XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0422,004,7,46,19,1196878,1852939,2015,08/17/2015 03:03:40 PM,41.751331394,-87.554103407,"(41.751331394, -87.554103407)" +10190634,HY378054,08/11/2015 01:15:00 PM,087XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0423,004,10,46,19,1196905,1847589,2015,08/19/2015 03:57:18 PM,41.736649912,-87.554181981,"(41.736649912, -87.554181981)" +10190923,HY378576,08/11/2015 07:20:00 PM,008XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153561,1905294,2015,08/19/2015 03:57:18 PM,41.895967285,-87.711450843,"(41.895967285, -87.711450843)" +10190962,HY378561,08/11/2015 05:49:00 PM,102XX S MORGAN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,34,73,19,1171456,1836970,2015,08/19/2015 03:57:18 PM,41.708104255,-87.647728102,"(41.708104255, -87.647728102)" +10191031,HY378716,08/11/2015 07:41:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174747,1853874,2015,08/19/2015 03:57:18 PM,41.754418547,-87.635174198,"(41.754418547, -87.635174198)" +10191090,HY378725,08/11/2015 09:25:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188713,1860039,2015,08/19/2015 03:57:18 PM,41.771013443,-87.583796929,"(41.771013443, -87.583796929)" +10192394,HY379783,08/12/2015 05:15:00 PM,048XX W HURON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1144044,1904202,2015,08/19/2015 03:57:18 PM,41.893154686,-87.746432575,"(41.893154686, -87.746432575)" +10192454,HY379871,08/12/2015 06:38:00 PM,070XX S MORGAN ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0733,007,17,68,19,1170860,1858149,2015,08/19/2015 03:57:18 PM,41.766235366,-87.649294236,"(41.766235366, -87.649294236)" +10193608,HY380765,08/13/2015 01:35:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1171764,1861420,2015,08/20/2015 04:17:37 PM,41.775191608,-87.645884924,"(41.775191608, -87.645884924)" +10193868,HY381041,08/13/2015 04:35:00 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176168,1841939,2015,08/20/2015 04:17:37 PM,41.721635631,-87.630323986,"(41.721635631, -87.630323986)" +10195382,HY382468,08/14/2015 05:30:00 PM,039XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150266,1896408,2015,08/24/2015 03:30:37 PM,41.871648038,-87.723784586,"(41.871648038, -87.723784586)" +10195510,HY382567,08/14/2015 06:36:00 PM,091XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185143,1844625,2015,08/24/2015 03:30:37 PM,41.728800497,-87.59736636,"(41.728800497, -87.59736636)" +10196214,HY383538,08/15/2015 02:35:00 PM,066XX S MARQUETTE RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1180714,1861169,2015,08/24/2015 03:30:37 PM,41.77430183,-87.613083318,"(41.77430183, -87.613083318)" +10196515,HY383911,08/15/2015 07:45:00 PM,034XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,36,17,19,1127469,1922039,2015,08/24/2015 03:30:37 PM,41.942396746,-87.806905464,"(41.942396746, -87.806905464)" +10197211,HY384982,08/16/2015 04:00:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169299,1866775,2015,08/24/2015 03:30:37 PM,41.789940085,-87.654766372,"(41.789940085, -87.654766372)" +10197424,HY385243,08/16/2015 07:48:00 PM,070XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166227,1858056,2015,08/24/2015 03:30:37 PM,41.766080013,-87.666278518,"(41.766080013, -87.666278518)" +10200407,HY387952,08/18/2015 06:09:00 PM,013XX W 73RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0734,007,17,67,19,1168578,1856355,2015,08/31/2015 03:43:09 PM,41.761361892,-87.657710237,"(41.761361892, -87.657710237)" +10200582,HY388157,08/18/2015 08:05:00 PM,056XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172265,1867394,2015,08/31/2015 03:43:09 PM,41.791573935,-87.643872725,"(41.791573935, -87.643872725)" +10202020,HY389188,08/19/2015 05:10:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156166,1899687,2015,08/31/2015 03:43:09 PM,41.880528932,-87.702034691,"(41.880528932, -87.702034691)" +10202099,HY389419,08/19/2015 07:49:00 PM,049XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143156,1907865,2015,08/31/2015 03:43:09 PM,41.903222999,-87.749602377,"(41.903222999, -87.749602377)" +10202201,HY389481,08/19/2015 08:25:00 PM,047XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144897,1897607,2015,08/31/2015 03:43:09 PM,41.875041173,-87.743466273,"(41.875041173, -87.743466273)" +10202246,HY389600,08/19/2015 10:40:00 PM,002XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139911,1898709,2015,08/31/2015 03:43:09 PM,41.878157774,-87.761746134,"(41.878157774, -87.761746134)" +10203489,HY390327,08/20/2015 02:00:00 PM,013XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154906,1893699,2015,08/31/2015 03:43:09 PM,41.864122571,-87.706821796,"(41.864122571, -87.706821796)" +10203909,HY390799,08/20/2015 07:34:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169299,1866775,2015,08/31/2015 03:43:09 PM,41.789940085,-87.654766372,"(41.789940085, -87.654766372)" +10205330,HY392172,08/21/2015 08:10:00 PM,037XX S WELLS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,3,34,19,1175252,1880240,2015,08/31/2015 03:43:09 PM,41.826758313,-87.632535927,"(41.826758313, -87.632535927)" +10207054,HY394395,08/23/2015 02:50:00 PM,003XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141317,1901710,2015,08/31/2015 03:43:09 PM,41.886367084,-87.756509491,"(41.886367084, -87.756509491)" +10207270,HY394705,08/23/2015 06:48:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167401,1863415,2015,08/31/2015 03:43:09 PM,41.780760731,-87.661822015,"(41.780760731, -87.661822015)" +10210116,HY396873,08/25/2015 02:00:00 PM,064XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167443,1861981,2015,09/01/2015 03:10:12 PM,41.776824755,-87.661709096,"(41.776824755, -87.661709096)" +10210462,HY397360,08/25/2015 07:05:00 PM,043XX W 15TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1011,010,24,29,19,1147815,1892358,2015,09/01/2015 03:10:12 PM,41.860581754,-87.732887264,"(41.860581754, -87.732887264)" +10210599,HY397511,08/25/2015 09:25:00 PM,046XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1145163,1903908,2015,09/01/2015 03:10:12 PM,41.892326839,-87.742330294,"(41.892326839, -87.742330294)" +10212239,HY398747,08/26/2015 08:58:00 PM,016XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1014,010,24,29,19,1152642,1891545,2015,09/10/2015 11:43:14 AM,41.858256785,-87.715189844,"(41.858256785, -87.715189844)" +10212373,HY398827,08/26/2015 09:37:00 PM,009XX E 79TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0624,006,8,44,19,1184073,1852826,2015,09/10/2015 11:43:14 AM,41.751329969,-87.601030331,"(41.751329969, -87.601030331)" +10213754,HY399932,08/27/2015 06:55:00 PM,101XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1169302,1837476,2015,09/10/2015 11:43:14 AM,41.709539588,-87.655601585,"(41.709539588, -87.655601585)" +10213863,HY400131,08/27/2015 10:53:00 PM,085XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170807,1848178,2015,09/10/2015 11:43:14 AM,41.73887479,-87.649778865,"(41.73887479, -87.649778865)" +10214644,HY400618,08/28/2015 11:10:00 AM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169298,1866822,2015,09/10/2015 11:43:14 AM,41.79006908,-87.654768679,"(41.79006908, -87.654768679)" +10214988,HY401058,08/28/2015 05:02:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144697,1904220,2015,09/10/2015 11:43:14 AM,41.893191798,-87.744033867,"(41.893191798, -87.744033867)" +10215149,HY401195,08/28/2015 05:49:00 PM,078XX S AVALON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0411,004,8,45,19,1185908,1853189,2015,09/10/2015 11:43:14 AM,41.752283021,-87.59429461,"(41.752283021, -87.59429461)" +10216141,HY402575,08/29/2015 09:30:00 PM,030XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0913,009,11,60,19,1167335,1884989,2015,09/10/2015 11:43:14 AM,41.839963582,-87.661445613,"(41.839963582, -87.661445613)" +10216698,HY403285,08/30/2015 12:50:00 PM,014XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153934,1892844,2015,09/10/2015 11:43:14 AM,41.861795765,-87.710412768,"(41.861795765, -87.710412768)" +10216866,HY403705,08/30/2015 07:00:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139758,1897140,2015,09/10/2015 11:43:14 AM,41.873855027,-87.762346249,"(41.873855027, -87.762346249)" +10218630,HY405299,08/31/2015 10:15:00 PM,059XX S UNION AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0711,007,20,68,19,1172651,1865435,2015,09/10/2015 11:43:14 AM,41.786189721,-87.64251506,"(41.786189721, -87.64251506)" +10218675,HY405308,08/31/2015 10:21:00 PM,040XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1149439,1905714,2015,09/10/2015 11:43:14 AM,41.897200797,-87.726579288,"(41.897200797, -87.726579288)" +10219198,HY405881,09/01/2015 12:25:00 PM,028XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157546,1896244,2015,09/10/2015 11:43:14 AM,41.871053034,-87.697061165,"(41.871053034, -87.697061165)" +10219262,HY405970,09/01/2015 01:20:00 PM,016XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149654,1891491,2015,09/10/2015 11:43:14 AM,41.85816711,-87.726159177,"(41.85816711, -87.726159177)" +10219552,HY406543,09/01/2015 07:55:00 PM,066XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167807,1860798,2015,09/10/2015 11:43:14 AM,41.773570645,-87.660408619,"(41.773570645, -87.660408619)" +10219805,HY406818,09/02/2015 12:44:00 AM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1176158,1841939,2015,09/10/2015 11:43:14 AM,41.721635855,-87.630360614,"(41.721635855, -87.630360614)" +10220367,HY407267,09/02/2015 12:15:00 PM,006XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152605,1903938,2015,09/10/2015 11:43:14 AM,41.892265248,-87.714997943,"(41.892265248, -87.714997943)" +10220446,HY407327,09/02/2015 01:00:00 PM,053XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140822,1898814,2015,09/10/2015 11:43:14 AM,41.87842921,-87.758398522,"(41.87842921, -87.758398522)" +10221078,HY408122,09/02/2015 11:20:00 PM,008XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152231,1905341,2015,09/10/2015 11:43:14 AM,41.896122607,-87.716334443,"(41.896122607, -87.716334443)" +10222682,HY409416,09/03/2015 09:30:00 PM,028XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157490,1899561,2015,09/10/2015 11:43:14 AM,41.880156348,-87.697176502,"(41.880156348, -87.697176502)" +10222708,HY409458,09/03/2015 10:15:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150266,1897736,2015,09/10/2015 11:43:14 AM,41.87529222,-87.72374996,"(41.87529222, -87.72374996)" +10223418,HY410074,09/04/2015 12:00:00 PM,038XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150789,1898736,2015,09/17/2015 11:37:18 AM,41.878026122,-87.721803536,"(41.878026122, -87.721803536)" +10223961,HY410715,09/04/2015 07:09:00 PM,073XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176118,1856242,2015,09/17/2015 11:37:18 AM,41.760885977,-87.630078996,"(41.760885977, -87.630078996)" +10224077,HY410796,09/04/2015 08:48:00 PM,020XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163952,1859557,2015,09/17/2015 11:37:18 AM,41.770247076,-87.674575084,"(41.770247076, -87.674575084)" +10224264,HY410961,09/04/2015 11:24:00 PM,077XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1169225,1853478,2015,09/17/2015 11:37:18 AM,41.753453055,-87.655422019,"(41.753453055, -87.655422019)" +10225121,HY412189,09/05/2015 11:55:00 PM,003XX W 59TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1175158,1865501,2015,09/17/2015 11:37:18 AM,41.78631519,-87.63332122,"(41.78631519, -87.63332122)" +10225490,HY412665,09/06/2015 11:44:00 AM,064XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1173143,1862230,2015,09/17/2015 11:37:18 AM,41.77738398,-87.64080579,"(41.77738398, -87.64080579)" +10225849,HY413216,09/06/2015 08:45:00 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150300,1892132,2015,09/17/2015 11:37:18 AM,41.859913531,-87.723771229,"(41.859913531, -87.723771229)" +10225887,HY413287,09/06/2015 10:05:00 PM,012XX S AVERS AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1011,010,24,29,19,1150906,1894180,2015,09/17/2015 11:37:18 AM,41.865521655,-87.721493176,"(41.865521655, -87.721493176)" +10226631,HY414150,09/07/2015 03:35:00 PM,052XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141110,1907821,2015,09/17/2015 11:37:18 AM,41.903140216,-87.757118943,"(41.903140216, -87.757118943)" +10227003,HY414670,09/08/2015 12:19:00 AM,057XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169630,1866784,2015,09/17/2015 11:37:18 AM,41.789957607,-87.65355243,"(41.789957607, -87.65355243)" +10481994,HZ221726,04/11/2016 12:35:00 PM,015XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154948,1892216,2016,04/18/2016 03:53:12 PM,41.860052214,-87.70670735,"(41.860052214, -87.70670735)" +10229801,HY417170,09/09/2015 06:53:00 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167885,1858019,2015,09/17/2015 11:37:18 AM,41.765943035,-87.660202417,"(41.765943035, -87.660202417)" +10229821,HY417176,09/09/2015 06:45:00 PM,0000X W 69TH ST,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0731,007,6,69,19,1177279,1859276,2015,09/17/2015 11:37:18 AM,41.769185486,-87.625732415,"(41.769185486, -87.625732415)" +10232058,HY419722,09/11/2015 08:05:00 PM,041XX W WEST END AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1114,011,28,26,19,1148833,1900653,2015,09/24/2015 07:50:13 PM,41.883324606,-87.728935993,"(41.883324606, -87.728935993)" +10233973,HY422360,09/14/2015 01:03:00 AM,064XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1173143,1862237,2015,09/24/2015 07:50:13 PM,41.777403189,-87.640805584,"(41.777403189, -87.640805584)" +10236481,HY424338,09/15/2015 01:35:00 PM,008XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152230,1905354,2015,09/24/2015 07:50:13 PM,41.8961583,-87.716337772,"(41.8961583, -87.716337772)" +10237058,HY425036,09/15/2015 10:50:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153229,1905299,2015,09/24/2015 07:50:13 PM,41.895987602,-87.712670084,"(41.895987602, -87.712670084)" +10238349,HY426073,09/16/2015 06:04:00 PM,070XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169206,1858108,2015,09/24/2015 07:50:13 PM,41.766158792,-87.655357925,"(41.766158792, -87.655357925)" +10238351,HY426122,09/16/2015 06:35:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149635,1892172,2015,09/24/2015 07:50:13 PM,41.860036225,-87.726211243,"(41.860036225, -87.726211243)" +10239114,HY426793,09/17/2015 09:15:00 AM,051XX S PULASKI RD,1661,GAMBLING,GAME/DICE,CTA STATION,true,false,0815,008,23,62,19,1150563,1870470,2015,09/24/2015 07:50:13 PM,41.800464977,-87.723370404,"(41.800464977, -87.723370404)" +10240688,HY428310,09/18/2015 12:22:00 PM,001XX W 103RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177168,1836326,2015,09/30/2015 03:35:37 PM,41.706210326,-87.626829881,"(41.706210326, -87.626829881)" +10240963,HY428537,09/18/2015 01:54:00 PM,071XX S WESTERN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0832,008,18,66,19,1161609,1857305,2015,09/30/2015 03:35:37 PM,41.764116191,-87.683225997,"(41.764116191, -87.683225997)" +10241724,HY429586,09/19/2015 11:45:00 AM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153228,1905319,2015,09/30/2015 03:35:37 PM,41.896042504,-87.712673225,"(41.896042504, -87.712673225)" +10242132,HY430223,09/19/2015 08:10:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903276,2015,09/30/2015 03:35:37 PM,41.890494037,-87.723502612,"(41.890494037, -87.723502612)" +10243062,HY431517,09/20/2015 07:56:00 PM,062XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169724,1863335,2015,09/30/2015 03:35:37 PM,41.780491105,-87.65330778,"(41.780491105, -87.65330778)" +10482498,HZ222372,04/11/2016 08:30:00 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1168844,1871356,2016,04/18/2016 03:53:12 PM,41.802520714,-87.656302434,"(41.802520714, -87.656302434)" +10244107,HY432274,09/21/2015 12:30:00 PM,033XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1153985,1897823,2015,09/30/2015 03:35:37 PM,41.875457667,-87.710092857,"(41.875457667, -87.710092857)" +10245932,HY433723,09/22/2015 01:16:00 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0231,002,3,40,19,1179363,1871074,2015,09/30/2015 03:35:37 PM,41.801513039,-87.617733588,"(41.801513039, -87.617733588)" +10246463,HY434522,09/23/2015 12:35:00 AM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161109,1863258,2015,09/30/2015 03:35:37 PM,41.780462421,-87.684894118,"(41.780462421, -87.684894118)" +10248094,HY435794,09/23/2015 08:20:00 PM,062XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161109,1863237,2015,09/30/2015 03:35:37 PM,41.780404794,-87.684894699,"(41.780404794, -87.684894699)" +10251005,HY438470,09/25/2015 11:01:00 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162216,1860573,2015,10/09/2015 03:58:54 PM,41.773071434,-87.680910326,"(41.773071434, -87.680910326)" +10254107,HY441845,09/28/2015 03:50:00 PM,066XX S UNION AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,6,68,19,1172658,1860658,2015,10/09/2015 03:58:54 PM,41.773080933,-87.642630079,"(41.773080933, -87.642630079)" +10255575,HY443236,09/29/2015 04:15:00 PM,043XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1147475,1892349,2015,10/09/2015 03:58:54 PM,41.860563576,-87.734135566,"(41.860563576, -87.734135566)" +10257389,HY444387,09/30/2015 02:30:00 PM,004XX W PERSHING RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0915,009,11,60,19,1173808,1879063,2015,10/09/2015 03:58:54 PM,41.82356072,-87.637868624,"(41.82356072, -87.637868624)" +10258453,HY445634,10/01/2015 02:44:00 PM,010XX W ARGYLE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2024,020,46,3,19,1168619,1933592,2015,10/09/2015 03:58:54 PM,41.973305519,-87.655324165,"(41.973305519, -87.655324165)" +10260771,HY448313,10/03/2015 04:10:00 PM,091XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2223,022,21,73,19,1174893,1844276,2015,10/10/2015 03:51:34 PM,41.728077154,-87.634924617,"(41.728077154, -87.634924617)" +10262997,HY450816,10/05/2015 06:02:00 PM,007XX E 93RD ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0633,006,9,44,19,1182716,1843467,2015,10/12/2015 03:56:08 PM,41.725679409,-87.606292755,"(41.725679409, -87.606292755)" +10263116,HY450921,10/05/2015 05:14:00 PM,066XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0321,003,5,42,19,1183033,1861254,2015,10/12/2015 03:56:08 PM,41.774481468,-87.60457973,"(41.774481468, -87.60457973)" +10263159,HY451057,10/05/2015 10:00:00 PM,015XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1233,012,2,28,19,1166060,1894467,2015,10/12/2015 03:56:08 PM,41.865999363,-87.665853961,"(41.865999363, -87.665853961)" +10271129,HY459361,10/12/2015 04:28:00 PM,050XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1169838,1871369,2015,10/19/2015 03:58:42 PM,41.802534845,-87.652656634,"(41.802534845, -87.652656634)" +10276835,HY464504,10/16/2015 03:38:00 PM,008XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1511,015,29,25,19,1138540,1904957,2015,10/23/2015 03:57:50 PM,41.895328032,-87.766628703,"(41.895328032, -87.766628703)" +10276836,HY464480,10/16/2015 03:26:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147997,1888816,2015,10/23/2015 03:57:50 PM,41.850858565,-87.732310188,"(41.850858565, -87.732310188)" +10276948,HY464743,10/16/2015 06:10:00 PM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140292,1898801,2015,10/23/2015 03:57:50 PM,41.878403263,-87.760344914,"(41.878403263, -87.760344914)" +10277625,HY465641,10/17/2015 01:30:00 PM,020XX W 68TH PL,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0726,007,17,67,19,1163947,1859227,2015,10/24/2015 04:03:39 PM,41.769341616,-87.674602677,"(41.769341616, -87.674602677)" +10283047,HY471059,10/21/2015 04:50:00 PM,0000X N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137165,1899625,2015,10/28/2015 04:04:12 PM,41.880721142,-87.771806969,"(41.880721142, -87.771806969)" +10284409,HY472099,10/22/2015 02:05:00 PM,053XX W CRYSTAL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140604,1907811,2015,10/29/2015 03:54:40 PM,41.903122086,-87.758977854,"(41.903122086, -87.758977854)" +10285880,HY473512,10/23/2015 03:27:00 PM,014XX N LECLAIRE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2533,025,37,25,19,1142109,1909027,2015,10/30/2015 03:53:31 PM,41.906431144,-87.753419418,"(41.906431144, -87.753419418)" +10287962,HY476452,10/25/2015 08:52:00 PM,070XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170860,1858155,2015,11/01/2015 03:56:35 PM,41.766251831,-87.649294061,"(41.766251831, -87.649294061)" +10300787,HY489409,11/04/2015 07:40:00 PM,059XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166357,1865370,2015,11/11/2015 04:01:17 PM,41.786147805,-87.665593862,"(41.786147805, -87.665593862)" +10300886,HY489516,11/04/2015 09:28:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170367,1864039,2015,11/11/2015 04:01:17 PM,41.782408986,-87.65092995,"(41.782408986, -87.65092995)" +10484744,HZ224576,04/13/2016 01:46:00 PM,013XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154907,1893669,2016,04/20/2016 03:55:16 PM,41.864040227,-87.706818929,"(41.864040227, -87.706818929)" +10304477,HY492990,11/07/2015 01:24:00 PM,012XX W 72ND ST,1651,GAMBLING,GAME/CARDS,RESIDENTIAL YARD (FRONT/BACK),true,false,0734,007,17,67,19,1169147,1857034,2015,11/14/2015 03:56:38 PM,41.763212874,-87.655605198,"(41.763212874, -87.655605198)" +10304726,HY493386,11/07/2015 07:00:00 PM,007XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0723,007,6,68,19,1172583,1860446,2015,11/14/2015 03:56:38 PM,41.772500833,-87.642911248,"(41.772500833, -87.642911248)" +10309142,HY498117,11/11/2015 06:47:00 PM,007XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0723,007,6,68,19,1172583,1860446,2015,11/18/2015 04:00:04 PM,41.772500833,-87.642911248,"(41.772500833, -87.642911248)" +10485083,HZ224982,04/13/2016 08:01:00 PM,061XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180636,1864395,2016,04/20/2016 03:55:16 PM,41.78315608,-87.613270225,"(41.78315608, -87.613270225)" +10312859,HY501917,11/14/2015 11:15:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1154388,1942272,2015,11/21/2015 03:51:42 PM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +10485159,HZ225030,04/13/2016 09:30:00 PM,068XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1632,016,36,17,19,1129958,1923165,2016,04/20/2016 03:55:16 PM,41.94544431,-87.797731207,"(41.94544431, -87.797731207)" +10487185,HZ227067,04/15/2016 01:00:00 PM,084XX S KERFOOT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0622,006,21,71,19,1173480,1848947,2016,04/22/2016 03:52:23 PM,41.740926349,-87.639962841,"(41.740926349, -87.639962841)" +10334219,HY524816,12/04/2015 03:01:00 PM,038XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150830,1898737,2015,12/11/2015 03:56:09 PM,41.878028065,-87.721652966,"(41.878028065, -87.721652966)" +10335298,HY526311,12/05/2015 07:59:00 PM,068XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0725,007,17,67,19,1166855,1859276,2015,12/12/2015 03:57:45 PM,41.769414467,-87.66394187,"(41.769414467, -87.66394187)" +10486095,HZ225819,04/14/2016 03:00:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150355,1894752,2016,04/21/2016 03:51:58 PM,41.867102048,-87.723501022,"(41.867102048, -87.723501022)" +10486524,HZ226402,04/14/2016 09:21:00 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1513,015,29,25,19,1138899,1899460,2016,04/21/2016 03:51:58 PM,41.880237051,-87.765443776,"(41.880237051, -87.765443776)" +10486543,HZ226380,04/14/2016 09:30:00 PM,085XX S GREEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0613,006,21,71,19,1172135,1848196,2016,04/21/2016 03:51:58 PM,41.738895136,-87.644912814,"(41.738895136, -87.644912814)" +10389993,HZ127079,01/24/2016 02:55:00 PM,051XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141838,1902787,2016,01/31/2016 03:54:52 PM,41.889312877,-87.754569553,"(41.889312877, -87.754569553)" +1316693,G007491,01/04/2001 02:05:15 PM,012XX S RACINE AV,1610,GAMBLING,BOOKMAKING/HORSES,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1232,012,,,19,1168598,1894754,2001,08/17/2015 03:03:40 PM,41.866732386,-87.656528513,"(41.866732386, -87.656528513)" +1324732,G001085,01/01/2001 01:30:00 PM,063XX S RHODES AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1180945,1863324,2001,08/17/2015 03:03:40 PM,41.780210047,-87.612170273,"(41.780210047, -87.612170273)" +1324743,G001083,01/01/2001 01:00:00 PM,005XX E 63 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,,,19,1180999,1863398,2001,08/17/2015 03:03:40 PM,41.780411868,-87.611970027,"(41.780411868, -87.611970027)" +1334878,G014468,01/07/2001 06:30:00 PM,053XX S KEDZIE AV,1627,GAMBLING,LOTTERY/OTHER,TAVERN/LIQUOR STORE,true,false,0822,008,,,19,1155916,1868934,2001,08/17/2015 03:03:40 PM,41.796144063,-87.703780335,"(41.796144063, -87.703780335)" +1336429,G016829,01/08/2001 08:00:00 PM,026XX W LAWRENCE AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,,,19,1157946,1931742,2001,08/17/2015 03:03:40 PM,41.968454106,-87.694621958,"(41.968454106, -87.694621958)" +1338086,G007678,01/04/2001 03:45:00 PM,003XX W MADISON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0112,001,,,19,1174075,1900293,2001,08/17/2015 03:03:40 PM,41.881811511,-87.636256839,"(41.881811511, -87.636256839)" +1343385,G011639,01/06/2001 10:50:00 AM,011XX W ARGYLE ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2033,020,,,19,1167653,1933527,2001,08/17/2015 03:03:40 PM,41.973148081,-87.658878232,"(41.973148081, -87.658878232)" +1344383,G025229,01/12/2001 04:35:00 PM,059XX W NORTH AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,,,19,1136178,1910058,2001,08/17/2015 03:03:40 PM,41.909368296,-87.775181995,"(41.909368296, -87.775181995)" +1344491,G024631,01/12/2001 12:15:00 PM,028XX S CALUMET AV,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2112,002,,,19,1178911,1886079,2001,08/17/2015 03:03:40 PM,41.842698274,-87.618933678,"(41.842698274, -87.618933678)" +1345762,G029929,01/14/2001 06:30:00 PM,039XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2523,025,,,19,1150004,1920958,2001,08/17/2015 03:03:40 PM,41.939020756,-87.724106364,"(41.939020756, -87.724106364)" +1346319,G027464,01/13/2001 02:25:00 PM,028XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1733,017,,,19,1156708,1926413,2001,08/17/2015 03:03:40 PM,41.953856253,-87.699319017,"(41.953856253, -87.699319017)" +1347134,G003966,01/02/2001 07:40:00 PM,130XX S ELLIS AV,1661,GAMBLING,GAME/DICE,CHA APARTMENT,true,false,0533,005,,,19,1185218,1818621,2001,08/17/2015 03:03:40 PM,41.657440415,-87.597904928,"(41.657440415, -87.597904928)" +1347286,G021407,01/10/2001 10:18:47 PM,014XX E 74 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0324,003,,,19,1186930,1856250,2001,08/17/2015 03:03:40 PM,41.760658542,-87.590452612,"(41.760658542, -87.590452612)" +1347971,G033843,01/16/2001 05:15:00 PM,059XX W NORTH AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,,,19,1136244,1910059,2001,08/17/2015 03:03:40 PM,41.909369861,-87.774939512,"(41.909369861, -87.774939512)" +1348844,G033718,01/16/2001 04:45:00 PM,011XX W THORNDALE AV,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2433,024,,,19,1167559,1939722,2001,08/17/2015 03:03:40 PM,41.990149357,-87.659044556,"(41.990149357, -87.659044556)" +1349219,G036345,01/17/2001 09:30:00 PM,003XX E 57 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,,,19,1179589,1867261,2001,08/17/2015 03:03:40 PM,41.791044653,-87.617021292,"(41.791044653, -87.617021292)" +1354422,G033275,01/16/2001 12:45:00 PM,086XX S EUCLID AV,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,0412,004,,,19,1190643,1848139,2001,08/17/2015 03:03:40 PM,41.738312442,-87.5771058,"(41.738312442, -87.5771058)" +1354753,G032031,01/15/2001 07:00:00 PM,070XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2423,024,,,19,1163401,1947086,2001,08/17/2015 03:03:40 PM,42.010445182,-87.674129932,"(42.010445182, -87.674129932)" +1355043,G033921,01/16/2001 04:00:00 PM,037XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1912,019,,,19,1159739,1925136,2001,08/17/2015 03:03:40 PM,41.950290021,-87.688212042,"(41.950290021, -87.688212042)" +1355318,G040388,01/19/2001 07:30:00 PM,0000X E 57 ST,1661,GAMBLING,GAME/DICE,BARBERSHOP,true,false,0233,002,,,19,1177394,1867195,2001,08/17/2015 03:03:40 PM,41.790913447,-87.625071799,"(41.790913447, -87.625071799)" +1356143,G040626,01/19/2001 09:30:00 PM,057XX S ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,,,19,1141966,1869057,2001,08/17/2015 03:03:40 PM,41.796750554,-87.754933695,"(41.796750554, -87.754933695)" +1358285,G014200,01/07/2001 02:25:00 PM,067XX W ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,,,19,1132635,1867298,2001,08/17/2015 03:03:40 PM,41.792090727,-87.789193025,"(41.792090727, -87.789193025)" +1358328,G014296,01/07/2001 04:30:00 PM,040XX S ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0912,009,,,19,1158372,1877713,2001,08/17/2015 03:03:40 PM,41.820185066,-87.694534663,"(41.820185066, -87.694534663)" +1358635,G043922,01/21/2001 06:10:23 PM,074XX S EVANS AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0323,003,,,19,1182558,1855626,2001,08/17/2015 03:03:40 PM,41.759048712,-87.606495322,"(41.759048712, -87.606495322)" +1358703,G045315,01/22/2001 01:40:00 PM,039XX S PRAIRIE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0214,002,,,19,1178655,1878657,2001,08/17/2015 03:03:40 PM,41.822337585,-87.620099261,"(41.822337585, -87.620099261)" +1358905,G025976,01/12/2001 10:30:00 PM,077XX S STEWART AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,,,19,1175010,1853505,2001,08/17/2015 03:03:40 PM,41.753400105,-87.634221378,"(41.753400105, -87.634221378)" +1359133,G043700,01/21/2001 02:15:00 PM,044XX N ELSTON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1722,017,,,19,1148064,1929314,2001,08/17/2015 03:03:40 PM,41.961987901,-87.731020606,"(41.961987901, -87.731020606)" +1359684,G046144,01/22/2001 06:00:00 PM,125XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0523,005,,,19,1173306,1821934,2001,08/17/2015 03:03:40 PM,41.666802483,-87.641395583,"(41.666802483, -87.641395583)" +1360224,G040323,01/19/2001 06:15:00 PM,042XX W 63 ST,1610,GAMBLING,BOOKMAKING/HORSES,TAVERN/LIQUOR STORE,true,false,0813,008,,,19,1148806,1862519,2001,08/17/2015 03:03:40 PM,41.77868022,-87.73001858,"(41.77868022, -87.73001858)" +1360249,G040607,01/19/2001 08:40:00 PM,033XX W 63 ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0823,008,,,19,1155380,1862696,2001,08/17/2015 03:03:40 PM,41.77903684,-87.705912832,"(41.77903684, -87.705912832)" +1361669,G049511,01/24/2001 01:30:00 PM,016XX W NORTH AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1433,014,,,19,1165300,1910762,2001,08/17/2015 03:03:40 PM,41.910730274,-87.668180271,"(41.910730274, -87.668180271)" +1362270,G054423,01/26/2001 06:53:00 PM,013XX W 79 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,false,false,0612,006,,,19,1168427,1852409,2001,08/17/2015 03:03:40 PM,41.75053679,-87.65837713,"(41.75053679, -87.65837713)" +1366196,G048581,01/23/2001 10:30:00 PM,018XX E 71 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0333,003,,,19,1190023,1858201,2001,08/17/2015 03:03:40 PM,41.765938393,-87.579054113,"(41.765938393, -87.579054113)" +1366387,G060942,01/29/2001 09:47:00 PM,056XX W DIVISION ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,2531,025,,,19,1138326,1907470,2001,08/17/2015 03:03:40 PM,41.902227889,-87.767353795,"(41.902227889, -87.767353795)" +1366436,G058353,01/28/2001 05:00:00 PM,030XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1724,017,,,19,1155193,1926472,2001,08/17/2015 03:03:40 PM,41.954048774,-87.704886757,"(41.954048774, -87.704886757)" +1368214,G063100,01/30/2001 10:10:00 PM,070XX S MICHIGAN AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0322,003,,,19,1178346,1858167,2001,08/17/2015 03:03:40 PM,41.766118115,-87.621854949,"(41.766118115, -87.621854949)" +1369048,G062128,01/30/2001 02:22:07 PM,004XX W 70 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0732,007,,,19,1174601,1858553,2001,08/17/2015 03:03:40 PM,41.76726153,-87.635570154,"(41.76726153, -87.635570154)" +1369124,G062923,01/30/2001 07:30:00 PM,050XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1712,017,,,19,1148779,1933115,2001,08/17/2015 03:03:40 PM,41.972404293,-87.728293142,"(41.972404293, -87.728293142)" +1369866,G058384,01/28/2001 04:50:00 PM,049XX N MILWAUKEE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,,,19,1139368,1932358,2001,08/17/2015 03:03:40 PM,41.970504189,-87.762918052,"(41.970504189, -87.762918052)" +1369894,G058385,01/28/2001 05:30:00 PM,049XX N MILWAUKEE AV,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,1623,016,,,19,1139368,1932358,2001,08/17/2015 03:03:40 PM,41.970504189,-87.762918052,"(41.970504189, -87.762918052)" +1370128,G066294,02/01/2001 03:00:00 PM,019XX S KEDZIE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,,,19,1155288,1890494,2001,08/17/2015 03:03:40 PM,41.855320038,-87.705505515,"(41.855320038, -87.705505515)" +1370281,G059405,01/29/2001 09:30:00 AM,023XX S WENTWORTH AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2113,002,,,19,1175305,1888580,2001,08/17/2015 03:03:40 PM,41.849642754,-87.632091676,"(41.849642754, -87.632091676)" +1371343,G067796,02/02/2001 10:40:00 AM,031XX W 51 ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0911,009,,,19,1156096,1870603,2001,08/17/2015 03:03:40 PM,41.800720411,-87.703075382,"(41.800720411, -87.703075382)" +1371725,G066989,02/01/2001 08:00:00 PM,026XX W LAWRENCE AV,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1911,019,,,19,1157992,1931742,2001,08/17/2015 03:03:40 PM,41.968453165,-87.694452818,"(41.968453165, -87.694452818)" +1371987,G036595,01/18/2001 03:20:00 AM,0000X E 75 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,,,19,1178144,1855265,2001,08/17/2015 03:03:40 PM,41.758159288,-87.62268322,"(41.758159288, -87.62268322)" +1373050,G072005,02/04/2001 02:00:00 PM,007XX N LECLAIRE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142251,1904777,2001,08/17/2015 03:03:40 PM,41.89476602,-87.753003399,"(41.89476602, -87.753003399)" +1373283,G074707,02/05/2001 03:45:00 PM,020XX W HOWARD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2424,024,,,19,1161148,1950315,2001,08/17/2015 03:03:40 PM,42.019352942,-87.682329187,"(42.019352942, -87.682329187)" +1379270,G075988,02/06/2001 01:10:00 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,,,19,1140803,1899545,2001,08/17/2015 03:03:40 PM,41.880435517,-87.758450308,"(41.880435517, -87.758450308)" +1380010,G074821,02/05/2001 06:30:00 PM,045XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2521,025,,,19,1145801,1920854,2001,08/17/2015 03:03:40 PM,41.938816296,-87.73955628,"(41.938816296, -87.73955628)" +1380879,G074830,02/03/2001 07:20:00 PM,038XX W NORTH AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2535,025,,,19,1150377,1910317,2001,08/17/2015 03:03:40 PM,41.909813628,-87.723013837,"(41.909813628, -87.723013837)" +1381782,G084936,02/10/2001 04:40:00 PM,028XX W HOWARD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2411,024,,,19,1156169,1950218,2001,08/17/2015 03:03:40 PM,42.019189225,-87.700653998,"(42.019189225, -87.700653998)" +1381816,G080609,02/08/2001 04:40:00 PM,056XX W DIVISION ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2531,025,,,19,1138326,1907470,2001,08/17/2015 03:03:40 PM,41.902227889,-87.767353795,"(41.902227889, -87.767353795)" +1382747,G080567,02/08/2001 04:40:00 PM,013XX N PINE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,,,19,1139213,1908464,2001,08/17/2015 03:03:40 PM,41.904939438,-87.764071434,"(41.904939438, -87.764071434)" +1384066,G085756,02/11/2001 08:55:00 AM,036XX S EMERALD AV,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,0925,009,,,19,1171945,1880419,2001,08/17/2015 03:03:40 PM,41.827322889,-87.644663385,"(41.827322889, -87.644663385)" +1388595,G088659,02/12/2001 07:15:38 PM,002XX E 47 ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0224,002,,,19,1178761,1873878,2001,08/17/2015 03:03:40 PM,41.809221195,-87.619855964,"(41.809221195, -87.619855964)" +1388861,G088516,02/12/2001 02:45:00 PM,088XX S MACKINAW AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0424,004,,,19,1199926,1846705,2001,08/17/2015 03:03:40 PM,41.734148567,-87.543144014,"(41.734148567, -87.543144014)" +1388942,G088862,02/12/2001 08:01:00 PM,020XX N CICERO AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2522,025,,,19,1144101,1913140,2001,08/17/2015 03:03:40 PM,41.917680464,-87.745998475,"(41.917680464, -87.745998475)" +1391829,G087728,02/12/2001 11:45:00 AM,063XX S KING DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,,,19,1179978,1862706,2001,08/17/2015 03:03:40 PM,41.778536394,-87.615734323,"(41.778536394, -87.615734323)" +1393321,G099840,02/18/2001 01:43:00 PM,073XX S DORCHESTER AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0324,003,,,19,1186860,1856263,2001,08/17/2015 03:03:40 PM,41.760695874,-87.590708751,"(41.760695874, -87.590708751)" +1393388,G099484,02/18/2001 09:00:00 AM,043XX N ELSTON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1722,017,,,19,1148936,1928520,2001,08/17/2015 03:03:40 PM,41.959792243,-87.727835229,"(41.959792243, -87.727835229)" +1393704,G090266,02/13/2001 12:30:00 PM,100XX S WOODLAWN AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,0511,005,,,19,1186575,1838846,2001,08/17/2015 03:03:40 PM,41.712908555,-87.592302903,"(41.712908555, -87.592302903)" +1394033,G087849,02/12/2001 12:50:00 PM,119XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,,,19,1174498,1825655,2001,08/17/2015 03:03:40 PM,41.676987166,-87.636923165,"(41.676987166, -87.636923165)" +1396626,G092720,02/14/2001 06:34:07 PM,066XX S EVANS AV,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0321,003,,,19,1182318,1861216,2001,08/17/2015 03:03:40 PM,41.774393789,-87.607201947,"(41.774393789, -87.607201947)" +1396694,G093001,02/14/2001 08:02:00 PM,079XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,,,19,1170655,1852047,2001,08/17/2015 03:03:40 PM,41.749495162,-87.650223233,"(41.749495162, -87.650223233)" +1396997,G102270,02/19/2001 09:00:00 PM,010XX E 93 ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0413,004,,,19,1184748,1843564,2001,08/17/2015 03:03:40 PM,41.725898252,-87.598846483,"(41.725898252, -87.598846483)" +1398059,G099411,02/18/2001 08:30:00 AM,040XX W GLADYS AV,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,1132,011,,,19,1149748,1898094,2001,08/17/2015 03:03:40 PM,41.876284692,-87.725642561,"(41.876284692, -87.725642561)" +1401005,G106183,02/21/2001 10:15:00 PM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,,,19,1149268,1926248,2001,08/17/2015 03:03:40 PM,41.95355126,-87.726673769,"(41.95355126, -87.726673769)" +1401312,G102359,02/19/2001 08:40:00 PM,037XX S KEDZIE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0913,009,,,19,1155698,1879248,2001,08/17/2015 03:03:40 PM,41.824451436,-87.704302925,"(41.824451436, -87.704302925)" +1401826,G103868,02/20/2001 04:25:00 PM,052XX W FULTON ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1523,015,,,19,1141033,1901471,2001,08/17/2015 03:03:40 PM,41.885716472,-87.75755831,"(41.885716472, -87.75755831)" +1403494,G113624,02/26/2001 11:30:00 AM,006XX W WASHINGTON BV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0111,001,,,19,1171775,1900726,2001,08/17/2015 03:03:40 PM,41.883050646,-87.644689562,"(41.883050646, -87.644689562)" +1403847,G105398,02/21/2001 12:00:00 PM,028XX W HOWARD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2411,024,,,19,1156169,1950218,2001,08/17/2015 03:03:40 PM,42.019189225,-87.700653998,"(42.019189225, -87.700653998)" 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PLATFORM,true,false,0622,006,,,19,1177583,1847327,2001,08/17/2015 03:03:40 PM,41.736389168,-87.624978711,"(41.736389168, -87.624978711)" +1414457,G116445,02/27/2001 08:08:55 PM,037XX W CHICAGO AV,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1112,011,,,19,1151284,1905040,2001,08/17/2015 03:03:40 PM,41.895315268,-87.719820512,"(41.895315268, -87.719820512)" +1419593,G120206,03/01/2001 06:00:00 PM,029XX S EMERALD AV,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,0923,009,,,19,1171735,1885417,2001,08/17/2015 03:03:40 PM,41.841042466,-87.645286964,"(41.841042466, -87.645286964)" +1420135,G115439,02/27/2001 11:30:00 AM,033XX W FRANKLIN BL,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1123,011,,,19,1154257,1903099,2001,08/17/2015 03:03:40 PM,41.889930121,-87.708953234,"(41.889930121, -87.708953234)" +1421309,G114532,02/26/2001 07:51:23 PM,006XX N MONTICELLO AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,,,19,1151898,1904002,2001,08/17/2015 03:03:40 PM,41.892454822,-87.717592786,"(41.892454822, -87.717592786)" +1421971,G123616,03/03/2001 10:15:00 AM,056XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1633,016,,,19,1138284,1925998,2001,08/17/2015 03:03:40 PM,41.953071497,-87.767058607,"(41.953071497, -87.767058607)" +1422044,G123772,03/03/2001 11:45:00 AM,038XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,,,19,1150225,1921043,2001,08/17/2015 03:03:40 PM,41.93924969,-87.723291903,"(41.93924969, -87.723291903)" +1422484,G125640,03/04/2001 12:29:00 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,,,19,1169489,1870506,2001,08/17/2015 03:03:40 PM,41.800174255,-87.653961582,"(41.800174255, -87.653961582)" +1424299,G125965,03/04/2001 04:02:00 PM,001XX W 112 PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,,,19,1177254,1830394,2001,08/17/2015 03:03:40 PM,41.689930128,-87.626693178,"(41.689930128, -87.626693178)" +1424364,G138323,03/10/2001 02:00:00 PM,008XX N FRANCISCO AV,1611,GAMBLING,BOOKMAKING/SPORTS,RESIDENCE PORCH/HALLWAY,true,false,1311,012,,,19,1156853,1905686,2001,08/17/2015 03:03:40 PM,41.896976853,-87.699349334,"(41.896976853, -87.699349334)" +1425114,G122423,03/02/2001 06:56:28 PM,020XX W JACKSON BL,1611,GAMBLING,BOOKMAKING/SPORTS,RESIDENCE PORCH/HALLWAY,true,false,1211,012,,,19,1162983,1898668,2001,08/17/2015 03:03:40 PM,41.877592378,-87.677031918,"(41.877592378, -87.677031918)" +1426158,G122748,03/02/2001 10:15:00 PM,062XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,,,19,1167109,1863436,2001,08/17/2015 03:03:40 PM,41.78082461,-87.662891944,"(41.78082461, -87.662891944)" +1427660,G128467,03/05/2001 07:00:00 PM,043XX N KEDZIE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1724,017,,,19,1154239,1928434,2001,08/17/2015 03:03:40 PM,41.959451773,-87.708341192,"(41.959451773, -87.708341192)" +1427702,G128520,03/05/2001 06:55:00 PM,061XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2511,025,,,19,1135135,1920596,2001,08/17/2015 03:03:40 PM,41.938304352,-87.77876322,"(41.938304352, -87.77876322)" +1427841,G128626,03/05/2001 07:50:00 PM,046XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1911,019,,,19,1159573,1930725,2001,08/17/2015 03:03:40 PM,41.965629968,-87.688667687,"(41.965629968, -87.688667687)" +1427907,G132514,03/07/2001 03:00:00 PM,038XX N HARLEM AV,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,1631,016,,,19,1127337,1924873,2001,08/17/2015 03:03:40 PM,41.950175801,-87.807326711,"(41.950175801, -87.807326711)" +1428217,G049509,01/24/2001 01:05:00 PM,049XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1624,016,,,19,1142768,1926179,2001,08/17/2015 03:03:40 PM,41.953485693,-87.750570379,"(41.953485693, -87.750570379)" +1431116,G130441,03/06/2001 07:03:35 PM,062XX S RHODES AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,,,19,1180929,1863925,2001,08/17/2015 03:03:40 PM,41.781859617,-87.612210453,"(41.781859617, -87.612210453)" +1431869,G130484,03/06/2001 08:15:00 PM,012XX N PARKSIDE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,,,19,1138415,1907526,2001,08/17/2015 03:03:40 PM,41.902379948,-87.767025522,"(41.902379948, -87.767025522)" +1431882,G136791,03/09/2001 06:45:37 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,,,19,1156242,1896586,2001,08/17/2015 03:03:40 PM,41.872017942,-87.701839402,"(41.872017942, -87.701839402)" +1432073,G138715,03/10/2001 04:40:00 PM,063XX W DIVERSEY AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2512,025,,,19,1133807,1917896,2001,08/17/2015 03:03:40 PM,41.930918717,-87.783707615,"(41.930918717, -87.783707615)" +1432113,G138334,03/10/2001 02:40:00 PM,0000X N KOSTNER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,,,19,1147011,1899890,2001,08/17/2015 03:03:40 PM,41.881265863,-87.735646074,"(41.881265863, -87.735646074)" +1432324,G129691,03/06/2001 01:55:00 PM,044XX W HARRISON ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,1131,011,,,19,1147092,1897231,2001,08/17/2015 03:03:40 PM,41.873967707,-87.735416663,"(41.873967707, -87.735416663)" +1435225,G145410,03/13/2001 08:40:00 PM,106XX S TORRENCE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0434,004,,,19,1195505,1834812,2001,08/17/2015 03:03:40 PM,41.701623312,-87.559731643,"(41.701623312, -87.559731643)" +1436325,G148924,03/15/2001 03:56:08 PM,037XX S CALUMET AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,,,19,1179161,1880452,2001,08/17/2015 03:03:40 PM,41.827251664,-87.618188172,"(41.827251664, -87.618188172)" +1436447,G142442,03/12/2001 03:30:00 PM,071XX S STONY ISLAND AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0324,003,,,19,1187999,1858179,2001,08/17/2015 03:03:40 PM,41.765926489,-87.586473355,"(41.765926489, -87.586473355)" +1436451,G142435,03/12/2001 01:30:00 PM,063XX S KING DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1179963,1863316,2001,08/17/2015 03:03:40 PM,41.780210638,-87.615770652,"(41.780210638, -87.615770652)" +1437191,G149673,03/15/2001 10:10:00 PM,015XX N MAYFIELD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,,,19,1136780,1909486,2001,08/17/2015 03:03:40 PM,41.907787888,-87.772984203,"(41.907787888, -87.772984203)" +1437277,G146085,03/14/2001 10:20:00 AM,070XX W GRAND AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2512,025,,,19,1128715,1915136,2001,08/17/2015 03:03:40 PM,41.92343298,-87.802482846,"(41.92343298, -87.802482846)" +1437323,G142379,03/12/2001 02:54:27 PM,078XX S CONSTANCE AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,0414,004,,,19,1189930,1853590,2001,08/17/2015 03:03:40 PM,41.753287652,-87.579543077,"(41.753287652, -87.579543077)" +1437378,G146288,03/14/2001 09:30:00 AM,035XX N KEDZIE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1733,017,,,19,1154464,1923386,2001,08/17/2015 03:03:40 PM,41.945595217,-87.707649481,"(41.945595217, -87.707649481)" +1437884,G156844,03/19/2001 02:40:00 PM,007XX N WALLER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,,,19,1138234,1904389,2001,08/17/2015 03:03:40 PM,41.89377491,-87.767766334,"(41.89377491, -87.767766334)" +1438525,G156440,03/19/2001 11:00:00 AM,048XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,,,19,1144411,1897619,2001,08/17/2015 03:03:40 PM,41.875083254,-87.745250385,"(41.875083254, -87.745250385)" +1438884,G157627,03/19/2001 05:30:00 PM,053XX W NEWPORT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1634,016,,,19,1140389,1922385,2001,08/17/2015 03:03:40 PM,41.943118654,-87.75940931,"(41.943118654, -87.75940931)" +1438964,G157747,03/19/2001 07:00:00 PM,045XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1911,019,,,19,1159587,1930269,2001,08/17/2015 03:03:40 PM,41.964378392,-87.688628828,"(41.964378392, -87.688628828)" +1439006,G155493,03/18/2001 08:28:28 PM,064XX S KING DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,,,19,1179982,1862589,2001,08/17/2015 03:03:40 PM,41.778215243,-87.615723238,"(41.778215243, -87.615723238)" +1443302,G163767,03/22/2001 02:15:00 PM,008XX N LARAMIE AV,1650,GAMBLING,VIOL CHARITABLE GAME ACT,SIDEWALK,true,false,1531,015,,,19,1141576,1905081,2001,08/17/2015 03:03:40 PM,41.895612734,-87.755474999,"(41.895612734, -87.755474999)" +1444061,G163423,03/22/2001 11:30:45 AM,016XX N PARKSIDE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,,,19,1138422,1910474,2001,08/17/2015 03:03:40 PM,41.910469483,-87.766928308,"(41.910469483, -87.766928308)" +1444805,G156697,03/19/2001 01:00:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,,,19,1170412,1863853,2001,08/17/2015 03:03:40 PM,41.7818976,-87.650770381,"(41.7818976, -87.650770381)" +1444930,G158994,03/20/2001 01:05:00 PM,064XX S EVANS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,,,19,1182374,1862132,2001,08/17/2015 03:03:40 PM,41.776906082,-87.606968301,"(41.776906082, -87.606968301)" +1445563,G168099,03/24/2001 01:05:10 PM,013XX S HALSTED ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1232,012,,,19,1171199,1894092,2001,08/17/2015 03:03:40 PM,41.86485914,-87.646999435,"(41.86485914, -87.646999435)" +1446465,G166816,03/23/2001 07:59:00 PM,062XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0823,008,,,19,1157821,1863333,2001,08/17/2015 03:03:40 PM,41.780735638,-87.696946546,"(41.780735638, -87.696946546)" +1446574,G162619,03/22/2001 12:20:00 AM,011XX S KOSTNER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,,,19,1147191,1894454,2001,08/17/2015 03:03:40 PM,41.866345391,-87.735124232,"(41.866345391, -87.735124232)" +1446949,G164415,03/22/2001 07:00:00 PM,064XX S EGGLESTON AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0722,007,,,19,1174429,1862077,2001,08/17/2015 03:03:40 PM,41.776935615,-87.636095886,"(41.776935615, -87.636095886)" +1454400,G157685,03/19/2001 08:16:51 PM,066XX S RHODES AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,,,19,1181077,1861319,2001,08/17/2015 03:03:40 PM,41.774705094,-87.611748024,"(41.774705094, -87.611748024)" +1454921,G171397,03/26/2001 10:54:41 AM,049XX W SUPERIOR ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1531,015,,,19,1143209,1904553,2001,08/17/2015 03:03:40 PM,41.894133503,-87.749490486,"(41.894133503, -87.749490486)" +1456515,G169188,03/25/2001 03:07:24 AM,056XX W DIVERSEY AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,2514,025,,,19,1138168,1918008,2001,08/17/2015 03:03:40 PM,41.931148224,-87.767678859,"(41.931148224, -87.767678859)" +1456864,G178081,03/29/2001 11:04:52 AM,001XX N LOTUS AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1523,015,,,19,1139966,1900557,2001,08/17/2015 03:03:40 PM,41.883227919,-87.761498972,"(41.883227919, -87.761498972)" +1457341,G174889,03/27/2001 07:30:00 PM,022XX N CICERO AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2522,025,,,19,1144073,1914314,2001,08/17/2015 03:03:40 PM,41.920902567,-87.746071812,"(41.920902567, -87.746071812)" +1457403,G163698,03/22/2001 12:25:00 PM,049XX S ARCHER AV,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0821,008,,,19,1150928,1871413,2001,08/17/2015 03:03:40 PM,41.803045592,-87.722007222,"(41.803045592, -87.722007222)" +1457918,G162793,03/22/2001 06:00:00 AM,047XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0223,002,,,19,1182343,1874004,2001,08/17/2015 03:03:40 PM,41.809484595,-87.606714088,"(41.809484595, -87.606714088)" +1457920,G177831,03/29/2001 09:00:00 AM,047XX S MICHIGAN AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0231,002,,,19,1177909,1873860,2001,08/17/2015 03:03:40 PM,41.809191168,-87.622981462,"(41.809191168, -87.622981462)" +1458916,G181470,03/30/2001 09:40:00 PM,006XX E 38 PL,1661,GAMBLING,GAME/DICE,CHA PARKING 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-87.74818634)" +1461354,G179321,03/29/2001 09:12:00 PM,019XX W WASHINGTON BL,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1333,012,,,19,1163320,1900739,2001,08/17/2015 03:03:40 PM,41.883268299,-87.675736279,"(41.883268299, -87.675736279)" +1461368,G189556,04/03/2001 05:40:00 PM,055XX S SEELEY AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0715,007,,,19,1163599,1867862,2001,08/17/2015 03:03:40 PM,41.793044504,-87.675636194,"(41.793044504, -87.675636194)" +1461410,G177778,03/29/2001 09:30:00 AM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,,,19,1142699,1904137,2001,08/17/2015 03:03:40 PM,41.893001458,-87.751373942,"(41.893001458, -87.751373942)" +1461712,G189246,04/03/2001 05:36:04 PM,007XX N WALLER AV,1680,GAMBLING,OTHER,ALLEY,true,false,1511,015,,,19,1138232,1904445,2001,08/17/2015 03:03:40 PM,41.893928617,-87.767772324,"(41.893928617, -87.767772324)" +1462994,G188403,04/03/2001 11:30:00 AM,044XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,,,19,1147057,1898688,2001,08/17/2015 03:03:40 PM,41.877966556,-87.735507907,"(41.877966556, -87.735507907)" +1463136,G188471,04/03/2001 11:20:00 AM,021XX N LONG AV,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2515,025,,,19,1139989,1913970,2001,08/17/2015 03:03:40 PM,41.920034359,-87.761085966,"(41.920034359, -87.761085966)" +1467122,G189955,04/04/2001 12:09:33 AM,037XX S KING DR,1611,GAMBLING,BOOKMAKING/SPORTS,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0211,002,,,19,1179513,1880152,2001,08/17/2015 03:03:40 PM,41.826420393,-87.61690593,"(41.826420393, -87.61690593)" +1467222,G193919,04/05/2001 09:05:00 PM,048XX W GLADYS AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SIDEWALK,true,false,1533,015,,,19,1144260,1897865,2001,08/17/2015 03:03:40 PM,41.875761146,-87.745798619,"(41.875761146, -87.745798619)" +1467391,G193559,04/05/2001 06:00:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1532,015,,,19,1144264,1901541,2001,08/17/2015 03:03:40 PM,41.885848459,-87.745691516,"(41.885848459, -87.745691516)" +1467424,G189738,04/03/2001 08:00:00 PM,054XX W FULLERTON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2515,025,,,19,1139815,1915466,2001,08/17/2015 03:03:40 PM,41.92414273,-87.761688639,"(41.92414273, -87.761688639)" +1467476,G190801,04/04/2001 11:31:38 AM,0000X E 113 PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0531,005,,,19,1178471,1829763,2001,08/17/2015 03:03:40 PM,41.68817109,-87.622256808,"(41.68817109, -87.622256808)" +1467564,G195857,04/06/2001 05:42:58 PM,056XX N RIDGE AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2013,020,,,19,1167060,1937586,2001,08/17/2015 03:03:40 PM,41.984298886,-87.660941651,"(41.984298886, -87.660941651)" +1468759,G191452,04/04/2001 05:00:00 PM,059XX W FULLERTON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2515,025,,,19,1136393,1915376,2001,08/17/2015 03:03:40 PM,41.923957671,-87.774264814,"(41.923957671, -87.774264814)" +1469032,G193560,04/05/2001 06:10:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142942,1904468,2001,08/17/2015 03:03:40 PM,41.893905234,-87.750473226,"(41.893905234, -87.750473226)" +1469053,G191135,04/04/2001 04:22:28 PM,052XX S CAMPBELL AV,1680,GAMBLING,OTHER,STREET,true,false,0911,009,,,19,1160639,1869546,2001,08/17/2015 03:03:40 PM,41.79772725,-87.686443776,"(41.79772725, -87.686443776)" +1469087,G191185,04/04/2001 04:02:13 PM,052XX S DAMEN AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,,,19,1163950,1869899,2001,08/17/2015 03:03:40 PM,41.798626909,-87.674291847,"(41.798626909, -87.674291847)" +1469124,G191331,04/04/2001 05:35:35 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,,,19,1167225,1868480,2001,08/17/2015 03:03:40 PM,41.794663477,-87.662322342,"(41.794663477, -87.662322342)" 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AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2511,025,,,19,1129542,1917878,2001,08/17/2015 03:03:40 PM,41.930943278,-87.799381342,"(41.930943278, -87.799381342)" +1471424,G202917,04/09/2001 08:36:38 PM,002XX E 49 ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0224,002,,,19,1178699,1872549,2001,08/17/2015 03:03:40 PM,41.805575714,-87.620123818,"(41.805575714, -87.620123818)" +1473284,G199265,04/08/2001 10:20:00 AM,007XX S PULASKI RD,1680,GAMBLING,OTHER,STREET,true,false,1132,011,,,19,1149795,1896337,2001,08/17/2015 03:03:40 PM,41.871462371,-87.725515674,"(41.871462371, -87.725515674)" +1473672,G191764,04/04/2001 07:33:03 PM,0000X N PINE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,,,19,1139458,1899912,2001,08/17/2015 03:03:40 PM,41.881467229,-87.763380136,"(41.881467229, -87.763380136)" +1473788,G204654,04/10/2001 06:59:08 PM,015XX S KEDZIE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,,,19,1155230,1892544,2001,08/17/2015 03:03:40 PM,41.86094663,-87.705663396,"(41.86094663, -87.705663396)" +1474619,G202841,04/09/2001 10:00:00 PM,088XX S LOWE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2223,022,,,19,1173481,1846169,2001,08/17/2015 03:03:40 PM,41.733303125,-87.640041171,"(41.733303125, -87.640041171)" +1474678,G200362,04/08/2001 09:00:00 PM,074XX S DORCHESTER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,,,19,1186870,1855929,2001,08/17/2015 03:03:40 PM,41.75977911,-87.590682669,"(41.75977911, -87.590682669)" +1474709,G200242,04/08/2001 07:32:47 PM,040XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,,,19,1149416,1890068,2001,08/17/2015 03:03:40 PM,41.854266838,-87.727069674,"(41.854266838, -87.727069674)" +1474792,G192493,04/05/2001 08:35:00 AM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,,,19,1143952,1901533,2001,08/17/2015 03:03:40 PM,41.885832363,-87.74683746,"(41.885832363, -87.74683746)" +1478613,G201371,04/09/2001 11:15:00 AM,069XX S JUSTINE ST,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0734,007,,,19,1167244,1858629,2001,08/17/2015 03:03:40 PM,41.767630697,-87.662534469,"(41.767630697, -87.662534469)" +1479522,G206522,04/11/2001 01:30:00 PM,014XX W GEORGE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1931,019,,,19,1165865,1919382,2001,08/17/2015 03:03:40 PM,41.934372021,-87.665858188,"(41.934372021, -87.665858188)" +1481871,G211111,04/13/2001 06:30:00 PM,0000X N LATROBE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,,,19,1141423,1899811,2001,08/17/2015 03:03:40 PM,41.881154035,-87.756167129,"(41.881154035, -87.756167129)" +1482779,G206775,04/11/2001 06:50:00 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1143648,1904560,2001,08/17/2015 03:03:40 PM,41.894144503,-87.747877982,"(41.894144503, -87.747877982)" +1484561,G215218,04/15/2001 05:50:00 PM,026XX W OGDEN AV,1661,GAMBLING,GAME/DICE,CHA PARKING 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03:03:40 PM,41.766255733,-87.611798725,"(41.766255733, -87.611798725)" +1492138,G219384,04/17/2001 08:30:00 PM,058XX N MILWAUKEE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1622,016,,,19,1134873,1938743,2001,08/17/2015 03:03:40 PM,41.988106136,-87.779294896,"(41.988106136, -87.779294896)" +1493119,G223420,04/19/2001 08:10:06 PM,079XX S ARTESIAN AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0835,008,,,19,1161385,1851896,2001,08/17/2015 03:03:40 PM,41.749277735,-87.684196608,"(41.749277735, -87.684196608)" +1493140,G221082,04/18/2001 06:10:00 PM,130XX S EVANS AV,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,,,19,1183674,1818626,2001,08/17/2015 03:03:40 PM,41.657490147,-87.603554491,"(41.657490147, -87.603554491)" +1493269,G222593,04/19/2001 01:30:00 PM,020XX W JAMES ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,0915,009,,,19,1163521,1870383,2001,08/17/2015 03:03:40 PM,41.79996408,-87.675851508,"(41.79996408, -87.675851508)" 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AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,,,19,1156773,1862248,2001,08/17/2015 03:03:40 PM,41.777779458,-87.700818002,"(41.777779458, -87.700818002)" +1495042,G227206,04/21/2001 01:50:22 PM,091XX S BLACKSTONE AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0413,004,,,19,1187744,1844895,2001,08/17/2015 03:03:40 PM,41.729479984,-87.587829861,"(41.729479984, -87.587829861)" +1495758,G233430,04/24/2001 10:30:00 AM,047XX S MICHIGAN AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0231,002,,,19,1177909,1873860,2001,08/17/2015 03:03:40 PM,41.809191168,-87.622981462,"(41.809191168, -87.622981462)" +1495932,G229477,04/22/2001 02:40:00 PM,009XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1312,012,,,19,1160203,1905939,2001,08/17/2015 03:03:40 PM,41.897602518,-87.687038277,"(41.897602518, -87.687038277)" +1495952,G232010,04/23/2001 06:00:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,,,19,1141418,1902686,2001,08/17/2015 03:03:40 PM,41.889043484,-87.75611448,"(41.889043484, -87.75611448)" +1496413,G232356,04/23/2001 07:45:00 PM,009XX W FULTON MARKET,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1212,012,,,19,1169765,1902094,2001,08/17/2015 03:03:40 PM,41.886848555,-87.652030452,"(41.886848555, -87.652030452)" +1496810,G232476,04/23/2001 07:30:00 PM,028XX W HOWARD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2411,024,,,19,1156169,1950218,2001,08/17/2015 03:03:40 PM,42.019189225,-87.700653998,"(42.019189225, -87.700653998)" +1496843,G233493,04/24/2001 12:20:00 PM,064XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GAS STATION,true,false,1632,016,,,19,1133141,1920627,2001,08/17/2015 03:03:40 PM,41.938424582,-87.786091013,"(41.938424582, -87.786091013)" +1496918,G234437,04/24/2001 08:00:00 PM,018XX S BLUE ISLAND AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1222,012,,,19,1167006,1891019,2001,08/17/2015 03:03:40 PM,41.856517517,-87.662480044,"(41.856517517, -87.662480044)" +1497715,G231088,04/23/2001 12:20:37 PM,084XX S KERFOOT AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0622,006,,,19,1173555,1848761,2001,08/17/2015 03:03:40 PM,41.740414282,-87.639693541,"(41.740414282, -87.639693541)" +1503122,G241242,04/27/2001 08:40:39 PM,008XX W WILSON AV,1661,GAMBLING,GAME/DICE,GOVERNMENT BUILDING/PROPERTY,true,false,2313,019,,,19,1169611,1930706,2001,08/17/2015 03:03:40 PM,41.965364651,-87.651760802,"(41.965364651, -87.651760802)" +1504456,G234163,04/24/2001 04:15:00 PM,062XX S COTTAGE GROVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0313,003,,,19,1182591,1864000,2001,08/17/2015 03:03:40 PM,41.782027014,-87.606114882,"(41.782027014, -87.606114882)" +1505098,G242967,04/28/2001 06:00:00 PM,053XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,,,19,1170258,1869471,2001,08/17/2015 03:03:40 PM,41.797317388,-87.651171557,"(41.797317388, -87.651171557)" +1505182,G238340,04/26/2001 06:45:00 PM,078XX S TRUMBULL AV,1651,GAMBLING,GAME/CARDS,STREET,true,false,0835,008,,,19,1154699,1852535,2001,08/17/2015 03:03:40 PM,41.751167064,-87.708679988,"(41.751167064, -87.708679988)" +1505950,G221468,04/18/2001 09:00:00 PM,076XX S EVANS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,,,19,1182586,1854565,2001,08/17/2015 03:03:40 PM,41.756136569,-87.60642556,"(41.756136569, -87.60642556)" +1506844,G236366,04/25/2001 06:50:25 PM,004XX N SPRINGFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,,,19,1150267,1902779,2001,08/17/2015 03:03:40 PM,41.889130743,-87.723614739,"(41.889130743, -87.723614739)" +1507137,G243739,04/29/2001 02:03:11 AM,020XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2111,002,,,19,1176604,1890373,2001,08/17/2015 03:03:40 PM,41.854533666,-87.627270111,"(41.854533666, -87.627270111)" +1508250,G238449,04/26/2001 06:49:31 PM,068XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0724,007,,,19,1169871,1859406,2001,08/17/2015 03:03:40 PM,41.769706258,-87.652882825,"(41.769706258, -87.652882825)" +1508613,G244816,04/29/2001 03:35:00 PM,032XX N RACINE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1924,019,,,19,1167744,1922036,2001,08/17/2015 03:03:40 PM,41.941614372,-87.658876173,"(41.941614372, -87.658876173)" +1508639,G243187,04/28/2001 08:28:48 PM,008XX E 131 ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,,,19,1184172,1818484,2001,08/17/2015 03:03:40 PM,41.657088893,-87.601736646,"(41.657088893, -87.601736646)" +1508649,G244682,04/29/2001 03:45:00 PM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,,,19,1142210,1899579,2001,08/17/2015 03:03:40 PM,41.880502838,-87.753283031,"(41.880502838, -87.753283031)" +1509872,G241086,04/27/2001 07:45:00 PM,096XX S FOREST AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,,,19,1179995,1840878,2001,08/17/2015 03:03:40 PM,41.718637498,-87.616338824,"(41.718637498, -87.616338824)" +1510174,G239990,04/27/2001 12:05:00 PM,048XX W GLADYS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,,,19,1144299,1897946,2001,08/17/2015 03:03:40 PM,41.875982687,-87.745653388,"(41.875982687, -87.745653388)" +1510237,G243005,04/28/2001 06:17:35 PM,064XX S INGLESIDE AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0314,003,,,19,1183871,1862533,2001,08/17/2015 03:03:40 PM,41.777971633,-87.601467897,"(41.777971633, -87.601467897)" +1510477,G247358,04/30/2001 06:01:11 PM,066XX S GREENWOOD AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,,,19,1184323,1861098,2001,08/17/2015 03:03:40 PM,41.774023296,-87.599855741,"(41.774023296, -87.599855741)" +1510593,G240949,04/27/2001 06:39:30 PM,062XX S LANGLEY AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,,,19,1182012,1863589,2001,08/17/2015 03:03:40 PM,41.78091261,-87.608250331,"(41.78091261, -87.608250331)" +1510736,G243532,04/28/2001 11:30:00 PM,052XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,,,19,1170156,1870291,2001,08/17/2015 03:03:40 PM,41.799569779,-87.651521753,"(41.799569779, -87.651521753)" +1514298,G253551,05/03/2001 02:50:00 PM,001XX N LOREL AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,,,19,1140635,1900963,2001,08/17/2015 03:03:40 PM,41.884329775,-87.759032352,"(41.884329775, -87.759032352)" +1514925,G253568,05/03/2001 01:50:00 PM,079XX S MARQUETTE AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,0422,004,,,19,1195596,1852891,2001,08/17/2015 03:03:40 PM,41.751231443,-87.558802793,"(41.751231443, -87.558802793)" +1516437,G252258,05/02/2001 08:50:00 PM,016XX N MAYFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,,,19,1136808,1910065,2001,08/17/2015 03:03:40 PM,41.909376232,-87.772867446,"(41.909376232, -87.772867446)" +1516470,G246568,04/30/2001 01:15:00 PM,058XX W WASHINGTON BL,1661,GAMBLING,GAME/DICE,STREET,true,false,1512,015,,,19,1137672,1900197,2001,08/17/2015 03:03:40 PM,41.882281668,-87.769931489,"(41.882281668, -87.769931489)" +1516538,G242444,04/28/2001 10:58:29 AM,067XX S WOLCOTT AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,,,19,1164815,1859754,2001,08/17/2015 03:03:40 PM,41.770769488,-87.671406112,"(41.770769488, -87.671406112)" +1516705,G250178,05/01/2001 07:15:00 PM,010XX W LAKE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1212,012,,,19,1169404,1901662,2001,08/17/2015 03:03:40 PM,41.885670974,-87.653368702,"(41.885670974, -87.653368702)" +1517338,G244689,04/29/2001 10:00:00 AM,119XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0524,005,,,19,1173094,1825911,2001,08/17/2015 03:03:40 PM,41.677720696,-87.642054682,"(41.677720696, -87.642054682)" +1517350,G249594,05/01/2001 06:20:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1532,015,,,19,1143028,1902592,2001,08/17/2015 03:03:40 PM,41.888755665,-87.750204197,"(41.888755665, -87.750204197)" +1517644,G254782,05/03/2001 11:00:48 PM,014XX S HAMLIN AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,,,19,1151246,1892498,2001,08/17/2015 03:03:40 PM,41.860899395,-87.720289104,"(41.860899395, -87.720289104)" +1518841,G260838,05/06/2001 08:52:00 PM,061XX S MAY ST,1697,GAMBLING,POLICY/OTHER,RESIDENCE PORCH/HALLWAY,true,false,0712,007,,,19,1169657,1864289,2001,08/17/2015 03:03:40 PM,41.783110449,-87.653525762,"(41.783110449, -87.653525762)" +1518877,G254208,05/03/2001 06:25:00 PM,053XX W HURON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1524,015,,,19,1140427,1904070,2001,08/17/2015 03:03:40 PM,41.892859585,-87.759719896,"(41.892859585, -87.759719896)" +1518898,G258667,05/05/2001 06:15:00 PM,056XX S SHIELDS AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,,,19,1174968,1867640,2001,08/17/2015 03:03:40 PM,41.792189072,-87.633954055,"(41.792189072, -87.633954055)" +1519318,G253556,05/03/2001 01:45:00 PM,036XX W IOWA ST,1680,GAMBLING,OTHER,STREET,true,false,1112,011,,,19,1151643,1905792,2001,08/17/2015 03:03:40 PM,41.897371779,-87.718482192,"(41.897371779, -87.718482192)" +1519573,G252288,05/02/2001 08:30:00 PM,026XX W LAWRENCE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,,,19,1157992,1931742,2001,08/17/2015 03:03:40 PM,41.968453165,-87.694452818,"(41.968453165, -87.694452818)" +1519674,G261141,05/06/2001 11:05:00 PM,062XX S INGLESIDE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,,,19,1183478,1863955,2001,08/17/2015 03:03:40 PM,41.781882899,-87.602864347,"(41.781882899, -87.602864347)" +1519718,G257280,05/05/2001 12:30:00 AM,070XX W GRAND AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2512,025,,,19,1128972,1915139,2001,08/17/2015 03:03:40 PM,41.923436842,-87.801538446,"(41.923436842, -87.801538446)" +1519751,G257065,05/04/2001 10:00:00 PM,100XX S WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2211,022,,,19,1162118,1837871,2001,08/17/2015 03:03:40 PM,41.710775685,-87.681899548,"(41.710775685, -87.681899548)" +1520451,G231194,04/23/2001 01:03:46 PM,076XX N GREENVIEW AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2422,024,,,19,1165013,1950629,2001,08/17/2015 03:03:40 PM,42.020133015,-87.668097497,"(42.020133015, -87.668097497)" +1520603,G255801,05/04/2001 12:45:00 PM,019XX S SAWYER AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1022,010,,,19,1154957,1890489,2001,08/17/2015 03:03:40 PM,41.855312953,-87.706720578,"(41.855312953, -87.706720578)" +1520745,G257116,05/04/2001 10:00:00 PM,101XX S SANGAMON ST,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,2232,022,,,19,1171818,1837309,2001,08/17/2015 03:03:40 PM,41.709026605,-87.646392536,"(41.709026605, -87.646392536)" +1521254,G261132,05/06/2001 07:45:00 PM,065XX S MAPLEWOOD AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0832,008,,,19,1160459,1861186,2001,08/17/2015 03:03:40 PM,41.774789988,-87.687334209,"(41.774789988, -87.687334209)" +1528873,G267433,05/09/2001 04:43:58 PM,025XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,,,19,1159435,1896924,2001,08/17/2015 03:03:40 PM,41.872880387,-87.69010724,"(41.872880387, -87.69010724)" +1529383,G268196,05/09/2001 10:46:32 PM,063XX S MARSHFIELD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,,,19,1166456,1862526,2001,08/17/2015 03:03:40 PM,41.778341401,-87.665311889,"(41.778341401, -87.665311889)" +1529783,G266990,05/09/2001 01:50:00 PM,057XX W WASHINGTON BL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,,,19,1138124,1900127,2001,08/17/2015 03:03:40 PM,41.882081424,-87.768273408,"(41.882081424, -87.768273408)" +1529813,G271729,05/11/2001 01:12:13 PM,0000X N MAYFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,,,19,1137194,1899917,2001,08/17/2015 03:03:40 PM,41.881521908,-87.771693465,"(41.881521908, -87.771693465)" +1529994,G269983,05/10/2001 06:00:00 PM,006XX N LONG AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,,,19,1140236,1904073,2001,08/17/2015 03:03:40 PM,41.892871319,-87.760421301,"(41.892871319, -87.760421301)" +1530607,G263910,05/08/2001 06:20:00 AM,076XX N GREENVIEW AV,1611,GAMBLING,BOOKMAKING/SPORTS,OTHER,true,false,2422,024,,,19,1165013,1950567,2001,08/17/2015 03:03:40 PM,42.019962886,-87.66809927,"(42.019962886, -87.66809927)" +1530791,G254312,05/03/2001 07:09:00 PM,080XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,,,19,1170012,1851366,2001,08/17/2015 03:03:40 PM,41.747640391,-87.652599189,"(41.747640391, -87.652599189)" +1530935,G261143,05/06/2001 11:39:57 PM,013XX S FAIRFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,,,19,1158290,1893478,2001,08/17/2015 03:03:40 PM,41.863447685,-87.694405247,"(41.863447685, -87.694405247)" +1531623,G263624,05/07/2001 10:43:09 PM,075XX S LUELLA AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,,,19,1192550,1855499,2001,08/17/2015 03:03:40 PM,41.758462711,-87.569879856,"(41.758462711, -87.569879856)" +1531689,G269214,05/10/2001 01:00:00 PM,044XX W LAKE ST,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,1113,011,,,19,1146967,1901666,2001,08/17/2015 03:03:40 PM,41.886140251,-87.735762231,"(41.886140251, -87.735762231)" +1531819,G233734,04/24/2001 02:55:22 PM,005XX E BROWNING AV,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0212,002,,,19,1180944,1881467,2001,08/17/2015 03:03:40 PM,41.829995983,-87.611615407,"(41.829995983, -87.611615407)" +1531969,G274256,05/12/2001 06:10:00 PM,064XX S KING DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,,,19,1179983,1862548,2001,08/17/2015 03:03:40 PM,41.778102712,-87.615720826,"(41.778102712, -87.615720826)" +1532542,G272650,05/11/2001 10:02:47 PM,013XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,PARK 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S PEORIA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,,,19,1171150,1870326,2001,08/17/2015 03:03:40 PM,41.799644129,-87.647875478,"(41.799644129, -87.647875478)" +1579457,G337208,06/10/2001 11:00:00 PM,108XX S WABASH AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0513,005,,,19,1178468,1832778,2001,08/17/2015 03:03:40 PM,41.696444753,-87.622176664,"(41.696444753, -87.622176664)" +1580490,G330705,06/07/2001 11:07:19 PM,007XX N LAVERGNE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142839,1904730,2001,08/17/2015 03:03:40 PM,41.894626112,-87.750844984,"(41.894626112, -87.750844984)" +1581218,G319196,06/02/2001 03:22:46 PM,065XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,,,19,1167170,1861385,2001,08/17/2015 03:03:40 PM,41.775195102,-87.662726944,"(41.775195102, -87.662726944)" +1581304,G339007,06/11/2001 04:44:00 PM,088XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,,,19,1165843,1846293,2001,08/17/2015 03:03:40 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STORE,true,false,0811,008,,,19,1140147,1868751,2001,08/17/2015 03:03:40 PM,41.79594423,-87.761611744,"(41.79594423, -87.761611744)" +1637331,G411036,07/13/2001 09:00:00 PM,028XX W 64 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0823,008,,,19,1158372,1862033,2001,08/17/2015 03:03:40 PM,41.777157044,-87.694961842,"(41.777157044, -87.694961842)" +1637716,G413579,07/15/2001 04:35:00 AM,054XX S INDIANA AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0232,002,,,19,1178569,1868813,2001,08/17/2015 03:03:40 PM,41.795326749,-87.6207142,"(41.795326749, -87.6207142)" +1637876,G410151,07/13/2001 05:24:30 PM,026XX W OGDEN AV,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1023,010,,,19,1158742,1893135,2001,08/17/2015 03:03:40 PM,41.862497215,-87.692755379,"(41.862497215, -87.692755379)" +1637976,G403800,07/10/2001 08:30:00 PM,074XX S MARYLAND AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0323,003,,,19,1183151,1855808,2001,08/17/2015 03:03:40 PM,41.759534369,-87.604316376,"(41.759534369, -87.604316376)" +1638346,G399095,07/08/2001 08:50:00 PM,066XX S ELLIS AV,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0321,003,,,19,1183984,1861421,2001,08/17/2015 03:03:40 PM,41.774917564,-87.601088353,"(41.774917564, -87.601088353)" +1638415,G400307,07/09/2001 12:30:00 PM,084XX S VINCENNES AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0622,006,,,19,1173641,1848720,2001,08/17/2015 03:03:40 PM,41.74029987,-87.639379659,"(41.74029987, -87.639379659)" +1638429,G408403,07/12/2001 08:20:00 PM,004XX W 95 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2223,022,,,19,1175287,1841875,2001,08/17/2015 03:03:40 PM,41.721479704,-87.633552825,"(41.721479704, -87.633552825)" +1639497,G408515,07/12/2001 09:05:00 PM,035XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,,,19,1152853,1889105,2001,08/17/2015 03:03:40 PM,41.851556967,-87.714479887,"(41.851556967, -87.714479887)" +1639614,G408207,07/12/2001 07:10:00 PM,050XX S HERMITAGE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,,,19,1165578,1871017,2001,08/17/2015 03:03:40 PM,41.801660428,-87.668289897,"(41.801660428, -87.668289897)" +1639806,G408291,07/12/2001 07:38:11 PM,047XX W FULTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1113,011,,,19,1144445,1901404,2001,08/17/2015 03:03:40 PM,41.885469112,-87.745030287,"(41.885469112, -87.745030287)" +1639807,G403935,07/10/2001 09:40:00 PM,070XX S WOODLAWN AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,,,19,1185589,1858213,2001,08/17/2015 03:03:40 PM,41.766076872,-87.595305643,"(41.766076872, -87.595305643)" +1639985,G408101,07/12/2001 06:05:00 PM,042XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,,,19,1147976,1894651,2001,08/17/2015 03:03:40 PM,41.866870936,-87.732237331,"(41.866870936, -87.732237331)" +1640231,G407406,07/12/2001 01:39:49 PM,007XX N LAVERGNE AV,1651,GAMBLING,GAME/CARDS,STREET,true,false,1531,015,,,19,1142838,1904756,2001,08/17/2015 03:03:40 PM,41.894697478,-87.750848008,"(41.894697478, -87.750848008)" +1640466,G410144,07/13/2001 05:00:00 PM,002XX N MENARD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1512,015,,,19,1137628,1901151,2001,08/17/2015 03:03:40 PM,41.884900362,-87.770070067,"(41.884900362, -87.770070067)" +1641107,G417418,07/16/2001 08:15:00 PM,070XX S PERRY AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,,,19,1176651,1858462,2001,08/17/2015 03:03:40 PM,41.766965934,-87.62805882,"(41.766965934, -87.62805882)" +1641109,G403844,07/10/2001 06:00:00 PM,034XX W BRYN MAWR AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1712,017,,,19,1152692,1936967,2001,08/17/2015 03:03:40 PM,41.982897671,-87.713801807,"(41.982897671, -87.713801807)" +1641140,G417818,07/17/2001 12:24:29 AM,055XX W CONGRESS PW,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,,,19,1139841,1897181,2001,08/17/2015 03:03:40 PM,41.873966021,-87.762040506,"(41.873966021, -87.762040506)" +1641204,G407492,07/12/2001 02:16:53 PM,003XX W 59 PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,,,19,1175094,1865459,2001,08/17/2015 03:03:40 PM,41.786201367,-87.633557128,"(41.786201367, -87.633557128)" +1641254,G412778,07/14/2001 06:40:04 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,,,19,1141649,1898873,2001,08/17/2015 03:03:40 PM,41.878575872,-87.755360455,"(41.878575872, -87.755360455)" +1641262,G419794,07/17/2001 07:45:00 PM,056XX S EMERALD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,,,19,1172217,1867677,2001,08/17/2015 03:03:40 PM,41.792351574,-87.644040411,"(41.792351574, -87.644040411)" +1641432,G407657,07/12/2001 02:57:36 PM,056XX S LAFAYETTE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1176983,1867483,2001,08/17/2015 03:03:40 PM,41.791713029,-87.626570149,"(41.791713029, -87.626570149)" +1645425,G416589,07/16/2001 03:25:00 PM,060XX S MARSHFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,,,19,1166419,1864476,2001,08/17/2015 03:03:40 PM,41.783693236,-87.665392003,"(41.783693236, -87.665392003)" +1645475,G410558,07/13/2001 07:06:44 PM,109XX S RACINE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2234,022,,,19,1170317,1832185,2001,08/17/2015 03:03:40 PM,41.694998273,-87.652037801,"(41.694998273, -87.652037801)" +1645536,G410631,07/13/2001 08:42:04 PM,050XX S STATE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0231,002,,,19,1177086,1871618,2001,08/17/2015 03:03:40 PM,41.803057542,-87.626067719,"(41.803057542, -87.626067719)" +1645592,G420149,07/17/2001 10:00:00 PM,040XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0214,002,,,19,1176910,1878017,2001,08/17/2015 03:03:40 PM,41.820620942,-87.626520168,"(41.820620942, -87.626520168)" +1645697,G410720,07/13/2001 09:03:18 PM,050XX S STATE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0231,002,,,19,1177086,1871618,2001,08/17/2015 03:03:40 PM,41.803057542,-87.626067719,"(41.803057542, -87.626067719)" +1646173,G417356,07/16/2001 07:55:31 PM,045XX N CLARENDON AV,1610,GAMBLING,BOOKMAKING/HORSES,SIDEWALK,true,false,2313,019,,,19,1170056,1930357,2001,08/17/2015 03:03:40 PM,41.96439726,-87.65013488,"(41.96439726, -87.65013488)" +1647008,G422543,07/19/2001 12:30:00 AM,039XX W 16 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,,,19,1150066,1891790,2001,08/17/2015 03:03:40 PM,41.858979597,-87.724639086,"(41.858979597, -87.724639086)" +1648068,G423834,07/19/2001 10:30:00 AM,062XX S CAMPBELL AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,,,19,1160820,1863024,2001,08/17/2015 03:03:40 PM,41.779826268,-87.685960107,"(41.779826268, -87.685960107)" +1648143,G398096,07/08/2001 09:30:00 AM,040XX W CONGRESS PW,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,,,19,1149668,1897429,2001,08/17/2015 03:03:40 PM,41.874461411,-87.725953575,"(41.874461411, -87.725953575)" +1649917,G428962,07/21/2001 07:03:17 PM,042XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,,,19,1147933,1894730,2001,08/17/2015 03:03:40 PM,41.867088547,-87.732393161,"(41.867088547, -87.732393161)" +1650076,G436061,07/20/2001 06:00:00 PM,018XX N MOZART ST,1610,GAMBLING,BOOKMAKING/HORSES,RESIDENCE,true,false,1421,014,,,19,1157090,1912199,2001,08/17/2015 03:03:40 PM,41.914844267,-87.698301777,"(41.914844267, -87.698301777)" +1650686,G427034,07/20/2001 11:00:00 PM,002XX E 55 PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0233,002,,,19,1178738,1868438,2001,08/17/2015 03:03:40 PM,41.794293867,-87.620105888,"(41.794293867, -87.620105888)" +1650689,G426685,07/20/2001 07:35:00 PM,054XX S INDIANA AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0232,002,,,19,1178569,1868813,2001,08/17/2015 03:03:40 PM,41.795326749,-87.6207142,"(41.795326749, -87.6207142)" +1652057,G423517,07/19/2001 01:30:00 PM,026XX W 63 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,,,19,1160105,1862825,2001,08/17/2015 03:03:40 PM,41.779294925,-87.68858688,"(41.779294925, -87.68858688)" +1654173,G420953,07/18/2001 12:30:00 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142512,1904214,2001,08/17/2015 03:03:40 PM,41.893216233,-87.752058815,"(41.893216233, -87.752058815)" +1654241,G433653,07/23/2001 09:35:00 PM,009XX W 54 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,,,19,1171167,1868960,2001,08/17/2015 03:03:40 PM,41.795895305,-87.647853082,"(41.795895305, -87.647853082)" +1654532,G435568,07/24/2001 06:07:17 PM,019XX S KEDZIE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,,,19,1155368,1890496,2001,08/17/2015 03:03:40 PM,41.855323921,-87.705211823,"(41.855323921, -87.705211823)" +1655511,G410439,07/13/2001 06:50:00 PM,119XX S EMERALD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,,,19,1173516,1825503,2001,08/17/2015 03:03:40 PM,41.676591777,-87.640522034,"(41.676591777, -87.640522034)" +1658888,G425676,07/20/2001 12:05:00 PM,050XX S HERMITAGE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0931,009,,,19,1165577,1871038,2001,08/17/2015 03:03:40 PM,41.801718076,-87.668292968,"(41.801718076, -87.668292968)" +1659253,G433802,07/23/2001 10:50:15 PM,055XX W JACKSON BV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,,,19,1139284,1898157,2001,08/17/2015 03:03:40 PM,41.876654449,-87.764061812,"(41.876654449, -87.764061812)" +1659419,G434921,07/24/2001 12:59:12 PM,006XX W 61 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,,,19,1172948,1864396,2001,08/17/2015 03:03:40 PM,41.783332036,-87.641456768,"(41.783332036, -87.641456768)" +1659847,G438226,07/25/2001 07:00:05 PM,023XX W TAYLOR ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1224,012,,,19,1160988,1895481,2001,08/17/2015 03:03:40 PM,41.868888583,-87.684445496,"(41.868888583, -87.684445496)" +1660103,G438094,07/25/2001 06:30:00 PM,002XX E GARFIELD BV,1661,GAMBLING,GAME/DICE,OTHER,true,false,0232,002,,,19,1178760,1868439,2001,08/17/2015 03:03:40 PM,41.794296111,-87.620025185,"(41.794296111, -87.620025185)" +1660113,G442647,07/27/2001 05:34:17 PM,050XX S PRAIRIE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0224,002,,,19,1178852,1871731,2001,08/17/2015 03:03:40 PM,41.803327565,-87.619587592,"(41.803327565, -87.619587592)" +1661173,G444862,07/28/2001 05:30:00 PM,025XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1135,011,,,19,1159644,1896910,2001,08/17/2015 03:03:40 PM,41.87283767,-87.689340288,"(41.87283767, -87.689340288)" +1661188,G444994,07/28/2001 06:50:00 PM,114XX S WENTWORTH AV,1661,GAMBLING,GAME/DICE,CAR WASH,true,false,0522,005,,,19,1177028,1828941,2001,08/17/2015 03:03:40 PM,41.685947964,-87.627564146,"(41.685947964, -87.627564146)" +1661192,G437556,07/25/2001 03:10:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,,,19,1156242,1896586,2001,08/17/2015 03:03:40 PM,41.872017942,-87.701839402,"(41.872017942, -87.701839402)" +1661255,G437347,07/25/2001 01:38:25 PM,060XX S RHODES AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,,,19,1180919,1864985,2001,08/17/2015 03:03:40 PM,41.784768587,-87.612214523,"(41.784768587, -87.612214523)" +1661824,G438218,07/25/2001 07:00:00 PM,009XX N LEAMINGTON AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1141809,1905947,2001,08/17/2015 03:03:40 PM,41.89798483,-87.754597778,"(41.89798483, -87.754597778)" +1661893,G435034,07/24/2001 02:00:00 PM,052XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1522,015,,,19,1141238,1897543,2001,08/17/2015 03:03:40 PM,41.874933766,-87.756902381,"(41.874933766, -87.756902381)" +1663184,G429755,07/22/2001 03:00:00 AM,038XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,,,19,1150225,1921043,2001,08/17/2015 03:03:40 PM,41.93924969,-87.723291903,"(41.93924969, -87.723291903)" +1663388,G432654,07/23/2001 01:15:00 PM,001XX E 47 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,,,19,1178096,1873859,2001,08/17/2015 03:03:40 PM,41.809184181,-87.622295617,"(41.809184181, -87.622295617)" +1663513,G432656,07/23/2001 02:00:00 PM,067XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,,,19,1182673,1860728,2001,08/17/2015 03:03:40 PM,41.773046438,-87.605915724,"(41.773046438, -87.605915724)" +1663646,G433340,07/23/2001 06:57:28 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,,,19,1169982,1867493,2001,08/17/2015 03:03:40 PM,41.791895539,-87.652241153,"(41.791895539, -87.652241153)" +1664209,G433407,07/23/2001 06:40:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,,,19,1164116,1943787,2001,08/17/2015 03:03:40 PM,42.001377515,-87.671593011,"(42.001377515, -87.671593011)" +1664281,G434998,07/24/2001 02:45:00 PM,063XX S VERNON AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1180378,1863161,2001,08/17/2015 03:03:40 PM,41.77977579,-87.614253962,"(41.77977579, -87.614253962)" +1664466,G437253,07/25/2001 11:45:00 AM,005XX E 63 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,,,19,1180811,1863392,2001,08/17/2015 03:03:40 PM,41.780399729,-87.612659444,"(41.780399729, -87.612659444)" +1665130,G440638,07/26/2001 08:04:22 PM,049XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,,,19,1143133,1901434,2001,08/17/2015 03:03:40 PM,41.885576016,-87.749847509,"(41.885576016, -87.749847509)" +1665168,G412112,07/14/2001 02:23:35 PM,038XX W THOMAS ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1112,011,,,19,1150299,1907097,2001,08/17/2015 03:03:40 PM,41.900979156,-87.723384489,"(41.900979156, -87.723384489)" +1665552,G440880,07/26/2001 10:13:41 PM,050XX W CHICAGO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142860,1904813,2001,08/17/2015 03:03:40 PM,41.894853483,-87.750765786,"(41.894853483, -87.750765786)" +1665830,G449436,07/30/2001 06:25:14 PM,057XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,,,19,1171246,1866823,2001,08/17/2015 03:03:40 PM,41.790029412,-87.647625891,"(41.790029412, -87.647625891)" +1667141,G449612,07/30/2001 08:00:00 PM,043XX S EVANS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,,,19,1181949,1876352,2001,08/17/2015 03:03:40 PM,41.815936822,-87.608086515,"(41.815936822, -87.608086515)" +1668003,G448564,07/30/2001 01:10:00 PM,061XX S WASHTENAW AV,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0825,008,,,19,1159478,1863466,2001,08/17/2015 03:03:40 PM,41.781066797,-87.690867986,"(41.781066797, -87.690867986)" +1668079,G451534,07/31/2001 05:23:45 PM,011XX N MONTICELLO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,,,19,1151780,1907716,2001,08/17/2015 03:03:40 PM,41.902648728,-87.717928314,"(41.902648728, -87.717928314)" +1671405,G451688,07/31/2001 06:30:00 PM,006XX N AVERS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,,,19,1150564,1904170,2001,08/17/2015 03:03:40 PM,41.892941996,-87.722487662,"(41.892941996, -87.722487662)" +1672234,G452038,07/31/2001 08:00:00 PM,116XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,,,19,1172040,1827575,2001,08/17/2015 03:03:40 PM,41.682310125,-87.645864067,"(41.682310125, -87.645864067)" +1672667,G451797,07/31/2001 06:12:10 PM,002XX W 104 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0512,005,,,19,1176325,1836012,2001,08/17/2015 03:03:40 PM,41.705367603,-87.629926279,"(41.705367603, -87.629926279)" +1673372,G448331,07/30/2001 11:46:27 AM,008XX N AVERS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,,,19,1150524,1905511,2001,08/17/2015 03:03:40 PM,41.896622619,-87.722599511,"(41.896622619, -87.722599511)" +1673550,G454290,08/01/2001 09:15:20 PM,044XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0221,002,,,19,1176971,1875717,2001,08/17/2015 03:03:40 PM,41.814308166,-87.626365813,"(41.814308166, -87.626365813)" +1673722,G454355,08/01/2001 09:37:00 PM,002XX E 55 PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1178672,1868436,2001,08/17/2015 03:03:40 PM,41.794289882,-87.620347966,"(41.794289882, -87.620347966)" +1673991,G454502,08/01/2001 11:20:00 PM,059XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1177249,1865721,2001,08/17/2015 03:03:40 PM,41.78687192,-87.625647965,"(41.78687192, -87.625647965)" +1674895,G458556,08/03/2001 07:30:00 PM,072XX S EXCHANGE AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,0334,003,,,19,1193868,1857556,2001,08/17/2015 03:03:40 PM,41.764075076,-87.564982252,"(41.764075076, -87.564982252)" +1675914,G460766,08/04/2001 06:46:22 PM,070XX S YALE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,,,19,1175801,1858313,2001,08/17/2015 03:03:40 PM,41.766576145,-87.631178854,"(41.766576145, -87.631178854)" +1676085,G457721,08/03/2001 01:05:00 PM,016XX N MEADE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2513,025,,,19,1135540,1910181,2001,08/17/2015 03:03:40 PM,41.909717192,-87.777522837,"(41.909717192, -87.777522837)" +1676167,G462802,08/05/2001 05:50:00 PM,067XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,,,19,1169198,1859784,2001,08/17/2015 03:03:40 PM,41.770758122,-87.655338823,"(41.770758122, -87.655338823)" +1676217,G458954,08/03/2001 10:45:00 PM,059XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1177327,1865785,2001,08/17/2015 03:03:40 PM,41.787045781,-87.625360044,"(41.787045781, -87.625360044)" +1676249,G456469,08/02/2001 08:51:13 PM,051XX S CALUMET AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,,,19,1179400,1871167,2001,08/17/2015 03:03:40 PM,41.801767394,-87.617595057,"(41.801767394, -87.617595057)" +1676330,G458537,08/03/2001 07:10:00 PM,017XX N MAYFIELD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,,,19,1136781,1910935,2001,08/17/2015 03:03:40 PM,41.9117641,-87.772945753,"(41.9117641, -87.772945753)" +1676382,G453786,08/01/2001 05:20:00 PM,004XX N AVERS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,,,19,1150678,1902947,2001,08/17/2015 03:03:40 PM,41.889583729,-87.722100977,"(41.889583729, -87.722100977)" +1676480,G458804,08/03/2001 09:10:01 PM,032XX W GRACE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1733,017,,,19,1154008,1925043,2001,08/17/2015 03:03:40 PM,41.950151263,-87.709281235,"(41.950151263, -87.709281235)" +1676844,G455736,08/02/2001 03:20:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,,,19,1151779,1907710,2001,08/17/2015 03:03:40 PM,41.902632283,-87.717932145,"(41.902632283, -87.717932145)" +1678349,G458827,08/03/2001 09:45:00 PM,061XX S WASHTENAW AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,,,19,1159478,1863466,2001,08/17/2015 03:03:40 PM,41.781066797,-87.690867986,"(41.781066797, -87.690867986)" +1678984,G461982,08/05/2001 10:00:00 AM,048XX S MICHIGAN AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,,,19,1178018,1872808,2001,08/17/2015 03:03:40 PM,41.806301914,-87.622613582,"(41.806301914, -87.622613582)" +1679209,G460930,08/04/2001 07:24:48 PM,050XX S INDIANA AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,,,19,1178491,1871699,2001,08/17/2015 03:03:40 PM,41.803247972,-87.620912513,"(41.803247972, -87.620912513)" +1679948,G463241,08/05/2001 09:30:00 PM,035XX W LAWRENCE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,1723,017,,,19,1152093,1931629,2001,08/17/2015 03:03:40 PM,41.968261744,-87.716146255,"(41.968261744, -87.716146255)" +1680140,G449712,07/30/2001 07:20:00 PM,031XX W MARQUETTE RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0831,008,,,19,1156384,1860063,2001,08/17/2015 03:03:40 PM,41.771791334,-87.702302873,"(41.771791334, -87.702302873)" +1680232,G467822,08/07/2001 07:23:24 PM,002XX E 106 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,,,19,1179519,1834767,2001,08/17/2015 03:03:40 PM,41.701878966,-87.618268104,"(41.701878966, -87.618268104)" +1680560,G465902,08/06/2001 10:25:00 PM,028XX S CALUMET AV,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2112,002,,,19,1178911,1886079,2001,08/17/2015 03:03:40 PM,41.842698274,-87.618933678,"(41.842698274, -87.618933678)" +1680655,G466981,08/07/2001 10:30:00 AM,064XX S DREXEL AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1183453,1862734,2001,08/17/2015 03:03:40 PM,41.778532948,-87.602994022,"(41.778532948, -87.602994022)" +1680869,G467373,08/07/2001 03:05:00 PM,001XX W CERMAK RD,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,2111,002,,,19,1175600,1889797,2001,08/17/2015 03:03:40 PM,41.852975676,-87.630972464,"(41.852975676, -87.630972464)" +1680887,G465573,08/06/2001 06:40:00 PM,065XX W ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,,,19,1133892,1867338,2001,08/17/2015 03:03:40 PM,41.79217857,-87.784582767,"(41.79217857, -87.784582767)" +1683998,G461227,08/04/2001 11:09:37 PM,084XX S BURNHAM AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,,,19,1196327,1849762,2001,08/17/2015 03:03:40 PM,41.742627138,-87.556227651,"(41.742627138, -87.556227651)" +1684571,G469413,08/08/2001 01:15:00 PM,057XX S RACINE AV,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,,,19,1169334,1866955,2001,08/17/2015 03:03:40 PM,41.790433268,-87.654632827,"(41.790433268, -87.654632827)" +1684799,G470259,08/08/2001 07:58:45 PM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,,,19,1142335,1899583,2001,08/17/2015 03:03:40 PM,41.880511496,-87.752823937,"(41.880511496, -87.752823937)" +1685222,G362367,06/21/2001 08:34:17 PM,057XX S RACINE AV,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,,,19,1169334,1866955,2001,08/17/2015 03:03:40 PM,41.790433268,-87.654632827,"(41.790433268, -87.654632827)" +1686378,G425814,07/20/2001 01:10:00 PM,008XX N AVERS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,,,19,1150604,1905534,2001,08/17/2015 03:03:40 PM,41.89668417,-87.722305081,"(41.89668417, -87.722305081)" +1686478,G474318,08/10/2001 02:55:00 PM,090XX S BURLEY AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0424,004,,,19,1199280,1845700,2001,08/17/2015 03:03:40 PM,41.731407021,-87.545544299,"(41.731407021, -87.545544299)" +1686666,G417105,07/16/2001 06:15:00 PM,001XX E 57 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,,,19,1178384,1867303,2001,08/17/2015 03:03:40 PM,41.791187371,-87.621438446,"(41.791187371, -87.621438446)" +1686680,G419294,07/17/2001 03:00:00 PM,056XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2013,020,,,19,1167250,1937623,2001,08/17/2015 03:03:40 PM,41.98439632,-87.660241791,"(41.98439632, -87.660241791)" +1686938,G426612,07/16/2001 06:20:00 PM,034XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1731,017,,,19,1149071,1922874,2001,08/17/2015 03:03:40 PM,41.944296562,-87.72748564,"(41.944296562, -87.72748564)" +1687328,G466023,08/07/2001 12:05:00 AM,003XX N CENTRAL AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,,,19,1139018,1901829,2001,08/17/2015 03:03:40 PM,41.886735731,-87.764949201,"(41.886735731, -87.764949201)" +1688269,G471344,08/09/2001 10:20:00 AM,074XX S EVANS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,,,19,1182562,1855481,2001,08/17/2015 03:03:40 PM,41.758650724,-87.606485152,"(41.758650724, -87.606485152)" +1689130,G477207,08/11/2001 08:30:00 PM,009XX N LAMON AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1143551,1906187,2001,08/17/2015 03:03:40 PM,41.898610993,-87.748193484,"(41.898610993, -87.748193484)" +1689504,G471061,08/09/2001 06:23:10 AM,002XX N LOCKWOOD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,,,19,1141038,1901286,2001,08/17/2015 03:03:40 PM,41.885208717,-87.757544507,"(41.885208717, -87.757544507)" +1689766,G471844,08/09/2001 02:54:46 PM,064XX S WOOD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,,,19,1165480,1862211,2001,08/17/2015 03:03:40 PM,41.77749775,-87.668898885,"(41.77749775, -87.668898885)" +1689785,G475202,08/10/2001 09:10:00 PM,061XX S KING DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,,,19,1179935,1864342,2001,08/17/2015 03:03:40 PM,41.783026723,-87.615841918,"(41.783026723, -87.615841918)" +1691595,G481361,08/13/2001 05:53:38 PM,075XX S EAST END AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0414,004,,,19,1188881,1855410,2001,08/17/2015 03:03:40 PM,41.758307051,-87.583329063,"(41.758307051, -87.583329063)" +1691692,G472543,08/09/2001 07:13:52 PM,004XX E OAKWOOD BV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,,,19,1179943,1878746,2001,08/17/2015 03:03:40 PM,41.822552371,-87.615371468,"(41.822552371, -87.615371468)" +1691775,G477249,08/11/2001 08:30:00 PM,016XX S RIDGEWAY AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1014,010,,,19,1151598,1891460,2001,08/17/2015 03:03:40 PM,41.858044096,-87.719024242,"(41.858044096, -87.719024242)" +1691785,G474871,08/10/2001 07:00:52 PM,059XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1177328,1865743,2001,08/17/2015 03:03:40 PM,41.786930506,-87.625357646,"(41.786930506, -87.625357646)" +1692529,G372418,06/26/2001 02:21:36 PM,039XX W FILLMORE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,,,19,1150326,1895042,2001,08/17/2015 03:03:40 PM,41.867898407,-87.723599924,"(41.867898407, -87.723599924)" +1692724,G480777,08/13/2001 01:45:00 PM,008XX W WINDSOR AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,2313,019,,,19,1169660,1930350,2001,08/17/2015 03:03:40 PM,41.964386707,-87.651591056,"(41.964386707, -87.651591056)" +1692731,G483994,08/14/2001 08:00:00 PM,052XX S RACINE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,,,19,1169245,1870270,2001,08/17/2015 03:03:40 PM,41.799531933,-87.654863233,"(41.799531933, -87.654863233)" +1692763,G483784,08/14/2001 06:00:00 PM,002XX W 109 PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,0513,005,,,19,1176551,1832285,2001,08/17/2015 03:03:40 PM,41.695135109,-87.629210274,"(41.695135109, -87.629210274)" +1692795,G479925,08/13/2001 03:45:00 AM,014XX W GARFIELD BV,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,,,19,1167623,1868096,2001,08/17/2015 03:03:40 PM,41.793601201,-87.660873897,"(41.793601201, -87.660873897)" +1697334,G484815,08/14/2001 12:00:00 PM,109XX S VERNON AV,1680,GAMBLING,OTHER,STREET,true,false,0513,005,,,19,1181146,1832448,2001,08/17/2015 03:03:40 PM,41.695478092,-87.612381645,"(41.695478092, -87.612381645)" +1698370,G474238,08/10/2001 02:30:00 PM,009XX E 47 ST,1680,GAMBLING,OTHER,OTHER,true,false,2123,002,,,19,1183268,1874083,2001,08/17/2015 03:03:40 PM,41.809679866,-87.603318925,"(41.809679866, -87.603318925)" +1698380,G484227,08/14/2001 10:20:00 PM,051XX S KING DR,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0234,002,,,19,1179760,1871263,2001,08/17/2015 03:03:40 PM,41.802022592,-87.616271872,"(41.802022592, -87.616271872)" +1698497,G481940,08/13/2001 10:05:22 PM,042XX S CHAMPLAIN AV,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,,,19,1181335,1877263,2001,08/17/2015 03:03:40 PM,41.818450874,-87.610310646,"(41.818450874, -87.610310646)" +1698520,G486775,08/16/2001 12:20:00 AM,075XX S EAST END AV,1661,GAMBLING,GAME/DICE,CAR WASH,true,false,0414,004,,,19,1188797,1855552,2001,08/17/2015 03:03:40 PM,41.758698721,-87.583632375,"(41.758698721, -87.583632375)" +1698637,G481612,08/13/2001 07:16:46 PM,075XX S STEWART AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,,,19,1174968,1855073,2001,08/17/2015 03:03:40 PM,41.757703823,-87.634328605,"(41.757703823, -87.634328605)" +1699339,G488572,08/16/2001 07:45:00 PM,060XX S RHODES AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,,,19,1180919,1864985,2001,08/17/2015 03:03:40 PM,41.784768587,-87.612214523,"(41.784768587, -87.612214523)" +1700688,G474765,08/06/2001 05:30:00 PM,060XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0813,008,,,19,1150701,1864117,2001,08/17/2015 03:03:40 PM,41.78302869,-87.723029704,"(41.78302869, -87.723029704)" +1700709,G491281,08/18/2001 12:13:57 AM,029XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2113,002,,,19,1176715,1885541,2001,08/17/2015 03:03:40 PM,41.841271803,-87.627008571,"(41.841271803, -87.627008571)" +1700736,G481797,08/13/2001 07:00:00 PM,055XX S NARRAGANSETT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,,,19,1134623,1866954,2001,08/17/2015 03:03:40 PM,41.791111969,-87.781911275,"(41.791111969, -87.781911275)" +1700963,G489560,08/17/2001 10:16:03 AM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1134,011,,,19,1156285,1896506,2001,08/17/2015 03:03:40 PM,41.871797545,-87.701683692,"(41.871797545, -87.701683692)" +1701250,G481793,08/13/2001 06:40:00 PM,041XX S ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0912,009,,,19,1157544,1877025,2001,08/17/2015 03:03:40 PM,41.818313959,-87.697590827,"(41.818313959, -87.697590827)" +1701264,G493288,08/18/2001 10:20:00 PM,110XX S INDIANA AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0513,005,,,19,1179513,1831477,2001,08/17/2015 03:03:40 PM,41.692850885,-87.618390073,"(41.692850885, -87.618390073)" +1701277,G482951,08/14/2001 12:30:00 PM,051XX N LINCOLN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2031,020,,,19,1158585,1934393,2001,08/17/2015 03:03:40 PM,41.975715486,-87.692199433,"(41.975715486, -87.692199433)" +1701293,G483204,08/14/2001 09:00:00 AM,119XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0524,005,,,19,1173175,1825893,2001,08/17/2015 03:03:40 PM,41.677669518,-87.641758725,"(41.677669518, -87.641758725)" +1702738,G496410,08/20/2001 01:40:00 PM,015XX S KEELER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,,,19,1148596,1892138,2001,08/17/2015 03:03:40 PM,41.859963023,-87.730026045,"(41.859963023, -87.730026045)" +1702764,G483261,08/14/2001 03:34:00 PM,006XX N SPRINGFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,,,19,1150303,1904359,2001,08/17/2015 03:03:40 PM,41.893465727,-87.723441289,"(41.893465727, -87.723441289)" +1702893,G490756,08/17/2001 06:54:02 PM,065XX S DREXEL AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,,,19,1183308,1861904,2001,08/17/2015 03:03:40 PM,41.776258729,-87.603551417,"(41.776258729, -87.603551417)" +1703210,G490825,08/17/2001 07:59:09 PM,040XX W 15 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,,,19,1149918,1892453,2001,08/17/2015 03:03:40 PM,41.860801827,-87.725165111,"(41.860801827, -87.725165111)" +1704618,G498603,08/21/2001 01:00:00 PM,008XX W WINDSOR AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,2313,019,,,19,1170062,1930438,2001,08/17/2015 03:03:40 PM,41.964619395,-87.650110445,"(41.964619395, -87.650110445)" +1704929,G497338,08/20/2001 07:49:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,,,19,1160164,1862711,2001,08/17/2015 03:03:40 PM,41.778980879,-87.688373713,"(41.778980879, -87.688373713)" +1708882,G498995,08/21/2001 03:48:43 PM,072XX S WOODLAWN AV,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0324,003,,,19,1185419,1857495,2001,08/17/2015 03:03:40 PM,41.764110614,-87.595951305,"(41.764110614, -87.595951305)" +1710219,G494403,08/19/2001 01:43:00 PM,071XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,,,19,1165293,1857340,2001,08/17/2015 03:03:40 PM,41.764135037,-87.669722213,"(41.764135037, -87.669722213)" +1710971,G506720,08/25/2001 01:30:00 AM,011XX E 44 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2123,002,,,19,1184346,1875853,2001,08/17/2015 03:03:40 PM,41.814511679,-87.599309593,"(41.814511679, -87.599309593)" +1711223,G488357,08/16/2001 06:00:00 PM,065XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,,,19,1167743,1861606,2001,08/17/2015 03:03:40 PM,41.775789273,-87.66062006,"(41.775789273, -87.66062006)" +1711374,G502641,08/23/2001 09:30:00 AM,063XX S MAPLEWOOD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,,,19,1160419,1862653,2001,08/17/2015 03:03:40 PM,41.778816467,-87.687440452,"(41.778816467, -87.687440452)" +1711395,G500730,08/22/2001 12:45:00 PM,040XX W 63 ST,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0813,008,,,19,1150329,1862474,2001,08/17/2015 03:03:40 PM,41.778527275,-87.724436247,"(41.778527275, -87.724436247)" +1711397,G502909,08/23/2001 02:30:00 PM,065XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,,,19,1182648,1861745,2001,08/17/2015 03:03:40 PM,41.775837762,-87.605975836,"(41.775837762, -87.605975836)" +1711591,G505474,08/24/2001 02:40:00 PM,078XX S ESSEX AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,,,19,1194179,1853474,2001,08/17/2015 03:03:40 PM,41.752866128,-87.56397619,"(41.752866128, -87.56397619)" +1711749,G490600,08/13/2001 06:00:00 PM,040XX W 47 ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0815,008,,,19,1149834,1873193,2001,08/17/2015 03:03:40 PM,41.807951455,-87.725973344,"(41.807951455, -87.725973344)" +1711753,G499751,08/21/2001 09:30:00 PM,027XX W NORTH AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1421,014,,,19,1158108,1910569,2001,08/17/2015 03:03:40 PM,41.910350673,-87.694606363,"(41.910350673, -87.694606363)" +1711859,G496985,08/17/2001 09:30:00 PM,009XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1312,012,,,19,1160276,1906190,2001,08/17/2015 03:03:40 PM,41.898289773,-87.686763209,"(41.898289773, -87.686763209)" +1711999,G497326,08/20/2001 07:15:00 PM,011XX W ARGYLE ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2033,020,,,19,1167653,1933527,2001,08/17/2015 03:03:40 PM,41.973148081,-87.658878232,"(41.973148081, -87.658878232)" +1712270,G484976,08/15/2001 05:45:00 AM,081XX S KING DR,1610,GAMBLING,BOOKMAKING/HORSES,STREET,true,false,0631,006,,,19,1180269,1851350,2001,08/17/2015 03:03:40 PM,41.74736766,-87.615015161,"(41.74736766, -87.615015161)" 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ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,,,19,1144092,1901537,2001,08/17/2015 03:03:40 PM,41.885840713,-87.746323244,"(41.885840713, -87.746323244)" +1715602,G512825,08/27/2001 07:05:00 PM,058XX S PRAIRIE AV,1680,GAMBLING,OTHER,STREET,true,false,0233,002,,,19,1178992,1866564,2001,08/17/2015 03:03:40 PM,41.789145648,-87.619231567,"(41.789145648, -87.619231567)" +1715798,G513347,08/28/2001 11:45:00 PM,087XX S EXCHANGE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,,,19,1197317,1847819,2001,08/17/2015 03:03:40 PM,41.737270805,-87.552664936,"(41.737270805, -87.552664936)" +1716109,G507393,08/25/2001 12:34:15 PM,040XX N ELSTON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,,,19,1151252,1926424,2001,08/17/2015 03:03:40 PM,41.953995447,-87.71937571,"(41.953995447, -87.71937571)" +1716140,G510319,08/26/2001 06:30:00 PM,007XX S KOSTNER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,,,19,1147127,1896390,2001,08/17/2015 03:03:40 PM,41.871659233,-87.735309671,"(41.871659233, -87.735309671)" +1716421,G508014,08/25/2001 04:47:32 PM,056XX S LAFAYETTE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1176983,1867503,2001,08/17/2015 03:03:40 PM,41.791767911,-87.626569546,"(41.791767911, -87.626569546)" +1717223,G458750,08/03/2001 09:16:35 PM,036XX S RHODES AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,0212,002,,,19,1180140,1880966,2001,08/17/2015 03:03:40 PM,41.828639699,-87.614580632,"(41.828639699, -87.614580632)" +1717230,G433310,07/23/2001 06:30:00 PM,018XX W 60 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,,,19,1165007,1864846,2001,08/17/2015 03:03:40 PM,41.784738546,-87.670558454,"(41.784738546, -87.670558454)" +1717328,G503731,08/23/2001 06:15:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,,,19,1143153,1902515,2001,08/17/2015 03:03:40 PM,41.888542036,-87.749747067,"(41.888542036, -87.749747067)" +1717882,G512178,08/27/2001 02:30:00 PM,067XX S BLACKSTONE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,,,19,1187318,1860662,2001,08/17/2015 03:03:40 PM,41.772756255,-87.588890644,"(41.772756255, -87.588890644)" +1718174,G502036,08/22/2001 10:56:20 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,,,19,1141586,1902609,2001,08/17/2015 03:03:40 PM,41.888829084,-87.755499414,"(41.888829084, -87.755499414)" +1718205,G509600,08/26/2001 12:00:00 PM,058XX S PEORIA ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0712,007,,,19,1171351,1865902,2001,08/17/2015 03:03:40 PM,41.787499785,-87.647267834,"(41.787499785, -87.647267834)" +1718335,G514017,08/28/2001 11:00:00 AM,051XX W CHICAGO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1141892,1904882,2001,08/17/2015 03:03:40 PM,41.895060808,-87.754319321,"(41.895060808, -87.754319321)" +1722757,G501522,08/22/2001 06:45:00 PM,0000X W 109 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,,,19,1177749,1832646,2001,08/17/2015 03:03:40 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MARSHFIELD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,,,19,1166339,1864495,2001,08/17/2015 03:03:40 PM,41.78374708,-87.665684771,"(41.78374708, -87.665684771)" +1725544,G518628,08/30/2001 11:46:00 AM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1167246,1858567,2001,08/17/2015 03:03:40 PM,41.767460518,-87.66252891,"(41.767460518, -87.66252891)" +1725560,G518710,08/30/2001 12:45:00 PM,076XX N GREENVIEW AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,,,19,1165013,1950443,2001,08/17/2015 03:03:40 PM,42.019622628,-87.668102816,"(42.019622628, -87.668102816)" +1725883,G519750,08/30/2001 07:58:00 PM,002XX W 95 ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,,,19,1176088,1841976,2001,08/17/2015 03:03:40 PM,41.721738957,-87.630615904,"(41.721738957, -87.630615904)" +1726964,G521093,08/31/2001 12:26:59 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,,,19,1160164,1862689,2001,08/17/2015 03:03:40 PM,41.778920508,-87.688374318,"(41.778920508, -87.688374318)" +1727151,G521133,08/31/2001 01:27:59 PM,028XX S CALUMET AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2112,002,,,19,1178991,1886081,2001,08/17/2015 03:03:40 PM,41.842701935,-87.618640042,"(41.842701935, -87.618640042)" +1727181,G513252,08/27/2001 06:30:00 PM,030XX W 62 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,,,19,1157270,1863331,2001,08/17/2015 03:03:40 PM,41.780741322,-87.698966686,"(41.780741322, -87.698966686)" +1727692,G523188,09/01/2001 10:30:00 AM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,,,19,1168887,1871220,2001,08/17/2015 03:03:40 PM,41.802146586,-87.656148664,"(41.802146586, -87.656148664)" +1727832,G523526,09/01/2001 02:09:07 PM,0000X S LAVERGNE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,,,19,1143232,1899301,2001,08/17/2015 03:03:40 PM,41.879720956,-87.749537241,"(41.879720956, -87.749537241)" +1727835,G521997,08/31/2001 06:45:00 PM,055XX S INDIANA 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PM,41.769563895,-87.616827755,"(41.769563895, -87.616827755)" +1728866,G530420,09/04/2001 09:00:00 PM,0000X E 37 ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0211,002,,,19,1177407,1880524,2001,08/17/2015 03:03:40 PM,41.827489123,-87.624621092,"(41.827489123, -87.624621092)" +1729954,G525812,09/02/2001 05:50:41 PM,060XX S ARTESIAN AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,,,19,1161027,1864774,2001,08/17/2015 03:03:40 PM,41.784624228,-87.685152849,"(41.784624228, -87.685152849)" +1729990,G526229,09/02/2001 10:56:48 PM,065XX S CAMPBELL AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,,,19,1160798,1861031,2001,08/17/2015 03:03:40 PM,41.774357652,-87.686095755,"(41.774357652, -87.686095755)" +1733418,G529564,09/04/2001 03:00:00 PM,024XX W 60 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,,,19,1161158,1864771,2001,08/17/2015 03:03:40 PM,41.784613285,-87.68467263,"(41.784613285, -87.68467263)" +1734560,G529961,09/04/2001 05:05:00 PM,101XX S LAFAYETTE AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,,,19,1177670,1837800,2001,08/17/2015 03:03:40 PM,41.710243869,-87.62494719,"(41.710243869, -87.62494719)" +1734701,G532708,09/05/2001 09:00:00 PM,090XX S BURLEY AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0424,004,,,19,1199284,1845507,2001,08/17/2015 03:03:40 PM,41.730877313,-87.545536118,"(41.730877313, -87.545536118)" +1735626,G530336,09/04/2001 07:30:00 PM,026XX W LAWRENCE AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,,,19,1157992,1931742,2001,08/17/2015 03:03:40 PM,41.968453165,-87.694452818,"(41.968453165, -87.694452818)" +1735628,G532575,09/05/2001 07:40:00 PM,062XX S KING DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,,,19,1179946,1863919,2001,08/17/2015 03:03:40 PM,41.781865718,-87.61581453,"(41.781865718, -87.61581453)" +1735655,G526938,09/03/2001 10:00:00 AM,023XX S WENTWORTH AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2113,002,,,19,1175305,1888580,2001,08/17/2015 03:03:40 PM,41.849642754,-87.632091676,"(41.849642754, -87.632091676)" +1735715,G527794,09/03/2001 05:45:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,,,19,1164116,1943787,2001,08/17/2015 03:03:40 PM,42.001377515,-87.671593011,"(42.001377515, -87.671593011)" +1735722,G536949,09/07/2001 05:52:07 PM,079XX S DREXEL AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,,,19,1183651,1852473,2001,08/17/2015 03:03:40 PM,41.750371146,-87.602587724,"(41.750371146, -87.602587724)" +1735906,G537188,09/07/2001 07:30:00 PM,078XX S PHILLIPS AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,,,19,1193843,1853690,2001,08/17/2015 03:03:40 PM,41.753467088,-87.565200404,"(41.753467088, -87.565200404)" +1735959,G515109,08/28/2001 06:30:00 PM,026XX W NORTH AV,1680,GAMBLING,OTHER,OTHER,true,false,1423,014,,,19,1158228,1910491,2001,08/17/2015 03:03:40 PM,41.910134182,-87.694167663,"(41.910134182, -87.694167663)" +1736633,G532948,09/05/2001 11:10:00 PM,003XX S WESTERN AV,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1211,012,,,19,1160495,1898347,2001,08/17/2015 03:03:40 PM,41.876763368,-87.686176089,"(41.876763368, -87.686176089)" +1736653,G527149,09/03/2001 12:00:00 PM,036XX W DICKENS AV,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,2525,025,,,19,1151735,1913670,2001,08/17/2015 03:03:40 PM,41.918987941,-87.717936694,"(41.918987941, -87.717936694)" +1736674,G521340,08/31/2001 12:45:00 PM,079XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1631,016,,,19,1122214,1920353,2001,08/17/2015 03:03:40 PM,41.937857078,-87.826257098,"(41.937857078, -87.826257098)" +1736709,G537334,09/07/2001 08:30:00 PM,010XX N MENARD AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,1511,015,,,19,1137467,1906152,2001,08/17/2015 03:03:40 PM,41.898626642,-87.770540839,"(41.898626642, -87.770540839)" +1738110,G532296,09/06/2001 06:25:00 PM,019XX W WASHINGTON BL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1333,012,,,19,1163693,1900750,2001,08/17/2015 03:03:40 PM,41.883290633,-87.674366292,"(41.883290633, -87.674366292)" +1738147,G539074,09/08/2001 04:15:00 PM,016XX N MENARD AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,,,19,1137538,1910475,2001,08/17/2015 03:03:40 PM,41.9104882,-87.770175816,"(41.9104882, -87.770175816)" +1738305,G532845,09/05/2001 09:45:00 PM,025XX W 63 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,,,19,1160346,1862753,2001,08/17/2015 03:03:40 PM,41.779092385,-87.687705325,"(41.779092385, -87.687705325)" +1738326,G539633,09/08/2001 08:45:00 PM,060XX S PRAIRIE AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0311,003,,,19,1179036,1864947,2001,08/17/2015 03:03:40 PM,41.78470744,-87.619119486,"(41.78470744, -87.619119486)" +1738539,G543417,09/10/2001 04:30:00 PM,007XX S KARLOV AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,,,19,1149123,1896524,2001,08/17/2015 03:03:40 PM,41.871988552,-87.727978025,"(41.871988552, 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AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,,,19,1136792,1909133,2001,08/17/2015 03:03:40 PM,41.906818998,-87.772948592,"(41.906818998, -87.772948592)" +1740017,G543124,09/10/2001 02:30:00 PM,087XX S SAGINAW AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,,,19,1195430,1847668,2001,08/17/2015 03:03:40 PM,41.736903211,-87.559583187,"(41.736903211, -87.559583187)" +1741418,G538717,09/05/2001 10:15:00 AM,047XX N KIMBALL AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,,,19,1152813,1931548,2001,08/17/2015 03:03:40 PM,41.968025211,-87.713500997,"(41.968025211, -87.713500997)" +1741716,G537326,09/07/2001 07:15:00 PM,042XX S ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0912,009,,,19,1156405,1876077,2001,08/17/2015 03:03:40 PM,41.815735574,-87.70179465,"(41.815735574, -87.70179465)" +1741731,G531690,09/05/2001 01:10:00 PM,048XX S ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0821,008,,,19,1151983,1872292,2001,08/17/2015 03:03:40 PM,41.805437038,-87.71811493,"(41.805437038, -87.71811493)" +1741759,G537336,09/07/2001 07:00:00 PM,004XX W PERSHING RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0925,009,,,19,1173691,1879101,2001,08/17/2015 03:03:40 PM,41.823667594,-87.638296724,"(41.823667594, -87.638296724)" +1741914,G538672,09/08/2001 12:00:00 PM,025XX W DIVISION ST,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1423,014,,,19,1159503,1907937,2001,08/17/2015 03:03:40 PM,41.903099636,-87.68955423,"(41.903099636, -87.68955423)" +1742037,G543979,09/10/2001 07:11:37 PM,072XX S EXCHANGE AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0334,003,,,19,1193868,1857556,2001,08/17/2015 03:03:40 PM,41.764075076,-87.564982252,"(41.764075076, -87.564982252)" +1742253,G510697,08/26/2001 09:55:00 PM,076XX N GREENVIEW AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2422,024,,,19,1165013,1950691,2001,08/17/2015 03:03:40 PM,42.020303144,-87.668095723,"(42.020303144, -87.668095723)" +1745475,G546348,09/11/2001 10:40:08 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1168903,1858531,2001,08/17/2015 03:03:40 PM,41.767326107,-87.656456327,"(41.767326107, -87.656456327)" +1745683,G542571,09/10/2001 10:10:14 AM,015XX W 80 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,,,19,1167479,1851719,2001,08/17/2015 03:03:40 PM,41.748663689,-87.661870782,"(41.748663689, -87.661870782)" +1746186,G547857,09/12/2001 05:35:00 PM,015XX N LINDER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,,,19,1139355,1909587,2001,08/17/2015 03:03:40 PM,41.908018495,-87.763522414,"(41.908018495, -87.763522414)" +1746248,G547879,09/12/2001 05:38:40 PM,062XX S MARSHFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,,,19,1166447,1863437,2001,08/17/2015 03:03:40 PM,41.780841493,-87.665318938,"(41.780841493, -87.665318938)" +1747608,G548142,09/12/2001 07:30:00 PM,034XX S KING DR,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,2122,002,,,19,1179346,1881961,2001,08/17/2015 03:03:40 PM,41.831388246,-87.617463309,"(41.831388246, -87.617463309)" +1748138,G546153,09/11/2001 08:45:00 PM,067XX S BLACKSTONE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,,,19,1187402,1860517,2001,08/17/2015 03:03:40 PM,41.772356367,-87.588587329,"(41.772356367, -87.588587329)" +1748207,G548598,09/13/2001 01:15:00 AM,040XX W MAYPOLE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,,,19,1149625,1901190,2001,08/17/2015 03:03:40 PM,41.884782849,-87.726013737,"(41.884782849, -87.726013737)" +1748558,G543308,09/10/2001 03:30:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1167244,1858629,2001,08/17/2015 03:03:40 PM,41.767630697,-87.662534469,"(41.767630697, -87.662534469)" +1748756,G537556,09/07/2001 11:31:01 PM,045XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0221,002,,,19,1176499,1874647,2001,08/17/2015 03:03:40 PM,41.811382632,-87.628129354,"(41.811382632, -87.628129354)" +1750540,G532443,09/05/2001 07:10:00 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,,,19,1168887,1871220,2001,08/17/2015 03:03:40 PM,41.802146586,-87.656148664,"(41.802146586, -87.656148664)" +1750766,G554586,09/15/2001 09:15:00 PM,055XX W GLADYS AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,,,19,1139235,1897826,2001,08/17/2015 03:03:40 PM,41.875747033,-87.764249785,"(41.875747033, -87.764249785)" +1750873,G556002,09/16/2001 04:31:07 PM,003XX S LAVERGNE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,,,19,1143361,1897842,2001,08/17/2015 03:03:40 PM,41.87571487,-87.749100033,"(41.87571487, -87.749100033)" +1750904,G556172,09/16/2001 05:59:34 PM,059XX N WINTHROP AV,1680,GAMBLING,OTHER,STREET,true,false,2433,024,,,19,1167742,1939749,2001,08/17/2015 03:03:40 PM,41.99021949,-87.658370667,"(41.99021949, -87.658370667)" +1751754,G557275,09/17/2001 09:41:03 AM,002XX W 22 PL,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESIDENCE,true,false,2111,002,,,19,1174977,1889700,2001,08/17/2015 03:03:40 PM,41.852723461,-87.633261958,"(41.852723461, -87.633261958)" +1751788,G556174,09/16/2001 06:15:00 PM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,,,19,1171696,1853177,2001,08/17/2015 03:03:40 PM,41.752573286,-87.646375529,"(41.752573286, -87.646375529)" +1754121,G558726,09/17/2001 08:00:00 PM,079XX S PHILLIPS AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0422,004,,,19,1193860,1852944,2001,08/17/2015 03:03:40 PM,41.751419587,-87.565162515,"(41.751419587, -87.565162515)" +1757883,G562388,09/19/2001 02:40:00 PM,008XX E 52 ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2124,002,,,19,1182712,1870753,2001,08/17/2015 03:03:40 PM,41.800555022,-87.605461656,"(41.800555022, -87.605461656)" +1758215,G560620,09/18/2001 06:40:00 PM,050XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,,,19,1167486,1871060,2001,08/17/2015 03:03:40 PM,41.801737702,-87.661291293,"(41.801737702, -87.661291293)" +1759775,G565117,09/20/2001 06:11:09 PM,052XX S DREXEL AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2131,002,,,19,1183096,1870292,2001,08/17/2015 03:03:40 PM,41.799281069,-87.604067765,"(41.799281069, -87.604067765)" +1759849,G563281,09/19/2001 09:50:00 PM,051XX S HERMITAGE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,,,19,1165591,1870518,2001,08/17/2015 03:03:40 PM,41.800290837,-87.66825638,"(41.800290837, -87.66825638)" +1760337,G566853,09/21/2001 02:21:51 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1143313,1904555,2001,08/17/2015 03:03:40 PM,41.894137048,-87.749108472,"(41.894137048, -87.749108472)" +1761295,G562301,09/19/2001 01:35:00 PM,069XX S CLYDE AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,,,19,1191367,1859446,2001,08/17/2015 03:03:40 PM,41.769322323,-87.574087695,"(41.769322323, -87.574087695)" +1761339,G571268,09/23/2001 03:30:00 PM,049XX S DREXEL AV,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2124,002,,,19,1183187,1872516,2001,08/17/2015 03:03:40 PM,41.805381784,-87.603664813,"(41.805381784, -87.603664813)" +1761930,G569487,09/22/2001 05:37:22 PM,066XX S BLACKSTONE AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,,,19,1187284,1861516,2001,08/17/2015 03:03:40 PM,41.775100511,-87.588988182,"(41.775100511, -87.588988182)" +1762114,G569508,09/22/2001 06:46:03 PM,0000X N LATROBE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,,,19,1141411,1900170,2001,08/17/2015 03:03:40 PM,41.882139398,-87.756202328,"(41.882139398, -87.756202328)" +1762316,G571271,09/23/2001 03:45:00 PM,090XX S BURLEY AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,,,19,1199280,1845700,2001,08/17/2015 03:03:40 PM,41.731407021,-87.545544299,"(41.731407021, -87.545544299)" +1762400,G569566,09/22/2001 06:40:00 PM,087XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2222,022,,,19,1170557,1846657,2001,08/17/2015 03:03:40 PM,41.7347064,-87.650739014,"(41.7347064, -87.650739014)" +1762524,G569852,09/22/2001 08:57:09 PM,010XX E 132 ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,,,19,1185988,1818115,2001,08/17/2015 03:03:40 PM,41.656033816,-87.595103249,"(41.656033816, -87.595103249)" +1762564,G567730,09/21/2001 10:05:00 PM,037XX W DIVISION ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2535,025,,,19,1151471,1907784,2001,08/17/2015 03:03:40 PM,41.902841404,-87.719061543,"(41.902841404, -87.719061543)" +1762592,G567371,09/21/2001 06:40:00 PM,016XX N LUNA AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,,,19,1139110,1910469,2001,08/17/2015 03:03:40 PM,41.910443268,-87.76440094,"(41.910443268, -87.76440094)" +1765319,G575469,09/25/2001 02:25:00 PM,017XX N MAYFIELD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,,,19,1136773,1911162,2001,08/17/2015 03:03:40 PM,41.912387159,-87.772969695,"(41.912387159, -87.772969695)" +1765449,G575406,09/25/2001 01:55:00 PM,027XX W OGDEN AV,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,1023,010,,,19,1158452,1892995,2001,08/17/2015 03:03:40 PM,41.862118973,-87.693823763,"(41.862118973, -87.693823763)" +1765493,G567616,09/21/2001 08:45:00 PM,078XX S CONSTANCE AV,1680,GAMBLING,OTHER,STREET,true,false,0414,004,,,19,1189858,1853280,2001,08/17/2015 03:03:40 PM,41.752438715,-87.579816876,"(41.752438715, -87.579816876)" +1769368,G578023,09/26/2001 05:23:25 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,,,19,1150726,1903023,2001,08/17/2015 03:03:40 PM,41.889791343,-87.721922711,"(41.889791343, -87.721922711)" +1769481,G569612,09/22/2001 07:00:00 PM,007XX N CICERO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1144190,1904220,2001,08/17/2015 03:03:40 PM,41.893201338,-87.745895913,"(41.893201338, -87.745895913)" +1769491,G543785,09/10/2001 06:40:00 PM,069XX S WINCHESTER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,,,19,1164602,1858321,2001,08/17/2015 03:03:40 PM,41.766841637,-87.672227267,"(41.766841637, -87.672227267)" +1769529,G576157,09/25/2001 07:53:03 PM,004XX N LECLAIRE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,,,19,1142328,1902526,2001,08/17/2015 03:03:40 PM,41.888587578,-87.752776534,"(41.888587578, -87.752776534)" +1770561,G578921,09/27/2001 02:53:18 AM,031XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1724,017,,,19,1154422,1926460,2001,08/17/2015 03:03:40 PM,41.954031324,-87.707721383,"(41.954031324, -87.707721383)" +1771465,G580224,09/27/2001 04:48:21 PM,001XX N LOCKWOOD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,,,19,1140980,1900667,2001,08/17/2015 03:03:40 PM,41.883511171,-87.757772742,"(41.883511171, -87.757772742)" +1771678,G567572,09/21/2001 08:15:00 PM,010XX N LAMON AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,,,19,1143542,1906577,2001,08/17/2015 03:03:40 PM,41.899681366,-87.748216771,"(41.899681366, -87.748216771)" +1771682,G578378,09/26/2001 08:00:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,,,19,1141402,1898787,2001,08/17/2015 03:03:40 PM,41.878344437,-87.756269523,"(41.878344437, -87.756269523)" +1771862,G569946,09/22/2001 11:00:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1167166,1858544,2001,08/17/2015 03:03:40 PM,41.767399115,-87.662822802,"(41.767399115, -87.662822802)" +1772056,G583101,09/28/2001 10:55:00 PM,075XX S ESSEX AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,,,19,1194134,1855394,2001,08/17/2015 03:03:40 PM,41.758135861,-87.564078181,"(41.758135861, -87.564078181)" +1772517,G581775,09/27/2001 07:30:00 AM,044XX W ARMITAGE AV,1610,GAMBLING,BOOKMAKING/HORSES,PARKING LOT/GARAGE(NON.RESID.),true,false,2533,025,,,19,1146320,1912877,2001,08/17/2015 03:03:40 PM,41.916916775,-87.737852414,"(41.916916775, -87.737852414)" +1773486,G573911,09/24/2001 05:00:00 PM,031XX W ARMITAGE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1421,014,,,19,1155091,1913079,2001,08/17/2015 03:03:40 PM,41.917299442,-87.705622213,"(41.917299442, -87.705622213)" +1773506,G586230,09/30/2001 12:07:54 PM,015XX N LATROBE AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2532,025,,,19,1141120,1909916,2001,08/17/2015 03:03:40 PM,41.908888951,-87.757030509,"(41.908888951, -87.757030509)" +1773516,G573795,09/24/2001 05:45:00 PM,031XX W DEVON AV,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,,,19,1154411,1942233,2001,08/17/2015 03:03:40 PM,41.99731354,-87.707338101,"(41.99731354, -87.707338101)" +1773543,G573048,09/24/2001 11:45:00 AM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,,,19,1164116,1943787,2001,08/17/2015 03:03:40 PM,42.001377515,-87.671593011,"(42.001377515, -87.671593011)" +1773568,G584872,09/29/2001 10:45:00 AM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,,,19,1140585,1899541,2001,08/17/2015 03:03:40 PM,41.880428545,-87.759250891,"(41.880428545, -87.759250891)" +1773886,G570881,09/23/2001 11:00:00 AM,004XX E WALDRON DR,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,0133,001,,,19,1179602,1892556,2001,08/17/2015 03:03:40 PM,41.860455777,-87.616199421,"(41.860455777, -87.616199421)" +1774096,G574515,09/25/2001 07:00:00 AM,064XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1182623,1862715,2001,08/17/2015 03:03:40 PM,41.778500113,-87.606037409,"(41.778500113, -87.606037409)" +1774172,G573076,09/24/2001 09:15:00 AM,046XX S MICHIGAN AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,,,19,1177890,1874521,2001,08/17/2015 03:03:40 PM,41.811005441,-87.623031112,"(41.811005441, -87.623031112)" +1774408,G585989,09/30/2001 09:47:13 AM,028XX W MONROE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1124,011,,,19,1157519,1899521,2001,08/17/2015 03:03:40 PM,41.880045994,-87.697071106,"(41.880045994, -87.697071106)" +1774430,G578477,09/26/2001 08:01:00 PM,007XX W 54 PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,,,19,1172226,1868769,2001,08/17/2015 03:03:40 PM,41.795347942,-87.643975301,"(41.795347942, -87.643975301)" +1774639,G457685,08/03/2001 12:19:13 PM,025XX W JACKSON BL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1125,011,,,19,1159636,1898654,2001,08/17/2015 03:03:40 PM,41.877623535,-87.689321616,"(41.877623535, -87.689321616)" +1775329,G588447,10/01/2001 01:30:00 PM,015XX W WASHBURNE AV,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,,,19,1166422,1894519,2001,08/17/2015 03:03:40 PM,41.866134324,-87.664523549,"(41.866134324, -87.664523549)" +1775429,G588705,10/01/2001 03:15:00 PM,010XX N LAWLER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142538,1906736,2001,08/17/2015 03:03:40 PM,41.900136411,-87.751900554,"(41.900136411, -87.751900554)" +1775517,G589299,10/01/2001 06:21:30 PM,072XX S YATES AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,,,19,1193509,1857117,2001,08/17/2015 03:03:40 PM,41.762879219,-87.566312394,"(41.762879219, -87.566312394)" +1775742,G589296,10/01/2001 06:21:30 PM,072XX S YATES AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,,,19,1193509,1857117,2001,08/17/2015 03:03:40 PM,41.762879219,-87.566312394,"(41.762879219, -87.566312394)" +1777147,G582798,09/28/2001 08:00:00 PM,050XX S HERMITAGE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0931,009,,,19,1165578,1870996,2001,08/17/2015 03:03:40 PM,41.801602801,-87.668290492,"(41.801602801, -87.668290492)" +1777356,G590482,10/02/2001 10:30:00 AM,102XX S YATES AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,,,19,1194132,1837477,2001,08/17/2015 03:03:40 PM,41.708970078,-87.564671938,"(41.708970078, -87.564671938)" +1777920,G590873,10/02/2001 01:56:10 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,,,19,1169465,1871380,2001,08/17/2015 03:03:40 PM,41.802573128,-87.654024266,"(41.802573128, -87.654024266)" +1778365,G591832,10/02/2001 08:12:53 PM,102XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0511,005,,,19,1177118,1836979,2001,08/17/2015 03:03:40 PM,41.708003375,-87.626993363,"(41.708003375, -87.626993363)" +1783025,G587243,09/30/2001 10:53:23 PM,043XX S LAMON AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,,,19,1144695,1875312,2001,08/17/2015 03:03:40 PM,41.81386443,-87.744768928,"(41.81386443, -87.744768928)" +1783091,G593928,10/03/2001 07:10:00 PM,004XX W 119 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,,,19,1175400,1825956,2001,08/17/2015 03:03:40 PM,41.677793104,-87.633612648,"(41.677793104, -87.633612648)" +1783150,G586990,09/30/2001 08:20:34 PM,051XX W CHICAGO AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,1531,015,,,19,1141562,1904794,2001,08/17/2015 03:03:40 PM,41.89482543,-87.755533518,"(41.89482543, -87.755533518)" +1783171,G321065,06/03/2001 03:00:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1168897,1858716,2001,08/17/2015 03:03:40 PM,41.7678339,-87.656472983,"(41.7678339, -87.656472983)" +1783315,G593727,10/03/2001 05:53:00 PM,014XX N HUMBOLDT BV,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,,,19,1156241,1909195,2001,08/17/2015 03:03:40 PM,41.906618247,-87.701502203,"(41.906618247, -87.701502203)" +1783640,G553694,09/15/2001 02:07:01 PM,088XX S LOWE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2223,022,,,19,1173483,1846119,2001,08/17/2015 03:03:40 PM,41.733165874,-87.640035319,"(41.733165874, -87.640035319)" +1783692,G589136,10/01/2001 06:32:07 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1143127,1904551,2001,08/17/2015 03:03:40 PM,41.894129545,-87.7497917,"(41.894129545, -87.7497917)" +1783864,G582213,09/28/2001 03:40:00 PM,007XX N HOMAN AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,1121,011,,,19,1153529,1905008,2001,08/17/2015 03:03:40 PM,41.895183109,-87.711575986,"(41.895183109, -87.711575986)" +1784052,G525909,09/02/2001 07:30:00 PM,066XX S DREXEL AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0321,003,,,19,1183321,1861406,2001,08/17/2015 03:03:40 PM,41.774891868,-87.603519254,"(41.774891868, -87.603519254)" +1784077,G593616,10/03/2001 05:20:00 PM,0000X S LAVERGNE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,,,19,1143312,1899303,2001,08/17/2015 03:03:40 PM,41.879724951,-87.749243438,"(41.879724951, -87.749243438)" +1784205,G591151,10/02/2001 03:57:11 PM,008XX N RIDGEWAY AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,,,19,1151262,1905691,2001,08/17/2015 03:03:40 PM,41.897102109,-87.719884218,"(41.897102109, -87.719884218)" +1784855,G589532,10/01/2001 09:15:00 PM,055XX S HERMITAGE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0715,007,,,19,1165589,1867691,2001,08/17/2015 03:03:40 PM,41.79253325,-87.668343915,"(41.79253325, -87.668343915)" +1785038,G582474,09/28/2001 05:25:00 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,,,19,1167665,1867430,2001,08/17/2015 03:03:40 PM,41.791772717,-87.660738993,"(41.791772717, -87.660738993)" +1786296,G598843,10/05/2001 09:55:00 PM,078XX S RIDGELAND AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0414,004,,,19,1189278,1853039,2001,08/17/2015 03:03:40 PM,41.751791309,-87.581950008,"(41.751791309, -87.581950008)" +1786973,G599113,10/06/2001 12:10:00 AM,059XX N WINTHROP AV,1680,GAMBLING,OTHER,STREET,true,false,2433,024,,,19,1167740,1939836,2001,08/17/2015 03:03:40 PM,41.990458263,-87.658375501,"(41.990458263, -87.658375501)" +1786986,G605148,10/08/2001 11:09:28 PM,079XX S MARQUETTE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,,,19,1195515,1852930,2001,08/17/2015 03:03:40 PM,41.751340463,-87.559098326,"(41.751340463, -87.559098326)" +1787224,G602185,10/07/2001 03:30:00 PM,005XX W OAK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1823,018,,,19,1172370,1907022,2001,08/17/2015 03:03:40 PM,41.900314127,-87.642318522,"(41.900314127, -87.642318522)" +1787251,G600663,10/06/2001 06:45:00 PM,007XX W 54 PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,,,19,1172346,1868773,2001,08/17/2015 03:03:40 PM,41.795356277,-87.643535142,"(41.795356277, -87.643535142)" +1787331,G604293,10/08/2001 03:34:52 PM,057XX S CALUMET AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,,,19,1179425,1866912,2001,08/17/2015 03:03:40 PM,41.790090713,-87.617633291,"(41.790090713, -87.617633291)" +1787385,G584279,09/29/2001 01:57:37 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,,,19,1168888,1871200,2001,08/17/2015 03:03:40 PM,41.802091682,-87.656145575,"(41.802091682, -87.656145575)" +1788125,G594206,10/03/2001 08:12:00 PM,114XX S WENTWORTH AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,0522,005,,,19,1177024,1829003,2001,08/17/2015 03:03:40 PM,41.686118191,-87.62757693,"(41.686118191, -87.62757693)" +1793109,G606566,10/09/2001 03:30:00 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,,,19,1165964,1869051,2001,08/17/2015 03:03:40 PM,41.796257286,-87.666930182,"(41.796257286, -87.666930182)" +1793796,G600956,10/06/2001 08:57:05 PM,008XX E 82 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0631,006,,,19,1183598,1850854,2001,08/17/2015 03:03:40 PM,41.745929674,-87.602832306,"(41.745929674, -87.602832306)" +1795201,G592016,10/02/2001 09:50:00 PM,035XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1732,017,,,19,1149143,1923137,2001,08/17/2015 03:03:40 PM,41.945016858,-87.727214162,"(41.945016858, -87.727214162)" +1795204,G575898,09/25/2001 06:08:19 PM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1169148,1858702,2001,08/17/2015 03:03:40 PM,41.767790058,-87.655553359,"(41.767790058, -87.655553359)" +1795262,G605932,10/09/2001 11:00:00 AM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,,,19,1167587,1867346,2001,08/17/2015 03:03:40 PM,41.791543885,-87.661027413,"(41.791543885, -87.661027413)" +1795328,G610118,10/11/2001 06:30:00 AM,073XX S JEFFERY BL,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0333,003,,,19,1190767,1856942,2001,08/17/2015 03:03:40 PM,41.762465659,-87.576367754,"(41.762465659, -87.576367754)" +1795356,G599817,10/06/2001 09:55:00 AM,002XX W CERMAK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2111,002,,,19,1175118,1889704,2001,08/17/2015 03:03:40 PM,41.852731282,-87.632744329,"(41.852731282, -87.632744329)" +1795361,G594680,10/04/2001 06:00:00 AM,111XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,,,19,1172923,1831209,2001,08/17/2015 03:03:40 PM,41.692263017,-87.642525097,"(41.692263017, -87.642525097)" +1795376,G594897,10/04/2001 10:00:00 AM,063XX S COTTAGE GROVE AV,1610,GAMBLING,BOOKMAKING/HORSES,STREET,true,false,0312,003,,,19,1182607,1863377,2001,08/17/2015 03:03:40 PM,41.780317074,-87.60607554,"(41.780317074, -87.60607554)" +1795399,G602298,10/07/2001 02:40:00 PM,049XX N MILWAUKEE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,,,19,1139176,1932497,2001,08/17/2015 03:03:40 PM,41.970889122,-87.763620661,"(41.970889122, -87.763620661)" +1795427,G583156,09/28/2001 11:00:00 PM,042XX S KEDZIE AV,1680,GAMBLING,OTHER,POOL ROOM,true,false,0912,009,,,19,1155753,1876491,2001,08/17/2015 03:03:40 PM,41.816884769,-87.704175209,"(41.816884769, -87.704175209)" +1795527,G600778,10/06/2001 05:00:00 PM,064XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2432,024,,,19,1164355,1942589,2001,08/17/2015 03:03:40 PM,41.998085102,-87.670747874,"(41.998085102, -87.670747874)" +1796054,G604662,10/08/2001 06:00:00 PM,027XX W DIVISION ST,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1423,014,,,19,1158145,1907911,2001,08/17/2015 03:03:40 PM,41.903056147,-87.694543154,"(41.903056147, -87.694543154)" +1796357,G609531,10/10/2001 08:15:00 PM,054XX S WINCHESTER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,,,19,1164324,1868477,2001,08/17/2015 03:03:40 PM,41.794716889,-87.672960367,"(41.794716889, -87.672960367)" +1796411,G584889,09/29/2001 05:00:00 PM,039XX N CICERO AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1634,016,,,19,1143616,1926076,2001,08/17/2015 03:03:40 PM,41.953187186,-87.747455605,"(41.953187186, -87.747455605)" +1796469,G586087,09/30/2001 11:04:31 AM,080XX S MAY ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,,,19,1170017,1851201,2001,08/17/2015 03:03:40 PM,41.7471875,-87.652585651,"(41.7471875, -87.652585651)" +1796525,G608826,10/10/2001 01:00:00 PM,064XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1182623,1862715,2001,08/17/2015 03:03:40 PM,41.778500113,-87.606037409,"(41.778500113, -87.606037409)" +1797335,G612078,10/12/2001 12:05:00 AM,014XX W HOWARD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2422,024,,,19,1165112,1950337,2001,08/17/2015 03:03:40 PM,42.019329651,-87.667741541,"(42.019329651, -87.667741541)" +1797952,G613113,10/12/2001 12:30:12 PM,023XX S WENTWORTH AV,1680,GAMBLING,OTHER,RESIDENCE,true,false,2113,002,,,19,1175305,1888603,2001,08/17/2015 03:03:40 PM,41.849705868,-87.632090987,"(41.849705868, -87.632090987)" +1799389,G620229,10/15/2001 04:56:07 PM,052XX S DAMEN AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,,,19,1163872,1869835,2001,08/17/2015 03:03:40 PM,41.798452926,-87.674579689,"(41.798452926, -87.674579689)" +1799602,G611582,10/11/2001 07:02:54 PM,061XX S MARSHFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,,,19,1166348,1864180,2001,08/17/2015 03:03:40 PM,41.782882488,-87.665660741,"(41.782882488, -87.665660741)" +1799608,G616364,10/13/2001 06:30:00 PM,054XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0822,008,,,19,1150660,1868465,2001,08/17/2015 03:03:40 PM,41.794961068,-87.723066872,"(41.794961068, -87.723066872)" +1801349,G610531,10/11/2001 11:00:00 AM,042XX W GLADYS AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,,,19,1148374,1897981,2001,08/17/2015 03:03:40 PM,41.876001192,-87.730690383,"(41.876001192, -87.730690383)" +1801467,G623250,10/16/2001 09:45:00 PM,013XX W 13 ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,,,19,1167688,1894225,2001,08/17/2015 03:03:40 PM,41.865300405,-87.659884447,"(41.865300405, -87.659884447)" +1801706,G623019,10/16/2001 05:30:00 PM,059XX S ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,,,19,1139207,1868551,2001,08/17/2015 03:03:40 PM,41.7954125,-87.765063694,"(41.7954125, -87.765063694)" +1801718,G613997,10/12/2001 07:50:00 PM,056XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1633,016,,,19,1138284,1925998,2001,08/17/2015 03:03:40 PM,41.953071497,-87.767058607,"(41.953071497, -87.767058607)" +1802343,G622232,10/16/2001 01:35:30 PM,046XX N BROADWAY,1680,GAMBLING,OTHER,CTA TRAIN,true,false,2311,019,,,19,1167921,1930894,2001,08/17/2015 03:03:40 PM,41.965917251,-87.657969065,"(41.965917251, -87.657969065)" +1805018,G630592,10/20/2001 05:21:42 AM,013XX N AUSTIN BL,1610,GAMBLING,BOOKMAKING/HORSES,PARKING LOT/GARAGE(NON.RESID.),false,false,2531,025,,,19,1136153,1908436,2001,08/17/2015 03:03:40 PM,41.904917776,-87.775312598,"(41.904917776, -87.775312598)" +1805668,G618279,10/14/2001 08:00:00 PM,072XX S WENTWORTH AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,,,19,1176168,1857119,2001,08/17/2015 03:03:40 PM,41.763291444,-87.629869458,"(41.763291444, -87.629869458)" +1805701,G624890,10/17/2001 03:41:00 PM,014XX E 70 ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0332,003,,,19,1187464,1858918,2001,08/17/2015 03:03:40 PM,41.7679671,-87.588410826,"(41.7679671, -87.588410826)" +1807301,G624213,10/17/2001 11:40:00 AM,071XX S EAST END AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0324,003,,,19,1188723,1858180,2001,08/17/2015 03:03:40 PM,41.765911951,-87.583819655,"(41.765911951, -87.583819655)" +1807315,G632156,10/20/2001 09:34:05 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,,,19,1169898,1867635,2001,08/17/2015 03:03:40 PM,41.792287029,-87.652545043,"(41.792287029, -87.652545043)" +1807382,G588796,10/01/2001 04:10:00 PM,0000X S MAYFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,,,19,1137238,1899392,2001,08/17/2015 03:03:40 PM,41.880080448,-87.771544515,"(41.880080448, -87.771544515)" +1808503,G132458,03/07/2001 06:05:19 PM,066XX S ELLIS AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,,,19,1184073,1861072,2001,08/17/2015 03:03:40 PM,41.773957797,-87.600772993,"(41.773957797, -87.600772993)" +1809536,G631886,10/20/2001 06:00:00 PM,070XX S EAST END AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,,,19,1189030,1858787,2001,08/17/2015 03:03:40 PM,41.767570264,-87.582674996,"(41.767570264, -87.582674996)" +1809600,G625398,10/17/2001 09:25:00 PM,008XX W 50 PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,,,19,1171215,1871393,2001,08/17/2015 03:03:40 PM,41.802570669,-87.647605889,"(41.802570669, -87.647605889)" +1811447,G634415,10/21/2001 10:30:00 PM,030XX W 62 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,,,19,1157224,1863330,2001,08/17/2015 03:03:40 PM,41.780739509,-87.699135359,"(41.780739509, -87.699135359)" +1811992,G630053,10/19/2001 10:30:00 PM,027XX W OGDEN AV,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1023,010,,,19,1158452,1892995,2001,08/17/2015 03:03:40 PM,41.862118973,-87.693823763,"(41.862118973, -87.693823763)" +1813247,G632065,10/20/2001 08:00:00 PM,005XX E BROWNING AV,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,,,19,1180789,1881383,2001,08/17/2015 03:03:40 PM,41.829769053,-87.612186683,"(41.829769053, -87.612186683)" +1813406,G635664,10/22/2001 03:15:00 PM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0734,007,,,19,1169226,1858807,2001,08/17/2015 03:03:40 PM,41.768076505,-87.65526442,"(41.768076505, -87.65526442)" +1813431,G638087,10/23/2001 04:04:48 PM,044XX W CONGRESS PW,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,,,19,1146667,1897356,2001,08/17/2015 03:03:40 PM,41.874318835,-87.73697389,"(41.874318835, -87.73697389)" +1813509,G638149,10/23/2001 03:57:17 PM,002XX S KILPATRICK AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,,,19,1145054,1898482,2001,08/17/2015 03:03:40 PM,41.877439317,-87.742867725,"(41.877439317, -87.742867725)" +1814189,G603811,10/08/2001 12:37:59 PM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0621,006,,,19,1171697,1853157,2001,08/17/2015 03:03:40 PM,41.752518382,-87.64637245,"(41.752518382, -87.64637245)" +1817766,G636144,10/20/2001 02:05:00 PM,010XX N MONTICELLO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,,,19,1151809,1906866,2001,08/17/2015 03:03:40 PM,41.900315675,-87.717844191,"(41.900315675, -87.717844191)" +1817820,G529635,09/04/2001 03:20:00 PM,027XX W WILCOX ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1125,011,,,19,1157898,1899197,2001,08/17/2015 03:03:40 PM,41.879149188,-87.6956883,"(41.879149188, -87.6956883)" +1817851,G598107,10/05/2001 04:45:00 PM,031XX W POLK ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1134,011,,,19,1155481,1896237,2001,08/17/2015 03:03:40 PM,41.871075578,-87.704642748,"(41.871075578, -87.704642748)" +1818192,G714170,10/24/2001 03:15:00 PM,074XX W TALCOTT AV,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1612,016,,,19,1125714,1938856,2001,08/17/2015 03:03:40 PM,41.988573865,-87.812980647,"(41.988573865, -87.812980647)" +1819645,G638783,10/23/2001 08:15:00 PM,010XX N RIDGEWAY AV,1680,GAMBLING,OTHER,STREET,true,false,1112,011,,,19,1151239,1906443,2001,08/17/2015 03:03:40 PM,41.899166123,-87.719948947,"(41.899166123, -87.719948947)" +1820292,G634140,10/21/2001 08:10:00 PM,074XX S COLFAX AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0334,003,,,19,1194704,1856120,2001,08/17/2015 03:03:40 PM,41.760114054,-87.561965373,"(41.760114054, -87.561965373)" +1823661,G651471,10/29/2001 07:15:00 PM,014XX W 13 ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1231,012,,,19,1166838,1894194,2001,08/17/2015 03:03:40 PM,41.865233593,-87.663005702,"(41.865233593, -87.663005702)" +1824456,G647447,10/27/2001 09:30:00 PM,002XX E 47 ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0221,002,,,19,1178411,1873948,2001,08/17/2015 03:03:40 PM,41.809421247,-87.621137561,"(41.809421247, -87.621137561)" +1825760,G605226,10/08/2001 11:45:00 PM,016XX W 78 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,,,19,1166521,1852942,2001,08/17/2015 03:03:40 PM,41.752040235,-87.665346453,"(41.752040235, -87.665346453)" +1826044,G653199,10/30/2001 02:15:00 PM,017XX N MASON AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,,,19,1136446,1910742,2001,08/17/2015 03:03:40 PM,41.911240485,-87.774181084,"(41.911240485, -87.774181084)" +1829992,G612002,10/11/2001 11:14:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,,,19,1147186,1898691,2001,08/17/2015 03:03:40 PM,41.877972322,-87.735034169,"(41.877972322, -87.735034169)" +1830041,G612003,10/11/2001 11:29:22 PM,043XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1115,011,,,19,1147394,1899266,2001,08/17/2015 03:03:40 PM,41.879546207,-87.734255699,"(41.879546207, -87.734255699)" +1830248,G629767,10/19/2001 08:07:46 PM,029XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,,,19,1156650,1899670,2001,08/17/2015 03:03:40 PM,41.880472499,-87.700257943,"(41.880472499, -87.700257943)" +1831911,G661187,11/02/2001 08:30:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,,,19,1167230,1868296,2001,08/17/2015 03:03:40 PM,41.794158452,-87.662309274,"(41.794158452, -87.662309274)" +1833208,G650548,10/29/2001 01:12:08 PM,059XX W DIVISION ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1511,015,,,19,1136392,1907338,2001,08/17/2015 03:03:40 PM,41.901900458,-87.77446094,"(41.901900458, -87.77446094)" +1834279,G663273,11/03/2001 08:50:00 PM,066XX S MARYLAND AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,,,19,1183073,1861236,2001,08/17/2015 03:03:40 PM,41.774431144,-87.604433657,"(41.774431144, -87.604433657)" +1834431,G661267,11/02/2001 09:45:00 PM,050XX S STATE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0231,002,,,19,1177086,1871618,2001,08/17/2015 03:03:40 PM,41.803057542,-87.626067719,"(41.803057542, -87.626067719)" +1834440,G665176,11/04/2001 08:15:00 PM,080XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,,,19,1170755,1851365,2001,08/17/2015 03:03:40 PM,41.747621484,-87.649876644,"(41.747621484, -87.649876644)" +1835536,G662955,11/03/2001 05:58:26 PM,035XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1021,010,,,19,1152777,1894436,2001,08/17/2015 03:03:40 PM,41.866187351,-87.71461783,"(41.866187351, -87.71461783)" +1836226,G660772,11/02/2001 05:00:00 PM,071XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,,,19,1165293,1857360,2001,08/17/2015 03:03:40 PM,41.76418992,-87.669721647,"(41.76418992, -87.669721647)" +1836285,G661232,11/02/2001 09:20:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1168819,1858672,2001,08/17/2015 03:03:40 PM,41.767714842,-87.656760157,"(41.767714842, -87.656760157)" +1836330,G661004,10/02/2001 07:25:00 PM,001XX N PINE AV,1611,GAMBLING,BOOKMAKING/SPORTS,ALLEY,true,false,1523,015,,,19,1139448,1900238,2001,08/17/2015 03:03:40 PM,41.882361997,-87.763408907,"(41.882361997, -87.763408907)" +1837990,G667746,11/05/2001 11:30:00 PM,056XX S LAFAYETTE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1176982,1867542,2001,08/17/2015 03:03:40 PM,41.791874953,-87.626572037,"(41.791874953, -87.626572037)" +1838297,G666603,11/05/2001 02:25:30 PM,066XX S OAKLEY AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,,,19,1162260,1860396,2001,08/17/2015 03:03:40 PM,41.772584805,-87.680753955,"(41.772584805, -87.680753955)" +1838371,G667684,11/05/2001 09:54:12 PM,011XX E 73 ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0324,003,,,19,1184923,1856876,2001,08/17/2015 03:03:40 PM,41.762423672,-87.597788642,"(41.762423672, -87.597788642)" +1838400,G667587,11/05/2001 09:30:00 PM,048XX W GLADYS AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,,,19,1144380,1897947,2001,08/17/2015 03:03:40 PM,41.875983909,-87.745355956,"(41.875983909, -87.745355956)" +1844322,G671899,11/07/2001 08:18:00 PM,044XX W CONGRESS PW,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,,,19,1146522,1897352,2001,08/17/2015 03:03:40 PM,41.874310622,-87.737506372,"(41.874310622, -87.737506372)" +1845454,G677416,11/10/2001 12:30:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1168903,1858531,2001,08/17/2015 03:03:40 PM,41.767326107,-87.656456327,"(41.767326107, -87.656456327)" +1845570,G669685,11/06/2001 08:30:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,,,19,1143829,1899175,2001,08/17/2015 03:03:40 PM,41.879364032,-87.747348273,"(41.879364032, -87.747348273)" +1846104,G669094,11/06/2001 03:40:00 PM,058XX S INDIANA AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1178643,1866099,2001,08/17/2015 03:03:40 PM,41.78787759,-87.620525359,"(41.78787759, -87.620525359)" +1846249,G675481,11/09/2001 03:00:00 PM,061XX S GREENWOOD AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0314,003,,,19,1184433,1864337,2001,08/17/2015 03:03:40 PM,41.782908825,-87.599351163,"(41.782908825, -87.599351163)" +1846863,G660044,11/02/2001 12:20:00 PM,050XX W CHICAGO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142504,1904886,2001,08/17/2015 03:03:40 PM,41.895060429,-87.752071477,"(41.895060429, -87.752071477)" +1847530,G647597,10/27/2001 09:45:00 PM,026XX W NORTH AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,1423,014,,,19,1158228,1910491,2001,08/17/2015 03:03:40 PM,41.910134182,-87.694167663,"(41.910134182, -87.694167663)" +1847653,G672545,11/08/2001 06:30:00 AM,111XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,,,19,1173006,1831108,2001,08/17/2015 03:03:40 PM,41.69198403,-87.642224188,"(41.69198403, -87.642224188)" +1847666,G662589,11/03/2001 01:30:00 PM,029XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,,,19,1156722,1896597,2001,08/17/2015 03:03:40 PM,41.872038423,-87.700076817,"(41.872038423, -87.700076817)" +1847704,G638757,10/23/2001 08:05:00 PM,026XX W LAWRENCE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,RESTAURANT,true,false,1911,019,,,19,1157992,1931742,2001,08/17/2015 03:03:40 PM,41.968453165,-87.694452818,"(41.968453165, -87.694452818)" +1847781,G650375,10/29/2001 10:15:00 AM,022XX S WENTWORTH AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,002,,,19,1175368,1889272,2001,08/17/2015 03:03:40 PM,41.851540242,-87.631839713,"(41.851540242, -87.631839713)" +1847885,G678686,11/11/2001 02:15:00 AM,079XX S DREXEL AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,,,19,1183658,1852246,2001,08/17/2015 03:03:40 PM,41.749748071,-87.602569138,"(41.749748071, -87.602569138)" +1848018,G651520,10/29/2001 07:20:00 PM,033XX W 63 ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0823,008,,,19,1155380,1862696,2001,08/17/2015 03:03:40 PM,41.77903684,-87.705912832,"(41.77903684, -87.705912832)" +1848067,G663082,11/03/2001 06:30:00 PM,043XX N KEDZIE AV,1650,GAMBLING,VIOL CHARITABLE GAME ACT,TAVERN/LIQUOR STORE,true,false,1724,017,,,19,1154239,1928434,2001,08/17/2015 03:03:40 PM,41.959451773,-87.708341192,"(41.959451773, -87.708341192)" +1848087,G664654,11/04/2001 02:55:00 PM,004XX E MCFETRIDGE DR,1611,GAMBLING,BOOKMAKING/SPORTS,PARK PROPERTY,true,false,0133,001,,,19,1179297,1894169,2001,08/17/2015 03:03:40 PM,41.86488893,-87.617269602,"(41.86488893, -87.617269602)" +1848130,G633198,10/21/2001 11:45:00 AM,040XX W 63 ST,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,0813,008,,,19,1150201,1862471,2001,08/17/2015 03:03:40 PM,41.778521529,-87.724905587,"(41.778521529, -87.724905587)" +1848424,G669387,11/06/2001 06:00:00 PM,023XX S WENTWORTH AV,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,2113,002,,,19,1175304,1888670,2001,08/17/2015 03:03:40 PM,41.849889744,-87.632092649,"(41.849889744, -87.632092649)" +1848426,G669386,11/06/2001 05:30:00 PM,023XX S WENTWORTH AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2113,002,,,19,1175305,1888603,2001,08/17/2015 03:03:40 PM,41.849705868,-87.632090987,"(41.849705868, -87.632090987)" +1848467,G670468,11/07/2001 11:45:00 AM,108XX S MICHIGAN AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,,,19,1178868,1833098,2001,08/17/2015 03:03:40 PM,41.697313805,-87.620702423,"(41.697313805, -87.620702423)" +1848475,G632143,10/20/2001 08:00:00 PM,062XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,,,19,1164543,1941940,2001,08/17/2015 03:03:40 PM,41.996300235,-87.670074781,"(41.996300235, -87.670074781)" +1848486,G670821,11/07/2001 11:30:00 AM,108XX S MICHIGAN AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,,,19,1178877,1832851,2001,08/17/2015 03:03:40 PM,41.696635798,-87.620676953,"(41.696635798, -87.620676953)" +1848496,G629968,10/19/2001 08:30:00 PM,062XX S ARCHER AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,,,19,1135624,1867791,2001,08/17/2015 03:03:40 PM,41.793391169,-87.778220928,"(41.793391169, -87.778220928)" +1848519,G647312,10/27/2001 07:00:00 PM,063XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2413,024,,,19,1159132,1941850,2001,08/17/2015 03:03:40 PM,41.996166554,-87.689981923,"(41.996166554, -87.689981923)" +1848686,G674568,11/09/2001 04:45:00 AM,022XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2111,002,,,19,1176624,1889508,2001,08/17/2015 03:03:40 PM,41.852159594,-87.627222812,"(41.852159594, -87.627222812)" +1848698,G648442,10/28/2001 11:30:00 AM,018XX S LAKE SHORE DR,1630,GAMBLING,WIREROOM/HORSES,PARK PROPERTY,true,false,0133,001,,,19,,,2001,08/17/2015 03:03:40 PM,,, +1848741,G623951,10/17/2001 10:05:00 AM,063XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1182607,1863356,2001,08/17/2015 03:03:40 PM,41.780259448,-87.606076191,"(41.780259448, -87.606076191)" +1848768,G626330,10/18/2001 11:00:00 AM,064XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1182626,1862592,2001,08/17/2015 03:03:40 PM,41.77816252,-87.606030225,"(41.77816252, -87.606030225)" +1848840,G648456,10/28/2001 11:45:00 AM,004XX E MCFETRIDGE DR,1611,GAMBLING,BOOKMAKING/SPORTS,PARK PROPERTY,true,false,0133,001,,,19,1179297,1894169,2001,08/17/2015 03:03:40 PM,41.86488893,-87.617269602,"(41.86488893, -87.617269602)" +1848871,G650406,10/29/2001 11:30:00 AM,001XX E 47 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,,,19,1178109,1873859,2001,08/17/2015 03:03:40 PM,41.809183885,-87.622247936,"(41.809183885, -87.622247936)" +1850440,G675358,11/09/2001 01:42:07 PM,031XX W DOUGLAS BL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,,,19,1155658,1893083,2001,08/17/2015 03:03:40 PM,41.862417108,-87.704077792,"(41.862417108, -87.704077792)" +1850624,G661400,11/02/2001 11:17:37 PM,079XX S DREXEL AV,1680,GAMBLING,OTHER,RESIDENCE PORCH/HALLWAY,true,false,0624,006,,,19,1183644,1852722,2001,08/17/2015 03:03:40 PM,41.751054591,-87.602605626,"(41.751054591, -87.602605626)" +1854084,G681775,11/12/2001 05:15:00 PM,004XX E 90 ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0633,006,,,19,1180953,1845449,2001,08/17/2015 03:03:40 PM,41.731158936,-87.612689877,"(41.731158936, -87.612689877)" +1855628,G692673,11/17/2001 05:17:02 PM,073XX S SEELEY AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0735,007,,,19,1164008,1855785,2001,08/17/2015 03:03:40 PM,41.759895006,-87.674475719,"(41.759895006, -87.674475719)" +1855776,G675932,11/09/2001 04:35:00 PM,038XX N KEDZIE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1733,017,,,19,1154331,1925373,2001,08/17/2015 03:03:40 PM,41.951050345,-87.708085064,"(41.951050345, -87.708085064)" +1855804,G675934,11/09/2001 05:20:00 PM,048XX N DAMEN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2032,020,,,19,1162165,1932493,2001,08/17/2015 03:03:40 PM,41.970427528,-87.679087816,"(41.970427528, -87.679087816)" +1856210,G688148,11/15/2001 04:45:00 PM,008XX N LAVERGNE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142915,1904871,2001,08/17/2015 03:03:40 PM,41.895011617,-87.750562336,"(41.895011617, -87.750562336)" +1856213,G688521,11/15/2001 08:15:00 PM,021XX E 75 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,,,19,1191947,1855621,2001,08/17/2015 03:03:40 PM,41.758812153,-87.572085804,"(41.758812153, -87.572085804)" +1856257,G685461,11/14/2001 11:05:00 AM,063XX S VERNON AV,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,0312,003,,,19,1180374,1863305,2001,08/17/2015 03:03:40 PM,41.780171031,-87.614264212,"(41.780171031, -87.614264212)" +1856299,G678065,11/10/2001 05:45:00 PM,059XX W LAWRENCE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,,,19,1135542,1931254,2001,08/17/2015 03:03:40 PM,41.967543749,-87.777013109,"(41.967543749, -87.777013109)" +1856358,G678348,11/10/2001 09:30:00 PM,013XX N CALIFORNIA AV,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1423,014,,,19,1157518,1909049,2001,08/17/2015 03:03:40 PM,41.906191704,-87.696815237,"(41.906191704, -87.696815237)" +1856512,G665981,11/05/2001 09:30:00 AM,029XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,,,19,1156722,1896597,2001,08/17/2015 03:03:40 PM,41.872038423,-87.700076817,"(41.872038423, -87.700076817)" +1856668,G679273,11/11/2001 10:30:00 AM,046XX N KEDZIE AV,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,1713,017,,,19,1154259,1930408,2001,08/17/2015 03:03:40 PM,41.964868153,-87.708214718,"(41.964868153, -87.708214718)" +1856672,G679274,11/11/2001 11:45:00 AM,004XX E MCFETRIDGE DR,1631,GAMBLING,WIREROOM/SPORTS,PARK PROPERTY,true,false,0133,001,,,19,1179297,1894169,2001,08/17/2015 03:03:40 PM,41.86488893,-87.617269602,"(41.86488893, -87.617269602)" +1856788,G682022,11/12/2001 05:15:00 PM,022XX W DEVON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2413,024,,,19,1159926,1942403,2001,08/17/2015 03:03:40 PM,41.997667598,-87.687045802,"(41.997667598, -87.687045802)" +1857039,G648861,10/28/2001 04:00:00 PM,042XX W WASHINGTON BL,1661,GAMBLING,GAME/DICE,STREET,true,false,1114,011,,,19,1148344,1900201,2001,08/17/2015 03:03:40 PM,41.882093703,-87.730743303,"(41.882093703, -87.730743303)" +1857904,G694667,11/18/2001 07:13:30 PM,062XX S KING DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,,,19,1179946,1863898,2001,08/17/2015 03:03:40 PM,41.781808092,-87.615815172,"(41.781808092, -87.615815172)" +1858418,G693868,11/18/2001 10:44:41 AM,015XX N LEAMINGTON AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,2533,025,,,19,1141791,1910013,2001,08/17/2015 03:03:40 PM,41.909142732,-87.754563133,"(41.909142732, -87.754563133)" +1860905,G692760,11/17/2001 08:07:13 PM,002XX E 47 ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0221,002,,,19,1178411,1873948,2001,08/17/2015 03:03:40 PM,41.809421247,-87.621137561,"(41.809421247, -87.621137561)" +1864100,G664680,11/04/2001 03:00:00 PM,055XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,,,19,1167647,1868067,2001,08/17/2015 03:03:40 PM,41.793521107,-87.660786723,"(41.793521107, -87.660786723)" +1865892,G698880,11/20/2001 05:46:32 PM,074XX S DORCHESTER AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0324,003,,,19,1186794,1855782,2001,08/17/2015 03:03:40 PM,41.759377529,-87.590965853,"(41.759377529, -87.590965853)" +1866282,G693845,11/18/2001 10:45:00 AM,036XX W MONTROSE AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1723,017,,,19,1151306,1928957,2001,08/17/2015 03:03:40 PM,41.960945116,-87.719110456,"(41.960945116, -87.719110456)" +1866905,G696640,11/19/2001 05:15:35 PM,076XX S VINCENNES AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,,,19,1175376,1853973,2001,08/17/2015 03:03:40 PM,41.754676185,-87.632866166,"(41.754676185, -87.632866166)" +1867042,G696983,11/19/2001 07:00:00 PM,026XX W NORTH AV,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1423,014,,,19,1158750,1910502,2001,08/17/2015 03:03:40 PM,41.910153677,-87.692249737,"(41.910153677, -87.692249737)" +1867179,G699057,11/20/2001 04:30:00 PM,057XX S MICHIGAN AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,,,19,1178090,1867223,2001,08/17/2015 03:03:40 PM,41.790974519,-87.622518898,"(41.790974519, -87.622518898)" +1867191,G699060,11/20/2001 06:00:00 PM,051XX S INDIANA AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,,,19,1178427,1871117,2001,08/17/2015 03:03:40 PM,41.801652367,-87.621164915,"(41.801652367, -87.621164915)" +1867199,G693839,11/18/2001 10:15:00 AM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,,,19,1149048,1926242,2001,08/17/2015 03:03:40 PM,41.953539066,-87.727482673,"(41.953539066, -87.727482673)" +1867252,G685858,11/14/2001 02:55:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,,,19,1144211,1899184,2001,08/17/2015 03:03:40 PM,41.879381564,-87.745945388,"(41.879381564, -87.745945388)" +1867270,G698244,11/20/2001 10:50:00 AM,052XX N ELSTON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,,,19,1142327,1934110,2001,08/17/2015 03:03:40 PM,41.97525724,-87.751993743,"(41.97525724, -87.751993743)" +1867972,G685309,11/14/2001 11:00:00 AM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,,,19,1171697,1853157,2001,08/17/2015 03:03:40 PM,41.752518382,-87.64637245,"(41.752518382, -87.64637245)" +1868027,G687828,11/15/2001 02:45:00 PM,037XX W THOMAS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,,,19,1151244,1907116,2001,08/17/2015 03:03:40 PM,41.901012804,-87.719912907,"(41.901012804, -87.719912907)" +1869802,G699086,11/20/2001 06:30:00 PM,061XX W DIVERSEY AV,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2511,025,,,19,1135192,1918011,2001,08/17/2015 03:03:40 PM,41.931209814,-87.7786152,"(41.931209814, -87.7786152)" +1869850,G706487,11/24/2001 06:30:00 PM,024XX W MONROE ST,1661,GAMBLING,GAME/DICE,CHA APARTMENT,true,false,1125,011,,,19,1159850,1899642,2001,08/17/2015 03:03:40 PM,41.880330289,-87.688508608,"(41.880330289, -87.688508608)" +1869897,G706811,11/24/2001 09:00:00 PM,061XX W DIVERSEY AV,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2511,025,,,19,1135192,1918011,2001,08/17/2015 03:03:40 PM,41.931209814,-87.7786152,"(41.931209814, -87.7786152)" +1870097,G708102,11/25/2001 02:26:43 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,,,19,1167227,1868398,2001,08/17/2015 03:03:40 PM,41.794438416,-87.662317355,"(41.794438416, -87.662317355)" +1870757,G704453,11/19/2001 06:40:00 PM,018XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1923,019,,,19,1163110,1926544,2001,08/17/2015 03:03:40 PM,41.954083347,-87.675780861,"(41.954083347, -87.675780861)" +1870775,G704480,11/23/2001 05:10:00 PM,015XX W DEVON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2432,024,,,19,1164591,1942550,2001,08/17/2015 03:03:40 PM,41.99797307,-87.669880825,"(41.99797307, -87.669880825)" 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AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,,,19,1152570,1906361,2001,08/17/2015 03:03:40 PM,41.89891489,-87.715062359,"(41.89891489, -87.715062359)" +1876780,G696804,11/19/2001 06:38:42 PM,029XX W WILCOX ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1124,011,,,19,1157045,1899257,2001,08/17/2015 03:03:40 PM,41.879331182,-87.698818749,"(41.879331182, -87.698818749)" +1877473,G704183,11/23/2001 04:50:00 PM,055XX W GLADYS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,,,19,1139214,1897825,2001,08/17/2015 03:03:40 PM,41.875744671,-87.764326915,"(41.875744671, -87.764326915)" +1877627,G706194,11/24/2001 02:50:00 PM,036XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0211,002,,,19,1176249,1880526,2001,08/17/2015 03:03:40 PM,41.827520746,-87.628869539,"(41.827520746, -87.628869539)" +1877749,G577755,09/26/2001 03:30:00 PM,103XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,,,19,1169877,1836458,2001,08/17/2015 03:03:40 PM,41.7067336,-87.653525287,"(41.7067336, -87.653525287)" +1877873,G715312,11/28/2001 09:28:31 PM,016XX N LUNA AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2532,025,,,19,1139199,1910183,2001,08/17/2015 03:03:40 PM,41.90965683,-87.764080956,"(41.90965683, -87.764080956)" +1878051,G713233,11/27/2001 10:05:00 PM,065XX S CHAMPLAIN AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,,,19,1181651,1861775,2001,08/17/2015 03:03:40 PM,41.775943167,-87.609629784,"(41.775943167, -87.609629784)" +1878628,G721764,12/01/2001 08:55:00 PM,017XX W GRANVILLE AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,2433,024,,,19,1163302,1941182,2001,08/17/2015 03:03:40 PM,41.994246547,-87.674661304,"(41.994246547, -87.674661304)" +1878651,G721702,12/01/2001 08:25:00 PM,001XX N WALLER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,,,19,1138101,1900345,2001,08/17/2015 03:03:40 PM,41.88268006,-87.768352596,"(41.88268006, -87.768352596)" +1879520,G721786,12/01/2001 10:05:51 PM,050XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,,,19,1167889,1871380,2001,08/17/2015 03:03:40 PM,41.802607162,-87.65980414,"(41.802607162, -87.65980414)" +1879524,G722058,12/02/2001 01:05:19 AM,046XX S VINCENNES AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,,,19,1180357,1874082,2001,08/17/2015 03:03:40 PM,41.80974448,-87.613995926,"(41.80974448, -87.613995926)" +1880274,G715518,11/28/2001 11:59:32 PM,066XX N CLARK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2432,024,,,19,1163856,1944452,2001,08/17/2015 03:03:40 PM,42.003207801,-87.672530627,"(42.003207801, -87.672530627)" +1880540,G716606,11/29/2001 01:56:47 PM,003XX E 51 ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,,,19,1179147,1871234,2001,08/17/2015 03:03:40 PM,41.801957025,-87.618520855,"(41.801957025, -87.618520855)" +1884069,G727828,12/04/2001 09:40:46 PM,001XX N LEAMINGTON AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,,,19,1141987,1900422,2001,08/17/2015 03:03:40 PM,41.882820268,-87.754080983,"(41.882820268, -87.754080983)" +1887559,G720952,12/01/2001 01:41:27 PM,062XX S VERNON AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,,,19,1180359,1863867,2001,08/17/2015 03:03:40 PM,41.781713558,-87.614301976,"(41.781713558, -87.614301976)" +1888516,G679513,11/11/2001 12:48:47 PM,013XX W 76 ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,,,19,1168774,1854433,2001,08/17/2015 03:03:40 PM,41.756083443,-87.657047259,"(41.756083443, -87.657047259)" +1888529,G728787,12/05/2001 11:40:00 AM,013XX W 76 ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0612,006,,,19,1168404,1854318,2001,08/17/2015 03:03:40 PM,41.755775841,-87.658406536,"(41.755775841, -87.658406536)" +1888817,G730718,12/06/2001 10:40:00 AM,062XX S PEORIA DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0712,007,,,19,1171421,1863301,2001,08/17/2015 03:03:40 PM,41.78036081,-87.647087289,"(41.78036081, -87.647087289)" +1889008,G731331,12/06/2001 02:45:00 PM,052XX S DAMEN AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,,,19,1163953,1869799,2001,08/17/2015 03:03:40 PM,41.798352434,-87.674283657,"(41.798352434, -87.674283657)" +1889068,G731716,12/06/2001 05:40:00 PM,009XX W 87 ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2222,022,,,19,1171618,1847106,2001,08/17/2015 03:03:40 PM,41.73591536,-87.646838854,"(41.73591536, -87.646838854)" +1889248,G712048,11/27/2001 11:30:00 AM,001XX E 47 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,,,19,1177971,1873855,2001,08/17/2015 03:03:40 PM,41.809176041,-87.622754211,"(41.809176041, -87.622754211)" +1889454,G721825,12/01/2001 09:30:00 PM,060XX W BELMONT AV,1681,GAMBLING,LOTTERY/PARLAY CARDS,OTHER,true,false,2511,025,,,19,1135713,1920610,2001,08/17/2015 03:03:40 PM,41.938332489,-87.776638573,"(41.938332489, -87.776638573)" +1889718,G727840,12/04/2001 09:00:00 PM,033XX W FOSTER AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,,,19,1152857,1934383,2001,08/17/2015 03:03:40 PM,41.97580375,-87.713263763,"(41.97580375, -87.713263763)" +1893120,G729179,12/05/2001 02:45:00 PM,007XX W 54 PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,,,19,1172246,1868770,2001,08/17/2015 03:03:40 PM,41.795350246,-87.643901931,"(41.795350246, -87.643901931)" +1893519,G733944,12/07/2001 06:50:00 PM,090XX S BURLEY AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,,,19,1199202,1845613,2001,08/17/2015 03:03:40 PM,41.731170245,-87.545832952,"(41.731170245, -87.545832952)" +1894587,G727861,12/04/2001 09:50:00 PM,077XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,,,19,1168832,1853118,2001,08/17/2015 03:03:40 PM,41.752473655,-87.656872593,"(41.752473655, -87.656872593)" +1894759,G738996,12/10/2001 12:01:11 PM,081XX S ELIZABETH ST,1680,GAMBLING,OTHER,STREET,true,false,0613,006,,,19,1169360,1851034,2001,08/17/2015 03:03:40 PM,41.746743468,-87.654997905,"(41.746743468, -87.654997905)" +1894780,G741094,12/11/2001 12:23:37 PM,040XX N BROADWAY,1680,GAMBLING,OTHER,SIDEWALK,true,false,2322,019,,,19,1169700,1927422,2001,08/17/2015 03:03:40 PM,41.956351306,-87.651529645,"(41.956351306, -87.651529645)" +1894782,G739291,12/10/2001 02:46:59 PM,077XX S PEORIA ST,1680,GAMBLING,OTHER,STREET,true,false,0621,006,,,19,1171691,1853362,2001,08/17/2015 03:03:40 PM,41.75308106,-87.646388439,"(41.75308106, -87.646388439)" +1900168,G746400,12/13/2001 07:25:00 PM,017XX N KEATING AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,,,19,1144505,1910916,2001,08/17/2015 03:03:40 PM,41.911569975,-87.744570241,"(41.911569975, -87.744570241)" +1900387,G735623,12/08/2001 03:10:00 PM,048XX W GLADYS AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,,,19,1144260,1897865,2001,08/17/2015 03:03:40 PM,41.875761146,-87.745798619,"(41.875761146, -87.745798619)" +1900547,G745801,12/13/2001 02:30:00 PM,048XX W BELDEN AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2522,025,,,19,1143433,1914814,2001,08/17/2015 03:03:40 PM,41.922286621,-87.74841081,"(41.922286621, -87.74841081)" +1902340,G748657,12/14/2001 07:10:05 PM,052XX S DREXEL AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2131,002,,,19,1183089,1870599,2001,08/17/2015 03:03:40 PM,41.800123665,-87.604083884,"(41.800123665, -87.604083884)" +1903084,G742055,12/11/2001 07:30:00 PM,003XX W 77 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,,,19,1175175,1853926,2001,08/17/2015 03:03:40 PM,41.754551699,-87.633604169,"(41.754551699, -87.633604169)" +1903131,G748784,12/14/2001 08:27:01 PM,008XX W SUNNYSIDE AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2313,019,,,19,1169748,1930042,2001,08/17/2015 03:03:40 PM,41.963539624,-87.651276521,"(41.963539624, -87.651276521)" +1903152,G751532,12/16/2001 11:45:00 AM,053XX S DAMEN AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,,,19,1163973,1869105,2001,08/17/2015 03:03:40 PM,41.796447591,-87.674229827,"(41.796447591, -87.674229827)" 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DEVICE,TAVERN/LIQUOR STORE,true,false,1732,017,,,19,1151865,1921083,2001,08/17/2015 03:03:40 PM,41.93932727,-87.717263358,"(41.93932727, -87.717263358)" +1916164,G739938,12/10/2001 06:20:00 PM,035XX N ASHLAND AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1923,019,,,19,1165054,1923900,2001,08/17/2015 03:03:40 PM,41.946786934,-87.668709866,"(41.946786934, -87.668709866)" +1916201,G741025,12/07/2001 07:30:00 PM,039XX W 47 ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0821,008,,,19,1151087,1873222,2001,08/17/2015 03:03:40 PM,41.808006645,-87.72137685,"(41.808006645, -87.72137685)" +1916270,G742161,12/11/2001 07:15:00 PM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,,,19,1149048,1926242,2001,08/17/2015 03:03:40 PM,41.953539066,-87.727482673,"(41.953539066, -87.727482673)" +1916498,G742358,12/11/2001 10:15:00 PM,028XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1733,017,,,19,1156708,1926413,2001,08/17/2015 03:03:40 PM,41.953856253,-87.699319017,"(41.953856253, -87.699319017)" +1916599,G759974,12/20/2001 02:40:00 PM,056XX S LAFAYETTE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,,,19,1176896,1867756,2001,08/17/2015 03:03:40 PM,41.79246413,-87.626880934,"(41.79246413, -87.626880934)" +1918391,G728808,12/05/2001 12:00:00 PM,048XX W QUINCY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,,,19,1144191,1898604,2001,08/17/2015 03:03:40 PM,41.877790348,-87.746033398,"(41.877790348, -87.746033398)" +1919104,G748690,12/14/2001 06:30:00 PM,013XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1923,019,,,19,1166426,1923975,2001,08/17/2015 03:03:40 PM,41.946963434,-87.663664663,"(41.946963434, -87.663664663)" +1920296,G750618,12/15/2001 07:10:00 PM,019XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1923,019,,,19,1162578,1926611,2001,08/17/2015 03:03:40 PM,41.954278383,-87.677734673,"(41.954278383, -87.677734673)" +10487450,HZ227524,04/15/2016 06:40:00 PM,070XX S LOWE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0732,007,6,68,19,1173184,1858226,2016,04/22/2016 03:52:23 PM,41.76639563,-87.640773687,"(41.76639563, -87.640773687)" +1920900,G755796,12/18/2001 11:44:00 AM,059XX N WINTHROP AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,,,19,1167738,1939901,2001,08/17/2015 03:03:40 PM,41.990636668,-87.658380973,"(41.990636668, -87.658380973)" +1921413,G734293,12/07/2001 08:20:00 PM,038XX N KEDZIE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1733,017,,,19,1154331,1925373,2001,08/17/2015 03:03:40 PM,41.951050345,-87.708085064,"(41.951050345, -87.708085064)" +10487488,HZ227562,04/15/2016 07:05:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1533,015,28,25,19,1144085,1899222,2016,04/22/2016 03:52:23 PM,41.879488206,-87.746407091,"(41.879488206, -87.746407091)" +10487548,HZ227640,04/15/2016 08:00:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1144182,1901499,2016,04/22/2016 03:52:23 PM,41.885734746,-87.745993696,"(41.885734746, -87.745993696)" +1922263,G754653,12/15/2001 06:30:00 PM,031XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1724,017,,,19,1154507,1926461,2001,08/17/2015 03:03:40 PM,41.954032365,-87.707408884,"(41.954032365, -87.707408884)" +1922322,G762530,12/21/2001 02:25:00 PM,046XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1722,017,,,19,1144749,1926228,2001,08/17/2015 03:03:40 PM,41.953582957,-87.743286719,"(41.953582957, -87.743286719)" +1922400,G763925,12/22/2001 01:00:00 PM,025XX W DIVISION ST,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1312,012,,,19,1159203,1907851,2001,08/17/2015 03:03:40 PM,41.902869817,-87.690658557,"(41.902869817, -87.690658557)" +1923013,G762557,12/21/2001 07:20:00 PM,062XX N WESTERN AV,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,,,19,1159140,1941599,2001,08/17/2015 03:03:40 PM,41.995477635,-87.689959432,"(41.995477635, -87.689959432)" +1923310,G737081,12/09/2001 11:30:00 AM,038XX W NORTH AV,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,OTHER,true,false,2535,025,,,19,1150705,1910403,2001,08/17/2015 03:03:40 PM,41.91004321,-87.72180664,"(41.91004321, -87.72180664)" +1923374,G754711,12/17/2001 07:20:00 PM,112XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,,,19,1173027,1830466,2001,08/17/2015 03:03:40 PM,41.690221819,-87.642166164,"(41.690221819, -87.642166164)" +1926427,G762015,12/21/2001 02:25:00 PM,056XX S NORMAL BL,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,,,19,1173954,1867747,2001,08/17/2015 03:03:40 PM,41.792505268,-87.63766904,"(41.792505268, -87.63766904)" +10405154,HZ141498,02/05/2016 03:25:00 PM,017XX E 73RD PL,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0324,003,8,43,19,1189280,1856594,2016,02/12/2016 03:59:22 PM,41.761546495,-87.58182888,"(41.761546495, -87.58182888)" +10488355,HZ228792,04/16/2016 06:30:00 PM,012XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155557,1894190,2016,04/23/2016 03:53:41 PM,41.865456866,-87.704418782,"(41.865456866, -87.704418782)" +10398331,HZ134828,01/30/2016 09:31:00 PM,086XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0613,006,21,71,19,1170824,1847623,2016,02/06/2016 03:45:18 PM,41.737351423,-87.649732732,"(41.737351423, -87.649732732)" +1940571,HH119055,01/10/2001 11:00:00 PM,016XX N LECLAIRE AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2533,025,,,19,1142346,1910329,2001,08/17/2015 03:03:40 PM,41.909999576,-87.752516428,"(41.909999576, -87.752516428)" +10419651,HZ157484,02/19/2016 02:36:00 PM,047XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144910,1897608,2016,02/26/2016 03:52:43 PM,41.875043672,-87.743418516,"(41.875043672, -87.743418516)" +10420042,HZ158112,02/19/2016 11:36:00 PM,023XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1223,012,2,28,19,1160761,1900625,2016,02/26/2016 03:52:43 PM,41.883008897,-87.685136248,"(41.883008897, -87.685136248)" +10489348,HZ230240,04/17/2016 09:52:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173067,1909532,2016,04/24/2016 03:48:05 PM,41.907186266,-87.639683889,"(41.907186266, -87.639683889)" +10424236,HZ162250,02/23/2016 12:49:00 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153968,1891668,2016,03/01/2016 03:56:13 PM,41.858568011,-87.710319284,"(41.858568011, -87.710319284)" +1952518,G589888,10/01/2001 11:13:00 PM,059XX S PRAIRIE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,,,19,1179009,1865919,2001,08/17/2015 03:03:40 PM,41.787375318,-87.619188878,"(41.787375318, -87.619188878)" +10489964,HZ230735,04/18/2016 11:40:00 AM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146924,1897323,2016,04/25/2016 03:51:07 PM,41.874223376,-87.736031135,"(41.874223376, -87.736031135)" +1955132,HH108143,12/29/2001 11:20:00 AM,009XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1312,012,,,19,1160269,1906456,2001,08/17/2015 03:03:40 PM,41.899019843,-87.686781556,"(41.899019843, -87.686781556)" +10435577,HZ173208,03/03/2016 02:48:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144233,1899225,2016,03/10/2016 03:48:57 PM,41.879493659,-87.745863576,"(41.879493659, -87.745863576)" +10439644,HZ178576,03/07/2016 07:43:00 PM,078XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172660,1852904,2016,03/14/2016 03:50:39 PM,41.751802963,-87.642850908,"(41.751802963, -87.642850908)" +10440275,HZ179080,03/08/2016 09:30:00 AM,102XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178064,1836861,2016,03/15/2016 03:54:40 PM,41.707658221,-87.623532647,"(41.707658221, -87.623532647)" +10441007,HZ179865,03/08/2016 07:25:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144206,1901500,2016,03/15/2016 03:54:40 PM,41.88573704,-87.745905537,"(41.88573704, -87.745905537)" +10445030,HZ183333,03/11/2016 02:30:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144170,1901499,2016,03/18/2016 03:47:14 PM,41.885734972,-87.746037763,"(41.885734972, -87.746037763)" +10491424,HZ232131,04/19/2016 12:50:00 PM,071XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0731,007,6,69,19,1176581,1857588,2016,04/26/2016 03:54:34 PM,41.764569155,-87.628341654,"(41.764569155, -87.628341654)" +10449520,HZ188726,03/15/2016 09:16:00 PM,062XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0313,003,20,42,19,1180651,1863798,2016,03/22/2016 03:52:15 PM,41.78151751,-87.613233561,"(41.78151751, -87.613233561)" +10450679,HZ189714,03/16/2016 04:16:00 PM,067XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,20,42,19,1180740,1860396,2016,03/23/2016 03:49:28 PM,41.772180043,-87.613011742,"(41.772180043, -87.613011742)" +10453614,HZ192542,03/18/2016 07:09:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149634,1892206,2016,03/25/2016 03:48:40 PM,41.860129545,-87.726214031,"(41.860129545, -87.726214031)" +10454374,HZ193626,03/19/2016 06:15:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144170,1901499,2016,03/26/2016 03:48:41 PM,41.885734972,-87.746037763,"(41.885734972, -87.746037763)" +10456291,HZ195748,03/21/2016 03:00:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904646,2016,03/28/2016 03:56:09 PM,41.894182102,-87.7101753,"(41.894182102, -87.7101753)" +10460444,HZ199323,03/24/2016 11:49:00 AM,056XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1138327,1907430,2016,03/31/2016 03:51:38 PM,41.902118106,-87.767351091,"(41.902118106, -87.767351091)" +10462027,HZ200871,03/25/2016 03:08:00 PM,007XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0723,007,6,68,19,1172583,1860446,2016,04/01/2016 03:49:34 PM,41.772500833,-87.642911248,"(41.772500833, -87.642911248)" +10465041,HZ204276,03/28/2016 03:17:00 PM,066XX S UNION AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0723,007,6,68,19,1172651,1860911,2016,04/04/2016 03:52:23 PM,41.773775349,-87.642648291,"(41.773775349, -87.642648291)" +10466643,HZ205664,03/29/2016 03:20:00 PM,034XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1123,011,28,27,19,1153515,1899806,2016,04/05/2016 03:53:30 PM,41.880908579,-87.711765797,"(41.880908579, -87.711765797)" +10494233,HZ235087,04/21/2016 06:22:00 PM,008XX N CAMBRIDGE AVE,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172513,1906250,2016,04/28/2016 03:51:26 PM,41.898192554,-87.641816138,"(41.898192554, -87.641816138)" +10494393,HZ235207,04/21/2016 08:00:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143333,1904516,2016,04/28/2016 03:51:26 PM,41.894029654,-87.749035993,"(41.894029654, -87.749035993)" +10494428,HZ235237,04/21/2016 08:48:00 PM,041XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1148782,1894380,2016,04/28/2016 03:51:26 PM,41.866111754,-87.729285379,"(41.866111754, -87.729285379)" +10188617,HY374673,08/08/2015 08:20:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1021,010,24,29,19,1154105,1893088,2015,04/15/2016 03:49:27 PM,41.862461922,-87.709778547,"(41.862461922, -87.709778547)" +2000018,HH192019,02/17/2002 10:53:10 AM,063XX S SEELEY AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,,,19,,,2002,08/17/2015 03:03:40 PM,,, +1926375,HH102691,01/02/2002 01:05:00 PM,037XX S STATE ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0211,002,,,19,1176904,1880379,2002,04/15/2016 08:55:02 AM,41.827102603,-87.626470891,"(41.827102603, -87.626470891)" +1932399,HH100968,01/01/2002 12:10:00 PM,051XX S COTTAGE GROVE AV,1610,GAMBLING,BOOKMAKING/HORSES,STREET,true,false,0234,002,,,19,1182451,1871318,2002,04/15/2016 08:55:02 AM,41.802111489,-87.606401292,"(41.802111489, -87.606401292)" +1932888,HH101495,01/01/2002 05:00:00 PM,030XX N HARLEM AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2511,025,,,19,1127552,1919503,2002,04/15/2016 08:55:02 AM,41.935436255,-87.806657661,"(41.935436255, -87.806657661)" +1933054,HH104292,01/03/2002 11:00:00 AM,008XX E HYDE PARK BL,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2124,002,,,19,1182743,1871379,2002,04/15/2016 08:55:02 AM,41.802272097,-87.605328526,"(41.802272097, -87.605328526)" +1938277,HH116269,01/09/2002 05:25:00 PM,048XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,,,19,1143858,1910532,2002,04/15/2016 08:55:02 AM,41.9105284,-87.746956787,"(41.9105284, -87.746956787)" +1940379,HH122448,01/12/2002 04:30:00 PM,100XX S MORGAN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,,,19,1171421,1838240,2002,04/15/2016 08:55:02 AM,41.71159009,-87.647819248,"(41.71159009, -87.647819248)" +1941251,HH118014,01/10/2002 03:09:15 PM,066XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,,,19,1167806,1860811,2002,04/15/2016 08:55:02 AM,41.77360634,-87.660411912,"(41.77360634, -87.660411912)" +1942454,HH116613,01/09/2002 07:58:21 PM,059XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,,,19,1136584,1907383,2002,04/15/2016 08:55:02 AM,41.902020509,-87.773754609,"(41.902020509, -87.773754609)" +1944300,HH119807,01/11/2002 11:50:00 AM,059XX W DIVISION ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1511,015,,,19,1136356,1907377,2002,04/15/2016 08:55:02 AM,41.902008123,-87.774592242,"(41.902008123, -87.774592242)" +1950912,HH123905,01/13/2002 02:00:18 PM,078XX S MARSHFIELD AV,1680,GAMBLING,OTHER,STREET,true,false,0611,006,,,19,1166703,1852821,2002,04/15/2016 08:55:02 AM,41.751704315,-87.664682949,"(41.751704315, -87.664682949)" +1955001,HH129344,01/16/2002 08:00:00 AM,073XX S JEFFERY BL,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0333,003,,,19,1190808,1856919,2002,04/15/2016 08:55:02 AM,41.762401555,-87.576218227,"(41.762401555, -87.576218227)" +1955037,HH129345,01/16/2002 09:30:00 AM,065XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,,,19,1182685,1861888,2002,04/15/2016 08:55:02 AM,41.776229309,-87.605835764,"(41.776229309, -87.605835764)" +1955301,HH109897,01/06/2002 11:15:00 AM,004XX E MCFETRIDGE DR,1630,GAMBLING,WIREROOM/HORSES,PARK PROPERTY,true,false,0133,001,,,19,1179330,1894210,2002,04/15/2016 08:55:02 AM,41.865000681,-87.617147205,"(41.865000681, -87.617147205)" +1955311,HH109902,01/06/2002 11:45:00 AM,004XX E MCFETRIDGE DR,1630,GAMBLING,WIREROOM/HORSES,PARK PROPERTY,true,false,0133,001,,,19,1179330,1894210,2002,04/15/2016 08:55:02 AM,41.865000681,-87.617147205,"(41.865000681, -87.617147205)" +1955322,HH112569,01/07/2002 07:30:00 PM,031XX W DEVON AV,1680,GAMBLING,OTHER,RESTAURANT,true,false,2413,024,,,19,1154388,1942272,2002,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +1955364,HH114610,01/08/2002 08:00:00 PM,070XX W GRAND AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2512,025,,,19,1128963,1915179,2002,04/15/2016 08:55:02 AM,41.923546761,-87.801570604,"(41.923546761, -87.801570604)" +1955375,HH115409,01/09/2002 10:40:00 AM,067XX S COTTAGE GROVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,,,19,1182717,1860597,2002,04/15/2016 08:55:02 AM,41.77268594,-87.605758495,"(41.77268594, -87.605758495)" +1955383,HH135591,01/19/2002 10:10:00 AM,078XX S PAULINA ST,1680,GAMBLING,OTHER,STREET,true,false,0611,006,,,19,1166375,1852644,2002,04/15/2016 08:55:02 AM,41.75122559,-87.665889951,"(41.75122559, -87.665889951)" +1955412,HH131559,01/17/2002 09:50:00 AM,063XX S EBERHART AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1180669,1863047,2002,04/15/2016 08:55:02 AM,41.77945628,-87.613190628,"(41.77945628, -87.613190628)" +1956352,HH120851,01/11/2002 08:05:00 PM,062XX N WESTERN AV,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,,,19,1159187,1941416,2002,04/15/2016 08:55:02 AM,41.994974508,-87.689791601,"(41.994974508, -87.689791601)" +1956387,HH120835,01/11/2002 07:35:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,,,19,1164108,1943667,2002,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +1956423,HH120847,01/11/2002 08:35:00 PM,057XX N WESTERN AV,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2011,020,,,19,1159290,1937978,2002,04/15/2016 08:55:02 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +1956461,HH136133,01/19/2002 02:00:00 PM,004XX E MCFETRIDGE DR,1630,GAMBLING,WIREROOM/HORSES,PARK PROPERTY,true,false,0133,001,,,19,1179330,1894210,2002,04/15/2016 08:55:02 AM,41.865000681,-87.617147205,"(41.865000681, -87.617147205)" +1956470,HH136247,01/19/2002 04:40:00 PM,009XX W 35 ST,1627,GAMBLING,LOTTERY/OTHER,TAVERN/LIQUOR STORE,true,false,0922,009,,,19,1171047,1881652,2002,04/15/2016 08:55:02 AM,41.830726062,-87.647921908,"(41.830726062, -87.647921908)" +1956940,HH139323,01/21/2002 11:00:00 AM,001XX E 47 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,,,19,1178100,1873900,2002,04/15/2016 08:55:02 AM,41.809296597,-87.622279702,"(41.809296597, -87.622279702)" +1957183,HH139991,01/18/2002 10:50:00 PM,038XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,,,19,1150282,1921005,2002,04/15/2016 08:55:02 AM,41.939144302,-87.723083405,"(41.939144302, -87.723083405)" +1957226,HH140108,01/21/2002 06:30:00 PM,042XX S KEDZIE AV,1680,GAMBLING,OTHER,RESTAURANT,true,false,0912,009,,,19,1155714,1876473,2002,04/15/2016 08:55:02 AM,41.816836158,-87.704318755,"(41.816836158, -87.704318755)" +1957268,HH125457,01/14/2002 10:30:00 AM,016XX N ALBANY AV,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1421,014,,,19,1155403,1910755,2002,04/15/2016 08:55:02 AM,41.910915918,-87.704538516,"(41.910915918, -87.704538516)" +2037607,HH233192,03/10/2002 11:00:00 AM,041XX W 63 ST,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,0813,008,,,19,,,2002,08/17/2015 03:03:40 PM,,, +1960678,HH136343,01/19/2002 05:35:00 PM,075XX N HOYNE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,,,19,1160971,1950030,2002,04/15/2016 08:55:02 AM,42.018574588,-87.682988494,"(42.018574588, -87.682988494)" +1962227,HH148622,01/25/2002 10:20:00 PM,018XX S KARLOV AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1012,010,,,19,1149358,1890599,2002,04/15/2016 08:55:02 AM,41.855725091,-87.727268803,"(41.855725091, -87.727268803)" +1962401,HH149468,01/26/2002 10:50:00 AM,042XX W 63 ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0813,008,,,19,1148968,1862483,2002,04/15/2016 08:55:02 AM,41.778578309,-87.729425595,"(41.778578309, -87.729425595)" +1962440,HH148140,01/25/2002 04:30:00 PM,014XX S DRAKE AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1021,010,,,19,1152937,1892892,2002,04/15/2016 08:55:02 AM,41.861947275,-87.714071339,"(41.861947275, -87.714071339)" +1964704,HH147668,01/25/2002 12:00:00 AM,042XX S PRINCETON AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,,,19,1174999,1876675,2002,04/15/2016 08:55:02 AM,41.816981297,-87.633570654,"(41.816981297, -87.633570654)" +1965238,HH141365,01/22/2002 10:30:00 AM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,,,19,1149190,1926286,2002,04/15/2016 08:55:02 AM,41.95365705,-87.726959518,"(41.95365705, -87.726959518)" +1965254,HH141290,01/19/2002 02:10:00 PM,069XX N GLENWOOD AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2431,024,,,19,1165577,1945961,2002,04/15/2016 08:55:02 AM,42.007311904,-87.66615591,"(42.007311904, -87.66615591)" +1965390,HH152239,01/27/2002 07:15:00 PM,024XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2113,002,,,19,1176707,1888029,2002,04/15/2016 08:55:02 AM,41.84809924,-87.626962834,"(41.84809924, -87.626962834)" +1966066,HH142223,01/22/2002 06:00:00 PM,026XX W LAWRENCE AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,,,19,1157971,1931783,2002,04/15/2016 08:55:02 AM,41.968566101,-87.69452891,"(41.968566101, -87.69452891)" +1966485,HH152153,01/27/2002 06:35:00 PM,001XX N WALLER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,,,19,1138138,1900460,2002,04/15/2016 08:55:02 AM,41.882994967,-87.768213948,"(41.882994967, -87.768213948)" +1968308,HH149763,01/26/2002 01:01:06 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,,,19,1150820,1903066,2002,04/15/2016 08:55:02 AM,41.889907501,-87.721576373,"(41.889907501, -87.721576373)" +2048758,HH254356,03/20/2002 04:09:50 PM,087XX S PRINCETON AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0634,006,,,19,,,2002,08/17/2015 03:03:40 PM,,, +1974650,HH161772,02/01/2002 05:50:00 PM,048XX W CONCORD PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,,,19,1143876,1910533,2002,04/15/2016 08:55:02 AM,41.910530807,-87.746890636,"(41.910530807, -87.746890636)" +1975208,HH155737,01/29/2002 03:04:17 PM,059XX N WINTHROP AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,2433,024,,,19,1167781,1939811,2002,04/15/2016 08:55:02 AM,41.990388776,-87.65822542,"(41.990388776, -87.65822542)" +1976415,HH164189,02/02/2002 11:25:00 PM,045XX N MAGNOLIA AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2311,019,,,19,1167100,1930357,2002,04/15/2016 08:55:02 AM,41.964461422,-87.661003201,"(41.964461422, -87.661003201)" +1978594,HH155901,01/29/2002 01:55:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1115,011,,,19,1147415,1898657,2002,04/15/2016 08:55:02 AM,41.877874638,-87.734194199,"(41.877874638, -87.734194199)" +2057154,HH261275,03/23/2002 09:59:34 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,,,19,,,2002,08/17/2015 03:03:40 PM,,, +1986336,HH167470,02/04/2002 06:15:00 PM,071XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2411,024,,,19,1159021,1947489,2002,04/15/2016 08:55:02 AM,42.011642445,-87.690234432,"(42.011642445, -87.690234432)" +1986703,HH159289,01/31/2002 10:30:00 AM,108XX S MICHIGAN AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,,,19,1178827,1833130,2002,04/15/2016 08:55:02 AM,41.697402549,-87.620851572,"(41.697402549, -87.620851572)" +1986888,HH150225,01/19/2002 08:30:00 PM,085XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0834,008,,,19,1151231,1847475,2002,04/15/2016 08:55:02 AM,41.737349932,-87.721520478,"(41.737349932, -87.721520478)" +1986951,HH178803,02/10/2002 01:00:00 PM,019XX N KARLOV AV,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,2534,025,,,19,1148743,1912495,2002,04/15/2016 08:55:02 AM,41.915822019,-87.728960143,"(41.915822019, -87.728960143)" +1987092,HH174847,02/08/2002 02:15:00 PM,028XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,,,19,1157566,1899231,2002,04/15/2016 08:55:02 AM,41.87924925,-87.696906424,"(41.87924925, -87.696906424)" +1987122,HH153174,01/22/2002 05:00:00 PM,040XX N LINCOLN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,1912,019,,,19,1162200,1926755,2002,04/15/2016 08:55:02 AM,41.954681453,-87.67912021,"(41.954681453, -87.67912021)" +1987125,HH163169,02/02/2002 12:15:00 PM,043XX N WESTERN AV,1627,GAMBLING,LOTTERY/OTHER,TAVERN/LIQUOR STORE,true,false,1912,019,,,19,1159588,1928908,2002,04/15/2016 08:55:02 AM,41.960643716,-87.6886628,"(41.960643716, -87.6886628)" +1987145,HH164695,02/03/2002 10:55:00 AM,040XX W 63 ST,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0813,008,,,19,1150317,1862514,2002,04/15/2016 08:55:02 AM,41.778637275,-87.724479202,"(41.778637275, -87.724479202)" +1987198,HH169598,02/05/2002 07:40:00 PM,032XX W BRYN MAWR AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,DRUG STORE,true,false,1712,017,,,19,1153949,1937037,2002,04/15/2016 08:55:02 AM,41.983064712,-87.709176935,"(41.983064712, -87.709176935)" +1987203,HH165099,02/03/2002 12:50:00 PM,009XX N WESTERN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1312,012,,,19,1160242,1906007,2002,04/15/2016 08:55:02 AM,41.897788309,-87.686893153,"(41.897788309, -87.686893153)" +1987213,HH165129,02/03/2002 01:30:00 PM,047XX N WINTHROP AV,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,2312,019,,,19,1168010,1931734,2002,04/15/2016 08:55:02 AM,41.968220313,-87.657617473,"(41.968220313, -87.657617473)" +1987255,HH167392,02/04/2002 06:30:00 PM,089XX S ASHLAND AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2221,022,,,19,1167239,1845365,2002,04/15/2016 08:55:02 AM,41.731232529,-87.66293161,"(41.731232529, -87.66293161)" +1987290,HH170432,02/06/2002 11:15:00 AM,034XX W WILSON AV,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1723,017,,,19,1152455,1930350,2002,04/15/2016 08:55:02 AM,41.964744922,-87.714849143,"(41.964744922, -87.714849143)" +1987364,HH177411,02/09/2002 06:50:00 PM,044XX N MILWAUKEE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,,,19,1141382,1929242,2002,04/15/2016 08:55:02 AM,41.961916586,-87.755589594,"(41.961916586, -87.755589594)" +1988224,HH173306,02/07/2002 05:54:48 PM,057XX S MICHIGAN AV,1697,GAMBLING,POLICY/OTHER,RESIDENCE PORCH/HALLWAY,true,false,0233,002,,,19,1178134,1867092,2002,04/15/2016 08:55:02 AM,41.790614044,-87.622361533,"(41.790614044, -87.622361533)" +1988448,HH171787,02/06/2002 11:30:00 PM,118XX S PERRY AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,,,19,1177706,1826493,2002,04/15/2016 08:55:02 AM,41.679215014,-87.625155802,"(41.679215014, -87.625155802)" +1995213,HH189838,02/16/2002 03:50:00 AM,002XX E GARFIELD BL,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0232,002,,,19,1178650,1868596,2002,04/15/2016 08:55:02 AM,41.794729437,-87.620423773,"(41.794729437, -87.620423773)" +1995638,HH186348,02/14/2002 12:03:19 PM,065XX S STEWART AV,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0722,007,,,19,1174750,1861605,2002,04/15/2016 08:55:02 AM,41.775633247,-87.634933167,"(41.775633247, -87.634933167)" +1995734,HH186379,02/14/2002 01:06:34 PM,100XX S NORMAL AV,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,,,19,1174734,1838390,2002,04/15/2016 08:55:02 AM,41.711928692,-87.635681788,"(41.711928692, -87.635681788)" +1997453,HH192041,02/17/2002 10:50:00 AM,005XX W DIVISION ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1823,018,,,19,1172309,1908265,2002,04/15/2016 08:55:02 AM,41.903726336,-87.64250581,"(41.903726336, -87.64250581)" +1997993,HH191127,02/16/2002 07:10:00 PM,052XX W POTOMAC AV,1651,GAMBLING,GAME/CARDS,RESIDENCE PORCH/HALLWAY,true,false,2532,025,,,19,1140972,1908148,2002,04/15/2016 08:55:02 AM,41.904040084,-87.75761779,"(41.904040084, -87.75761779)" +2003154,HH183453,02/12/2002 08:15:00 PM,031XX W DEVON AV,1661,GAMBLING,GAME/DICE,OTHER,true,false,2413,024,,,19,1154388,1942272,2002,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +2003374,HH182134,02/12/2002 08:45:00 AM,004XX E 51 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0223,002,,,19,1179964,1871295,2002,04/15/2016 08:55:02 AM,41.802105731,-87.615522749,"(41.802105731, -87.615522749)" +2003454,HH183037,02/09/2002 08:15:00 PM,062XX W GRAND AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2512,025,,,19,1134250,1914563,2002,04/15/2016 08:55:02 AM,41.921764773,-87.782158383,"(41.921764773, -87.782158383)" +2004153,HH193222,02/18/2002 01:25:00 AM,023XX S WENTWORTH AV,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,2113,002,,,19,1175345,1888623,2002,04/15/2016 08:55:02 AM,41.849759853,-87.631943583,"(41.849759853, -87.631943583)" +2004893,HH200206,02/21/2002 12:30:00 PM,067XX S COTTAGE GROVE AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,,,19,1182717,1860597,2002,04/15/2016 08:55:02 AM,41.77268594,-87.605758495,"(41.77268594, -87.605758495)" +2004931,HH198127,02/20/2002 01:15:00 PM,079XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,,,19,1170693,1852144,2002,04/15/2016 08:55:02 AM,41.749760515,-87.650081163,"(41.749760515, -87.650081163)" +2004984,HH203075,02/22/2002 07:20:00 PM,007XX W 80 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,,,19,1172846,1851829,2002,04/15/2016 08:55:02 AM,41.748848928,-87.642200949,"(41.748848928, -87.642200949)" +2005471,HH198185,02/20/2002 01:50:13 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,,,19,1169942,1867504,2002,04/15/2016 08:55:02 AM,41.791926594,-87.652387506,"(41.791926594, -87.652387506)" +2005486,HH189253,02/15/2002 06:55:00 PM,002XX E GRAND AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1834,018,,,19,1177854,1903952,2002,04/15/2016 08:55:02 AM,41.891766926,-87.622269262,"(41.891766926, -87.622269262)" +2081218,G594213,10/03/2001 09:14:23 PM,057XX S PRAIRIE AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,,,19,1178979,1867043,2001,08/17/2015 03:03:40 PM,41.790460366,-87.619264646,"(41.790460366, -87.619264646)" +2005949,HH196624,02/19/2002 05:22:14 PM,042XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,,,19,1147973,1907664,2002,04/15/2016 08:55:02 AM,41.902580126,-87.731913541,"(41.902580126, -87.731913541)" +2081302,G755798,12/18/2001 12:02:25 PM,014XX S TRUMBULL AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1021,010,,,19,1153558,1892980,2001,08/17/2015 03:03:40 PM,41.862176442,-87.711789395,"(41.862176442, -87.711789395)" +2006817,HH194826,02/18/2002 08:29:35 PM,078XX S MARSHFIELD AV,1680,GAMBLING,OTHER,STREET,true,false,0611,006,,,19,1166703,1852821,2002,04/15/2016 08:55:02 AM,41.751704315,-87.664682949,"(41.751704315, -87.664682949)" +2007000,HH204050,02/23/2002 10:11:40 AM,0000X S LAVERGNE AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,,,19,1143268,1899444,2002,04/15/2016 08:55:02 AM,41.880112694,-87.74940148,"(41.880112694, -87.74940148)" +2008723,HH206420,02/24/2002 02:41:52 PM,118XX S STEWART AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,,,19,1175755,1826420,2002,04/15/2016 08:55:02 AM,41.679058474,-87.632299416,"(41.679058474, -87.632299416)" +2008959,HH206428,02/24/2002 03:19:07 PM,009XX N LAWLER AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1142518,1905872,2002,04/15/2016 08:55:02 AM,41.897765868,-87.75199552,"(41.897765868, -87.75199552)" +2009226,HH207106,02/24/2002 09:10:00 PM,0000X W 24 ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2113,002,,,19,1176265,1888434,2002,04/15/2016 08:55:02 AM,41.849220554,-87.62857278,"(41.849220554, -87.62857278)" +2009442,HH208889,02/25/2002 05:00:00 PM,026XX W LAWRENCE AV,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1911,019,,,19,1157997,1931783,2002,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +2009496,HH202869,02/15/2002 09:10:00 PM,026XX W LAWRENCE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2031,020,,,19,1158087,1931785,2002,04/15/2016 08:55:02 AM,41.968569215,-87.694102327,"(41.968569215, -87.694102327)" +2009523,HH209137,02/25/2002 07:00:00 PM,033XX N CENTRAL AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1633,016,,,19,1138434,1921855,2002,04/15/2016 08:55:02 AM,41.941699974,-87.76660789,"(41.941699974, -87.76660789)" +2009732,HH208543,02/25/2002 03:00:00 PM,047XX S MICHIGAN AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,,,19,1177954,1873696,2002,04/15/2016 08:55:02 AM,41.808740117,-87.622821385,"(41.808740117, -87.622821385)" +2087105,HH307049,04/14/2002 05:35:00 PM,007XX E 63 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0312,003,,,19,,,2002,08/17/2015 03:03:40 PM,,, +2088120,HH311127,04/16/2002 02:35:00 PM,002XX W 38 ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0925,009,,,19,,,2002,08/17/2015 03:03:40 PM,,, +2015486,HH202293,02/22/2002 01:00:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,,,19,1167268,1868384,2002,04/15/2016 08:55:02 AM,41.79439912,-87.66216741,"(41.79439912, -87.66216741)" +2016557,HH158671,01/30/2002 10:47:00 PM,079XX S VERNON AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,,,19,1180620,1852479,2002,04/15/2016 08:55:02 AM,41.750457714,-87.613694407,"(41.750457714, -87.613694407)" +2016685,HH198953,02/20/2002 07:30:00 PM,049XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,,,19,1143452,1899569,2002,04/15/2016 08:55:02 AM,41.880452272,-87.748722719,"(41.880452272, -87.748722719)" +2016760,HH207019,02/24/2002 10:45:00 PM,052XX S DAMEN AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,,,19,1163910,1869931,2002,04/15/2016 08:55:02 AM,41.798715563,-87.674437636,"(41.798715563, -87.674437636)" +2016836,HH215870,03/01/2002 11:30:00 AM,038XX W MADISON ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1122,011,,,19,1150731,1899736,2002,04/15/2016 08:55:02 AM,41.880771366,-87.721990345,"(41.880771366, -87.721990345)" +2020385,HH216702,03/01/2002 06:00:00 PM,004XX N STATE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1831,018,,,19,1176301,1903170,2002,04/15/2016 08:55:02 AM,41.889656251,-87.627996272,"(41.889656251, -87.627996272)" +2020679,HH222353,03/04/2002 06:45:00 PM,037XX W ARMITAGE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2535,025,,,19,1150916,1913025,2002,04/15/2016 08:55:02 AM,41.91723409,-87.720962732,"(41.91723409, -87.720962732)" +2021063,HH216540,02/25/2002 07:20:00 PM,023XX W FULLERTON AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1432,014,,,19,1160258,1915892,2002,04/15/2016 08:55:02 AM,41.924913167,-87.68656061,"(41.924913167, -87.68656061)" +2021095,HH211891,02/27/2002 09:30:00 AM,050XX S COTTAGE GROVE AV,1610,GAMBLING,BOOKMAKING/HORSES,STREET,true,false,0223,002,,,19,1182434,1871952,2002,04/15/2016 08:55:02 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +2021176,HH222208,03/04/2002 07:35:05 PM,069XX S LAFAYETTE AV,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0731,007,,,19,1177024,1859232,2002,04/15/2016 08:55:02 AM,41.769070498,-87.626668445,"(41.769070498, -87.626668445)" +2023983,HH222280,03/04/2002 08:33:20 PM,010XX N LAWNDALE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,,,19,1151524,1906683,2002,04/15/2016 08:55:02 AM,41.899819111,-87.718895829,"(41.899819111, -87.718895829)" +2024265,HH213841,02/28/2002 10:15:00 AM,077XX S INGLESIDE AV,1680,GAMBLING,OTHER,"SCHOOL, PUBLIC, BUILDING",true,false,0624,006,,,19,1183899,1853859,2002,04/15/2016 08:55:02 AM,41.754168689,-87.601635756,"(41.754168689, -87.601635756)" +2024325,HH224400,03/05/2002 07:00:00 PM,026XX W LAWRENCE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2031,020,,,19,1158087,1931785,2002,04/15/2016 08:55:02 AM,41.968569215,-87.694102327,"(41.968569215, -87.694102327)" +2028737,HH230766,03/08/2002 10:39:14 PM,054XX S DAMEN AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,,,19,1163950,1868547,2002,04/15/2016 08:55:02 AM,41.794916854,-87.674329856,"(41.794916854, -87.674329856)" +2031005,HH238692,03/12/2002 11:00:00 PM,002XX E GARFIELD BV,1661,GAMBLING,GAME/DICE,OTHER,true,false,0232,002,,,19,1178690,1868597,2002,04/15/2016 08:55:02 AM,41.794731271,-87.620277064,"(41.794731271, -87.620277064)" +2031138,HH230454,03/08/2002 07:57:37 PM,049XX S STATE ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0231,002,,,19,1177112,1872152,2002,04/15/2016 08:55:02 AM,41.8045223,-87.625956248,"(41.8045223, -87.625956248)" +2107570,HH331232,04/25/2002 10:50:00 PM,054XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,,,2002,08/17/2015 03:03:40 PM,,, +2034947,HH230540,03/08/2002 09:00:03 PM,043XX W JACKSON BV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1115,011,,,19,1147528,1898334,2002,04/15/2016 08:55:02 AM,41.876986123,-87.733787572,"(41.876986123, -87.733787572)" +2035093,HH236487,03/11/2002 08:53:58 PM,038XX S RHODES AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0212,002,,,19,1180200,1879759,2002,04/15/2016 08:55:02 AM,41.825326223,-87.614397557,"(41.825326223, -87.614397557)" +2036759,HH241194,03/14/2002 07:00:00 AM,063XX S MARYLAND AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,,,19,1182998,1863338,2002,04/15/2016 08:55:02 AM,41.780200971,-87.604643297,"(41.780200971, -87.604643297)" +2036783,HH227422,03/05/2002 12:15:00 PM,018XX W 87 ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2221,022,,,19,1165755,1846989,2002,04/15/2016 08:55:02 AM,41.73572062,-87.668322097,"(41.73572062, -87.668322097)" +2036965,HH238464,03/12/2002 07:00:00 PM,026XX W LAWRENCE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1911,019,,,19,1158087,1931785,2002,04/15/2016 08:55:02 AM,41.968569215,-87.694102327,"(41.968569215, -87.694102327)" +2037175,HH236194,03/11/2002 08:15:00 PM,071XX N RIDGE BL,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2411,024,,,19,1160999,1947614,2002,04/15/2016 08:55:02 AM,42.011944442,-87.682953009,"(42.011944442, -87.682953009)" +2037303,HH236195,03/11/2002 07:45:00 PM,035XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1732,017,,,19,1152011,1921046,2002,04/15/2016 08:55:02 AM,41.939222859,-87.716727742,"(41.939222859, -87.716727742)" +2038569,HH237307,03/12/2002 10:20:00 AM,021XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1222,012,,,19,1166703,1889711,2002,04/15/2016 08:55:02 AM,41.852934738,-87.663629657,"(41.852934738, -87.663629657)" +2038690,HH240740,03/13/2002 10:10:00 PM,052XX S DAMEN AV,1651,GAMBLING,GAME/CARDS,STREET,true,false,0915,009,,,19,1163913,1869825,2002,04/15/2016 08:55:02 AM,41.798424623,-87.674429614,"(41.798424623, -87.674429614)" +2038694,HH246844,03/16/2002 06:45:00 PM,038XX W BELMONT AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,,,19,1150282,1921005,2002,04/15/2016 08:55:02 AM,41.939144302,-87.723083405,"(41.939144302, -87.723083405)" +2038720,HH240721,03/13/2002 09:30:00 PM,010XX N CENTRAL PARK AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,,,19,1152189,1906642,2002,04/15/2016 08:55:02 AM,41.899693507,-87.716454344,"(41.899693507, -87.716454344)" +2114563,G189355,04/03/2001 06:38:50 PM,010XX W CHICAGO AVE,1680,GAMBLING,OTHER,STREET,true,false,1323,012,27,24,19,1169505,1905577,2001,08/17/2015 03:03:40 PM,41.896411799,-87.652883803,"(41.896411799, -87.652883803)" +2040832,HH242782,03/14/2002 09:03:27 PM,042XX W AUGUSTA BV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,,,19,1147916,1906330,2002,04/15/2016 08:55:02 AM,41.898920586,-87.732157251,"(41.898920586, -87.732157251)" +2041569,HH250644,03/18/2002 06:33:52 PM,015XX E 67 PL,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0332,003,,,19,1187528,1860537,2002,04/15/2016 08:55:02 AM,41.772408254,-87.588124821,"(41.772408254, -87.588124821)" +2043010,HH251686,03/19/2002 08:00:00 AM,111XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,,,19,1172968,1831044,2002,04/15/2016 08:55:02 AM,41.69180924,-87.642365191,"(41.69180924, -87.642365191)" +2043071,HH252525,03/19/2002 04:47:00 PM,075XX S STEWART AV,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0623,006,,,19,1174930,1855016,2002,04/15/2016 08:55:02 AM,41.757548256,-87.634469566,"(41.757548256, -87.634469566)" +2043090,HH250605,03/16/2002 07:30:00 PM,030XX N LARAMIE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,,,19,1141170,1919891,2002,04/15/2016 08:55:02 AM,41.936260488,-87.756600381,"(41.936260488, -87.756600381)" +2043431,HH252297,03/19/2002 01:00:00 PM,044XX S INDIANA AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,,,19,1178339,1875742,2002,04/15/2016 08:55:02 AM,41.814345775,-87.621347126,"(41.814345775, -87.621347126)" +2046601,HH244300,03/15/2002 03:41:05 PM,110XX S ESMOND ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2212,022,,,19,1166000,1831195,2002,04/15/2016 08:55:02 AM,41.692374162,-87.667871721,"(41.692374162, -87.667871721)" +2046647,HH242107,03/14/2002 03:30:00 PM,079XX S PULASKI RD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0834,008,,,19,1151099,1851704,2002,04/15/2016 08:55:02 AM,41.748957622,-87.721894004,"(41.748957622, -87.721894004)" +2046738,HH254448,03/20/2002 02:15:00 PM,016XX S AVERS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,,,19,1151010,1891466,2002,04/15/2016 08:55:02 AM,41.858072085,-87.721182424,"(41.858072085, -87.721182424)" +2047310,HH252341,03/19/2002 03:19:11 PM,027XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,,,19,1158135,1896588,2002,04/15/2016 08:55:02 AM,41.871985003,-87.694889334,"(41.871985003, -87.694889334)" +2048043,HH252291,03/19/2002 03:10:00 PM,001XX N KEELER AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1114,011,,,19,1148374,1900341,2002,04/15/2016 08:55:02 AM,41.882477301,-87.730629532,"(41.882477301, -87.730629532)" +2048491,HH257540,03/21/2002 10:57:00 PM,006XX N MONTICELLO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,,,19,1151941,1903922,2002,04/15/2016 08:55:02 AM,41.892234447,-87.717436972,"(41.892234447, -87.717436972)" +2048676,HH254068,03/20/2002 11:38:31 AM,078XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,,,19,1166370,1852813,2002,04/15/2016 08:55:02 AM,41.751689457,-87.665903469,"(41.751689457, -87.665903469)" +2049885,HH243760,03/15/2002 11:14:24 AM,038XX W WEST END AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,,,19,1150799,1900544,2002,04/15/2016 08:55:02 AM,41.882987276,-87.721719508,"(41.882987276, -87.721719508)" +2049969,HH240439,03/13/2002 07:00:00 PM,005XX E 37 PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,,,19,1180610,1880234,2002,04/15/2016 08:55:02 AM,41.826620234,-87.612878778,"(41.826620234, -87.612878778)" +2049985,HH244182,03/15/2002 02:00:00 PM,0000X S MAYFIELD AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,,,19,1137282,1899312,2002,04/15/2016 08:55:02 AM,41.879860127,-87.771384873,"(41.879860127, -87.771384873)" +2050463,HH261204,03/23/2002 09:15:00 PM,078XX S JEFFERY BL,1661,GAMBLING,GAME/DICE,STREET,true,false,0414,004,,,19,1190897,1853334,2002,04/15/2016 08:55:02 AM,41.752561862,-87.576007705,"(41.752561862, -87.576007705)" +2053576,HH259357,03/22/2002 09:15:00 PM,033XX W FOSTER AV,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,,,19,1152970,1934347,2002,04/15/2016 08:55:02 AM,41.975702719,-87.712849177,"(41.975702719, -87.712849177)" +2053606,HH256127,03/21/2002 11:00:00 AM,084XX S PULASKI RD,1611,GAMBLING,BOOKMAKING/SPORTS,PARKING LOT/GARAGE(NON.RESID.),true,false,0834,008,,,19,1151202,1848394,2002,04/15/2016 08:55:02 AM,41.739872397,-87.721602794,"(41.739872397, -87.721602794)" +2053611,HH259359,03/22/2002 07:35:00 PM,039XX W 63 ST,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,0823,008,,,19,1151178,1862535,2002,04/15/2016 08:55:02 AM,41.77867813,-87.721322129,"(41.77867813, -87.721322129)" +2053824,HH243119,03/15/2002 12:32:37 AM,041XX W GLADYS AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,,,19,1148751,1898031,2002,04/15/2016 08:55:02 AM,41.876131125,-87.729304868,"(41.876131125, -87.729304868)" +2053848,HH254920,03/20/2002 01:15:00 PM,003XX E 51 ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,,,19,1179003,1871270,2002,04/15/2016 08:55:02 AM,41.802059097,-87.619047858,"(41.802059097, -87.619047858)" +2053900,HH255209,03/20/2002 07:30:00 PM,026XX W LAWRENCE AV,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1911,019,,,19,1157997,1931783,2002,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +2053988,HH255968,03/21/2002 08:30:00 AM,047XX S INDIANA AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,,,19,1178396,1873742,2002,04/15/2016 08:55:02 AM,41.808856306,-87.621198838,"(41.808856306, -87.621198838)" +2054015,HH254924,03/20/2002 03:00:00 PM,071XX S JEFFERY AV,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0333,003,,,19,1190776,1858184,2002,04/15/2016 08:55:02 AM,41.76587359,-87.576294705,"(41.76587359, -87.576294705)" +2054271,HH259334,03/22/2002 07:40:00 PM,036XX W ARMITAGE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2535,025,,,19,1151572,1913040,2002,04/15/2016 08:55:02 AM,41.917262372,-87.718552171,"(41.917262372, -87.718552171)" +2057763,HH262740,03/24/2002 06:30:00 PM,029XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2113,002,,,19,1176759,1885436,2002,04/15/2016 08:55:02 AM,41.840982682,-87.626850277,"(41.840982682, -87.626850277)" +2058120,HH262148,03/24/2002 12:10:00 PM,019XX N CALIFORNIA AV,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1421,014,,,19,1157398,1912669,2002,04/15/2016 08:55:02 AM,41.916127721,-87.697157413,"(41.916127721, -87.697157413)" +2058170,HH265890,03/26/2002 09:13:45 AM,057XX S WABASH AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,,,19,1177691,1867079,2002,04/15/2016 08:55:02 AM,41.790588412,-87.623986286,"(41.790588412, -87.623986286)" +2058265,HH266964,03/26/2002 05:58:55 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,,,19,1138899,1899460,2002,04/15/2016 08:55:02 AM,41.880237051,-87.765443776,"(41.880237051, -87.765443776)" +2058897,HH153274,01/28/2002 11:15:00 AM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,,,19,1150389,1894752,2002,04/15/2016 08:55:02 AM,41.867101385,-87.723376202,"(41.867101385, -87.723376202)" +2059055,HH273840,03/29/2002 09:30:00 PM,020XX S PULASKI RD,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,1014,010,,,19,1150034,1889823,2002,04/15/2016 08:55:02 AM,41.853582531,-87.724807719,"(41.853582531, -87.724807719)" +2059327,HH269810,03/28/2002 02:40:00 AM,022XX E 71 ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0333,003,,,19,1192259,1858290,2002,04/15/2016 08:55:02 AM,41.766128517,-87.57085566,"(41.766128517, -87.57085566)" +2060042,HH268582,03/27/2002 02:15:00 PM,033XX W CHICAGO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,,,19,1153745,1905130,2002,04/15/2016 08:55:02 AM,41.895513591,-87.710779417,"(41.895513591, -87.710779417)" +2060217,HH235641,03/11/2002 03:00:00 PM,049XX W CHICAGO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,,,19,1143281,1904861,2002,04/15/2016 08:55:02 AM,41.894977346,-87.749218349,"(41.894977346, -87.749218349)" +2061113,HH276060,03/31/2002 12:15:00 AM,029XX S DEARBORN ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2113,002,,,19,1176406,1885545,2002,04/15/2016 08:55:02 AM,41.841289747,-87.628142362,"(41.841289747, -87.628142362)" +2061197,HH271780,03/28/2002 11:00:00 PM,046XX S CALUMET AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0222,002,,,19,1179212,1874374,2002,04/15/2016 08:55:02 AM,41.810571975,-87.618186656,"(41.810571975, -87.618186656)" +2061673,HH275200,03/30/2002 02:00:00 PM,099XX S THROOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2213,022,,,19,1169274,1838582,2002,04/15/2016 08:55:02 AM,41.712575228,-87.655672249,"(41.712575228, -87.655672249)" +2063287,HH268480,03/27/2002 01:10:00 PM,047XX S UNION AV,1680,GAMBLING,OTHER,"SCHOOL, PUBLIC, BUILDING",true,false,0935,009,,,19,1172434,1873254,2002,04/15/2016 08:55:02 AM,41.807650669,-87.643080489,"(41.807650669, -87.643080489)" +2068763,HH283759,04/03/2002 07:00:00 PM,047XX N KIMBALL AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,,,19,1152859,1931351,2002,04/15/2016 08:55:02 AM,41.967483718,-87.7133371,"(41.967483718, -87.7133371)" +2068799,HH283239,04/03/2002 01:45:00 PM,114XX S NORMAL AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2233,022,,,19,1175014,1829059,2002,04/15/2016 08:55:02 AM,41.686316815,-87.634933461,"(41.686316815, -87.634933461)" +2068866,HH274840,03/30/2002 12:20:00 PM,115XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0524,005,,,19,1173049,1828474,2002,04/15/2016 08:55:02 AM,41.684754972,-87.642144134,"(41.684754972, -87.642144134)" +2069398,HH279749,04/01/2002 08:30:00 PM,031XX W LAWRENCE AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1713,017,,,19,1154644,1931723,2002,04/15/2016 08:55:02 AM,41.968468875,-87.706763807,"(41.968468875, -87.706763807)" +2070606,HH268329,03/27/2002 12:43:08 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,,,19,1138841,1899459,2002,04/15/2016 08:55:02 AM,41.88023536,-87.765656773,"(41.88023536, -87.765656773)" +2070639,HH285546,04/04/2002 05:05:00 PM,002XX S LAVERGNE AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1533,015,,,19,1143292,1898720,2002,04/15/2016 08:55:02 AM,41.8781255,-87.749331443,"(41.8781255, -87.749331443)" +2072497,HH280444,04/02/2002 08:45:00 AM,062XX S STONY ISLAND AV,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,,,19,1187940,1864073,2002,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +2075147,HH287492,04/05/2002 12:30:00 PM,042XX W 16 ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1012,010,,,19,1148553,1891712,2002,04/15/2016 08:55:02 AM,41.858794856,-87.730194873,"(41.858794856, -87.730194873)" +2075433,HH291913,04/07/2002 06:41:00 PM,008XX W WINDSOR AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,2313,019,,,19,1169807,1930394,2002,04/15/2016 08:55:02 AM,41.964504233,-87.651049293,"(41.964504233, -87.651049293)" +2075528,HH284712,04/04/2002 11:45:00 AM,079XX S PULASKI RD,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0834,008,,,19,1151099,1851704,2002,04/15/2016 08:55:02 AM,41.748957622,-87.721894004,"(41.748957622, -87.721894004)" +2075663,HH289523,04/06/2002 12:10:00 PM,064XX N BELL AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2413,024,,,19,1160143,1942636,2002,04/15/2016 08:55:02 AM,41.998302461,-87.686241061,"(41.998302461, -87.686241061)" +2076615,HH296344,04/09/2002 05:57:00 PM,036XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,,,19,1152044,1907090,2002,04/15/2016 08:55:02 AM,41.900925723,-87.71697511,"(41.900925723, -87.71697511)" +2076766,HH292247,04/07/2002 09:45:00 PM,023XX S WENTWORTH AV,1651,GAMBLING,GAME/CARDS,APARTMENT,true,false,2113,002,,,19,1175345,1888623,2002,04/15/2016 08:55:02 AM,41.849759853,-87.631943583,"(41.849759853, -87.631943583)" +2081264,HH274898,03/30/2002 12:55:39 PM,057XX S CALUMET AV,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,,,19,1179464,1867003,2002,04/15/2016 08:55:02 AM,41.790339534,-87.617487512,"(41.790339534, -87.617487512)" +2082624,HH298837,04/10/2002 08:30:00 PM,070XX S WOODLAWN AV,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0321,003,,,19,1185622,1858483,2002,04/15/2016 08:55:02 AM,41.766816999,-87.595176195,"(41.766816999, -87.595176195)" +2082629,HH300163,04/11/2002 12:20:00 PM,072XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,,,19,1166263,1856757,2002,04/15/2016 08:55:02 AM,41.762514616,-87.666183493,"(41.762514616, -87.666183493)" +2083448,HH300862,04/11/2002 05:45:00 PM,001XX S FRANCISCO AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,,,19,1157082,1899101,2002,04/15/2016 08:55:02 AM,41.878902352,-87.698687126,"(41.878902352, -87.698687126)" +2083460,HH297918,04/10/2002 01:43:54 PM,009XX W 54 ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,,,19,1171035,1868997,2002,04/15/2016 08:55:02 AM,41.795999725,-87.648336051,"(41.795999725, -87.648336051)" +2083469,HH303240,04/12/2002 06:50:55 PM,066XX S MARSHFIELD AV,1651,GAMBLING,GAME/CARDS,VACANT LOT/LAND,true,false,0725,007,,,19,1166468,1860715,2002,04/15/2016 08:55:02 AM,41.773371528,-87.665319468,"(41.773371528, -87.665319468)" +2083674,HH302349,04/12/2002 12:00:00 PM,015XX S KEELER AV,1661,GAMBLING,GAME/DICE,STREET,true,false,1012,010,,,19,1148636,1892153,2002,04/15/2016 08:55:02 AM,41.860003414,-87.729878828,"(41.860003414, -87.729878828)" +2084361,HH304840,04/13/2002 03:00:00 PM,070XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,,,19,1171191,1858124,2002,04/15/2016 08:55:02 AM,41.766159533,-87.648081733,"(41.766159533, -87.648081733)" +2084755,HH305234,04/13/2002 07:05:00 PM,074XX S DANTE AV,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0324,003,,,19,1187160,1856036,2002,04/15/2016 08:55:02 AM,41.760065853,-87.589616445,"(41.760065853, -87.589616445)" +2084936,HH305354,04/13/2002 06:30:00 PM,080XX S DORCHESTER AV,1680,GAMBLING,OTHER,"SCHOOL, PUBLIC, GROUNDS",true,false,0411,004,,,19,1186937,1851957,2002,04/15/2016 08:55:02 AM,41.748877977,-87.590562798,"(41.748877977, -87.590562798)" +2086180,HH305191,04/13/2002 06:20:00 PM,107XX S LAFAYETTE AV,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0513,005,,,19,1177829,1833776,2002,04/15/2016 08:55:02 AM,41.699197861,-87.624486207,"(41.699197861, -87.624486207)" +2086240,HH307444,04/14/2002 09:30:00 PM,008XX N CENTRAL PARK AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,,,19,1152230,1905368,2002,04/15/2016 08:55:02 AM,41.896196718,-87.716337402,"(41.896196718, -87.716337402)" +1972850,HH162409,02/02/2002 12:45:00 AM,083XX S ELIZABETH ST,1680,GAMBLING,OTHER,STREET,true,false,0613,006,,,19,1169447,1849380,2002,04/15/2016 08:55:02 AM,41.742202781,-87.65472691,"(41.742202781, -87.65472691)" +1972948,HH160448,01/31/2002 11:30:00 PM,043XX W 18 ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1012,010,,,19,1147704,1891023,2002,04/15/2016 08:55:02 AM,41.856920477,-87.733328968,"(41.856920477, -87.733328968)" +1973298,HH151649,01/27/2002 01:00:00 PM,063XX S ST LAWRENCE AV,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,,,19,1181322,1863203,2002,04/15/2016 08:55:02 AM,41.779869327,-87.610791873,"(41.779869327, -87.610791873)" +2089177,HH306614,04/14/2002 01:30:00 PM,022XX W JACKSON BL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1211,012,,,19,1161658,1898661,2002,04/15/2016 08:55:02 AM,41.87760087,-87.681897163,"(41.87760087, -87.681897163)" +2089318,HH312352,04/17/2002 01:49:12 AM,102XX S STATE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, BUILDING",true,false,0511,005,,,19,1178059,1837106,2002,04/15/2016 08:55:02 AM,41.708330648,-87.623543562,"(41.708330648, -87.623543562)" +2092211,HH314077,04/17/2002 08:00:00 PM,078XX S ESSEX AV,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,,,19,1194220,1853454,2002,04/15/2016 08:55:02 AM,41.75281024,-87.5638266,"(41.75281024, -87.5638266)" +2092291,HH311661,04/16/2002 06:45:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,,,19,1168860,1858654,2002,04/15/2016 08:55:02 AM,41.767664563,-87.656610393,"(41.767664563, -87.656610393)" +2092368,HH314241,04/17/2002 08:30:00 PM,083XX S ASHLAND AV,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0614,006,,,19,1167124,1849446,2002,04/15/2016 08:55:02 AM,41.742433848,-87.663236494,"(41.742433848, -87.663236494)" +2093443,HH313764,04/17/2002 05:29:50 PM,002XX N MENARD AV,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1512,015,,,19,1137673,1901010,2002,04/15/2016 08:55:02 AM,41.884512629,-87.769908217,"(41.884512629, -87.769908217)" +2094684,HH310757,04/16/2002 10:59:17 AM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,,,19,1169942,1867504,2002,04/15/2016 08:55:02 AM,41.791926594,-87.652387506,"(41.791926594, -87.652387506)" +2095279,HH314112,04/17/2002 08:22:50 PM,061XX S EVANS AV,1680,GAMBLING,OTHER,SIDEWALK,true,false,0313,003,,,19,1182279,1864420,2002,04/15/2016 08:55:02 AM,41.783186768,-87.60724574,"(41.783186768, -87.60724574)" +2096312,HH314300,04/17/2002 10:50:46 PM,074XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,,,19,1171260,1855602,2002,04/15/2016 08:55:02 AM,41.75923734,-87.647902483,"(41.75923734, -87.647902483)" +2097813,HH315189,04/18/2002 12:15:48 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1532,015,28,25,19,1143453,1902561,2002,04/15/2016 08:55:02 AM,41.888662662,-87.748644193,"(41.888662662, -87.748644193)" +2097915,HH312179,04/16/2002 11:15:00 PM,037XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0925,009,3,34,19,1175559,1880272,2002,04/15/2016 08:55:02 AM,41.826839247,-87.631408649,"(41.826839247, -87.631408649)" +2097974,HH294295,04/05/2002 07:30:00 PM,053XX W NORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2532,025,37,25,19,1140564,1910120,2002,04/15/2016 08:55:02 AM,41.909458983,-87.759068004,"(41.909458983, -87.759068004)" +2097975,HH322445,04/21/2002 08:00:00 PM,026XX W NORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1421,014,1,24,19,1158670,1910541,2002,04/15/2016 08:55:02 AM,41.910262336,-87.692542556,"(41.910262336, -87.692542556)" +2097980,HH294092,04/05/2002 06:50:00 PM,036XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1732,017,35,21,19,1151397,1921032,2002,04/15/2016 08:55:02 AM,41.939196538,-87.718984742,"(41.939196538, -87.718984742)" +2098042,HH294232,04/05/2002 08:45:00 PM,062XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,48,77,19,1167171,1941496,2002,04/15/2016 08:55:02 AM,41.995025627,-87.660420418,"(41.995025627, -87.660420418)" +2098087,HH296261,04/09/2002 06:00:00 PM,044XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0221,002,3,38,19,1176436,1875603,2002,04/15/2016 08:55:02 AM,41.814007401,-87.628331665,"(41.814007401, -87.628331665)" +2098286,HH297836,04/10/2002 12:45:00 PM,063XX S KARLOV AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0813,008,13,65,19,1150131,1862097,2002,04/15/2016 08:55:02 AM,41.777496572,-87.725171912,"(41.777496572, -87.725171912)" +2098322,HH298454,04/10/2002 05:45:00 PM,026XX W AUGUSTA BLVD,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1311,012,26,24,19,1158703,1906555,2002,04/15/2016 08:55:02 AM,41.899323749,-87.692530712,"(41.899323749, -87.692530712)" +2098377,HH305731,04/13/2002 10:15:00 PM,027XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2413,024,50,2,19,1156745,1942345,2002,04/15/2016 08:55:02 AM,41.99757373,-87.698749139,"(41.99757373, -87.698749139)" +2098667,HH324542,04/22/2002 06:59:19 PM,121XX S BISHOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0524,005,34,53,19,1168860,1824266,2002,04/15/2016 08:55:02 AM,41.673298705,-87.657599749,"(41.673298705, -87.657599749)" +2098798,HH310954,04/16/2002 12:00:00 PM,064XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,69,19,1180025,1862499,2002,04/15/2016 08:55:02 AM,41.777967289,-87.615568353,"(41.777967289, -87.615568353)" +2098819,HH322202,04/21/2002 05:30:00 PM,002XX N STATE ST,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,0122,001,42,32,19,1176327,1901797,2002,04/15/2016 08:55:02 AM,41.885888079,-87.627942238,"(41.885888079, -87.627942238)" +2098841,HH323825,04/22/2002 02:30:00 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1165917,1869324,2002,04/15/2016 08:55:02 AM,41.797007431,-87.667094776,"(41.797007431, -87.667094776)" +2098876,HH318330,04/19/2002 06:10:00 PM,053XX N DAMEN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2012,020,40,4,19,1162040,1935306,2002,04/15/2016 08:55:02 AM,41.978149135,-87.679468499,"(41.978149135, -87.679468499)" +2098881,HH313795,04/17/2002 04:00:00 PM,064XX S LANGLEY AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1181997,1862563,2002,04/15/2016 08:55:02 AM,41.778097517,-87.608337036,"(41.778097517, -87.608337036)" +2098895,HH313797,04/17/2002 06:00:00 PM,007XX E 62ND ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1182159,1864060,2002,04/15/2016 08:55:02 AM,41.782201675,-87.607696833,"(41.782201675, -87.607696833)" +2099875,HH326467,04/23/2002 05:50:00 PM,066XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1184032,1861120,2002,04/15/2016 08:55:02 AM,41.774090471,-87.600921791,"(41.774090471, -87.600921791)" +2100673,HH326506,04/23/2002 06:00:00 PM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169186,1858798,2002,04/15/2016 08:55:02 AM,41.768052673,-87.655411299,"(41.768052673, -87.655411299)" +2103795,HH326690,04/23/2002 08:18:25 PM,070XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168875,1858099,2002,04/15/2016 08:55:02 AM,41.766141248,-87.656571418,"(41.766141248, -87.656571418)" +2105660,HH325712,04/23/2002 12:16:00 PM,005XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150961,1903281,2002,04/15/2016 08:55:02 AM,41.890494723,-87.721052921,"(41.890494723, -87.721052921)" +2107755,HH330824,04/25/2002 07:15:00 PM,027XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,27,19,1158226,1898913,2002,04/15/2016 08:55:02 AM,41.878363172,-87.6944917,"(41.878363172, -87.6944917)" +2109334,HH337336,04/28/2002 09:30:00 PM,091XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,8,47,19,1184812,1844615,2002,04/15/2016 08:55:02 AM,41.728780816,-87.598579188,"(41.728780816, -87.598579188)" +2109342,HH326503,04/23/2002 06:46:32 PM,054XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1524,015,37,25,19,1139878,1904803,2002,04/15/2016 08:55:02 AM,41.894881081,-87.761718254,"(41.894881081, -87.761718254)" +2109464,HH332469,04/26/2002 03:10:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167200,1858804,2002,04/15/2016 08:55:02 AM,41.768111862,-87.662690747,"(41.768111862, -87.662690747)" +2109984,HH336496,04/28/2002 01:15:34 PM,079XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166060,1852040,2002,04/15/2016 08:55:02 AM,41.749574828,-87.667061413,"(41.749574828, -87.667061413)" +2110292,HH339277,04/29/2002 06:40:00 PM,044XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1175033,1875363,2002,04/15/2016 08:55:02 AM,41.813380289,-87.63348513,"(41.813380289, -87.63348513)" +2110875,HH319268,04/27/2002 03:15:00 PM,038XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150759,1900543,2002,04/15/2016 08:55:02 AM,41.882985314,-87.721866417,"(41.882985314, -87.721866417)" +2111228,HH339329,04/29/2002 06:45:00 PM,050XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142837,1903529,2002,04/15/2016 08:55:02 AM,41.891330465,-87.750882272,"(41.891330465, -87.750882272)" +2114843,HH341225,04/30/2002 05:14:26 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166468,1860715,2002,04/15/2016 08:55:02 AM,41.773371528,-87.665319468,"(41.773371528, -87.665319468)" +2114906,HH338533,04/29/2002 01:25:00 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1167781,1939821,2002,04/15/2016 08:55:02 AM,41.990416216,-87.65822513,"(41.990416216, -87.65822513)" +2116507,HH339348,04/29/2002 06:37:47 PM,115XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,53,19,1175364,1828479,2002,04/15/2016 08:55:02 AM,41.684717412,-87.633669424,"(41.684717412, -87.633669424)" +2116610,HH316646,04/19/2002 12:26:01 AM,067XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,5,43,19,1187356,1860781,2002,04/15/2016 08:55:02 AM,41.773081899,-87.588747571,"(41.773081899, -87.588747571)" +2117172,HH339373,04/29/2002 07:22:06 PM,001XX E 118TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1179286,1826423,2002,04/15/2016 08:55:02 AM,41.678987141,-87.619374506,"(41.678987141, -87.619374506)" +2117330,HH341486,04/30/2002 07:00:00 PM,024XX W MONROE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1125,011,2,28,19,1159921,1899604,2002,04/15/2016 08:55:02 AM,41.880224549,-87.688248952,"(41.880224549, -87.688248952)" +2117435,HH341487,04/30/2002 06:35:00 PM,001XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177286,1830686,2002,04/15/2016 08:55:02 AM,41.690730699,-87.626567255,"(41.690730699, -87.626567255)" +2117466,HH340929,04/30/2002 02:30:00 PM,014XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149284,1892766,2002,04/15/2016 08:55:02 AM,41.861673037,-87.727484295,"(41.861673037, -87.727484295)" +2117531,HH332150,04/26/2002 01:06:54 PM,011XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157533,1894892,2002,04/15/2016 08:55:02 AM,41.867343273,-87.69714568,"(41.867343273, -87.69714568)" +2118318,HH345455,05/02/2002 05:45:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156139,1896544,2002,04/15/2016 08:55:02 AM,41.871904768,-87.702218693,"(41.871904768, -87.702218693)" +2118372,HH345622,05/02/2002 07:00:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153229,1905292,2002,04/15/2016 08:55:02 AM,41.895968393,-87.71267027,"(41.895968393, -87.71267027)" +2118484,HH343333,05/01/2002 05:00:00 PM,009XX E 133RD PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1184674,1817270,2002,04/15/2016 08:55:02 AM,41.653745791,-87.599937561,"(41.653745791, -87.599937561)" +2118674,HH346193,05/03/2002 12:50:00 AM,071XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0333,003,5,43,19,1189941,1858055,2002,04/15/2016 08:55:02 AM,41.76553973,-87.579359357,"(41.76553973, -87.579359357)" +2121258,HH349855,05/04/2002 07:54:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1167589,1868742,2002,04/15/2016 08:55:02 AM,41.795374631,-87.660980045,"(41.795374631, -87.660980045)" +2122598,HH347633,05/03/2002 06:00:00 PM,035XX S STATE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,3,35,19,1176862,1881332,2002,04/15/2016 08:55:02 AM,41.82971866,-87.626596217,"(41.82971866, -87.626596217)" +2126589,HH354675,05/07/2002 12:40:47 AM,015XX N LINDER AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1139392,1909692,2002,04/15/2016 08:55:02 AM,41.908305952,-87.763383931,"(41.908305952, -87.763383931)" +2126850,HH357906,05/08/2002 02:21:52 PM,007XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142216,1904645,2002,04/15/2016 08:55:02 AM,41.894404446,-87.753135225,"(41.894404446, -87.753135225)" +2127350,HH356840,05/08/2002 12:37:00 AM,075XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,7,43,19,1193180,1855363,2002,04/15/2016 08:55:02 AM,41.758074151,-87.567575438,"(41.758074151, -87.567575438)" +2127480,HH342935,05/01/2002 01:45:00 PM,027XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1158199,1896257,2002,04/15/2016 08:55:02 AM,41.8710754,-87.694663404,"(41.8710754, -87.694663404)" +2127492,HH358927,05/08/2002 10:30:00 PM,077XX S CARPENTER ST,1680,GAMBLING,OTHER,STREET,true,false,0612,006,17,71,19,1170656,1853464,2002,04/15/2016 08:55:02 AM,41.753383576,-87.65017834,"(41.753383576, -87.65017834)" +2128340,HH359010,05/08/2002 11:45:00 PM,017XX E 67TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1189172,1860906,2002,04/15/2016 08:55:02 AM,41.773381572,-87.582086669,"(41.773381572, -87.582086669)" +2128395,HH356591,05/07/2002 09:00:15 PM,063XX S KENWOOD AVE,1680,GAMBLING,OTHER,RESIDENCE,true,false,0314,003,20,42,19,1186161,1863154,2002,04/15/2016 08:55:02 AM,41.779621922,-87.593053201,"(41.779621922, -87.593053201)" +2128999,HH362438,05/10/2002 02:25:00 PM,0000X S MAYFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1513,015,29,25,19,1137282,1899312,2002,04/15/2016 08:55:02 AM,41.879860127,-87.771384873,"(41.879860127, -87.771384873)" +2129010,HH363291,05/10/2002 08:16:35 PM,014XX W FARGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1165341,1949541,2002,04/15/2016 08:55:02 AM,42.017140526,-87.666921657,"(42.017140526, -87.666921657)" +2129125,HH358320,05/08/2002 05:10:00 PM,056XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1177678,1867623,2002,04/15/2016 08:55:02 AM,41.792081496,-87.624017496,"(41.792081496, -87.624017496)" +2129546,HH358468,05/08/2002 06:20:00 PM,041XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1148751,1898031,2002,04/15/2016 08:55:02 AM,41.876131125,-87.729304868,"(41.876131125, -87.729304868)" +2129582,HH358496,05/08/2002 07:03:48 PM,108XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0513,005,9,49,19,1179505,1833081,2002,04/15/2016 08:55:02 AM,41.697252668,-87.618370617,"(41.697252668, -87.618370617)" +2130296,HH347747,05/03/2002 06:30:00 PM,038XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,26,19,1150810,1898080,2002,04/15/2016 08:55:02 AM,41.876225575,-87.721743592,"(41.876225575, -87.721743592)" +2130303,HH367469,05/12/2002 08:13:29 PM,065XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161868,1861211,2002,04/15/2016 08:55:02 AM,41.774829432,-87.682168306,"(41.774829432, -87.682168306)" +2130594,HH367274,05/12/2002 06:51:48 PM,034XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153142,1905118,2002,04/15/2016 08:55:02 AM,41.895492647,-87.712994425,"(41.895492647, -87.712994425)" +2130805,HH363046,05/10/2002 07:05:22 PM,019XX N HUMBOLDT BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1421,014,35,22,19,1156064,1912743,2002,04/15/2016 08:55:02 AM,41.916357832,-87.702056472,"(41.916357832, -87.702056472)" +2130947,HH351733,05/05/2002 06:30:00 PM,041XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1148771,1898031,2002,04/15/2016 08:55:02 AM,41.876130739,-87.729231434,"(41.876130739, -87.729231434)" +2131137,HH365964,05/12/2002 01:57:39 AM,107XX S WABASH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0513,005,9,49,19,1178480,1833725,2002,04/15/2016 08:55:02 AM,41.699043183,-87.622104095,"(41.699043183, -87.622104095)" +2131224,HH363350,05/10/2002 09:13:55 PM,006XX E 47TH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0222,002,4,38,19,1181269,1873991,2002,04/15/2016 08:55:02 AM,41.809473772,-87.610653694,"(41.809473772, -87.610653694)" +2132536,HH363487,05/10/2002 10:26:38 PM,007XX W 54TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,3,61,19,1172299,1868732,2002,04/15/2016 08:55:02 AM,41.795244804,-87.643708697,"(41.795244804, -87.643708697)" +2134318,HH369469,05/13/2002 06:45:00 PM,016XX N CALIFORNIA AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1421,014,1,24,19,1157452,1910683,2002,04/15/2016 08:55:02 AM,41.910676878,-87.697013153,"(41.910676878, -87.697013153)" +2134329,HH369659,05/13/2002 05:30:00 PM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873742,2002,04/15/2016 08:55:02 AM,41.808856306,-87.621198838,"(41.808856306, -87.621198838)" +2134338,HH369660,05/13/2002 06:30:00 PM,051XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178468,1871084,2002,04/15/2016 08:55:02 AM,41.80156088,-87.621015557,"(41.80156088, -87.621015557)" +2134346,HH369791,05/13/2002 07:15:00 PM,062XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1633,016,38,17,19,1134133,1923289,2002,04/15/2016 08:55:02 AM,41.945711966,-87.78238224,"(41.945711966, -87.78238224)" +2134474,HH370636,05/14/2002 07:00:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182667,1862584,2002,04/15/2016 08:55:02 AM,41.778139616,-87.605880167,"(41.778139616, -87.605880167)" +2134642,HH325678,04/23/2002 11:00:00 AM,064XX S CHAMPLAIN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1181672,1862552,2002,04/15/2016 08:55:02 AM,41.778074844,-87.609528826,"(41.778074844, -87.609528826)" +2207182,HH460322,06/22/2002 09:26:35 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,,,2002,08/17/2015 03:03:40 PM,,, +2134671,HH333581,04/26/2002 11:30:00 PM,070XX W GRAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2512,025,36,18,19,1128963,1915179,2002,04/15/2016 08:55:02 AM,41.923546761,-87.801570604,"(41.923546761, -87.801570604)" +2134745,HH336202,04/28/2002 10:15:00 AM,046XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,3,38,19,1177939,1874209,2002,04/15/2016 08:55:02 AM,41.810148174,-87.622860846,"(41.810148174, -87.622860846)" +2134798,HH344965,05/02/2002 01:20:00 PM,067XX S PAXTON AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0331,003,5,43,19,1192034,1860809,2002,04/15/2016 08:55:02 AM,41.773046314,-87.571598578,"(41.773046314, -87.571598578)" +2134829,HH350121,05/04/2002 08:30:00 PM,133XX S BRANDON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0433,004,10,55,19,1199439,1817209,2002,04/15/2016 08:55:02 AM,41.653220991,-87.54591594,"(41.653220991, -87.54591594)" +2134849,HH353968,05/03/2002 07:45:00 PM,037XX N ELSTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1733,017,35,16,19,1153178,1924625,2002,04/15/2016 08:55:02 AM,41.949020784,-87.71234338,"(41.949020784, -87.71234338)" +2134866,HH354055,05/03/2002 06:30:00 PM,050XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1712,017,39,13,19,1148818,1933156,2002,04/15/2016 08:55:02 AM,41.972516044,-87.728148666,"(41.972516044, -87.728148666)" +2134947,HH356421,05/07/2002 08:00:00 PM,064XX W DIVERSEY AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2512,025,36,19,19,1133185,1917921,2002,04/15/2016 08:55:02 AM,41.930998239,-87.785992793,"(41.930998239, -87.785992793)" +2135077,HH363612,05/10/2002 10:25:00 PM,057XX N CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1621,016,45,11,19,1137870,1937730,2002,04/15/2016 08:55:02 AM,41.985272651,-87.768296088,"(41.985272651, -87.768296088)" +2135316,HH360743,05/09/2002 05:40:00 PM,055XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,3,68,19,1174912,1868206,2002,04/15/2016 08:55:02 AM,41.793743484,-87.634142517,"(41.793743484, -87.634142517)" +2140987,HH373478,05/15/2002 01:45:00 PM,079XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172682,1852126,2002,04/15/2016 08:55:02 AM,41.749667547,-87.64279317,"(41.749667547, -87.64279317)" +2141077,HH365337,05/11/2002 07:00:00 PM,005XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1180676,1878344,2002,04/15/2016 08:55:02 AM,41.821432413,-87.612694799,"(41.821432413, -87.612694799)" +2141552,HH374262,05/15/2002 07:33:45 PM,066XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,5,42,19,1184028,1861290,2002,04/15/2016 08:55:02 AM,41.77455706,-87.600931147,"(41.77455706, -87.600931147)" +2141571,HH379267,05/17/2002 10:55:00 PM,044XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1175033,1875345,2002,04/15/2016 08:55:02 AM,41.813330895,-87.633485668,"(41.813330895, -87.633485668)" +2141591,HH360864,05/09/2002 07:30:00 PM,062XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1181308,1863738,2002,04/15/2016 08:55:02 AM,41.781337741,-87.610826718,"(41.781337741, -87.610826718)" +2141629,HH379333,05/17/2002 11:45:00 PM,046XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,3,38,19,1178822,1874295,2002,04/15/2016 08:55:02 AM,41.810364089,-87.619619528,"(41.810364089, -87.619619528)" +2141681,HH316428,04/18/2002 09:15:00 PM,003XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150995,1902100,2002,04/15/2016 08:55:02 AM,41.88725327,-87.720959008,"(41.88725327, -87.720959008)" +2141945,HH379418,05/18/2002 12:35:00 AM,007XX W 118TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1173360,1826275,2002,04/15/2016 08:55:02 AM,41.678713711,-87.641070331,"(41.678713711, -87.641070331)" +2146449,HH382886,05/19/2002 06:34:37 PM,029XX W ADAMS ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1124,011,28,27,19,1156785,1898881,2002,04/15/2016 08:55:02 AM,41.878304672,-87.699783621,"(41.878304672, -87.699783621)" +2146741,HH385161,05/20/2002 07:35:00 PM,032XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155065,1893110,2002,04/15/2016 08:55:02 AM,41.862503105,-87.706253903,"(41.862503105, -87.706253903)" +2147532,HH384163,05/20/2002 12:30:00 PM,021XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1211,012,2,28,19,1161991,1898670,2002,04/15/2016 08:55:02 AM,41.877618624,-87.680674224,"(41.877618624, -87.680674224)" +2152182,HH387600,05/21/2002 08:48:38 PM,009XX W WINDSOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2313,019,46,3,19,1169162,1930375,2002,04/15/2016 08:55:02 AM,41.964466166,-87.65342132,"(41.964466166, -87.65342132)" +2152844,HH388736,05/22/2002 12:30:00 PM,020XX S PULASKI RD,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,1014,010,24,29,19,1150029,1889979,2002,04/15/2016 08:55:02 AM,41.854010712,-87.724822014,"(41.854010712, -87.724822014)" +2153890,HH398242,05/26/2002 06:05:00 PM,016XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,1141151,1910383,2002,04/15/2016 08:55:02 AM,41.91016988,-87.756905099,"(41.91016988, -87.756905099)" +2154336,HH394122,05/24/2002 06:30:00 PM,048XX W CONCORD PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1143876,1910533,2002,04/15/2016 08:55:02 AM,41.910530807,-87.746890636,"(41.910530807, -87.746890636)" +2154780,HH377696,05/17/2002 10:00:00 AM,038XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0211,002,3,35,19,1178559,1879683,2002,04/15/2016 08:55:02 AM,41.825155197,-87.620420208,"(41.825155197, -87.620420208)" +2156173,HH267123,03/26/2002 07:03:24 PM,033XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1154303,1896174,2002,04/15/2016 08:55:02 AM,41.870926294,-87.708969318,"(41.870926294, -87.708969318)" +2156295,HH396324,05/26/2002 06:45:00 PM,049XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143409,1903865,2002,04/15/2016 08:55:02 AM,41.892241814,-87.748773155,"(41.892241814, -87.748773155)" +2156371,HH396309,05/25/2002 06:45:57 PM,080XX S UNION AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,21,71,19,1173029,1851660,2002,04/15/2016 08:55:02 AM,41.748381134,-87.64153535,"(41.748381134, -87.64153535)" +2157253,HH395842,05/25/2002 02:44:54 PM,020XX W 67TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163827,1859886,2002,04/15/2016 08:55:02 AM,41.771152524,-87.675024054,"(41.771152524, -87.675024054)" +2159461,HH402990,05/28/2002 09:11:18 PM,019XX W GRANVILLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2413,024,50,2,19,1162527,1941198,2002,04/15/2016 08:55:02 AM,41.994306774,-87.677511636,"(41.994306774, -87.677511636)" +2163091,HH405232,05/29/2002 07:30:00 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2433,024,48,77,19,1167780,1939847,2002,04/15/2016 08:55:02 AM,41.990487582,-87.658228054,"(41.990487582, -87.658228054)" +2163204,HH405005,05/29/2002 06:20:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150560,1894608,2002,04/15/2016 08:55:02 AM,41.866702897,-87.722752193,"(41.866702897, -87.722752193)" +2165355,HH385201,05/20/2002 06:30:00 PM,049XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2033,020,46,3,19,1165213,1933130,2002,04/15/2016 08:55:02 AM,41.972111061,-87.667861958,"(41.972111061, -87.667861958)" +2165546,HH404979,05/29/2002 05:45:00 PM,002XX N KENNETH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1113,011,28,26,19,1146691,1900729,2002,04/15/2016 08:55:02 AM,41.883574286,-87.736799695,"(41.883574286, -87.736799695)" +2165645,HH378838,05/13/2002 06:30:00 PM,021XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1913,019,32,5,19,1161438,1921227,2002,04/15/2016 08:55:02 AM,41.939528239,-87.682075852,"(41.939528239, -87.682075852)" +2165805,HH404351,05/29/2002 02:30:00 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1152583,1904681,2002,04/15/2016 08:55:02 AM,41.894304549,-87.715059077,"(41.894304549, -87.715059077)" +2165986,HH369093,05/11/2002 08:00:00 PM,048XX W CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1531,015,28,25,19,1143961,1904872,2002,04/15/2016 08:55:02 AM,41.8949948,-87.746720584,"(41.8949948, -87.746720584)" +2165994,HH369101,05/12/2002 12:30:00 AM,053XX W NORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2532,025,37,25,19,1140564,1910120,2002,04/15/2016 08:55:02 AM,41.909458983,-87.759068004,"(41.909458983, -87.759068004)" +2166009,HH373009,05/15/2002 11:15:00 AM,054XX S PULASKI RD,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0815,008,23,62,19,1150631,1868130,2002,04/15/2016 08:55:02 AM,41.794042342,-87.723181935,"(41.794042342, -87.723181935)" +2166027,HH375317,05/16/2002 06:00:00 AM,055XX S COTTAGE GROVE AVE,1610,GAMBLING,BOOKMAKING/HORSES,STREET,true,false,0234,002,20,40,19,1182525,1868549,2002,04/15/2016 08:55:02 AM,41.794511404,-87.606215806,"(41.794511404, -87.606215806)" +2240116,HH503302,07/11/2002 07:10:57 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2535,025,27,23,19,,,2002,08/17/2015 03:03:40 PM,,, +2167768,HH409879,05/31/2002 06:35:01 PM,033XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2112,002,3,35,19,1178481,1882949,2002,04/15/2016 08:55:02 AM,41.834119129,-87.620606958,"(41.834119129, -87.620606958)" +2168644,HH402735,05/28/2002 07:30:00 PM,007XX W 50TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,61,19,1172242,1871383,2002,04/15/2016 08:55:02 AM,41.802520682,-87.64383974,"(41.802520682, -87.64383974)" +2168702,HH412236,06/01/2002 07:01:37 PM,039XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178690,1878851,2002,04/15/2016 08:55:02 AM,41.822869139,-87.619964953,"(41.822869139, -87.619964953)" +2170890,HH412495,06/01/2002 08:30:00 PM,030XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1713,017,33,14,19,1155073,1931731,2002,04/15/2016 08:55:02 AM,41.968482208,-87.705186172,"(41.968482208, -87.705186172)" +2170933,HH412501,06/01/2002 07:00:00 PM,060XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1611,016,45,10,19,1134027,1939998,2002,04/15/2016 08:55:02 AM,41.99156494,-87.782376912,"(41.99156494, -87.782376912)" +2171827,HH418933,06/04/2002 05:00:00 PM,069XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2431,024,49,1,19,1165117,1946004,2002,04/15/2016 08:55:02 AM,42.007439721,-87.667847101,"(42.007439721, -87.667847101)" +2245238,HH496123,07/08/2002 05:40:00 PM,007XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,,,2002,08/17/2015 03:03:40 PM,,, +2174902,HH416212,06/03/2002 02:20:00 PM,035XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0211,002,3,35,19,1176244,1881293,2002,04/15/2016 08:55:02 AM,41.82962557,-87.628864807,"(41.82962557, -87.628864807)" +2175050,HH416114,06/03/2002 02:00:00 PM,077XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1171320,1853415,2002,04/15/2016 08:55:02 AM,41.753234619,-87.64774646,"(41.753234619, -87.64774646)" +2175082,HH416819,06/03/2002 06:05:00 PM,004XX N ABERDEEN ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1323,012,27,24,19,1169053,1903355,2002,04/15/2016 08:55:02 AM,41.890324308,-87.654608463,"(41.890324308, -87.654608463)" +2176004,HH414138,06/02/2002 03:43:15 PM,051XX W LE MOYNE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141962,1909492,2002,04/15/2016 08:55:02 AM,41.907709882,-87.753947876,"(41.907709882, -87.753947876)" +2176199,HH410318,05/31/2002 09:00:00 PM,035XX W MONTROSE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1723,017,33,14,19,1152142,1929017,2002,04/15/2016 08:55:02 AM,41.961093275,-87.716035277,"(41.961093275, -87.716035277)" +2177078,HH421579,06/05/2002 07:00:00 PM,010XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1152185,1906750,2002,04/15/2016 08:55:02 AM,41.899989949,-87.716466183,"(41.899989949, -87.716466183)" +2177242,HH389402,05/22/2002 06:03:26 PM,072XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0735,007,17,67,19,1163947,1856585,2002,04/15/2016 08:55:02 AM,41.762091601,-87.674676835,"(41.762091601, -87.674676835)" +2177309,HH420659,06/05/2002 01:31:13 PM,115XX S CHURCH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2212,022,34,75,19,1165518,1827957,2002,04/15/2016 08:55:02 AM,41.683498733,-87.669727729,"(41.683498733, -87.669727729)" +2177334,HH395840,05/25/2002 02:34:36 PM,060XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169686,1864706,2002,04/15/2016 08:55:02 AM,41.784254117,-87.65340735,"(41.784254117, -87.65340735)" +2177743,HH422153,06/06/2002 04:25:00 AM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158248,1893547,2002,04/15/2016 08:55:02 AM,41.863637886,-87.694557541,"(41.863637886, -87.694557541)" +2177881,HH413671,06/02/2002 12:04:47 PM,006XX E 38TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,36,19,1180949,1879591,2002,04/15/2016 08:55:02 AM,41.824847987,-87.611654881,"(41.824847987, -87.611654881)" +2178153,HH422921,06/06/2002 01:17:47 PM,049XX W CONCORD PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1143047,1910513,2002,04/15/2016 08:55:02 AM,41.910491438,-87.749936608,"(41.910491438, -87.749936608)" +2178266,HH415935,06/03/2002 01:00:00 PM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2002,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +2179250,HH425627,06/07/2002 04:19:45 PM,012XX W 77TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,17,71,19,1169538,1853727,2002,04/15/2016 08:55:02 AM,41.75412957,-87.654267787,"(41.75412957, -87.654267787)" +2179388,HH421258,06/05/2002 05:15:00 PM,018XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136803,1911484,2002,04/15/2016 08:55:02 AM,41.913270227,-87.772851751,"(41.913270227, -87.772851751)" +2180446,HH425664,06/07/2002 04:24:22 PM,078XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171993,1852966,2002,04/15/2016 08:55:02 AM,41.751987762,-87.645293334,"(41.751987762, -87.645293334)" +2180610,HH430088,06/09/2002 05:45:56 PM,074XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0323,003,6,69,19,1180864,1855792,2002,04/15/2016 08:55:02 AM,41.759543342,-87.612698595,"(41.759543342, -87.612698595)" +2181505,HH420949,06/05/2002 12:00:00 PM,086XX S EUCLID AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,0412,004,8,45,19,1190684,1848118,2002,04/15/2016 08:55:02 AM,41.738253827,-87.576956265,"(41.738253827, -87.576956265)" +2181991,HH426396,06/07/2002 09:45:00 PM,004XX W 110TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2233,022,34,49,19,1175146,1831960,2002,04/15/2016 08:55:02 AM,41.694274663,-87.634364062,"(41.694274663, -87.634364062)" +2182289,HH426216,06/07/2002 07:00:00 PM,041XX S CAMPBELL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0914,009,12,58,19,1160382,1877033,2002,04/15/2016 08:55:02 AM,41.818277821,-87.687179816,"(41.818277821, -87.687179816)" +2182308,HH420952,06/05/2002 01:30:00 PM,086XX S EUCLID AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0412,004,8,45,19,1190684,1848118,2002,04/15/2016 08:55:02 AM,41.738253827,-87.576956265,"(41.738253827, -87.576956265)" +2182328,HH420955,06/05/2002 01:00:00 PM,086XX S EUCLID AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0412,004,8,45,19,1190684,1848105,2002,04/15/2016 08:55:02 AM,41.738218154,-87.576956683,"(41.738218154, -87.576956683)" +2182419,HH429091,06/09/2002 06:10:44 AM,008XX E 82ND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0631,006,8,44,19,1183477,1850812,2002,04/15/2016 08:55:02 AM,41.74581724,-87.603276976,"(41.74581724, -87.603276976)" +2182441,HH429498,06/09/2002 12:00:00 PM,049XX N BROADWAY,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,RESTAURANT,true,false,2033,020,48,3,19,1167411,1933405,2002,04/15/2016 08:55:02 AM,41.972818534,-87.659771642,"(41.972818534, -87.659771642)" +2183344,HH429123,06/08/2002 07:00:00 AM,111XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,34,49,19,1172967,1831077,2002,04/15/2016 08:55:02 AM,41.69189982,-87.642367883,"(41.69189982, -87.642367883)" +2183409,HH410150,05/31/2002 07:50:00 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142518,1905852,2002,04/15/2016 08:55:02 AM,41.897710985,-87.751996018,"(41.897710985, -87.751996018)" +2183853,HH432787,06/10/2002 07:00:00 PM,047XX S PAULINA ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0931,009,20,61,19,1165809,1873327,2002,04/15/2016 08:55:02 AM,41.807994429,-87.667377089,"(41.807994429, -87.667377089)" +2188051,HH395474,05/25/2002 09:56:54 AM,104XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0512,005,34,49,19,1176802,1835545,2002,04/15/2016 08:55:02 AM,41.704075384,-87.628193565,"(41.704075384, -87.628193565)" +2188257,HH407366,05/30/2002 06:20:00 PM,080XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0621,006,21,71,19,1172697,1851617,2002,04/15/2016 08:55:02 AM,41.748270455,-87.642753174,"(41.748270455, -87.642753174)" +2189964,HH434500,06/11/2002 03:12:10 PM,087XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,71,19,1166866,1846736,2002,04/15/2016 08:55:02 AM,41.735002722,-87.664259006,"(41.735002722, -87.664259006)" +2189965,HH438982,06/13/2002 01:00:00 PM,059XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0712,007,16,68,19,1171322,1865482,2002,04/15/2016 08:55:02 AM,41.786347893,-87.647386451,"(41.786347893, -87.647386451)" +2189997,HH437155,06/11/2002 10:30:00 PM,118XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,53,19,1177389,1826397,2002,04/15/2016 08:55:02 AM,41.67895872,-87.626319031,"(41.67895872, -87.626319031)" +2190029,HH410032,05/31/2002 07:14:25 PM,030XX S DRAKE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1032,010,22,30,19,1153184,1884145,2002,04/15/2016 08:55:02 AM,41.837939571,-87.713396436,"(41.837939571, -87.713396436)" +2190168,HH439175,06/13/2002 02:00:00 PM,018XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149677,1890716,2002,04/15/2016 08:55:02 AM,41.856039969,-87.72609487,"(41.856039969, -87.72609487)" +2190200,HH439641,06/13/2002 05:00:00 PM,017XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137164,1910895,2002,04/15/2016 08:55:02 AM,41.91164746,-87.771539667,"(41.91164746, -87.771539667)" +2190357,HH441637,06/14/2002 02:35:00 PM,088XX S LOWE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2223,022,21,71,19,1173518,1846319,2002,04/15/2016 08:55:02 AM,41.733713928,-87.639901195,"(41.733713928, -87.639901195)" +2190670,HH435405,06/11/2002 09:10:00 PM,079XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,8,44,19,1184269,1852589,2002,04/15/2016 08:55:02 AM,41.750675037,-87.600319494,"(41.750675037, -87.600319494)" +2191026,HH439648,06/13/2002 03:27:00 PM,054XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0934,009,3,37,19,1174879,1868851,2002,04/15/2016 08:55:02 AM,41.795514167,-87.634244291,"(41.795514167, -87.634244291)" +2191904,HH443820,06/15/2002 01:22:59 PM,116XX S PEORIA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,34,53,19,1172417,1827456,2002,04/15/2016 08:55:02 AM,41.681975307,-87.644487509,"(41.681975307, -87.644487509)" +2191978,HH445835,06/16/2002 12:15:00 PM,079XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1195556,1852889,2002,04/15/2016 08:55:02 AM,41.751226943,-87.558949437,"(41.751226943, -87.558949437)" +2192088,HH431898,06/10/2002 01:31:28 PM,042XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,37,23,19,1147909,1906330,2002,04/15/2016 08:55:02 AM,41.898920721,-87.732182962,"(41.898920721, -87.732182962)" +2192381,HH432561,06/10/2002 12:01:00 AM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160836,1861115,2002,04/15/2016 08:55:02 AM,41.774587375,-87.685954135,"(41.774587375, -87.685954135)" +2192477,HH432904,06/10/2002 09:12:55 PM,103XX S SANGAMON ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,2232,022,34,73,19,1171807,1836328,2002,04/15/2016 08:55:02 AM,41.706334834,-87.646461475,"(41.706334834, -87.646461475)" +2192545,HH439780,06/13/2002 06:48:24 PM,052XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141408,1897177,2002,04/15/2016 08:55:02 AM,41.87392628,-87.756287237,"(41.87392628, -87.756287237)" +2192597,HH439802,06/13/2002 07:02:22 PM,013XX N LAMON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2533,025,37,25,19,1143460,1908404,2002,04/15/2016 08:55:02 AM,41.904696393,-87.74847221,"(41.904696393, -87.74847221)" +2194674,HH437453,06/12/2002 07:10:45 PM,013XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,20,42,19,1185951,1864152,2002,04/15/2016 08:55:02 AM,41.782365477,-87.59379161,"(41.782365477, -87.59379161)" +2196085,HH425000,06/07/2002 11:45:00 AM,061XX S THROOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,16,67,19,1168680,1863967,2002,04/15/2016 08:55:02 AM,41.782247982,-87.657117043,"(41.782247982, -87.657117043)" +2196122,HH426105,06/07/2002 07:10:00 PM,065XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1172370,1861400,2002,04/15/2016 08:55:02 AM,41.775123411,-87.643664,"(41.775123411, -87.643664)" +2196465,HH444767,06/15/2002 09:45:00 PM,071XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1158607,1857195,2002,04/15/2016 08:55:02 AM,41.763876069,-87.694232123,"(41.763876069, -87.694232123)" +2196591,HH451415,06/18/2002 08:34:27 PM,092XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,48,19,1195487,1844249,2002,04/15/2016 08:55:02 AM,41.727519775,-87.559486981,"(41.727519775, -87.559486981)" +2199995,HH451289,06/18/2002 07:40:42 PM,112XX S ADA ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2234,022,34,75,19,1169344,1830008,2002,04/15/2016 08:55:02 AM,41.689045293,-87.655662965,"(41.689045293, -87.655662965)" +2200065,HH412198,06/01/2002 07:01:34 PM,0000X N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137165,1899625,2002,04/15/2016 08:55:02 AM,41.880721142,-87.771806969,"(41.880721142, -87.771806969)" +2200156,HH430108,06/09/2002 05:35:00 PM,069XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168857,1858755,2002,04/15/2016 08:55:02 AM,41.767941785,-87.656618477,"(41.767941785, -87.656618477)" +2200248,HH434767,06/11/2002 06:10:00 PM,060XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, GROUNDS",true,false,0713,007,15,67,19,1167036,1864704,2002,04/15/2016 08:55:02 AM,41.784305722,-87.663123342,"(41.784305722, -87.663123342)" +2200526,HH429888,06/09/2002 04:20:00 PM,065XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164813,1861217,2002,04/15/2016 08:55:02 AM,41.774784198,-87.671372166,"(41.774784198, -87.671372166)" +2200638,HH434503,06/11/2002 03:35:00 PM,070XX S YALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1175844,1858212,2002,04/15/2016 08:55:02 AM,41.766298026,-87.631024266,"(41.766298026, -87.631024266)" +2200988,HH452913,06/19/2002 02:40:00 PM,114XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2233,022,34,49,19,1175017,1828944,2002,04/15/2016 08:55:02 AM,41.686001171,-87.634925892,"(41.686001171, -87.634925892)" +2201137,HH447790,06/17/2002 11:32:55 AM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153225,1905407,2002,04/15/2016 08:55:02 AM,41.896284044,-87.712681905,"(41.896284044, -87.712681905)" +2201164,HH439953,06/13/2002 07:15:00 PM,044XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0935,009,3,37,19,1175025,1875646,2002,04/15/2016 08:55:02 AM,41.814157046,-87.633506021,"(41.814157046, -87.633506021)" +2201176,HH448926,06/17/2002 07:05:37 PM,044XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1131,011,24,26,19,1146790,1897985,2002,04/15/2016 08:55:02 AM,41.87604254,-87.736506226,"(41.87604254, -87.736506226)" +2202314,HH436998,06/12/2002 03:55:00 PM,027XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1158156,1896588,2002,04/15/2016 08:55:02 AM,41.871984575,-87.694812234,"(41.871984575, -87.694812234)" +2202332,HH440173,06/13/2002 09:00:00 PM,070XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1180796,1858382,2002,04/15/2016 08:55:02 AM,41.766652135,-87.612868307,"(41.766652135, -87.612868307)" +2202341,HH438986,06/13/2002 01:15:00 PM,003XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157437,1898388,2002,04/15/2016 08:55:02 AM,41.8769386,-87.697403027,"(41.8769386, -87.697403027)" +2204091,HH456247,06/21/2002 12:48:00 AM,004XX W 79TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,69,19,1174903,1852547,2002,04/15/2016 08:55:02 AM,41.750773621,-87.634642001,"(41.750773621, -87.634642001)" +2204192,HH450555,06/18/2002 02:10:00 PM,087XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195392,1847611,2002,04/15/2016 08:55:02 AM,41.736747736,-87.559724282,"(41.736747736, -87.559724282)" +2204206,HH453007,06/19/2002 03:28:23 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156765,1899878,2002,04/15/2016 08:55:02 AM,41.881040943,-87.699830035,"(41.881040943, -87.699830035)" +2204292,HH457761,06/21/2002 05:57:36 PM,057XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1178134,1867071,2002,04/15/2016 08:55:02 AM,41.790556418,-87.62236217,"(41.790556418, -87.62236217)" +2204449,HH457705,06/21/2002 06:00:00 PM,066XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,5,42,19,1184031,1861195,2002,04/15/2016 08:55:02 AM,41.774296301,-87.600923115,"(41.774296301, -87.600923115)" +2204703,HH427559,06/08/2002 12:20:00 PM,132XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1185533,1817877,2002,04/15/2016 08:55:02 AM,41.65539139,-87.596775562,"(41.65539139, -87.596775562)" +2204748,HH438340,06/13/2002 07:00:00 AM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182652,1863172,2002,04/15/2016 08:55:02 AM,41.779753491,-87.605916922,"(41.779753491, -87.605916922)" +2204771,HH445466,06/16/2002 07:45:00 AM,066XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182701,1861226,2002,04/15/2016 08:55:02 AM,41.774412347,-87.605797641,"(41.774412347, -87.605797641)" +2204812,HH449111,06/17/2002 08:10:00 PM,032XX W LAWRENCE AVE,1680,GAMBLING,OTHER,RESTAURANT,true,false,1713,017,33,14,19,1154045,1931710,2002,04/15/2016 08:55:02 AM,41.968445202,-87.70896666,"(41.968445202, -87.70896666)" +2205262,HH452709,06/19/2002 11:53:09 AM,008XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152893,1905421,2002,04/15/2016 08:55:02 AM,41.896329045,-87.713900914,"(41.896329045, -87.713900914)" +2205322,HH454129,06/20/2002 06:30:00 AM,063XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,69,19,1180005,1863280,2002,04/15/2016 08:55:02 AM,41.780110888,-87.615617777,"(41.780110888, -87.615617777)" +2205480,HH460204,06/22/2002 07:30:00 PM,082XX S INGLESIDE AVE,1680,GAMBLING,OTHER,STREET,true,false,0631,006,8,44,19,1183996,1850658,2002,04/15/2016 08:55:02 AM,41.745382548,-87.601380078,"(41.745382548, -87.601380078)" +2205510,HH461637,06/23/2002 12:55:33 PM,084XX S BURNHAM AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0423,004,7,46,19,1196290,1849636,2002,04/15/2016 08:55:02 AM,41.742282301,-87.556367385,"(41.742282301, -87.556367385)" +2206184,HH464722,06/24/2002 07:30:00 PM,069XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165122,1945864,2002,04/15/2016 08:55:02 AM,42.007055452,-87.66783271,"(42.007055452, -87.66783271)" +2207111,HH450746,06/18/2002 03:45:00 PM,074XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1181195,1855748,2002,04/15/2016 08:55:02 AM,41.759414986,-87.611486851,"(41.759414986, -87.611486851)" +2208075,HH462063,06/23/2002 05:15:52 PM,015XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141083,1909806,2002,04/15/2016 08:55:02 AM,41.90858778,-87.757169146,"(41.90858778, -87.757169146)" +2208402,HH462037,06/23/2002 05:00:00 PM,073XX S CRANDON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0333,003,7,43,19,1192815,1856814,2002,04/15/2016 08:55:02 AM,41.762064717,-87.568865843,"(41.762064717, -87.568865843)" +2208755,HH458262,06/21/2002 10:00:00 PM,039XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2122,002,4,36,19,1183384,1878993,2002,04/15/2016 08:55:02 AM,41.823150559,-87.602740344,"(41.823150559, -87.602740344)" +2208792,HH462141,06/23/2002 05:30:00 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163472,1861852,2002,04/15/2016 08:55:02 AM,41.776554944,-87.676270301,"(41.776554944, -87.676270301)" +2208794,HH455477,06/20/2002 06:25:43 PM,047XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1180398,1873739,2002,04/15/2016 08:55:02 AM,41.808802317,-87.613856078,"(41.808802317, -87.613856078)" +2208837,HH456945,06/21/2002 12:22:15 PM,057XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,63,19,1160687,1866432,2002,04/15/2016 08:55:02 AM,41.789181031,-87.686353693,"(41.789181031, -87.686353693)" +2208950,HH462490,06/23/2002 09:00:00 PM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151505,1907247,2002,04/15/2016 08:55:02 AM,41.901367155,-87.718950781,"(41.901367155, -87.718950781)" +2212582,HH459056,06/22/2002 09:45:00 AM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169186,1858798,2002,04/15/2016 08:55:02 AM,41.768052673,-87.655411299,"(41.768052673, -87.655411299)" +2212635,HH457866,06/21/2002 06:55:00 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169943,1867477,2002,04/15/2016 08:55:02 AM,41.791852481,-87.652384624,"(41.791852481, -87.652384624)" +2212640,HH467048,06/25/2002 07:11:05 PM,040XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149352,1900184,2002,04/15/2016 08:55:02 AM,41.882027572,-87.727042341,"(41.882027572, -87.727042341)" +2212690,HH467297,06/25/2002 08:40:00 PM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,17,71,19,1166703,1852821,2002,04/15/2016 08:55:02 AM,41.751704315,-87.664682949,"(41.751704315, -87.664682949)" +2212710,HH457924,06/21/2002 06:58:21 PM,015XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141083,1909826,2002,04/15/2016 08:55:02 AM,41.908642663,-87.757168653,"(41.908642663, -87.757168653)" +2212857,HH469566,06/26/2002 07:47:07 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143413,1902560,2002,04/15/2016 08:55:02 AM,41.888660665,-87.748791115,"(41.888660665, -87.748791115)" +2286987,HH566299,08/08/2002 12:45:00 PM,013XX E 70TH ST,1661,GAMBLING,GAME/DICE,SMALL RETAIL STORE,false,false,0321,003,5,43,19,,,2002,08/17/2015 03:03:40 PM,,, +2214522,HH471844,06/27/2002 07:20:00 PM,046XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,3,38,19,1179213,1874347,2002,04/15/2016 08:55:02 AM,41.810497862,-87.618183812,"(41.810497862, -87.618183812)" +2214748,HH455156,06/20/2002 04:13:26 PM,067XX S SOUTH CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1180372,1860392,2002,04/15/2016 08:55:02 AM,41.772177516,-87.61436083,"(41.772177516, -87.61436083)" +2216443,HH469477,06/26/2002 06:50:00 PM,047XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144638,1903893,2002,04/15/2016 08:55:02 AM,41.892295584,-87.7442588,"(41.892295584, -87.7442588)" +2216557,HH474209,06/28/2002 06:45:24 PM,075XX N HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1160971,1950052,2002,04/15/2016 08:55:02 AM,42.018634956,-87.682987879,"(42.018634956, -87.682987879)" +2289004,HH562984,08/06/2002 09:20:00 PM,002XX E 79TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0623,006,6,69,19,,,2002,08/17/2015 03:03:40 PM,,, +2216708,HH471786,06/27/2002 07:10:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180321,1863802,2002,04/15/2016 08:55:02 AM,41.781536064,-87.614443284,"(41.781536064, -87.614443284)" +2216725,HH469370,06/26/2002 06:20:00 PM,042XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147957,1906331,2002,04/15/2016 08:55:02 AM,41.898922542,-87.732006633,"(41.898922542, -87.732006633)" +2216810,HH455690,06/20/2002 07:41:00 PM,079XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,44,19,1184268,1852610,2002,04/15/2016 08:55:02 AM,41.750732686,-87.600322503,"(41.750732686, -87.600322503)" +2217002,HH474590,06/28/2002 10:32:49 PM,035XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0211,002,3,35,19,1176861,1881343,2002,04/15/2016 08:55:02 AM,41.829748868,-87.626599554,"(41.829748868, -87.626599554)" +2217080,HH462557,06/23/2002 09:38:09 PM,074XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1193935,1856110,2002,04/15/2016 08:55:02 AM,41.760105501,-87.564784038,"(41.760105501, -87.564784038)" +2291011,HH558750,08/05/2002 03:05:53 AM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,,,2002,08/17/2015 03:03:40 PM,,, +2223573,HH471853,06/27/2002 07:20:00 PM,073XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171244,1856209,2002,04/15/2016 08:55:02 AM,41.760903375,-87.647943398,"(41.760903375, -87.647943398)" +2223609,HH483606,07/02/2002 09:15:00 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169943,1867463,2002,04/15/2016 08:55:02 AM,41.791814064,-87.65238503,"(41.791814064, -87.65238503)" +2223798,HH474195,06/28/2002 07:45:00 PM,015XX N CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1423,014,26,24,19,1159462,1910093,2002,04/15/2016 08:55:02 AM,41.909016716,-87.689645404,"(41.909016716, -87.689645404)" +2223823,HH460227,06/22/2002 08:14:00 PM,066XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165810,1860734,2002,04/15/2016 08:55:02 AM,41.773437666,-87.66773101,"(41.773437666, -87.66773101)" +2223835,HH474206,06/28/2002 07:00:00 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174196,1857553,2002,04/15/2016 08:55:02 AM,41.764526419,-87.637084313,"(41.764526419, -87.637084313)" +2224633,HH476292,06/29/2002 05:30:00 PM,074XX S SOUTH CHICAGO AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0323,003,5,69,19,1185063,1855969,2002,04/15/2016 08:55:02 AM,41.759931491,-87.597303972,"(41.759931491, -87.597303972)" +2225351,HH481149,07/01/2002 09:17:10 PM,062XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1164101,1863223,2002,04/15/2016 08:55:02 AM,41.780303938,-87.673925871,"(41.780303938, -87.673925871)" +2225356,HH486146,07/04/2002 07:40:00 AM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1167263,1868591,2002,04/15/2016 08:55:02 AM,41.79496726,-87.662179819,"(41.79496726, -87.662179819)" +2225527,HH000251,06/21/2002 08:26:46 AM,061XX S MORGAN ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0712,007,16,68,19,1170698,1864063,2002,04/15/2016 08:55:02 AM,41.78246763,-87.649715713,"(41.78246763, -87.649715713)" +2225610,HH471765,06/27/2002 06:45:00 PM,0000X E 37TH PL,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0211,002,3,35,19,1177501,1880157,2002,04/15/2016 08:55:02 AM,41.826479917,-87.624287335,"(41.826479917, -87.624287335)" +2225662,HH489680,07/05/2002 07:10:00 PM,002XX W 106TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,34,49,19,1176424,1834647,2002,04/15/2016 08:55:02 AM,41.701619628,-87.629604598,"(41.701619628, -87.629604598)" +2225852,HH478409,06/30/2002 06:15:00 PM,027XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1158226,1896257,2002,04/15/2016 08:55:02 AM,41.871074849,-87.694564277,"(41.871074849, -87.694564277)" +2225998,HH482584,07/02/2002 02:32:50 PM,0000X E ROOSEVELT RD,1680,GAMBLING,OTHER,CTA TRAIN,true,false,0132,001,2,32,19,1176818,1895074,2002,04/15/2016 08:55:02 AM,41.867428687,-87.626342565,"(41.867428687, -87.626342565)" +2226481,HH483179,07/02/2002 06:54:18 PM,007XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172362,1859777,2002,04/15/2016 08:55:02 AM,41.770669883,-87.643741033,"(41.770669883, -87.643741033)" +2227515,HH481021,07/01/2002 07:51:42 PM,060XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1167769,1940194,2002,04/15/2016 08:55:02 AM,41.991439996,-87.658258453,"(41.991439996, -87.658258453)" +2227748,HH481024,07/01/2002 07:55:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169705,1864024,2002,04/15/2016 08:55:02 AM,41.782382216,-87.653357462,"(41.782382216, -87.653357462)" +2227783,HH481002,07/01/2002 08:14:27 PM,039XX S LAKE PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2122,002,4,36,19,1183094,1879594,2002,04/15/2016 08:55:02 AM,41.824806507,-87.603785506,"(41.824806507, -87.603785506)" +2227910,HH489756,07/05/2002 07:35:00 PM,005XX E 37TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180553,1880232,2002,04/15/2016 08:55:02 AM,41.826616057,-87.613087959,"(41.826616057, -87.613087959)" +2228055,HH479801,07/01/2002 11:42:54 AM,045XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0221,002,3,38,19,1176448,1875014,2002,04/15/2016 08:55:02 AM,41.812390862,-87.628305374,"(41.812390862, -87.628305374)" +2228190,HH484843,07/03/2002 05:00:00 PM,074XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0323,003,6,69,19,1180864,1855792,2002,04/15/2016 08:55:02 AM,41.759543342,-87.612698595,"(41.759543342, -87.612698595)" +2228854,HH474458,06/28/2002 09:50:00 PM,046XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0222,002,3,38,19,1179214,1874313,2002,04/15/2016 08:55:02 AM,41.81040454,-87.618181182,"(41.81040454, -87.618181182)" +2228880,HH485471,07/03/2002 09:10:00 PM,074XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1165009,1949261,2002,04/15/2016 08:55:02 AM,42.016379289,-87.668151339,"(42.016379289, -87.668151339)" +2229708,HH492183,07/06/2002 10:50:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167203,1858689,2002,04/15/2016 08:55:02 AM,41.767796222,-87.662683037,"(41.767796222, -87.662683037)" +2229755,HH482033,07/02/2002 09:05:00 AM,005XX E 37TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180624,1880234,2002,04/15/2016 08:55:02 AM,41.826619912,-87.612827415,"(41.826619912, -87.612827415)" +2229962,HH483567,07/02/2002 09:30:00 PM,049XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1178433,1872388,2002,04/15/2016 08:55:02 AM,41.805139969,-87.621104286,"(41.805139969, -87.621104286)" +2230015,HH489897,07/05/2002 09:49:25 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167200,1858804,2002,04/15/2016 08:55:02 AM,41.768111862,-87.662690747,"(41.768111862, -87.662690747)" +2230124,HH486732,07/04/2002 01:01:00 PM,118XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0524,005,34,53,19,1174436,1826443,2002,04/15/2016 08:55:02 AM,41.679150938,-87.637126796,"(41.679150938, -87.637126796)" +2230192,HH454967,06/20/2002 02:45:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165795,1861275,2002,04/15/2016 08:55:02 AM,41.774922559,-87.667770648,"(41.774922559, -87.667770648)" +2230287,HH473243,06/28/2002 12:30:00 PM,057XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168637,1866771,2002,04/15/2016 08:55:02 AM,41.789943421,-87.657193851,"(41.789943421, -87.657193851)" +2230990,HH455504,06/20/2002 06:15:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898708,2002,04/15/2016 08:55:02 AM,41.878092571,-87.749331743,"(41.878092571, -87.749331743)" +2231963,HH441308,06/14/2002 12:20:00 PM,011XX S SACRAMENTO BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1156533,1894938,2002,04/15/2016 08:55:02 AM,41.86748978,-87.700815599,"(41.86748978, -87.700815599)" +2232003,HH483651,07/02/2002 09:42:11 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1167780,1939847,2002,04/15/2016 08:55:02 AM,41.990487582,-87.658228054,"(41.990487582, -87.658228054)" +2307552,G334975,06/09/2001 10:12:00 PM,043XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,26,19,1147552,1897630,2001,08/17/2015 03:03:40 PM,41.875053805,-87.733717508,"(41.875053805, -87.733717508)" +2308046,G617968,10/14/2001 05:28:32 PM,035XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,27,19,1152953,1896764,2001,08/17/2015 03:03:40 PM,41.872572157,-87.713910046,"(41.872572157, -87.713910046)" +2308367,G725578,12/03/2001 07:38:10 PM,010XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1150891,1906912,2001,08/17/2015 03:03:40 PM,41.900459927,-87.72121486,"(41.900459927, -87.72121486)" +2237026,HH501095,07/10/2002 07:30:00 PM,110XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,CURRENCY EXCHANGE,true,false,0513,005,9,49,19,1178794,1831632,2002,04/15/2016 08:55:02 AM,41.693292573,-87.621017758,"(41.693292573, -87.621017758)" +2237201,HH501267,07/10/2002 09:00:00 PM,023XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0915,009,16,63,19,1161615,1868130,2002,04/15/2016 08:55:02 AM,41.793821352,-87.682903902,"(41.793821352, -87.682903902)" +2238830,HH501482,07/10/2002 11:16:17 PM,046XX N SHERIDAN RD,1680,GAMBLING,OTHER,SIDEWALK,true,false,2312,019,46,3,19,1168782,1931213,2002,04/15/2016 08:55:02 AM,41.966773931,-87.654794065,"(41.966773931, -87.654794065)" +2238852,HH497417,07/09/2002 09:59:01 AM,052XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1141472,1904127,2002,04/15/2016 08:55:02 AM,41.892996765,-87.755880554,"(41.892996765, -87.755880554)" +2238858,HH498877,07/09/2002 08:55:00 PM,064XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171412,1862209,2002,04/15/2016 08:55:02 AM,41.777364431,-87.64715223,"(41.777364431, -87.64715223)" +2238987,HH498500,07/09/2002 06:21:05 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142541,1904175,2002,04/15/2016 08:55:02 AM,41.893108674,-87.751953278,"(41.893108674, -87.751953278)" +2239043,HH505735,07/12/2002 08:20:00 PM,047XX N DRAKE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1723,017,33,14,19,1151861,1931363,2002,04/15/2016 08:55:02 AM,41.967536405,-87.717006346,"(41.967536405, -87.717006346)" +2239406,HH493719,07/07/2002 06:05:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151858,1906589,2002,04/15/2016 08:55:02 AM,41.899554595,-87.717671513,"(41.899554595, -87.717671513)" +2239514,HH496883,07/08/2002 11:42:13 PM,071XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2423,024,49,1,19,1166410,1947665,2002,04/15/2016 08:55:02 AM,42.011969852,-87.663042072,"(42.011969852, -87.663042072)" +2239719,HH503934,07/12/2002 12:25:00 AM,118XX S WALLACE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0524,005,34,53,19,1174438,1826368,2002,04/15/2016 08:55:02 AM,41.678945082,-87.637121694,"(41.678945082, -87.637121694)" +2239801,HH493854,07/07/2002 07:30:00 PM,004XX E OAKWOOD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,3,38,19,1179878,1878785,2002,04/15/2016 08:55:02 AM,41.82266088,-87.615608728,"(41.82266088, -87.615608728)" +2239947,HH494121,07/07/2002 09:10:00 PM,066XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1187337,1861070,2002,04/15/2016 08:55:02 AM,41.773875391,-87.588808048,"(41.773875391, -87.588808048)" +2241207,HH485404,07/03/2002 09:02:44 PM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,2,27,19,1156869,1897226,2002,04/15/2016 08:55:02 AM,41.873761485,-87.699520065,"(41.873761485, -87.699520065)" +2241420,HH478642,06/30/2002 08:35:53 PM,025XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,2,28,19,1159586,1896950,2002,04/15/2016 08:55:02 AM,41.872948627,-87.689552132,"(41.872948627, -87.689552132)" +2245009,HH496189,07/08/2002 05:45:00 PM,070XX W GRAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2512,025,36,18,19,1128963,1915179,2002,04/15/2016 08:55:02 AM,41.923546761,-87.801570604,"(41.923546761, -87.801570604)" +2245152,HH464693,06/24/2002 06:50:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,47,4,19,1157997,1931783,2002,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +2245618,HH496641,07/08/2002 08:00:00 PM,057XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0814,008,23,56,19,1141997,1869105,2002,04/15/2016 08:55:02 AM,41.796881701,-87.754818828,"(41.796881701, -87.754818828)" +2245800,HH465851,06/25/2002 09:20:00 AM,016XX S UNION AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1233,012,25,31,19,1171790,1892271,2002,04/15/2016 08:55:02 AM,41.859849192,-87.644883491,"(41.859849192, -87.644883491)" +2245830,HH461257,06/23/2002 12:50:00 PM,063XX S KARLOV AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0813,008,13,65,19,1150121,1862444,2002,04/15/2016 08:55:02 AM,41.778448989,-87.725199576,"(41.778448989, -87.725199576)" +2245855,HH477627,06/30/2002 10:15:00 AM,016XX N TROY ST,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1421,014,26,23,19,1155096,1910631,2002,04/15/2016 08:55:02 AM,41.910581822,-87.705669664,"(41.910581822, -87.705669664)" +2245871,HH484314,07/03/2002 08:00:00 AM,021XX E 71ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0331,003,5,43,19,1191523,1858333,2002,04/15/2016 08:55:02 AM,41.766264384,-87.57355192,"(41.766264384, -87.57355192)" +2245999,HH492919,07/07/2002 09:30:00 AM,046XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0222,002,4,38,19,1182371,1874520,2002,04/15/2016 08:55:02 AM,41.81089989,-87.606595385,"(41.81089989, -87.606595385)" +2246027,HH500225,07/10/2002 12:30:00 PM,044XX S PRINCETON AVE,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,0935,009,3,37,19,1175035,1875284,2002,04/15/2016 08:55:02 AM,41.813163461,-87.633480154,"(41.813163461, -87.633480154)" +2246067,HH509973,07/14/2002 06:54:35 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139930,1900462,2002,04/15/2016 08:55:02 AM,41.882967885,-87.761633492,"(41.882967885, -87.761633492)" +2246072,HH477735,06/30/2002 10:00:00 AM,063XX W GUNNISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,45,11,19,1132747,1931555,2002,04/15/2016 08:55:02 AM,41.968419064,-87.787283176,"(41.968419064, -87.787283176)" +2246107,HH464580,06/24/2002 06:30:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2002,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +2249397,HH514897,07/16/2002 07:00:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0712,007,16,68,19,1170367,1864045,2002,04/15/2016 08:55:02 AM,41.782425451,-87.650929776,"(41.782425451, -87.650929776)" +2249450,HH500665,07/10/2002 04:00:00 PM,016XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166480,1868110,2002,04/15/2016 08:55:02 AM,41.793664077,-87.665064794,"(41.793664077, -87.665064794)" +2249456,HH510461,07/14/2002 11:28:10 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0734,007,17,67,19,1169138,1857034,2002,04/15/2016 08:55:02 AM,41.763213068,-87.655638184,"(41.763213068, -87.655638184)" +2249613,HH508206,07/13/2002 09:46:04 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0734,007,17,67,19,1167204,1858669,2002,04/15/2016 08:55:02 AM,41.767741318,-87.662679943,"(41.767741318, -87.662679943)" +2251493,HH518648,07/18/2002 01:39:31 PM,029XX E 80TH PL,1661,GAMBLING,GAME/DICE,OTHER,true,false,0422,004,7,46,19,1197450,1852172,2002,04/15/2016 08:55:02 AM,41.749212455,-87.552032876,"(41.749212455, -87.552032876)" +2251607,HH517328,07/17/2002 07:42:11 PM,049XX W CORTEZ ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1531,015,37,25,19,1143241,1906532,2002,04/15/2016 08:55:02 AM,41.899563509,-87.749323484,"(41.899563509, -87.749323484)" +2252608,HH513020,07/15/2002 10:59:00 PM,099XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0431,004,7,51,19,1193142,1839492,2002,04/15/2016 08:55:02 AM,41.714523636,-87.568231785,"(41.714523636, -87.568231785)" +2252647,HH517098,07/17/2002 06:15:08 PM,008XX W SHERIDAN RD,1697,GAMBLING,POLICY/OTHER,PARK PROPERTY,true,false,2324,019,46,6,19,1169949,1926105,2002,04/15/2016 08:55:02 AM,41.952731972,-87.650652832,"(41.952731972, -87.650652832)" +2252965,HH509741,07/14/2002 04:45:00 PM,050XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1168181,1871379,2002,04/15/2016 08:55:02 AM,41.802598134,-87.658733278,"(41.802598134, -87.658733278)" +2252978,HH512435,07/15/2002 06:50:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1143304,1902558,2002,04/15/2016 08:55:02 AM,41.888657214,-87.749191458,"(41.888657214, -87.749191458)" +2326782,HH603631,08/25/2002 10:55:00 AM,001XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,,,2002,08/17/2015 03:03:40 PM,,, +2253645,HH508095,07/13/2002 08:41:41 PM,060XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166377,1864599,2002,04/15/2016 08:55:02 AM,41.784031659,-87.665542487,"(41.784031659, -87.665542487)" +2253841,HH501407,07/10/2002 10:36:00 PM,048XX W CONGRESS PKWY,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1533,015,24,25,19,1144298,1897246,2002,04/15/2016 08:55:02 AM,41.874061819,-87.745674656,"(41.874061819, -87.745674656)" +2253900,HH526023,07/21/2002 06:20:00 PM,001XX W 116TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1177552,1827692,2002,04/15/2016 08:55:02 AM,41.682508724,-87.625683456,"(41.682508724, -87.625683456)" +2254049,HH520670,07/19/2002 12:00:14 PM,050XX W FLETCHER ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2521,025,30,19,19,1142317,1920476,2002,04/15/2016 08:55:02 AM,41.937844534,-87.752370415,"(41.937844534, -87.752370415)" +2254877,HH501123,07/10/2002 08:08:23 PM,051XX S HONORE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1164884,1870635,2002,04/15/2016 08:55:02 AM,41.800626881,-87.670845863,"(41.800626881, -87.670845863)" +2255531,HH504930,07/12/2002 02:20:43 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,25,19,1144791,1897934,2002,04/15/2016 08:55:02 AM,41.875940499,-87.74384722,"(41.875940499, -87.74384722)" +2255548,HH473123,06/20/2002 10:40:00 AM,006XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1150274,1904006,2002,04/15/2016 08:55:02 AM,41.892497624,-87.72355701,"(41.892497624, -87.72355701)" +2255563,HH504949,07/12/2002 02:30:25 PM,044XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,26,19,1146777,1897984,2002,04/15/2016 08:55:02 AM,41.876040044,-87.736553984,"(41.876040044, -87.736553984)" +2255616,HH472131,06/27/2002 09:20:00 PM,009XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148205,1906159,2002,04/15/2016 08:55:02 AM,41.898445782,-87.731100165,"(41.898445782, -87.731100165)" +2255711,HH503187,07/11/2002 05:51:06 PM,010XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1152186,1906723,2002,04/15/2016 08:55:02 AM,41.899915838,-87.716463223,"(41.899915838, -87.716463223)" +2255741,HH512834,07/15/2002 09:00:00 PM,043XX S CICERO AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1145086,1875400,2002,04/15/2016 08:55:02 AM,41.814098558,-87.74333247,"(41.814098558, -87.74333247)" +2255763,HH524356,07/20/2002 11:45:00 PM,028XX N CLYBOURN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1913,019,1,5,19,1162280,1918836,2002,04/15/2016 08:55:02 AM,41.932949598,-87.679048328,"(41.932949598, -87.679048328)" +2256727,HH528774,07/22/2002 09:33:00 PM,023XX W 66TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1162044,1860835,2002,04/15/2016 08:55:02 AM,41.773793977,-87.681533559,"(41.773793977, -87.681533559)" +2256763,HH520453,07/19/2002 10:30:00 AM,045XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1175043,1874977,2002,04/15/2016 08:55:02 AM,41.812320845,-87.633459981,"(41.812320845, -87.633459981)" +2257821,HH521795,07/19/2002 07:45:00 PM,013XX W 99TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2213,022,21,73,19,1169209,1839119,2002,04/15/2016 08:55:02 AM,41.714050242,-87.655894826,"(41.714050242, -87.655894826)" +2258076,HH519246,07/18/2002 07:05:00 PM,006XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151938,1904018,2002,04/15/2016 08:55:02 AM,41.89249794,-87.71744546,"(41.89249794, -87.71744546)" +2258257,HH512968,07/15/2002 11:13:05 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150588,1904743,2002,04/15/2016 08:55:02 AM,41.894513898,-87.722384534,"(41.894513898, -87.722384534)" +2258314,HH525409,07/21/2002 01:15:00 PM,035XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152478,1903769,2002,04/15/2016 08:55:02 AM,41.891804005,-87.715468833,"(41.891804005, -87.715468833)" +2258621,HH528793,07/22/2002 08:30:00 PM,079XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183607,1852629,2002,04/15/2016 08:55:02 AM,41.750800252,-87.602744104,"(41.750800252, -87.602744104)" +2258627,HH527713,07/22/2002 02:18:35 PM,013XX E 72ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186406,1857199,2002,04/15/2016 08:55:02 AM,41.763275088,-87.592343108,"(41.763275088, -87.592343108)" +2258634,HH524993,07/21/2002 08:00:00 AM,048XX W WASHINGTON BLVD,1680,GAMBLING,OTHER,SIDEWALK,true,false,1532,015,28,25,19,1144049,1900065,2002,04/15/2016 08:55:02 AM,41.881802176,-87.746518114,"(41.881802176, -87.746518114)" +2258656,HH516857,07/17/2002 04:01:34 PM,045XX W FIFTH AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1131,011,24,26,19,1146255,1895542,2002,04/15/2016 08:55:02 AM,41.869348844,-87.738532736,"(41.869348844, -87.738532736)" +2258710,HH528982,07/22/2002 11:30:00 PM,109XX S RACINE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2234,022,34,75,19,1170282,1832040,2002,04/15/2016 08:55:02 AM,41.69460113,-87.652170145,"(41.69460113, -87.652170145)" +2262236,HH522044,07/19/2002 08:30:00 PM,037XX N ELSTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1733,017,35,16,19,1153178,1924625,2002,04/15/2016 08:55:02 AM,41.949020784,-87.71234338,"(41.949020784, -87.71234338)" +2262281,HH522079,07/19/2002 09:20:00 PM,071XX W DIVERSEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2511,025,36,18,19,1127817,1917801,2002,04/15/2016 08:55:02 AM,41.930761285,-87.805722243,"(41.930761285, -87.805722243)" +2262604,HH534234,07/25/2002 09:30:00 AM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182684,1861915,2002,04/15/2016 08:55:02 AM,41.776303423,-87.605838593,"(41.776303423, -87.605838593)" +2262742,HH524876,07/21/2002 06:00:00 AM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873742,2002,04/15/2016 08:55:02 AM,41.808856306,-87.621198838,"(41.808856306, -87.621198838)" +2262751,HH512744,07/15/2002 08:25:00 PM,032XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1913,019,32,5,19,1159836,1921652,2002,04/15/2016 08:55:02 AM,41.940727712,-87.687951908,"(41.940727712, -87.687951908)" +2262782,HH506006,07/12/2002 09:30:00 PM,027XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,1911,019,47,4,19,1157362,1931772,2002,04/15/2016 08:55:02 AM,41.968548354,-87.696768483,"(41.968548354, -87.696768483)" +2262818,HH499257,07/10/2002 12:46:34 AM,075XX N WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1162424,1949936,2002,04/15/2016 08:55:02 AM,42.018286231,-87.677644346,"(42.018286231, -87.677644346)" +2262856,HH528814,07/22/2002 09:00:00 PM,057XX N WESTERN AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,2011,020,40,2,19,1159290,1937978,2002,04/15/2016 08:55:02 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +2263012,HH513944,07/16/2002 12:10:00 PM,039XX W GLADYS AVE,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,1132,011,28,26,19,1150240,1898066,2002,04/15/2016 08:55:02 AM,41.876198284,-87.723836819,"(41.876198284, -87.723836819)" +2263252,HH516571,07/17/2002 11:20:00 AM,040XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1912,019,47,5,19,1162042,1927049,2002,04/15/2016 08:55:02 AM,41.955491512,-87.679692799,"(41.955491512, -87.679692799)" +2263316,HH530993,07/23/2002 08:47:56 PM,080XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,21,71,19,1170050,1851470,2002,04/15/2016 08:55:02 AM,41.747924956,-87.65245693,"(41.747924956, -87.65245693)" +2263391,HH532810,07/24/2002 02:20:00 PM,132XX S BALTIMORE AVE,1630,GAMBLING,WIREROOM/HORSES,TAVERN/LIQUOR STORE,true,false,0433,004,10,55,19,1199097,1817873,2002,04/15/2016 08:55:02 AM,41.65505165,-87.547145112,"(41.65505165, -87.547145112)" +2263406,HH512382,07/13/2002 06:10:00 PM,060XX W DIVERSEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2512,025,29,19,19,1135807,1917987,2002,04/15/2016 08:55:02 AM,41.931133014,-87.776355726,"(41.931133014, -87.776355726)" +2263423,HH502044,07/11/2002 09:00:00 AM,051XX S CALUMET AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1179362,1871109,2002,04/15/2016 08:55:02 AM,41.801609105,-87.617736187,"(41.801609105, -87.617736187)" +2264283,HH537651,07/26/2002 05:58:21 PM,122XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1174847,1823814,2002,04/15/2016 08:55:02 AM,41.671927419,-87.635700285,"(41.671927419, -87.635700285)" +2264299,HH530002,07/23/2002 02:00:00 PM,048XX W RICE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143864,1905216,2002,04/15/2016 08:55:02 AM,41.895940595,-87.74706821,"(41.895940595, -87.74706821)" +2264334,HH537657,07/26/2002 06:21:53 PM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158249,1893534,2002,04/15/2016 08:55:02 AM,41.863602192,-87.694554226,"(41.863602192, -87.694554226)" +2265001,HH535574,07/25/2002 07:12:00 PM,075XX N HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1160971,1950035,2002,04/15/2016 08:55:02 AM,42.018588308,-87.682988354,"(42.018588308, -87.682988354)" +2265511,HH534557,07/25/2002 12:15:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167202,1858716,2002,04/15/2016 08:55:02 AM,41.767870335,-87.662685931,"(41.767870335, -87.662685931)" +2265691,HH530227,07/23/2002 03:36:10 PM,010XX E 132ND ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1185666,1818023,2002,04/15/2016 08:55:02 AM,41.655788916,-87.596284344,"(41.655788916, -87.596284344)" +2266688,HH541250,07/28/2002 11:04:47 AM,057XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,20,40,19,1179461,1867097,2002,04/15/2016 08:55:02 AM,41.790597548,-87.617495642,"(41.790597548, -87.617495642)" +2267676,HH545360,07/30/2002 10:30:00 AM,025XX N HARLEM AVE,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,RESTAURANT,false,false,2512,025,36,18,19,1127658,1916251,2002,04/15/2016 08:55:02 AM,41.926510573,-87.806341555,"(41.926510573, -87.806341555)" +2268647,HH537656,07/26/2002 06:41:29 PM,038XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150442,1904395,2002,04/15/2016 08:55:02 AM,41.893561802,-87.722929846,"(41.893561802, -87.722929846)" +2268680,HH539891,07/27/2002 05:55:45 PM,039XX W ARTHINGTON ST,1680,GAMBLING,OTHER,STREET,true,false,1132,011,24,26,19,1150310,1895746,2002,04/15/2016 08:55:02 AM,41.869830576,-87.723640307,"(41.869830576, -87.723640307)" +2269201,HH537029,07/26/2002 01:45:00 PM,052XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,16,61,19,1169873,1870032,2002,04/15/2016 08:55:02 AM,41.798865209,-87.652567109,"(41.798865209, -87.652567109)" +2270604,HH540372,07/27/2002 10:00:00 PM,041XX W ARMITAGE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2534,025,30,20,19,1148646,1912971,2002,04/15/2016 08:55:02 AM,41.917130084,-87.7293042,"(41.917130084, -87.7293042)" +2270695,HH537928,07/26/2002 07:00:00 PM,024XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2524,025,30,22,19,1149306,1916021,2002,04/15/2016 08:55:02 AM,41.925486783,-87.72680008,"(41.925486783, -87.72680008)" +2271233,HH539365,07/27/2002 01:47:16 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171049,1868997,2002,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +2271235,HH545970,07/30/2002 01:15:02 PM,003XX W 115TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,53,19,1176234,1828672,2002,04/15/2016 08:55:02 AM,41.6852276,-87.63047884,"(41.6852276, -87.63047884)" +2271357,HH525960,07/27/2002 06:00:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,24,29,19,1150559,1894622,2002,04/15/2016 08:55:02 AM,41.866741334,-87.722755498,"(41.866741334, -87.722755498)" +2271387,HH544582,07/27/2002 11:15:00 PM,018XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2012,020,40,4,19,1163073,1934562,2002,04/15/2016 08:55:02 AM,41.976085871,-87.675690643,"(41.976085871, -87.675690643)" +2271664,HH542280,07/28/2002 09:12:56 PM,020XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0134,001,2,33,19,1177528,1890620,2002,04/15/2016 08:55:02 AM,41.855190551,-87.623871195,"(41.855190551, -87.623871195)" +2271687,HH532812,07/24/2002 04:00:00 PM,031XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1724,017,33,16,19,1154553,1926422,2002,04/15/2016 08:55:02 AM,41.953924425,-87.707240829,"(41.953924425, -87.707240829)" +2345133,HH637815,09/10/2002 01:44:00 AM,075XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,2422,024,49,1,19,,,2002,08/17/2015 03:03:40 PM,,, +2275625,HH544678,07/29/2002 07:30:00 PM,029XX N CLYBOURN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1913,019,1,5,19,1161647,1919439,2002,04/15/2016 08:55:02 AM,41.934617499,-87.681357694,"(41.934617499, -87.681357694)" +2275772,HH545185,07/29/2002 07:05:00 PM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166703,1852821,2002,04/15/2016 08:55:02 AM,41.751704315,-87.664682949,"(41.751704315, -87.664682949)" +2349345,HH640742,09/11/2002 01:10:00 PM,034XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,,,2002,08/17/2015 03:03:40 PM,,, +2277630,HH551350,08/01/2002 06:30:00 PM,012XX S TRIPP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1148247,1894023,2002,04/15/2016 08:55:02 AM,41.865142416,-87.731258617,"(41.865142416, -87.731258617)" +2277671,HH551484,08/01/2002 08:00:00 PM,003XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1125,011,2,28,19,1160453,1898391,2002,04/15/2016 08:55:02 AM,41.876884977,-87.686329083,"(41.876884977, -87.686329083)" +2350224,HH627789,09/05/2002 02:40:00 PM,026XX W 63RD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,,,2002,08/17/2015 03:03:40 PM,,, +2277902,HH541973,07/28/2002 05:50:00 PM,019XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1333,012,27,28,19,1163561,1900707,2002,04/15/2016 08:55:02 AM,41.883175418,-87.674852215,"(41.883175418, -87.674852215)" +2351179,HH646026,09/13/2002 07:07:17 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,,,2002,08/17/2015 03:03:40 PM,,, +2278194,HH548400,07/31/2002 01:48:20 PM,015XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,1141083,1909806,2002,04/15/2016 08:55:02 AM,41.90858778,-87.757169146,"(41.90858778, -87.757169146)" +2278833,HH549458,07/31/2002 09:25:37 PM,059XX S WASHTENAW AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0824,008,16,66,19,1159394,1865084,2002,04/15/2016 08:55:02 AM,41.785508536,-87.691131645,"(41.785508536, -87.691131645)" +2278922,HH550754,08/01/2002 02:40:00 PM,013XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136451,1908213,2002,04/15/2016 08:55:02 AM,41.904300512,-87.774223274,"(41.904300512, -87.774223274)" +2279027,HH552894,08/02/2002 01:41:48 PM,052XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1163918,1869634,2002,04/15/2016 08:55:02 AM,41.79790039,-87.674416647,"(41.79790039, -87.674416647)" +2280029,HH540221,07/27/2002 09:22:36 PM,060XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169686,1864706,2002,04/15/2016 08:55:02 AM,41.784254117,-87.65340735,"(41.784254117, -87.65340735)" +2280406,HH545774,07/30/2002 12:00:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167202,1858716,2002,04/15/2016 08:55:02 AM,41.767870335,-87.662685931,"(41.767870335, -87.662685931)" +2280691,HH555893,08/03/2002 09:00:00 PM,061XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170696,1864151,2002,04/15/2016 08:55:02 AM,41.782709156,-87.64972048,"(41.782709156, -87.64972048)" +2281281,HH558343,08/04/2002 08:58:22 PM,057XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163672,1866681,2002,04/15/2016 08:55:02 AM,41.789802157,-87.675401652,"(41.789802157, -87.675401652)" +2282023,HH549300,07/31/2002 07:34:22 PM,092XX S DAUPHIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,8,44,19,1183601,1843991,2002,04/15/2016 08:55:02 AM,41.727096769,-87.603034703,"(41.727096769, -87.603034703)" +2282186,HH553971,08/02/2002 09:33:36 PM,006XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0111,001,2,28,19,1172276,1898889,2002,04/15/2016 08:55:02 AM,41.87799875,-87.642904147,"(41.87799875, -87.642904147)" +2282381,HH559356,08/05/2002 11:50:00 AM,061XX S COTTAGE GROVE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0313,003,20,42,19,1182621,1864418,2002,04/15/2016 08:55:02 AM,41.783173348,-87.605991932,"(41.783173348, -87.605991932)" +2282399,HH553486,08/02/2002 05:03:22 PM,028XX N CLYBOURN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1913,019,1,5,19,1162187,1918925,2002,04/15/2016 08:55:02 AM,41.933195766,-87.6793876,"(41.933195766, -87.6793876)" +2282402,HH554126,08/02/2002 11:00:00 PM,066XX S TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,15,66,19,1156532,1860350,2002,04/15/2016 08:55:02 AM,41.772575924,-87.701752622,"(41.772575924, -87.701752622)" +2282777,HH560226,08/05/2002 06:00:00 PM,002XX E 115TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0531,005,9,49,19,1180081,1828763,2002,04/15/2016 08:55:02 AM,41.685390327,-87.616393231,"(41.685390327, -87.616393231)" +2283293,HH549255,07/31/2002 07:04:00 PM,015XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141083,1909806,2002,04/15/2016 08:55:02 AM,41.90858778,-87.757169146,"(41.90858778, -87.757169146)" +2284169,HH556280,08/02/2002 10:20:00 PM,035XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0211,002,3,35,19,1176861,1881343,2002,04/15/2016 08:55:02 AM,41.829748868,-87.626599554,"(41.829748868, -87.626599554)" +2284217,HH557125,08/04/2002 10:58:12 AM,089XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2221,022,21,73,19,1167903,1845370,2002,04/15/2016 08:55:02 AM,41.731232032,-87.660498986,"(41.731232032, -87.660498986)" +2284853,HH544789,07/29/2002 08:00:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2432,024,40,1,19,1164108,1943667,2002,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +2284891,HH544801,07/29/2002 07:00:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,47,4,19,1157971,1931783,2002,04/15/2016 08:55:02 AM,41.968566101,-87.69452891,"(41.968566101, -87.69452891)" +2288898,HH563294,08/07/2002 01:05:00 AM,079XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,44,19,1183607,1852636,2002,04/15/2016 08:55:02 AM,41.75081946,-87.602743887,"(41.75081946, -87.602743887)" +2289111,HH532314,07/24/2002 01:38:02 PM,011XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151499,1907443,2002,04/15/2016 08:55:02 AM,41.901905116,-87.718967664,"(41.901905116, -87.718967664)" +2289270,HH540069,07/27/2002 07:35:15 PM,007XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149163,1896546,2002,04/15/2016 08:55:02 AM,41.872048148,-87.727830597,"(41.872048148, -87.727830597)" +2289279,HH563177,08/06/2002 11:31:00 PM,022XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1150734,1888882,2002,04/15/2016 08:55:02 AM,41.85098667,-87.722263023,"(41.85098667, -87.722263023)" +2289399,HH564894,08/07/2002 06:38:31 PM,031XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155734,1893290,2002,04/15/2016 08:55:02 AM,41.862983609,-87.703793233,"(41.862983609, -87.703793233)" +2289619,HH531762,07/24/2002 08:43:23 AM,003XX N LARAMIE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1523,015,28,25,19,1141649,1901754,2002,04/15/2016 08:55:02 AM,41.886481695,-87.755289202,"(41.886481695, -87.755289202)" +2289628,HH564651,08/07/2002 04:55:00 PM,021XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1332,012,2,28,19,1162176,1900666,2002,04/15/2016 08:55:02 AM,41.883091959,-87.679939156,"(41.883091959, -87.679939156)" +2290758,HH563931,08/07/2002 11:55:00 AM,031XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1124,011,28,27,19,1155391,1899849,2002,04/15/2016 08:55:02 AM,41.880989084,-87.704876073,"(41.880989084, -87.704876073)" +2290926,HH560597,08/05/2002 08:00:00 PM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,39,16,19,1149190,1926286,2002,04/15/2016 08:55:02 AM,41.95365705,-87.726959518,"(41.95365705, -87.726959518)" +2290953,HH564575,08/07/2002 04:25:00 PM,045XX N HAZEL ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,2313,019,46,3,19,1169442,1930522,2002,04/15/2016 08:55:02 AM,41.964863437,-87.652387549,"(41.964863437, -87.652387549)" +2291396,HH553987,08/02/2002 08:10:00 PM,018XX W WELLINGTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1931,019,32,5,19,1163479,1919947,2002,04/15/2016 08:55:02 AM,41.935973053,-87.674610747,"(41.935973053, -87.674610747)" +2291669,HH560440,08/05/2002 06:40:00 PM,027XX N LARAMIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,31,19,19,1141238,1917906,2002,04/15/2016 08:55:02 AM,41.930812193,-87.756399562,"(41.930812193, -87.756399562)" +2291671,HH563823,08/07/2002 10:10:00 AM,011XX W GRANVILLE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,48,77,19,1167492,1941331,2002,04/15/2016 08:55:02 AM,41.994565935,-87.659244409,"(41.994565935, -87.659244409)" +2291959,HH540374,07/27/2002 10:30:00 PM,077XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,17,71,19,1166689,1853322,2002,04/15/2016 08:55:02 AM,41.753079427,-87.664719985,"(41.753079427, -87.664719985)" +2291997,HH569417,08/09/2002 07:15:00 PM,085XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0632,006,6,44,19,1179965,1848422,2002,04/15/2016 08:55:02 AM,41.739339847,-87.616218505,"(41.739339847, -87.616218505)" +2292063,HH562776,08/06/2002 07:35:00 PM,036XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152079,1907091,2002,04/15/2016 08:55:02 AM,41.900927777,-87.716846525,"(41.900927777, -87.716846525)" +2365029,HH656361,09/18/2002 03:00:00 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2022,020,48,77,19,,,2002,08/17/2015 03:03:40 PM,,, +2293420,HH567114,08/08/2002 06:50:37 PM,051XX S LOWE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,3,61,19,1172841,1870769,2002,04/15/2016 08:55:02 AM,41.800822597,-87.641661077,"(41.800822597, -87.641661077)" +2293556,HH568778,08/09/2002 01:30:00 PM,019XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148692,1890229,2002,04/15/2016 08:55:02 AM,41.854722639,-87.729722915,"(41.854722639, -87.729722915)" +2293578,HH566090,08/08/2002 11:15:00 AM,015XX N MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1423,014,26,24,19,1159129,1910052,2002,04/15/2016 08:55:02 AM,41.90891106,-87.690869822,"(41.90891106, -87.690869822)" +2293806,HH565088,08/07/2002 08:06:08 PM,108XX S WENTWORTH AVE,1680,GAMBLING,OTHER,STREET,true,false,0513,005,34,49,19,1176875,1832843,2002,04/15/2016 08:55:02 AM,41.696659068,-87.628007283,"(41.696659068, -87.628007283)" +2294139,HH571933,08/10/2002 10:30:00 PM,075XX N HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1160971,1950075,2002,04/15/2016 08:55:02 AM,42.018698069,-87.682987236,"(42.018698069, -87.682987236)" +2295052,HH567110,08/08/2002 07:02:44 PM,079XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168379,1852000,2002,04/15/2016 08:55:02 AM,41.749415471,-87.658564779,"(41.749415471, -87.658564779)" +2295431,HH566256,08/08/2002 12:48:16 PM,074XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0333,003,7,43,19,1192504,1856003,2002,04/15/2016 08:55:02 AM,41.759846847,-87.57003205,"(41.759846847, -87.57003205)" +2295877,HH565248,08/07/2002 09:15:00 PM,066XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182033,1861151,2002,04/15/2016 08:55:02 AM,41.774222021,-87.608248705,"(41.774222021, -87.608248705)" +2296123,HH567492,08/08/2002 10:00:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141411,1902646,2002,04/15/2016 08:55:02 AM,41.888933848,-87.756141175,"(41.888933848, -87.756141175)" +2297403,HH576233,08/12/2002 07:57:00 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180014,1862897,2002,04/15/2016 08:55:02 AM,41.779059693,-87.615596501,"(41.779059693, -87.615596501)" +2297868,HH571579,08/10/2002 06:34:15 PM,083XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0613,006,21,71,19,1169774,1849484,2002,04/15/2016 08:55:02 AM,41.742481089,-87.653525774,"(41.742481089, -87.653525774)" +2301248,HH569707,08/09/2002 09:30:00 PM,003XX S WESTERN AVE,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,1125,011,2,28,19,1160453,1898391,2002,04/15/2016 08:55:02 AM,41.876884977,-87.686329083,"(41.876884977, -87.686329083)" +2301468,HH566985,08/08/2002 06:04:11 PM,001XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144014,1900827,2002,04/15/2016 08:55:02 AM,41.883893852,-87.746627506,"(41.883893852, -87.746627506)" +2374148,HH661763,09/20/2002 09:43:51 PM,032XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,,,2002,08/17/2015 03:03:40 PM,,, +2302472,HH580778,08/14/2002 07:15:00 PM,015XX E 67TH PL,1661,GAMBLING,GAME/DICE,OTHER,true,false,0332,003,5,43,19,1187551,1860537,2002,04/15/2016 08:55:02 AM,41.772407707,-87.588040511,"(41.772407707, -87.588040511)" +2302509,HH578673,08/13/2002 08:15:00 PM,017XX E 71ST PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0324,003,5,43,19,1189198,1857920,2002,04/15/2016 08:55:02 AM,41.765187118,-87.582086968,"(41.765187118, -87.582086968)" +2302545,HH569746,08/09/2002 09:15:00 PM,068XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1192055,1860111,2002,04/15/2016 08:55:02 AM,41.77113044,-87.571544262,"(41.77113044, -87.571544262)" +2302681,HH570875,08/10/2002 12:50:00 PM,029XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1022,010,24,29,19,1156782,1894567,2002,04/15/2016 08:55:02 AM,41.866466679,-87.699911527,"(41.866466679, -87.699911527)" +2303305,HH579898,08/14/2002 01:00:00 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187172,1858714,2002,04/15/2016 08:55:02 AM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +2303898,HH580550,08/14/2002 06:09:00 PM,069XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1167536,1858617,2002,04/15/2016 08:55:02 AM,41.767591513,-87.661464502,"(41.767591513, -87.661464502)" +2303989,HH580722,08/14/2002 07:15:00 PM,017XX N MAJOR AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1138128,1910856,2002,04/15/2016 08:55:02 AM,41.911523058,-87.76799912,"(41.911523058, -87.76799912)" +2305363,HH456119,07/20/2002 11:30:00 AM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1147582,1898986,2002,04/15/2016 08:55:02 AM,41.878774252,-87.733572569,"(41.878774252, -87.733572569)" +2305410,HH462626,06/23/2002 10:15:00 PM,047XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144657,1903893,2002,04/15/2016 08:55:02 AM,41.892295226,-87.74418902,"(41.892295226, -87.74418902)" +2305537,HH489942,07/05/2002 09:45:00 PM,043XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,26,19,1147605,1897672,2002,04/15/2016 08:55:02 AM,41.875168041,-87.733521834,"(41.875168041, -87.733521834)" +2305659,HH540582,07/28/2002 12:25:00 AM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0624,006,6,44,19,1180619,1852513,2002,04/15/2016 08:55:02 AM,41.750551037,-87.613697029,"(41.750551037, -87.613697029)" +2305770,HH577673,08/13/2002 01:00:00 PM,010XX E 133RD ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1185676,1817274,2002,04/15/2016 08:55:02 AM,41.653733315,-87.596271188,"(41.653733315, -87.596271188)" +2306100,HH558008,08/04/2002 06:00:00 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1149868,1906572,2002,04/15/2016 08:55:02 AM,41.8995469,-87.724981272,"(41.8995469, -87.724981272)" +2307443,HH585167,08/16/2002 07:17:00 PM,061XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0314,003,20,42,19,1183944,1864604,2002,04/15/2016 08:55:02 AM,41.783652936,-87.601135632,"(41.783652936, -87.601135632)" +2307537,HH585070,08/16/2002 07:00:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1167261,1868658,2002,04/15/2016 08:55:02 AM,41.795151159,-87.662185234,"(41.795151159, -87.662185234)" +2307547,HH576660,08/13/2002 12:10:00 AM,002XX W ALEXANDER ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,002,25,34,19,1175101,1889233,2002,04/15/2016 08:55:02 AM,41.851439204,-87.632820826,"(41.851439204, -87.632820826)" +2308306,HH576309,08/12/2002 07:15:00 PM,035XX W MONTROSE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1723,017,33,14,19,1152142,1929017,2002,04/15/2016 08:55:02 AM,41.961093275,-87.716035277,"(41.961093275, -87.716035277)" +2308316,HH585014,08/12/2002 08:00:00 PM,033XX S ARCHER AVE,1650,GAMBLING,VIOL CHARITABLE GAME ACT,TAVERN/LIQUOR STORE,true,false,0922,009,11,59,19,1164253,1882554,2002,04/15/2016 08:55:02 AM,41.833347291,-87.672823956,"(41.833347291, -87.672823956)" +2308340,HH581818,08/15/2002 10:00:00 AM,063XX W GUNNISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,45,11,19,1132752,1931555,2002,04/15/2016 08:55:02 AM,41.968418976,-87.787264791,"(41.968418976, -87.787264791)" +2380731,HH680777,09/29/2002 05:46:10 PM,009XX S LYTLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1213,012,2,28,19,,,2002,08/17/2015 03:03:40 PM,,, +2309069,HH581620,08/15/2002 08:00:00 AM,120XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0523,005,34,53,19,1173161,1825111,2002,04/15/2016 08:55:02 AM,41.675523891,-87.641832941,"(41.675523891, -87.641832941)" +2309096,HH591476,08/19/2002 06:20:12 PM,075XX N HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1160971,1950052,2002,04/15/2016 08:55:02 AM,42.018634956,-87.682987879,"(42.018634956, -87.682987879)" +2309174,HH591697,08/19/2002 08:20:00 PM,043XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1724,017,33,16,19,1154276,1928568,2002,04/15/2016 08:55:02 AM,41.959818737,-87.708201569,"(41.959818737, -87.708201569)" +2309223,HH591246,08/19/2002 05:04:53 PM,056XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165641,1867284,2002,04/15/2016 08:55:02 AM,41.791415288,-87.668164785,"(41.791415288, -87.668164785)" +2310084,HH589527,08/18/2002 09:30:00 PM,059XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,66,19,1159061,1865094,2002,04/15/2016 08:55:02 AM,41.785542796,-87.692352312,"(41.785542796, -87.692352312)" +2313034,HH584240,08/16/2002 12:07:00 PM,077XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,69,19,1184893,1853933,2002,04/15/2016 08:55:02 AM,41.754348497,-87.597990796,"(41.754348497, -87.597990796)" +2313229,HH591504,08/19/2002 07:00:00 PM,009XX N MOHAWK ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1823,018,27,8,19,1172658,1906726,2002,04/15/2016 08:55:02 AM,41.899495516,-87.641269466,"(41.899495516, -87.641269466)" +2313756,HH587814,08/18/2002 12:30:00 AM,035XX S STATE ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,0211,002,3,35,19,1176861,1881343,2002,04/15/2016 08:55:02 AM,41.829748868,-87.626599554,"(41.829748868, -87.626599554)" +2313921,HH582922,08/15/2002 07:27:26 PM,048XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143860,1910866,2002,04/15/2016 08:55:02 AM,41.911444895,-87.746941051,"(41.911444895, -87.746941051)" +2314406,HH584148,08/16/2002 11:47:00 AM,094XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,9,49,19,1182815,1842472,2002,04/15/2016 08:55:02 AM,41.722946716,-87.605960913,"(41.722946716, -87.605960913)" +2315048,HH591351,08/19/2002 06:00:00 PM,012XX W 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169112,1856038,2002,04/15/2016 08:55:02 AM,41.760480477,-87.655762234,"(41.760480477, -87.655762234)" +2315100,HH587385,08/17/2002 08:30:00 PM,003XX S KOSTNER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147118,1897857,2002,04/15/2016 08:55:02 AM,41.875685028,-87.735305188,"(41.875685028, -87.735305188)" +2315269,HH552728,08/02/2002 12:30:00 PM,038XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1150687,1905068,2002,04/15/2016 08:55:02 AM,41.895403797,-87.722012429,"(41.895403797, -87.722012429)" +2315326,HH591720,08/19/2002 08:15:00 PM,004XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1173227,1905648,2002,04/15/2016 08:55:02 AM,41.89652481,-87.639211587,"(41.89652481, -87.639211587)" +2315360,HH557354,08/04/2002 01:00:00 PM,035XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152839,1896472,2002,04/15/2016 08:55:02 AM,41.871773134,-87.714336325,"(41.871773134, -87.714336325)" +2315419,HH591843,08/19/2002 10:00:00 PM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151875,1906073,2002,04/15/2016 08:55:02 AM,41.898138305,-87.717622673,"(41.898138305, -87.717622673)" +2315452,HH591845,08/19/2002 10:15:00 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1152523,1906601,2002,04/15/2016 08:55:02 AM,41.899574402,-87.715228638,"(41.899574402, -87.715228638)" +2315690,HH593749,08/20/2002 06:10:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167202,1858710,2002,04/15/2016 08:55:02 AM,41.76785387,-87.662686103,"(41.76785387, -87.662686103)" +2316260,HH562750,08/06/2002 07:30:00 PM,010XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151858,1906589,2002,04/15/2016 08:55:02 AM,41.899554595,-87.717671513,"(41.899554595, -87.717671513)" +2317534,HH602576,08/24/2002 07:05:00 PM,050XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1178893,1871724,2002,04/15/2016 08:55:02 AM,41.803307422,-87.61943744,"(41.803307422, -87.61943744)" +2318047,HH600585,08/23/2002 08:55:00 PM,011XX W THORNDALE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2433,024,48,77,19,1167611,1939684,2002,04/15/2016 08:55:02 AM,41.990043961,-87.658854392,"(41.990043961, -87.658854392)" +2318934,HH593828,08/20/2002 07:57:48 PM,014XX E 67TH PL,1661,GAMBLING,GAME/DICE,OTHER,true,false,0332,003,5,43,19,1186955,1860524,2002,04/15/2016 08:55:02 AM,41.772386186,-87.590225656,"(41.772386186, -87.590225656)" +2318943,HH600535,08/23/2002 07:20:00 PM,061XX W DIVERSEY AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2511,025,29,19,19,1135146,1917970,2002,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +2319074,HH600662,08/23/2002 07:40:00 PM,023XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2012,020,40,4,19,1159952,1934478,2002,04/15/2016 08:55:02 AM,41.975920545,-87.687170108,"(41.975920545, -87.687170108)" +2319751,HH598247,08/22/2002 08:00:00 PM,007XX N MAYFIELD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1511,015,29,25,19,1137020,1904133,2002,04/15/2016 08:55:02 AM,41.893094286,-87.772231169,"(41.893094286, -87.772231169)" +2320034,HH606818,08/26/2002 08:00:00 PM,063XX S EBERHART AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180666,1863182,2002,04/15/2016 08:55:02 AM,41.779826802,-87.613197481,"(41.779826802, -87.613197481)" +2320295,HH595133,08/21/2002 12:30:00 PM,062XX S KARLOV AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0813,008,13,65,19,1150111,1862817,2002,04/15/2016 08:55:02 AM,41.779472755,-87.725226567,"(41.779472755, -87.725226567)" +2320412,HH594531,08/21/2002 06:00:00 AM,051XX S CALUMET AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1179362,1871109,2002,04/15/2016 08:55:02 AM,41.801609105,-87.617736187,"(41.801609105, -87.617736187)" +2320418,HH596269,08/21/2002 10:00:00 PM,053XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178062,1869689,2002,04/15/2016 08:55:02 AM,41.797742093,-87.622546804,"(41.797742093, -87.622546804)" +2320468,HH583008,08/15/2002 07:01:19 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191426,1858808,2002,04/15/2016 08:55:02 AM,41.767570172,-87.573892082,"(41.767570172, -87.573892082)" +2321040,HH606602,08/26/2002 05:30:00 PM,058XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0234,002,20,40,19,1179481,1866331,2002,04/15/2016 08:55:02 AM,41.788495114,-87.617445696,"(41.788495114, -87.617445696)" +2321070,HH604620,08/25/2002 07:48:18 PM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,29,25,19,1139483,1900385,2002,04/15/2016 08:55:02 AM,41.882764746,-87.763276799,"(41.882764746, -87.763276799)" +2321168,HH607150,08/26/2002 10:10:00 PM,013XX W MORSE AVE,1680,GAMBLING,OTHER,STREET,true,false,2431,024,49,1,19,1165820,1946185,2002,04/15/2016 08:55:02 AM,42.007921364,-87.66525544,"(42.007921364, -87.66525544)" +2321193,HH604362,08/25/2002 06:52:11 PM,067XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0332,003,5,43,19,1187365,1860435,2002,04/15/2016 08:55:02 AM,41.772132232,-87.588725561,"(41.772132232, -87.588725561)" +2321302,HH600312,08/23/2002 06:45:00 PM,049XX W CORTEZ ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1531,015,37,25,19,1143193,1906531,2002,04/15/2016 08:55:02 AM,41.899561661,-87.749499815,"(41.899561661, -87.749499815)" +2321404,HH605839,08/26/2002 12:00:00 PM,056XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177678,1867623,2002,04/15/2016 08:55:02 AM,41.792081496,-87.624017496,"(41.792081496, -87.624017496)" +2321559,HH611489,08/28/2002 09:00:43 PM,007XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143551,1904616,2002,04/15/2016 08:55:02 AM,41.894299989,-87.748232835,"(41.894299989, -87.748232835)" +2322303,HH602529,08/24/2002 07:20:00 PM,055XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176925,1868170,2002,04/15/2016 08:55:02 AM,41.793599533,-87.626762118,"(41.793599533, -87.626762118)" +2327351,HH598719,08/23/2002 01:06:25 AM,078XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1194882,1853417,2002,04/15/2016 08:55:02 AM,41.752692436,-87.561401903,"(41.752692436, -87.561401903)" +2327672,HH609083,08/27/2002 07:30:00 PM,027XX W FULLERTON AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1431,014,1,22,19,1157926,1915844,2002,04/15/2016 08:55:02 AM,41.924829398,-87.695130755,"(41.924829398, -87.695130755)" +2328374,HH544694,07/29/2002 07:54:55 PM,012XX N CAMPBELL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1423,014,26,24,19,1159512,1908241,2002,04/15/2016 08:55:02 AM,41.903933651,-87.68951279,"(41.903933651, -87.68951279)" +2328389,HH613088,08/29/2002 04:40:00 PM,073XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166284,1856000,2002,04/15/2016 08:55:02 AM,41.760436858,-87.666128045,"(41.760436858, -87.666128045)" +2328614,HH604930,08/25/2002 11:30:39 PM,041XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,24,26,19,1148765,1898031,2002,04/15/2016 08:55:02 AM,41.876130855,-87.729253464,"(41.876130855, -87.729253464)" +2328930,HH611253,08/28/2002 06:50:00 PM,059XX N BROADWAY,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2433,024,48,77,19,1167224,1939774,2002,04/15/2016 08:55:02 AM,41.990299278,-87.660275244,"(41.990299278, -87.660275244)" +2329182,HH604371,08/25/2002 06:03:10 PM,017XX E 72ND ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0324,003,8,43,19,1188877,1857580,2002,04/15/2016 08:55:02 AM,41.764261816,-87.583274378,"(41.764261816, -87.583274378)" +2330766,HH608408,08/27/2002 02:56:00 PM,066XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1181042,1861126,2002,04/15/2016 08:55:02 AM,41.774176289,-87.611882263,"(41.774176289, -87.611882263)" +2331590,HH617612,08/31/2002 06:45:00 PM,059XX W DIVISION ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1511,015,29,25,19,1136385,1907378,2002,04/15/2016 08:55:02 AM,41.902010348,-87.774485695,"(41.902010348, -87.774485695)" +2331622,HH613356,08/29/2002 07:00:00 PM,060XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0313,003,20,42,19,1181604,1865069,2002,04/15/2016 08:55:02 AM,41.784983299,-87.609700461,"(41.784983299, -87.609700461)" +2332381,HH617894,08/31/2002 09:52:30 PM,045XX S EVANS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0222,002,4,38,19,1181912,1875102,2002,04/15/2016 08:55:02 AM,41.812507582,-87.608260926,"(41.812507582, -87.608260926)" +2332391,HH616950,08/31/2002 12:30:00 PM,001XX W 103RD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0512,005,34,49,19,1177159,1836658,2002,04/15/2016 08:55:02 AM,41.707121584,-87.626852864,"(41.707121584, -87.626852864)" +2332966,HH612793,08/29/2002 02:35:00 PM,068XX S WABASH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0322,003,20,69,19,1177905,1859690,2002,04/15/2016 08:55:02 AM,41.770307391,-87.623425284,"(41.770307391, -87.623425284)" +2333116,HH588484,08/18/2002 12:01:57 PM,057XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168637,1866764,2002,04/15/2016 08:55:02 AM,41.789924212,-87.657194052,"(41.789924212, -87.657194052)" +2333168,HH613244,08/29/2002 05:50:00 PM,007XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1141887,1904521,2002,04/15/2016 08:55:02 AM,41.894070274,-87.754346632,"(41.894070274, -87.754346632)" +2333199,HH618473,09/01/2002 07:00:00 AM,063XX S EBERHART AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180667,1863155,2002,04/15/2016 08:55:02 AM,41.779752688,-87.613194644,"(41.779752688, -87.613194644)" +2333213,HH606739,08/26/2002 07:21:36 PM,008XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142538,1905027,2002,04/15/2016 08:55:02 AM,41.895446717,-87.751943093,"(41.895446717, -87.751943093)" +2336851,HH621014,09/02/2002 03:45:00 PM,051XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141892,1910152,2002,04/15/2016 08:55:02 AM,41.909522293,-87.754188652,"(41.909522293, -87.754188652)" +2337626,HH619638,09/01/2002 08:15:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0623,006,17,69,19,1174951,1854222,2002,04/15/2016 08:55:02 AM,41.755368956,-87.634416245,"(41.755368956, -87.634416245)" +2337849,HH625829,09/04/2002 04:07:50 PM,065XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161869,1861157,2002,04/15/2016 08:55:02 AM,41.774681227,-87.682166139,"(41.774681227, -87.682166139)" +2338062,HH623797,09/03/2002 07:00:00 PM,044XX S WELLS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175362,1875318,2002,04/15/2016 08:55:02 AM,41.813249446,-87.632279695,"(41.813249446, -87.632279695)" +2338082,HH577570,08/13/2002 11:45:00 AM,136XX S CALHOUN AV,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0434,004,10,55,19,1195084,1815315,2002,04/15/2016 08:55:02 AM,41.648131674,-87.561912319,"(41.648131674, -87.561912319)" +2338086,HH617083,08/31/2002 01:41:00 PM,033XX W CARROLL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1123,011,28,27,19,1153960,1902202,2002,04/15/2016 08:55:02 AM,41.88747459,-87.710067883,"(41.88747459, -87.710067883)" +2338708,HH624290,09/03/2002 10:38:33 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152365,1894799,2002,04/15/2016 08:55:02 AM,41.867191602,-87.716120745,"(41.867191602, -87.716120745)" +2338765,HH617695,08/31/2002 08:15:00 PM,003XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150996,1902046,2002,04/15/2016 08:55:02 AM,41.887105069,-87.720956751,"(41.887105069, -87.720956751)" +2338789,HH623133,09/03/2002 03:00:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138190,1904528,2002,04/15/2016 08:55:02 AM,41.894157139,-87.76792457,"(41.894157139, -87.76792457)" +2338873,HH624449,09/04/2002 12:33:34 AM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153229,1905285,2002,04/15/2016 08:55:02 AM,41.895949185,-87.712670456,"(41.895949185, -87.712670456)" +2339082,HH619752,09/01/2002 09:00:00 PM,010XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150193,1906754,2002,04/15/2016 08:55:02 AM,41.900039997,-87.72378279,"(41.900039997, -87.72378279)" +2339501,HH630927,09/06/2002 08:55:00 PM,0000X W 113TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177882,1829706,2002,04/15/2016 08:55:02 AM,41.688027995,-87.624414797,"(41.688027995, -87.624414797)" +2339545,HH625890,09/04/2002 05:12:40 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1169075,1857032,2002,04/15/2016 08:55:02 AM,41.763208942,-87.655869149,"(41.763208942, -87.655869149)" +2340065,HH597721,08/22/2002 04:15:00 PM,003XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1151008,1901501,2002,04/15/2016 08:55:02 AM,41.885609296,-87.720926967,"(41.885609296, -87.720926967)" +2340114,HH610558,08/28/2002 01:45:00 PM,089XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1167570,1845386,2002,04/15/2016 08:55:02 AM,41.731283076,-87.661718433,"(41.731283076, -87.661718433)" +2340185,HH623374,09/03/2002 03:30:00 PM,046XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0221,002,3,38,19,1178824,1874227,2002,04/15/2016 08:55:02 AM,41.810177445,-87.619614263,"(41.810177445, -87.619614263)" +2341279,HH623719,09/03/2002 06:55:28 PM,002XX S KILPATRICK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1145093,1898559,2002,04/15/2016 08:55:02 AM,41.877649878,-87.74272258,"(41.877649878, -87.74272258)" +2341328,HH626593,09/04/2002 10:14:00 PM,079XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167389,1851929,2002,04/15/2016 08:55:02 AM,41.749241885,-87.662194572,"(41.749241885, -87.662194572)" +2342057,HH626151,09/04/2002 06:42:32 PM,005XX E 46TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0222,002,3,38,19,1180711,1874306,2002,04/15/2016 08:55:02 AM,41.810351016,-87.612690633,"(41.810351016, -87.612690633)" +2343021,HH630579,09/06/2002 06:00:00 PM,026XX W LAWRENCE AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1911,019,47,4,19,1157997,1931783,2002,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +2343181,HH617777,08/31/2002 08:25:00 PM,015XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1231,012,2,28,19,1166282,1893812,2002,04/15/2016 08:55:02 AM,41.864197247,-87.665057703,"(41.864197247, -87.665057703)" +2343373,HH637226,09/09/2002 06:40:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1421,014,26,23,19,1155958,1910488,2002,04/15/2016 08:55:02 AM,41.910172065,-87.702506848,"(41.910172065, -87.702506848)" +2343505,HH637141,09/06/2002 08:00:00 PM,059XX W WRIGHTWOOD AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,30,19,19,1136133,1916662,2002,04/15/2016 08:55:02 AM,41.927491248,-87.775189415,"(41.927491248, -87.775189415)" +2343905,HH630560,09/06/2002 06:48:00 PM,018XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1150007,1890741,2002,04/15/2016 08:55:02 AM,41.856102161,-87.724882944,"(41.856102161, -87.724882944)" +2344648,HH636037,09/09/2002 10:24:33 AM,069XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165119,1945957,2002,04/15/2016 08:55:02 AM,42.00731071,-87.667841087,"(42.00731071, -87.667841087)" +2344723,HH632428,09/07/2002 03:12:56 PM,075XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170622,1854709,2002,04/15/2016 08:55:02 AM,41.756800759,-87.650266713,"(41.756800759, -87.650266713)" +2345004,HH626521,09/04/2002 09:45:00 PM,003XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150996,1902046,2002,04/15/2016 08:55:02 AM,41.887105069,-87.720956751,"(41.887105069, -87.720956751)" +2345020,HH632387,09/07/2002 02:50:09 PM,043XX W VAN BUREN ST,1680,GAMBLING,OTHER,STREET,true,false,1131,011,24,26,19,1147550,1897670,2002,04/15/2016 08:55:02 AM,41.875163608,-87.733723826,"(41.875163608, -87.733723826)" +2345346,HH613471,08/29/2002 07:45:00 PM,057XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1173945,1866696,2002,04/15/2016 08:55:02 AM,41.789621412,-87.637733223,"(41.789621412, -87.637733223)" +2345444,HH623140,09/03/2002 03:15:00 PM,044XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1175034,1875320,2002,04/15/2016 08:55:02 AM,41.81326227,-87.633482747,"(41.81326227, -87.633482747)" +2345542,HH632924,09/07/2002 07:15:08 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167202,1858710,2002,04/15/2016 08:55:02 AM,41.76785387,-87.662686103,"(41.76785387, -87.662686103)" +2345998,HH630589,09/06/2002 07:00:00 PM,074XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0324,003,5,43,19,1186831,1855900,2002,04/15/2016 08:55:02 AM,41.759700455,-87.590826519,"(41.759700455, -87.590826519)" +2346005,HH630609,09/06/2002 07:15:00 PM,036XX S WOOD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0922,009,11,59,19,1164949,1880494,2002,04/15/2016 08:55:02 AM,41.82767972,-87.670328529,"(41.82767972, -87.670328529)" +2346030,HH630870,09/06/2002 08:30:00 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174196,1857553,2002,04/15/2016 08:55:02 AM,41.764526419,-87.637084313,"(41.764526419, -87.637084313)" +2346038,HH631392,09/07/2002 01:10:00 AM,001XX E 71ST ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0322,003,6,69,19,1178501,1857975,2002,04/15/2016 08:55:02 AM,41.765587727,-87.621292649,"(41.765587727, -87.621292649)" +2349603,HH637332,09/09/2002 06:10:00 PM,062XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157453,1863171,2002,04/15/2016 08:55:02 AM,41.780298552,-87.6983001,"(41.780298552, -87.6983001)" +2349650,HH629499,09/06/2002 10:42:28 AM,050XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1178895,1871629,2002,04/15/2016 08:55:02 AM,41.803046687,-87.619432999,"(41.803046687, -87.619432999)" +2349888,HH640209,09/11/2002 09:15:00 AM,002XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178501,1873910,2002,04/15/2016 08:55:02 AM,41.809314925,-87.620808615,"(41.809314925, -87.620808615)" +2351082,HH637544,09/09/2002 09:21:47 PM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1181063,1878354,2002,04/15/2016 08:55:02 AM,41.821450938,-87.611274792,"(41.821450938, -87.611274792)" +2353152,HH646328,09/13/2002 10:30:25 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152350,1894798,2002,04/15/2016 08:55:02 AM,41.867189154,-87.716175839,"(41.867189154, -87.716175839)" +2353197,HH592770,08/20/2002 11:18:35 AM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153245,1904776,2002,04/15/2016 08:55:02 AM,41.894552122,-87.712625215,"(41.894552122, -87.712625215)" +2354066,HH645917,09/13/2002 07:13:54 PM,047XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144786,1897272,2002,04/15/2016 08:55:02 AM,41.874123984,-87.743882271,"(41.874123984, -87.743882271)" +2354134,HH643713,09/12/2002 06:30:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167203,1858703,2002,04/15/2016 08:55:02 AM,41.76783464,-87.662682637,"(41.76783464, -87.662682637)" +2354941,HH601685,08/24/2002 11:15:15 AM,004XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150644,1902744,2002,04/15/2016 08:55:02 AM,41.88902734,-87.72223115,"(41.88902734, -87.72223115)" +2354996,HH646762,09/14/2002 03:40:00 AM,003XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150994,1902110,2002,04/15/2016 08:55:02 AM,41.887280731,-87.720962419,"(41.887280731, -87.720962419)" +2355118,HH647965,09/14/2002 05:00:00 PM,055XX W CORCORAN PL,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,28,25,19,1139247,1902013,2002,04/15/2016 08:55:02 AM,41.887236485,-87.764103758,"(41.887236485, -87.764103758)" +2355256,HH642461,09/12/2002 09:18:06 AM,032XX W ADAMS ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1124,011,28,27,19,1154752,1898890,2002,04/15/2016 08:55:02 AM,41.878370307,-87.707248137,"(41.878370307, -87.707248137)" +2355420,HH641852,09/11/2002 10:08:23 PM,040XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,1132,011,28,26,19,1149571,1898382,2002,04/15/2016 08:55:02 AM,41.877078434,-87.726284971,"(41.877078434, -87.726284971)" +2355460,HH639524,09/10/2002 07:42:00 PM,030XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,29,19,1156119,1894552,2002,04/15/2016 08:55:02 AM,41.866438916,-87.70234588,"(41.866438916, -87.70234588)" +2355527,HH610586,08/28/2002 02:10:00 PM,0000X S MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137282,1899312,2002,04/15/2016 08:55:02 AM,41.879860127,-87.771384873,"(41.879860127, -87.771384873)" +2355631,HH640514,09/11/2002 10:49:17 AM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167203,1858696,2002,04/15/2016 08:55:02 AM,41.767815431,-87.662682837,"(41.767815431, -87.662682837)" +2356032,HH627801,09/05/2002 03:11:23 PM,003XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1124,011,28,27,19,1155764,1898350,2002,04/15/2016 08:55:02 AM,41.876868175,-87.703546827,"(41.876868175, -87.703546827)" +2356955,HH652163,09/16/2002 04:48:38 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1021,010,24,29,19,1152973,1891627,2002,04/15/2016 08:55:02 AM,41.858475257,-87.713972687,"(41.858475257, -87.713972687)" +2356994,HH651922,09/16/2002 03:41:44 PM,006XX E 40TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1181063,1878354,2002,04/15/2016 08:55:02 AM,41.821450938,-87.611274792,"(41.821450938, -87.611274792)" +2357577,HH652395,09/16/2002 06:58:12 PM,037XX S RHODES AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180185,1880385,2002,04/15/2016 08:55:02 AM,41.827044359,-87.61443337,"(41.827044359, -87.61443337)" +2357698,HH644973,09/13/2002 11:45:00 AM,069XX S WESTERN AVE,1680,GAMBLING,OTHER,STREET,true,false,0832,008,17,66,19,1161572,1858628,2002,04/15/2016 08:55:02 AM,41.767747461,-87.683324967,"(41.767747461, -87.683324967)" +2361467,HH557297,08/04/2002 12:30:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153911,1904714,2002,04/15/2016 08:55:02 AM,41.89436874,-87.710180832,"(41.89436874, -87.710180832)" +2361608,HH654600,09/17/2002 05:55:00 PM,013XX W 98TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2213,022,21,73,19,1169178,1839457,2002,04/15/2016 08:55:02 AM,41.714978435,-87.655998622,"(41.714978435, -87.655998622)" +2361657,HH637593,09/09/2002 10:30:00 PM,008XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1141534,1905196,2002,04/15/2016 08:55:02 AM,41.895929083,-87.755626414,"(41.895929083, -87.755626414)" +2362168,HH575637,08/12/2002 03:54:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153246,1904708,2002,04/15/2016 08:55:02 AM,41.894365503,-87.712623349,"(41.894365503, -87.712623349)" +2362281,HH643803,09/12/2002 07:15:00 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1143870,1904525,2002,04/15/2016 08:55:02 AM,41.894044299,-87.747063515,"(41.894044299, -87.747063515)" +2362620,HH654960,09/17/2002 08:00:00 PM,070XX S WINCHESTER AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0735,007,17,67,19,1164571,1857993,2002,04/15/2016 08:55:02 AM,41.765942214,-87.672350134,"(41.765942214, -87.672350134)" +2362876,HH656123,09/18/2002 01:00:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180321,1863802,2002,04/15/2016 08:55:02 AM,41.781536064,-87.614443284,"(41.781536064, -87.614443284)" +2363424,HH646414,09/13/2002 10:40:00 PM,007XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152492,1896646,2002,04/15/2016 08:55:02 AM,41.872257468,-87.715605713,"(41.872257468, -87.715605713)" +2363663,HH661512,09/20/2002 07:10:00 PM,041XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2123,002,4,36,19,1183529,1877533,2002,04/15/2016 08:55:02 AM,41.819140832,-87.602253976,"(41.819140832, -87.602253976)" +2363860,HH659391,09/19/2002 08:40:43 PM,013XX N MASON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1136448,1908314,2002,04/15/2016 08:55:02 AM,41.904577722,-87.774231876,"(41.904577722, -87.774231876)" +2364415,HH654172,09/17/2002 03:05:00 PM,007XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152493,1896620,2002,04/15/2016 08:55:02 AM,41.872186102,-87.715602728,"(41.872186102, -87.715602728)" +2364632,HH661712,09/20/2002 08:36:00 PM,006XX N CICERO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1144251,1903638,2002,04/15/2016 08:55:02 AM,41.891603117,-87.745686519,"(41.891603117, -87.745686519)" +2364813,HH658478,09/19/2002 12:00:00 PM,074XX S VINCENNES AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,0731,007,17,69,19,1175871,1855524,2002,04/15/2016 08:55:02 AM,41.758921239,-87.631005745,"(41.758921239, -87.631005745)" +2365612,HH658492,09/19/2002 01:30:00 PM,023XX W ADDISON ST,1680,GAMBLING,OTHER,STREET,true,false,1913,019,47,5,19,1159926,1923844,2002,04/15/2016 08:55:02 AM,41.946740833,-87.687560431,"(41.946740833, -87.687560431)" +2365818,HH663974,09/21/2002 08:33:00 PM,046XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,3,38,19,1177938,1874256,2002,04/15/2016 08:55:02 AM,41.810277169,-87.622863089,"(41.810277169, -87.622863089)" +2366069,HH641499,09/11/2002 06:40:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142140,1899425,2002,04/15/2016 08:55:02 AM,41.880081541,-87.753543888,"(41.880081541, -87.753543888)" +2366099,HH634122,09/08/2002 11:45:00 AM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139930,1900469,2002,04/15/2016 08:55:02 AM,41.882987094,-87.761633321,"(41.882987094, -87.761633321)" +2366280,HH652853,09/16/2002 11:30:00 PM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150330,1894421,2002,04/15/2016 08:55:02 AM,41.866194233,-87.723601432,"(41.866194233, -87.723601432)" +2366437,HH663683,09/21/2002 05:30:00 PM,070XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191097,1858648,2002,04/15/2016 08:55:02 AM,41.767139085,-87.575103159,"(41.767139085, -87.575103159)" +2366504,HH652851,09/16/2002 10:30:00 PM,007XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152492,1896646,2002,04/15/2016 08:55:02 AM,41.872257468,-87.715605713,"(41.872257468, -87.715605713)" +2366609,HH659233,09/19/2002 07:30:00 PM,070XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164572,1857979,2002,04/15/2016 08:55:02 AM,41.765903775,-87.672346863,"(41.765903775, -87.672346863)" +2367588,HH668136,09/23/2002 08:15:00 PM,044XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146746,1898316,2002,04/15/2016 08:55:02 AM,41.876951683,-87.736659332,"(41.876951683, -87.736659332)" +2368110,HH657171,09/18/2002 09:03:10 PM,106XX S BENSLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0434,004,10,51,19,1194551,1834974,2002,04/15/2016 08:55:02 AM,41.702091319,-87.563219518,"(41.702091319, -87.563219518)" +2368457,HH665872,09/22/2002 05:51:00 PM,004XX E 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180133,1863331,2002,04/15/2016 08:55:02 AM,41.780247905,-87.615146952,"(41.780247905, -87.615146952)" +2368536,HH666122,09/21/2002 09:00:00 PM,009XX W 85TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0613,006,21,71,19,1171605,1848471,2002,04/15/2016 08:55:02 AM,41.739661391,-87.646846591,"(41.739661391, -87.646846591)" +2369451,HH632294,09/07/2002 01:14:11 PM,038XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150806,1905736,2002,04/15/2016 08:55:02 AM,41.897234529,-87.721557873,"(41.897234529, -87.721557873)" +2374242,HH663125,09/21/2002 01:26:00 PM,054XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1179405,1869143,2002,04/15/2016 08:55:02 AM,41.796213241,-87.617638522,"(41.796213241, -87.617638522)" +2376624,HH674790,09/26/2002 10:11:09 PM,006XX W 70TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1173050,1858468,2002,04/15/2016 08:55:02 AM,41.767062667,-87.641257708,"(41.767062667, -87.641257708)" +2376666,HH650300,09/15/2002 08:33:43 PM,049XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1143235,1904187,2002,04/15/2016 08:55:02 AM,41.893128671,-87.749404143,"(41.893128671, -87.749404143)" +2376683,HH644965,09/13/2002 11:48:50 AM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151587,1904653,2002,04/15/2016 08:55:02 AM,41.89424735,-87.718717842,"(41.89424735, -87.718717842)" +2376705,HH659194,09/19/2002 07:34:49 PM,072XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166265,1856697,2002,04/15/2016 08:55:02 AM,41.762349925,-87.666177869,"(41.762349925, -87.666177869)" +2377404,HH674385,09/26/2002 06:16:55 PM,007XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,69,19,1182466,1852785,2002,04/15/2016 08:55:02 AM,41.751254843,-87.606920408,"(41.751254843, -87.606920408)" +2378274,HH679041,09/28/2002 08:45:00 PM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142304,1899542,2002,04/15/2016 08:55:02 AM,41.880399562,-87.752938786,"(41.880399562, -87.752938786)" +2378340,HH678763,09/28/2002 06:15:00 PM,001XX N PINE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1523,015,28,25,19,1139483,1900392,2002,04/15/2016 08:55:02 AM,41.882783955,-87.763276628,"(41.882783955, -87.763276628)" +2378813,HH669616,09/24/2002 03:37:20 PM,068XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0722,007,6,68,19,1174129,1859563,2002,04/15/2016 08:55:02 AM,41.770043582,-87.637270265,"(41.770043582, -87.637270265)" +2378848,HH669758,09/24/2002 04:43:12 PM,070XX S GREEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0733,007,17,68,19,1171848,1858270,2002,04/15/2016 08:55:02 AM,41.766545786,-87.64566932,"(41.766545786, -87.64566932)" +2378936,HH674444,09/26/2002 06:50:00 PM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0211,002,3,35,19,1179251,1879203,2002,04/15/2016 08:55:02 AM,41.823822254,-87.617896138,"(41.823822254, -87.617896138)" +2380492,HH642486,09/12/2002 11:00:00 AM,058XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,20,40,19,1179036,1866453,2002,04/15/2016 08:55:02 AM,41.78884005,-87.619073616,"(41.78884005, -87.619073616)" +2380515,HH642853,09/12/2002 11:00:00 AM,037XX W MADISON ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,1122,011,28,27,19,1151518,1899756,2002,04/15/2016 08:55:02 AM,41.880810828,-87.719099998,"(41.880810828, -87.719099998)" +2380544,HH642859,09/12/2002 11:30:00 AM,016XX S SAWYER AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,1022,010,24,29,19,1154968,1891547,2002,04/15/2016 08:55:02 AM,41.858216003,-87.706651859,"(41.858216003, -87.706651859)" +2380691,HH652787,09/16/2002 08:45:00 PM,026XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0911,009,14,63,19,1159475,1870746,2002,04/15/2016 08:55:02 AM,41.801044165,-87.690679473,"(41.801044165, -87.690679473)" +2380711,HH653670,09/17/2002 09:30:00 AM,059XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,45,15,19,1135666,1931298,2002,04/15/2016 08:55:02 AM,41.967662279,-87.776556115,"(41.967662279, -87.776556115)" +2380713,HH661639,09/20/2002 07:00:00 PM,032XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1913,019,32,5,19,1159836,1921652,2002,04/15/2016 08:55:02 AM,41.940727712,-87.687951908,"(41.940727712, -87.687951908)" +2380732,HH656415,09/18/2002 04:30:00 PM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182684,1861922,2002,04/15/2016 08:55:02 AM,41.776322631,-87.605838376,"(41.776322631, -87.605838376)" +2380763,HH657843,09/19/2002 08:00:00 AM,018XX E 71ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0332,003,5,43,19,1189862,1858297,2002,04/15/2016 08:55:02 AM,41.766205698,-87.57964114,"(41.766205698, -87.57964114)" +2381009,HH682266,09/30/2002 12:55:00 PM,020XX W 70TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0735,007,17,67,19,1163975,1857903,2002,04/15/2016 08:55:02 AM,41.765707789,-87.674537214,"(41.765707789, -87.674537214)" +2381120,HH665041,09/22/2002 11:00:00 AM,005XX W 26TH ST,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,0923,009,11,60,19,1173020,1887018,2002,04/15/2016 08:55:02 AM,41.845407397,-87.640524114,"(41.845407397, -87.640524114)" +2382590,HH672408,09/25/2002 07:30:00 PM,009XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1142856,1905680,2002,04/15/2016 08:55:02 AM,41.897232706,-87.750758855,"(41.897232706, -87.750758855)" +2386327,HH672926,09/26/2002 02:17:47 AM,0000X E 75TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,6,69,19,1178169,1855307,2002,04/15/2016 08:55:02 AM,41.758273974,-87.622590327,"(41.758273974, -87.622590327)" +2386384,HH678382,09/28/2002 02:45:00 PM,004XX W EVERGREEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1821,018,27,8,19,1173299,1909288,2002,04/15/2016 08:55:02 AM,41.906511566,-87.638838917,"(41.906511566, -87.638838917)" +2386568,HH680845,09/29/2002 06:30:00 PM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,20,68,19,1171599,1867535,2002,04/15/2016 08:55:02 AM,41.791975485,-87.64631068,"(41.791975485, -87.64631068)" +2387069,HH682181,09/30/2002 12:16:43 PM,106XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0434,004,10,51,19,1194028,1834983,2002,04/15/2016 08:55:02 AM,41.702128834,-87.565134263,"(41.702128834, -87.565134263)" +2387526,HH685357,10/01/2002 05:15:00 PM,013XX W 98TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,2213,022,21,73,19,1169226,1839798,2002,04/15/2016 08:55:02 AM,41.715913154,-87.655812997,"(41.715913154, -87.655812997)" +2388193,HH688488,10/03/2002 12:06:18 AM,107XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,34,49,19,1177828,1833817,2002,04/15/2016 08:55:02 AM,41.699310394,-87.624488633,"(41.699310394, -87.624488633)" +2388195,HH680212,09/29/2002 12:00:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1167201,1858750,2002,04/15/2016 08:55:02 AM,41.767963657,-87.662688625,"(41.767963657, -87.662688625)" +2388219,HH690002,10/03/2002 06:05:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151905,1894122,2002,04/15/2016 08:55:02 AM,41.8653429,-87.717827302,"(41.8653429, -87.717827302)" +2388250,HH690135,10/03/2002 06:45:00 PM,016XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149653,1891522,2002,04/15/2016 08:55:02 AM,41.858252197,-87.726162043,"(41.858252197, -87.726162043)" +2388255,HH654318,09/17/2002 03:15:20 PM,008XX W WINDSOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2313,019,46,3,19,1169853,1930395,2002,04/15/2016 08:55:02 AM,41.964505972,-87.650880136,"(41.964505972, -87.650880136)" +2388260,HH687764,10/02/2002 05:16:00 PM,013XX W 98TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,2213,022,21,73,19,1169165,1839457,2002,04/15/2016 08:55:02 AM,41.714978715,-87.656046234,"(41.714978715, -87.656046234)" +2388290,HH690141,10/03/2002 06:10:00 PM,048XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144410,1897579,2002,04/15/2016 08:55:02 AM,41.874973508,-87.745255063,"(41.874973508, -87.745255063)" +2388291,HH687845,10/02/2002 06:00:00 PM,048XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144420,1897579,2002,04/15/2016 08:55:02 AM,41.87497332,-87.745218347,"(41.87497332, -87.745218347)" +2388322,HH683564,09/30/2002 11:00:00 PM,064XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171743,1862151,2002,04/15/2016 08:55:02 AM,41.777198018,-87.645940487,"(41.777198018, -87.645940487)" +2388324,HH692485,10/04/2002 06:30:00 PM,016XX W 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166392,1858951,2002,04/15/2016 08:55:02 AM,41.768532499,-87.665648268,"(41.768532499, -87.665648268)" +2388547,HH678532,09/28/2002 03:57:23 PM,068XX S NORMAL BLVD,1611,GAMBLING,BOOKMAKING/SPORTS,RESIDENCE PORCH/HALLWAY,true,false,0722,007,6,68,19,1174129,1859563,2002,04/15/2016 08:55:02 AM,41.770043582,-87.637270265,"(41.770043582, -87.637270265)" +2388558,HH684627,10/01/2002 12:40:00 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0921,009,16,61,19,1169505,1871407,2002,04/15/2016 08:55:02 AM,41.802646351,-87.653876786,"(41.802646351, -87.653876786)" +2388651,HH685647,10/01/2002 08:00:00 PM,028XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,2,27,19,1157445,1896904,2002,04/15/2016 08:55:02 AM,41.872866194,-87.697414023,"(41.872866194, -87.697414023)" +2388788,HH687207,10/02/2002 01:40:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171049,1868997,2002,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +2388797,HH685667,10/02/2002 07:55:00 PM,034XX W CHICAGO AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,1121,011,27,23,19,1153112,1905117,2002,04/15/2016 08:55:02 AM,41.895490498,-87.713104635,"(41.895490498, -87.713104635)" +2389655,HH690421,10/03/2002 09:00:00 PM,089XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,71,19,1173537,1845645,2002,04/15/2016 08:55:02 AM,41.73186396,-87.639851483,"(41.73186396, -87.639851483)" +2390774,HH694147,10/05/2002 02:00:00 PM,104XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2233,022,34,49,19,1174800,1835769,2002,04/15/2016 08:55:02 AM,41.704734822,-87.635517865,"(41.704734822, -87.635517865)" +2390797,HH120664,01/11/2002 07:35:01 PM,007XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1134,011,24,27,19,1154478,1896759,2002,04/15/2016 08:55:02 AM,41.872528101,-87.708311189,"(41.872528101, -87.708311189)" +2390835,HH690627,10/03/2002 10:30:00 PM,083XX S WOOD ST,1680,GAMBLING,OTHER,STREET,true,false,0614,006,18,71,19,1165798,1849479,2002,04/15/2016 08:55:02 AM,41.742552637,-87.668094044,"(41.742552637, -87.668094044)" +2390896,HH688181,10/02/2002 08:47:35 PM,060XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2433,024,48,77,19,1167770,1940150,2002,04/15/2016 08:55:02 AM,41.991319237,-87.658256051,"(41.991319237, -87.658256051)" +2392747,HH696307,10/06/2002 01:30:00 PM,066XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1183366,1861207,2002,04/15/2016 08:55:02 AM,41.774344746,-87.603360484,"(41.774344746, -87.603360484)" +2392986,HH692754,10/04/2002 08:15:00 PM,084XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0622,006,21,71,19,1173641,1848645,2002,04/15/2016 08:55:02 AM,41.74009406,-87.639381874,"(41.74009406, -87.639381874)" +2393938,HH695129,10/05/2002 10:38:40 PM,012XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148827,1907772,2002,04/15/2016 08:55:02 AM,41.902860016,-87.728773832,"(41.902860016, -87.728773832)" +2400623,HH702759,10/09/2002 12:30:00 PM,047XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,33,14,19,1152859,1931351,2002,04/15/2016 08:55:02 AM,41.967483718,-87.7133371,"(41.967483718, -87.7133371)" +2400952,HH695659,10/06/2002 08:00:00 AM,061XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1182617,1864574,2002,04/15/2016 08:55:02 AM,41.783601519,-87.606001759,"(41.783601519, -87.606001759)" +2401177,HH695973,10/06/2002 10:55:00 AM,050XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0931,009,16,61,19,1165531,1871270,2002,04/15/2016 08:55:02 AM,41.802355687,-87.668455087,"(41.802355687, -87.668455087)" +2401315,HH699355,10/07/2002 08:00:00 PM,030XX N CICERO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2521,025,31,19,19,1143838,1919975,2002,04/15/2016 08:55:02 AM,41.936441321,-87.746792978,"(41.936441321, -87.746792978)" +2401347,HH683447,09/30/2002 08:30:00 PM,032XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1713,017,33,14,19,1154045,1931710,2002,04/15/2016 08:55:02 AM,41.968445202,-87.70896666,"(41.968445202, -87.70896666)" +2401387,HH190284,02/16/2002 10:42:38 AM,007XX N SPAULDING AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1154243,1904708,2002,04/15/2016 08:55:02 AM,41.894345652,-87.70896165,"(41.894345652, -87.70896165)" +2401462,HH702630,10/07/2002 07:35:00 PM,071XX W DIVERSEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2511,025,36,18,19,1127817,1917801,2002,04/15/2016 08:55:02 AM,41.930761285,-87.805722243,"(41.930761285, -87.805722243)" +2401497,HH688184,10/02/2002 07:15:00 PM,042XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0912,009,14,58,19,1156458,1876069,2002,04/15/2016 08:55:02 AM,41.815712552,-87.701600451,"(41.815712552, -87.701600451)" +2401559,HH696205,10/06/2002 12:50:00 PM,067XX N OLMSTED AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,1612,016,41,9,19,1124516,1943874,2002,04/15/2016 08:55:02 AM,42.002363642,-87.817275894,"(42.002363642, -87.817275894)" +2401565,HH679875,09/29/2002 07:00:00 AM,063XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,69,19,1180005,1863280,2002,04/15/2016 08:55:02 AM,41.780110888,-87.615617777,"(41.780110888, -87.615617777)" +2401571,HH683446,09/30/2002 09:00:00 PM,027XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,1911,019,47,4,19,1157362,1931772,2002,04/15/2016 08:55:02 AM,41.968548354,-87.696768483,"(41.968548354, -87.696768483)" +2401588,HH684501,10/01/2002 11:55:00 AM,014XX W TAYLOR ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,1213,012,25,28,19,1166713,1895679,2002,04/15/2016 08:55:02 AM,41.869311235,-87.663422037,"(41.869311235, -87.663422037)" +2401605,HH686896,09/30/2002 11:15:00 AM,037XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1733,017,33,16,19,1154392,1924593,2002,04/15/2016 08:55:02 AM,41.948908751,-87.707881754,"(41.948908751, -87.707881754)" +2401688,HH694029,10/05/2002 11:30:00 AM,059XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1622,016,45,15,19,1135731,1931300,2002,04/15/2016 08:55:02 AM,41.967666608,-87.776317064,"(41.967666608, -87.776317064)" +2402452,HH674652,09/23/2002 09:00:00 PM,050XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2031,020,40,4,19,1158749,1933536,2002,04/15/2016 08:55:02 AM,41.973360467,-87.691619951,"(41.973360467, -87.691619951)" +2403056,HH589212,08/18/2002 07:02:54 PM,045XX W FIFTH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,26,19,1146083,1895477,2002,04/15/2016 08:55:02 AM,41.869173745,-87.739165852,"(41.869173745, -87.739165852)" +2403678,HH704218,10/10/2002 07:00:00 AM,119XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0524,005,34,53,19,1173140,1825766,2002,04/15/2016 08:55:02 AM,41.67732178,-87.641890566,"(41.67732178, -87.641890566)" +2406597,HH694758,10/05/2002 06:43:37 PM,001XX W 112TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177209,1830353,2002,04/15/2016 08:55:02 AM,41.689818631,-87.626859155,"(41.689818631, -87.626859155)" +2406758,HH702879,10/09/2002 02:00:00 PM,065XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1172370,1861383,2002,04/15/2016 08:55:02 AM,41.775076761,-87.643664499,"(41.775076761, -87.643664499)" +2406936,HH689680,10/03/2002 03:51:31 PM,057XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1172944,1866885,2002,04/15/2016 08:55:02 AM,41.790162214,-87.641397994,"(41.790162214, -87.641397994)" +2407437,HH699405,10/07/2002 09:25:00 PM,119XX S PERRY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,9,53,19,1177729,1825774,2002,04/15/2016 08:55:02 AM,41.67724145,-87.625093247,"(41.67724145, -87.625093247)" +2410958,HH713861,10/14/2002 04:15:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174951,1854216,2002,04/15/2016 08:55:02 AM,41.755352491,-87.634416423,"(41.755352491, -87.634416423)" +2411464,HH707851,10/11/2002 06:45:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1012,010,24,29,19,1149639,1892043,2002,04/15/2016 08:55:02 AM,41.859682156,-87.726199909,"(41.859682156, -87.726199909)" +2411573,HH706903,10/11/2002 10:40:00 AM,122XX S UNION AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,34,53,19,1173865,1823697,2002,04/15/2016 08:55:02 AM,41.671628111,-87.639297846,"(41.671628111, -87.639297846)" +2412785,HH699088,10/07/2002 06:05:00 PM,068XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0724,007,17,68,19,1170494,1859417,2002,04/15/2016 08:55:02 AM,41.769722895,-87.650598864,"(41.769722895, -87.650598864)" +2412896,HH713508,10/14/2002 11:54:22 AM,070XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168875,1858112,2002,04/15/2016 08:55:02 AM,41.766176922,-87.656571043,"(41.766176922, -87.656571043)" +2413143,HH696849,10/06/2002 07:10:00 PM,033XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153825,1903796,2002,04/15/2016 08:55:02 AM,41.891851373,-87.710521159,"(41.891851373, -87.710521159)" +2413265,HH712128,10/13/2002 07:30:00 PM,053XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1163924,1869421,2002,04/15/2016 08:55:02 AM,41.797315765,-87.674400632,"(41.797315765, -87.674400632)" +2413649,HH708235,10/11/2002 09:45:00 PM,038XX W WEST END AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,28,26,19,1150813,1900544,2002,04/15/2016 08:55:02 AM,41.882987002,-87.721668099,"(41.882987002, -87.721668099)" +2413763,HH709555,10/12/2002 02:15:00 PM,063XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0724,007,16,68,19,1170400,1862845,2002,04/15/2016 08:55:02 AM,41.77913179,-87.650843707,"(41.77913179, -87.650843707)" +2414630,HH699221,10/07/2002 07:35:00 PM,009XX W 56TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170782,1867693,2002,04/15/2016 08:55:02 AM,41.792426932,-87.649301863,"(41.792426932, -87.649301863)" +2414724,HH701771,10/08/2002 10:55:00 PM,008XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141534,1905169,2002,04/15/2016 08:55:02 AM,41.895854992,-87.755627082,"(41.895854992, -87.755627082)" +2417689,HH725328,10/19/2002 07:22:22 PM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144015,1900064,2002,04/15/2016 08:55:02 AM,41.881800069,-87.746642988,"(41.881800069, -87.746642988)" +2309685,HH588204,08/18/2002 06:00:00 AM,049XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178432,1872415,2002,04/15/2016 08:55:02 AM,41.805214082,-87.621107133,"(41.805214082, -87.621107133)" +2418852,HH716648,10/15/2002 08:50:00 PM,076XX N BOSWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164635,1950508,2002,04/15/2016 08:55:02 AM,42.019809042,-87.669491958,"(42.019809042, -87.669491958)" +2418901,HH723380,10/18/2002 08:45:00 PM,016XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1136845,1910200,2002,04/15/2016 08:55:02 AM,41.909746025,-87.772728281,"(41.909746025, -87.772728281)" +2418903,HH718751,10/16/2002 06:10:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1182278,1864440,2002,04/15/2016 08:55:02 AM,41.783241673,-87.607248787,"(41.783241673, -87.607248787)" +2423059,HH714236,10/14/2002 07:00:35 PM,008XX E 64TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0312,003,20,42,19,1182880,1862755,2002,04/15/2016 08:55:02 AM,41.778603909,-87.605094,"(41.778603909, -87.605094)" +2423451,HH727451,10/20/2002 09:08:15 PM,101XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,9,73,19,1174753,1837719,2002,04/15/2016 08:55:02 AM,41.71008695,-87.635632117,"(41.71008695, -87.635632117)" +2423810,HH318124,04/19/2002 04:56:16 PM,066XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166813,1860725,2002,04/15/2016 08:55:02 AM,41.773391608,-87.664054491,"(41.773391608, -87.664054491)" +2423820,HH727264,10/20/2002 07:30:00 PM,069XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1192080,1859297,2002,04/15/2016 08:55:02 AM,41.768896155,-87.571479054,"(41.768896155, -87.571479054)" +2423870,HH622524,09/03/2002 10:10:00 AM,012XX S KEDZIE AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,1022,010,24,29,19,1155223,1894230,2002,04/15/2016 08:55:02 AM,41.865573338,-87.705643842,"(41.865573338, -87.705643842)" +2424395,HH728606,10/21/2002 11:45:00 AM,029XX W HARRISON ST,1680,GAMBLING,OTHER,VACANT LOT/LAND,true,false,1135,011,2,27,19,1156869,1897226,2002,04/15/2016 08:55:02 AM,41.873761485,-87.699520065,"(41.873761485, -87.699520065)" +2424986,HH729769,10/21/2002 09:39:08 PM,014XX W BIRCHWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1165349,1949923,2002,04/15/2016 08:55:02 AM,42.018188569,-87.666881275,"(42.018188569, -87.666881275)" +2425515,HH728898,10/21/2002 03:21:52 PM,065XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1173165,1861424,2002,04/15/2016 08:55:02 AM,41.775171737,-87.640748935,"(41.775171737, -87.640748935)" +2425800,HH737494,10/25/2002 01:45:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,17,68,19,1170528,1858207,2002,04/15/2016 08:55:02 AM,41.766401764,-87.650509447,"(41.766401764, -87.650509447)" +2427011,HH738396,10/25/2002 07:30:00 PM,033XX W MONTROSE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1724,017,33,14,19,1153137,1929040,2002,04/15/2016 08:55:02 AM,41.961136661,-87.712376498,"(41.961136661, -87.712376498)" +2427498,HH729839,10/21/2002 07:25:00 PM,058XX W 63RD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0812,008,13,64,19,1138745,1862185,2002,04/15/2016 08:55:02 AM,41.777951442,-87.766911684,"(41.777951442, -87.766911684)" +2428137,HH730475,10/19/2002 09:30:00 AM,031XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0911,009,14,63,19,1156124,1870644,2002,04/15/2016 08:55:02 AM,41.800832358,-87.702971593,"(41.800832358, -87.702971593)" +2429218,HH723507,10/18/2002 10:00:00 PM,029XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1411,014,33,21,19,1156016,1921128,2002,04/15/2016 08:55:02 AM,41.939367879,-87.702005997,"(41.939367879, -87.702005997)" +2429550,HH719388,10/17/2002 07:00:00 AM,050XX S WABASH AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0231,002,3,38,19,1177569,1871555,2002,04/15/2016 08:55:02 AM,41.802873744,-87.624298254,"(41.802873744, -87.624298254)" +2429638,HH740513,10/26/2002 09:15:00 PM,014XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152608,1892784,2002,04/15/2016 08:55:02 AM,41.861657416,-87.715281908,"(41.861657416, -87.715281908)" +2429942,HH726117,10/20/2002 07:00:00 AM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182684,1861909,2002,04/15/2016 08:55:02 AM,41.776286958,-87.605838779,"(41.776286958, -87.605838779)" +2431098,HH739778,10/26/2002 02:25:00 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1165546,1870714,2002,04/15/2016 08:55:02 AM,41.800829639,-87.668415849,"(41.800829639, -87.668415849)" +2431121,HH741566,10/27/2002 12:00:00 PM,044XX S WELLS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1175361,1875330,2002,04/15/2016 08:55:02 AM,41.813282397,-87.632283004,"(41.813282397, -87.632283004)" +2431523,HH742041,10/27/2002 04:15:00 PM,130XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183145,1818931,2002,04/15/2016 08:55:02 AM,41.658339387,-87.605480757,"(41.658339387, -87.605480757)" +2431542,HH702411,10/08/2002 12:00:00 PM,030XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,1411,014,35,21,19,1154514,1920134,2002,04/15/2016 08:55:02 AM,41.936670491,-87.707552959,"(41.936670491, -87.707552959)" +2431891,HH699144,10/07/2002 06:00:00 PM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182684,1861915,2002,04/15/2016 08:55:02 AM,41.776303423,-87.605838593,"(41.776303423, -87.605838593)" +2435785,HH706153,10/10/2002 11:56:00 PM,015XX W MORSE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2431,024,49,1,19,1164964,1946158,2002,04/15/2016 08:55:02 AM,42.007865562,-87.668405616,"(42.007865562, -87.668405616)" +2436019,HH744576,10/28/2002 07:31:00 PM,020XX W 79TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,18,71,19,1163975,1852257,2002,04/15/2016 08:55:02 AM,41.750214359,-87.674695653,"(41.750214359, -87.674695653)" +2437124,HH708420,10/12/2002 12:15:04 AM,006XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1150275,1903992,2002,04/15/2016 08:55:02 AM,41.892459187,-87.723553703,"(41.892459187, -87.723553703)" +2437215,HH657020,09/18/2002 06:11:14 PM,062XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1182291,1863899,2002,04/15/2016 08:55:02 AM,41.781756818,-87.607217875,"(41.781756818, -87.607217875)" +2544017,HJ105767,01/03/2003 08:40:00 PM,051XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0815,008,23,57,19,,,2003,08/17/2015 03:03:40 PM,,, +2439405,HH750552,10/31/2002 04:03:04 PM,133XX S CORLISS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1184091,1817219,2002,04/15/2016 08:55:02 AM,41.65361943,-87.602072303,"(41.65361943, -87.602072303)" +2440625,HH755435,11/02/2002 09:50:31 PM,062XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182638,1863713,2002,04/15/2016 08:55:02 AM,41.781238369,-87.60595147,"(41.781238369, -87.60595147)" +2440632,HH744441,10/28/2002 06:54:36 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140917,1899509,2002,04/15/2016 08:55:02 AM,41.880334632,-87.758032591,"(41.880334632, -87.758032591)" +2440695,HH738327,10/25/2002 08:15:00 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,28,25,19,1140917,1899509,2002,04/15/2016 08:55:02 AM,41.880334632,-87.758032591,"(41.880334632, -87.758032591)" +2440748,HH737678,10/25/2002 03:20:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169705,1864017,2002,04/15/2016 08:55:02 AM,41.782363007,-87.653357665,"(41.782363007, -87.653357665)" +2440855,HH758438,11/04/2002 02:55:00 PM,039XX W 79TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0834,008,18,70,19,1151370,1851889,2002,04/15/2016 08:55:02 AM,41.749460005,-87.72089612,"(41.749460005, -87.72089612)" +2440952,HH755847,11/03/2002 03:52:04 AM,027XX S DEARBORN ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2113,002,3,35,19,1176316,1886532,2002,04/15/2016 08:55:02 AM,41.844000177,-87.628442902,"(41.844000177, -87.628442902)" +2440971,HH754831,11/02/2002 04:00:00 PM,055XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1166955,1867905,2002,04/15/2016 08:55:02 AM,41.793091387,-87.663328861,"(41.793091387, -87.663328861)" +2441728,HH755415,11/02/2002 09:02:50 PM,010XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150195,1906679,2002,04/15/2016 08:55:02 AM,41.89983415,-87.723777401,"(41.89983415, -87.723777401)" +2441752,HH755303,11/02/2002 08:40:00 PM,008XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1141534,1905175,2002,04/15/2016 08:55:02 AM,41.895871457,-87.755626933,"(41.895871457, -87.755626933)" +2450003,HH737389,10/25/2002 12:50:47 PM,069XX N GLENWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2431,024,49,1,19,1165685,1946315,2002,04/15/2016 08:55:02 AM,42.008280976,-87.665748403,"(42.008280976, -87.665748403)" +2450206,HH726541,10/20/2002 12:45:31 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0921,009,16,61,19,1169506,1871373,2002,04/15/2016 08:55:02 AM,41.80255303,-87.653874104,"(41.80255303, -87.653874104)" +2450764,HH764065,11/07/2002 08:50:00 AM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170661,1865444,2002,04/15/2016 08:55:02 AM,41.786258062,-87.649811116,"(41.786258062, -87.649811116)" +2450800,HH766844,11/08/2002 03:34:59 PM,097XX S WALLACE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174021,1840270,2002,04/15/2016 08:55:02 AM,41.717103504,-87.638237397,"(41.717103504, -87.638237397)" +2450805,HH759288,11/04/2002 09:20:00 PM,057XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,20,40,19,1179464,1866996,2002,04/15/2016 08:55:02 AM,41.790320325,-87.617487726,"(41.790320325, -87.617487726)" +2452029,HH773608,11/11/2002 07:10:00 PM,012XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2433,024,40,77,19,1166878,1942643,2002,04/15/2016 08:55:02 AM,41.998179332,-87.661465102,"(41.998179332, -87.661465102)" +2452056,HH773478,11/04/2002 06:30:00 PM,022XX N MANGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2515,025,37,19,19,1137685,1914406,2002,04/15/2016 08:55:02 AM,41.921272669,-87.769540852,"(41.921272669, -87.769540852)" +2452121,HH753513,11/01/2002 08:30:00 PM,046XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1712,017,39,14,19,1144404,1931503,2002,04/15/2016 08:55:02 AM,41.9680645,-87.744421715,"(41.9680645, -87.744421715)" +2452205,HH769413,11/09/2002 07:00:00 PM,046XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1712,017,39,14,19,1144246,1931500,2002,04/15/2016 08:55:02 AM,41.968059247,-87.745002752,"(41.968059247, -87.745002752)" +2452340,HH771639,11/10/2002 09:35:13 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,69,19,1174951,1854229,2002,04/15/2016 08:55:02 AM,41.755388165,-87.634416036,"(41.755388165, -87.634416036)" +2452598,HH771620,11/10/2002 08:41:09 PM,084XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,18,71,19,1166481,1848684,2002,04/15/2016 08:55:02 AM,41.740356525,-87.665614119,"(41.740356525, -87.665614119)" +2452917,HH769310,11/09/2002 05:20:00 PM,062XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164509,1941822,2002,04/15/2016 08:55:02 AM,41.995977163,-87.670203213,"(41.995977163, -87.670203213)" +2452985,HH772714,11/11/2002 12:00:00 PM,063XX S KARLOV AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0813,008,13,65,19,1150122,1862408,2002,04/15/2016 08:55:02 AM,41.77835018,-87.725196843,"(41.77835018, -87.725196843)" +2453017,HH773741,11/11/2002 08:20:00 PM,059XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,48,77,19,1167224,1939784,2002,04/15/2016 08:55:02 AM,41.990326718,-87.660274955,"(41.990326718, -87.660274955)" +2453665,HH774348,11/12/2002 09:15:00 AM,108XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0513,005,9,49,19,1178829,1833083,2002,04/15/2016 08:55:02 AM,41.697273529,-87.620845672,"(41.697273529, -87.620845672)" +2454180,HH744401,10/25/2002 09:45:00 PM,035XX N CICERO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1634,016,38,15,19,1143756,1922905,2002,04/15/2016 08:55:02 AM,41.944483053,-87.74702069,"(41.944483053, -87.74702069)" +2454194,HH744604,10/28/2002 07:45:00 PM,031XX W DEVON AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,2413,024,50,2,19,1154376,1942272,2002,04/15/2016 08:55:02 AM,41.997421259,-87.707465805,"(41.997421259, -87.707465805)" +2454202,HH744605,10/28/2002 07:45:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1154388,1942272,2002,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +2454221,HH745181,10/29/2002 07:45:00 AM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873708,2002,04/15/2016 08:55:02 AM,41.808763007,-87.621199872,"(41.808763007, -87.621199872)" +2458771,HH776500,11/13/2002 09:54:59 AM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152583,1904688,2002,04/15/2016 08:55:02 AM,41.894323757,-87.715058892,"(41.894323757, -87.715058892)" +2459692,HH771552,11/10/2002 08:56:04 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194220,1853474,2002,04/15/2016 08:55:02 AM,41.752865122,-87.563825944,"(41.752865122, -87.563825944)" +2460637,HH778745,11/14/2002 11:57:49 AM,014XX W MORSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165450,1946172,2002,04/15/2016 08:55:02 AM,42.007893607,-87.66661712,"(42.007893607, -87.66661712)" +2461541,HH772743,11/11/2002 01:45:00 PM,062XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182293,1863804,2002,04/15/2016 08:55:02 AM,41.781496083,-87.607213484,"(41.781496083, -87.607213484)" +2461703,HH774388,11/12/2002 09:40:00 AM,002XX N PINE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1523,015,28,25,19,1139459,1901147,2002,04/15/2016 08:55:02 AM,41.884856209,-87.763346345,"(41.884856209, -87.763346345)" +2461956,HH782366,11/15/2002 12:55:00 AM,005XX E 47TH ST,1661,GAMBLING,GAME/DICE,GROCERY FOOD STORE,true,false,0223,002,3,38,19,1180478,1873968,2002,04/15/2016 08:55:02 AM,41.809428874,-87.613555623,"(41.809428874, -87.613555623)" +2463416,HH783263,11/16/2002 12:55:00 PM,066XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164498,1860722,2002,04/15/2016 08:55:02 AM,41.7734325,-87.672540855,"(41.7734325, -87.672540855)" +2464097,HH785732,11/17/2002 07:50:00 PM,062XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1182293,1863817,2002,04/15/2016 08:55:02 AM,41.781531756,-87.607213081,"(41.781531756, -87.607213081)" +2465142,HH784050,11/16/2002 09:00:00 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1165177,1860022,2002,04/15/2016 08:55:02 AM,41.771497263,-87.670071578,"(41.771497263, -87.670071578)" +2465761,HH790380,11/20/2002 02:35:00 AM,029XX E 80TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197424,1852172,2002,04/15/2016 08:55:02 AM,41.749213103,-87.552128148,"(41.749213103, -87.552128148)" +2469357,HH786883,11/18/2002 12:45:16 PM,050XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142743,1903853,2002,04/15/2016 08:55:02 AM,41.892221309,-87.751219421,"(41.892221309, -87.751219421)" +2543993,HJ105514,01/03/2003 06:00:00 PM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,39,16,19,,,2003,08/17/2015 03:03:40 PM,,, +2544061,HH844661,12/17/2002 07:00:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,,,2002,08/17/2015 03:03:40 PM,,, +2470999,HH787763,11/18/2002 07:51:10 PM,033XX W POLK ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1134,011,24,27,19,1154303,1896174,2002,04/15/2016 08:55:02 AM,41.870926294,-87.708969318,"(41.870926294, -87.708969318)" +2471916,HH790177,11/19/2002 10:00:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0621,006,17,69,19,1174950,1854270,2002,04/15/2016 08:55:02 AM,41.755500696,-87.63441848,"(41.755500696, -87.63441848)" +2478340,HH794976,11/22/2002 11:34:53 AM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899704,2002,04/15/2016 08:55:02 AM,41.880842588,-87.752633661,"(41.880842588, -87.752633661)" +2478479,HH796164,11/22/2002 08:10:00 PM,014XX W 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167956,1852357,2002,04/15/2016 08:55:02 AM,41.750404221,-87.660104587,"(41.750404221, -87.660104587)" +2479587,HH804394,11/27/2002 12:42:00 AM,067XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,5,43,19,1187358,1860698,2002,04/15/2016 08:55:02 AM,41.772854092,-87.588742874,"(41.772854092, -87.588742874)" +2480167,HH798784,11/24/2002 08:15:00 AM,0000X E 51ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0231,002,3,38,19,1177297,1871218,2002,04/15/2016 08:55:02 AM,41.801955137,-87.625305974,"(41.801955137, -87.625305974)" +2480980,HH801816,11/25/2002 05:30:00 PM,031XX W DEVON AVE,1680,GAMBLING,OTHER,RESTAURANT,true,false,2413,024,50,2,19,1154388,1942272,2002,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +2481343,HH808458,11/29/2002 11:30:00 AM,008XX E 92ND ST,1680,GAMBLING,OTHER,STREET,true,false,0633,006,8,44,19,1183383,1844152,2002,04/15/2016 08:55:02 AM,41.727543644,-87.60382826,"(41.727543644, -87.60382826)" +2482910,HH811169,12/01/2002 12:01:00 AM,078XX S CREGIER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0414,004,8,43,19,1189565,1853307,2002,04/15/2016 08:55:02 AM,41.752519842,-87.580889713,"(41.752519842, -87.580889713)" +2484258,HH787952,11/18/2002 07:30:00 PM,031XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1713,017,33,14,19,1154606,1931722,2002,04/15/2016 08:55:02 AM,41.968466894,-87.706903559,"(41.968466894, -87.706903559)" +2484688,HH778584,11/14/2002 10:00:00 AM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182684,1861909,2002,04/15/2016 08:55:02 AM,41.776286958,-87.605838779,"(41.776286958, -87.605838779)" +2485752,HH785021,05/17/2002 11:45:00 AM,009XX S MAY ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,1213,012,25,28,19,1168903,1896071,2002,04/15/2016 08:55:02 AM,41.870339734,-87.655370645,"(41.870339734, -87.655370645)" +2485820,HH785025,11/17/2002 11:50:00 AM,009XX S MAY ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,1213,012,25,28,19,1168904,1896048,2002,04/15/2016 08:55:02 AM,41.870276598,-87.65536764,"(41.870276598, -87.65536764)" +2485870,HH785103,11/17/2002 12:00:00 PM,042XX W 63RD ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0813,008,13,65,19,1149217,1862489,2002,04/15/2016 08:55:02 AM,41.778589972,-87.728512577,"(41.778589972, -87.728512577)" +2486012,HH787780,11/18/2002 07:40:00 PM,120XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0523,005,34,53,19,1173163,1825049,2002,04/15/2016 08:55:02 AM,41.675353708,-87.641827441,"(41.675353708, -87.641827441)" +2486195,HH788725,11/19/2002 12:50:00 PM,070XX W GRAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2512,025,36,18,19,1128963,1915179,2002,04/15/2016 08:55:02 AM,41.923546761,-87.801570604,"(41.923546761, -87.801570604)" +2493596,HH818334,12/04/2002 06:30:00 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168040,1852322,2002,04/15/2016 08:55:02 AM,41.750306372,-87.659797776,"(41.750306372, -87.659797776)" +2494829,HH824351,12/07/2002 07:30:00 PM,050XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142745,1906857,2002,04/15/2016 08:55:02 AM,41.900464597,-87.751137212,"(41.900464597, -87.751137212)" +2495999,HH824527,12/07/2002 09:45:00 PM,069XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167863,1858769,2002,04/15/2016 08:55:02 AM,41.768001605,-87.660261543,"(41.768001605, -87.660261543)" +2496370,HH829295,12/10/2002 12:54:49 PM,022XX S KOLIN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1013,010,22,29,19,1148000,1888696,2002,04/15/2016 08:55:02 AM,41.850529212,-87.73230226,"(41.850529212, -87.73230226)" +2496820,HH817517,12/04/2002 10:18:00 AM,023XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1024,010,22,30,19,1154399,1888201,2002,04/15/2016 08:55:02 AM,41.849045571,-87.708829783,"(41.849045571, -87.708829783)" +2501821,HH828227,12/09/2002 07:30:00 PM,031XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0911,009,14,63,19,1156124,1870644,2002,04/15/2016 08:55:02 AM,41.800832358,-87.702971593,"(41.800832358, -87.702971593)" +2501866,HH825994,12/08/2002 05:40:00 PM,061XX W DIVERSEY AVE,1680,GAMBLING,OTHER,OTHER,true,false,2511,025,29,19,19,1135146,1917970,2002,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +2501947,HH830491,12/10/2002 08:15:00 PM,033XX W FOSTER AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,1152970,1934347,2002,04/15/2016 08:55:02 AM,41.975702719,-87.712849177,"(41.975702719, -87.712849177)" +2502600,HH829386,12/10/2002 12:35:00 PM,049XX W IRVING PARK RD,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,1624,016,45,15,19,1142790,1926139,2002,04/15/2016 08:55:02 AM,41.953375518,-87.750490504,"(41.953375518, -87.750490504)" +2502761,HH804981,11/27/2002 10:40:00 AM,038XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,30,21,19,1150282,1921005,2002,04/15/2016 08:55:02 AM,41.939144302,-87.723083405,"(41.939144302, -87.723083405)" +2502827,HH819690,12/05/2002 12:45:00 PM,064XX S ST LAWRENCE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1181339,1862542,2002,04/15/2016 08:55:02 AM,41.778055088,-87.610749912,"(41.778055088, -87.610749912)" +2502832,HH817714,12/04/2002 12:00:00 PM,063XX S EBERHART AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180667,1863149,2002,04/15/2016 08:55:02 AM,41.779736224,-87.613194828,"(41.779736224, -87.613194828)" +2503643,HH625201,09/04/2002 11:45:59 AM,059XX S PEORIA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1171320,1865543,2002,04/15/2016 08:55:02 AM,41.786515327,-87.647391999,"(41.786515327, -87.647391999)" +2504244,HH833510,12/12/2002 12:45:00 PM,033XX W HARRISON ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,1134,011,24,27,19,1154028,1897160,2002,04/15/2016 08:55:02 AM,41.873637468,-87.709952656,"(41.873637468, -87.709952656)" +2504345,HH829671,12/10/2002 03:30:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1156143,1901478,2002,04/15/2016 08:55:02 AM,41.885444075,-87.70207077,"(41.885444075, -87.70207077)" +2504528,HH833736,12/12/2002 02:04:54 PM,063XX S ARTESIAN AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0825,008,15,66,19,1161130,1862512,2002,04/15/2016 08:55:02 AM,41.778414859,-87.684837754,"(41.778414859, -87.684837754)" +2507083,HH837354,12/14/2002 02:03:39 AM,014XX W MORSE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2431,024,49,1,19,1165440,1946172,2002,04/15/2016 08:55:02 AM,42.00789382,-87.666653912,"(42.00789382, -87.666653912)" +2511563,HH843078,12/16/2002 11:12:33 PM,019XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155002,1890321,2002,04/15/2016 08:55:02 AM,41.85485104,-87.706559908,"(41.85485104, -87.706559908)" +2519394,HH842670,12/16/2002 06:00:00 PM,030XX S KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1033,010,12,30,19,1155515,1884166,2002,04/15/2016 08:55:02 AM,41.837950712,-87.704842297,"(41.837950712, -87.704842297)" +2519419,HH831465,12/11/2002 12:40:00 PM,030XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156089,1901477,2002,04/15/2016 08:55:02 AM,41.885442421,-87.702269096,"(41.885442421, -87.702269096)" +2519441,HH842725,12/16/2002 04:20:00 PM,040XX W 63RD ST,1610,GAMBLING,BOOKMAKING/HORSES,OTHER,true,false,0813,008,13,65,19,1150307,1862514,2002,04/15/2016 08:55:02 AM,41.778637469,-87.724515863,"(41.778637469, -87.724515863)" +2520428,HH843641,12/17/2002 09:30:00 AM,043XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,3,38,19,1177878,1876372,2002,04/15/2016 08:55:02 AM,41.816085018,-87.623019008,"(41.816085018, -87.623019008)" +2520433,HH845743,12/18/2002 11:00:00 AM,044XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0222,002,4,38,19,1182338,1875812,2002,04/15/2016 08:55:02 AM,41.814446003,-87.606676353,"(41.814446003, -87.606676353)" +2520962,HH301289,04/11/2002 09:51:26 PM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142793,1904852,2002,04/15/2016 08:55:02 AM,41.894961752,-87.751010889,"(41.894961752, -87.751010889)" +2521938,HH844776,12/17/2002 08:00:00 PM,016XX N KEATING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1144479,1910496,2002,04/15/2016 08:55:02 AM,41.91041794,-87.744676347,"(41.91041794, -87.744676347)" +2523928,HH856383,12/23/2002 06:58:10 PM,009XX E 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2133,002,20,42,19,1183669,1864765,2002,04/15/2016 08:55:02 AM,41.784101156,-87.602138847,"(41.784101156, -87.602138847)" +2525612,HH851186,12/20/2002 10:06:16 PM,031XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1022,010,24,29,19,1155734,1893290,2002,04/15/2016 08:55:02 AM,41.862983609,-87.703793233,"(41.862983609, -87.703793233)" +2526662,HH836090,12/13/2002 03:00:00 PM,041XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1148751,1898031,2002,04/15/2016 08:55:02 AM,41.876131125,-87.729304868,"(41.876131125, -87.729304868)" +2530002,HH864660,12/28/2002 07:45:00 PM,073XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,17,68,19,1172574,1856105,2002,04/15/2016 08:55:02 AM,41.760588803,-87.643071941,"(41.760588803, -87.643071941)" +2533601,HH865586,12/29/2002 11:00:00 AM,002XX S LOTUS AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,1522,015,29,25,19,1139915,1898595,2002,04/15/2016 08:55:02 AM,41.87784487,-87.761734235,"(41.87784487, -87.761734235)" +2533788,HH848969,12/19/2002 08:33:08 PM,007XX N WALLER AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1511,015,29,25,19,1138203,1904159,2002,04/15/2016 08:55:02 AM,41.893144322,-87.767885755,"(41.893144322, -87.767885755)" +2534470,HH855817,12/23/2002 01:00:00 PM,0000X W 79TH ST,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,0623,006,6,44,19,1177483,1852629,2002,04/15/2016 08:55:02 AM,41.750940757,-87.625185222,"(41.750940757, -87.625185222)" +2534482,HH856088,12/23/2002 04:25:00 PM,077XX S WINCHESTER AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0611,006,18,71,19,1164702,1853328,2002,04/15/2016 08:55:02 AM,41.753138035,-87.672001423,"(41.753138035, -87.672001423)" +2537147,HJ103448,01/02/2003 06:05:30 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1182279,1864420,2003,04/15/2016 08:55:02 AM,41.783186768,-87.60724574,"(41.783186768, -87.60724574)" +2537523,HH868403,12/30/2002 08:00:00 PM,052XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141275,1910137,2002,04/15/2016 08:55:02 AM,41.90949254,-87.756455644,"(41.90949254, -87.756455644)" +2537894,HH870195,12/31/2002 07:43:47 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167201,1858777,2002,04/15/2016 08:55:02 AM,41.768037749,-87.662687853,"(41.768037749, -87.662687853)" +2541098,HJ105279,01/03/2003 06:30:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182279,1864420,2003,04/15/2016 08:55:02 AM,41.783186768,-87.60724574,"(41.783186768, -87.60724574)" +2543103,HJ110979,01/06/2003 06:45:00 PM,012XX W LEXINGTON ST,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,1213,012,25,28,19,1168418,1896763,2003,04/15/2016 08:55:02 AM,41.872249134,-87.657131213,"(41.872249134, -87.657131213)" +2543312,HH850984,12/20/2002 05:20:00 PM,070XX W HIGGINS AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1613,016,41,10,19,1128522,1935819,2002,04/15/2016 08:55:02 AM,41.980192758,-87.802721495,"(41.980192758, -87.802721495)" +2543348,HH850987,12/20/2002 06:15:00 PM,070XX W HIGGINS AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1613,016,41,10,19,1128522,1935819,2002,04/15/2016 08:55:02 AM,41.980192758,-87.802721495,"(41.980192758, -87.802721495)" +2543368,HH851048,12/20/2002 07:00:00 PM,074XX W ADDISON ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1125999,1923038,2002,04/15/2016 08:55:02 AM,41.945162769,-87.812286183,"(41.945162769, -87.812286183)" +2543414,HH851050,12/20/2002 06:00:00 PM,070XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2424,024,49,1,19,1163400,1946840,2002,04/15/2016 08:55:02 AM,42.009770174,-87.674140581,"(42.009770174, -87.674140581)" +2543462,HH853903,12/22/2002 11:15:00 AM,084XX S PULASKI RD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0834,008,18,70,19,1151199,1848484,2002,04/15/2016 08:55:02 AM,41.740119431,-87.721611442,"(41.740119431, -87.721611442)" +2543483,HJ111228,01/06/2003 08:00:00 PM,058XX W ROOSEVELT RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1513,015,29,25,19,1137465,1894082,2003,04/15/2016 08:55:02 AM,41.865505001,-87.770838758,"(41.865505001, -87.770838758)" +2543506,HH862802,12/20/2002 06:15:00 PM,063XX S CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0813,008,13,64,19,1140174,1861807,2002,04/15/2016 08:55:02 AM,41.776888194,-87.761682035,"(41.776888194, -87.761682035)" +2544847,HJ116315,01/09/2003 12:20:00 PM,009XX W BELMONT AVE,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,1932,019,44,6,19,1169269,1921430,2003,04/15/2016 08:55:02 AM,41.93991842,-87.653288878,"(41.93991842, -87.653288878)" +2545235,HJ105408,01/03/2003 07:30:00 PM,042XX W CARROLL AVE,1680,GAMBLING,OTHER,ALLEY,true,false,1114,011,28,26,19,1148133,1901962,2003,04/15/2016 08:55:02 AM,41.886930148,-87.73147275,"(41.886930148, -87.73147275)" +2547596,HJ110698,01/06/2003 04:45:00 PM,048XX S CALUMET AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1179247,1873103,2003,04/15/2016 08:55:02 AM,41.807083442,-87.618097079,"(41.807083442, -87.618097079)" +10500249,HZ237832,04/24/2016 01:05:00 AM,075XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1631,016,36,17,19,1124897,1925724,2016,05/02/2016 03:49:11 PM,41.952551789,-87.816277243,"(41.952551789, -87.816277243)" +2556846,HJ124357,01/13/2003 07:50:00 PM,015XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166282,1893812,2003,04/15/2016 08:55:02 AM,41.864197247,-87.665057703,"(41.864197247, -87.665057703)" +2563834,HJ122502,01/12/2003 09:00:00 PM,008XX E 65TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1183143,1862099,2003,04/15/2016 08:55:02 AM,41.776797668,-87.604150228,"(41.776797668, -87.604150228)" +2565450,HJ132269,01/17/2003 08:30:00 PM,033XX W FOSTER AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,1152970,1934347,2003,04/15/2016 08:55:02 AM,41.975702719,-87.712849177,"(41.975702719, -87.712849177)" +2565896,HJ132285,01/17/2003 08:30:00 PM,064XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2432,024,40,1,19,1164377,1942660,2003,04/15/2016 08:55:02 AM,41.99827946,-87.670664922,"(41.99827946, -87.670664922)" +2565922,HJ132065,01/17/2003 06:30:00 PM,010XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1312,012,32,24,19,1160221,1906747,2003,04/15/2016 08:55:02 AM,41.899819364,-87.686949806,"(41.899819364, -87.686949806)" +2566089,HJ119222,01/10/2003 07:30:00 PM,063XX W 63RD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0812,008,23,64,19,1135015,1862065,2003,04/15/2016 08:55:02 AM,41.777688746,-87.780589109,"(41.777688746, -87.780589109)" +2566175,HJ135421,01/19/2003 02:00:00 PM,055XX N LYNCH AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,1621,016,45,11,19,1140203,1936611,2003,04/15/2016 08:55:02 AM,41.982159472,-87.75974294,"(41.982159472, -87.75974294)" +2566223,HJ115742,01/09/2003 07:30:00 AM,062XX S ST LAWRENCE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1181305,1863867,2003,04/15/2016 08:55:02 AM,41.781691798,-87.610833743,"(41.781691798, -87.610833743)" +2566266,HJ118932,01/03/2003 09:30:00 PM,063XX S CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0813,008,13,64,19,1140176,1861759,2003,04/15/2016 08:55:02 AM,41.776756437,-87.761675873,"(41.776756437, -87.761675873)" +2566319,HJ124144,01/10/2003 08:55:00 PM,051XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0815,008,23,57,19,1148143,1870407,2003,04/15/2016 08:55:02 AM,41.800338876,-87.732247041,"(41.800338876, -87.732247041)" +2566348,HJ125585,01/14/2003 12:45:00 PM,047XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,33,14,19,1152859,1931351,2003,04/15/2016 08:55:02 AM,41.967483718,-87.7133371,"(41.967483718, -87.7133371)" +2566403,HJ128942,01/16/2003 09:00:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182670,1862490,2003,04/15/2016 08:55:02 AM,41.777881601,-87.605872084,"(41.777881601, -87.605872084)" +2567758,HJ141570,01/22/2003 08:50:00 PM,055XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1524,015,37,25,19,1139225,1904792,2003,04/15/2016 08:55:02 AM,41.894862809,-87.764116849,"(41.894862809, -87.764116849)" +2572225,HJ146111,01/25/2003 01:31:43 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1150878,1906101,2003,04/15/2016 08:55:02 AM,41.898234716,-87.721283861,"(41.898234716, -87.721283861)" +2573644,HJ150549,01/27/2003 09:26:00 PM,061XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0823,008,15,66,19,1156774,1863659,2003,04/15/2016 08:55:02 AM,41.781651429,-87.700776285,"(41.781651429, -87.700776285)" +2575964,HJ144340,01/24/2003 02:06:29 PM,007XX W 50TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,61,19,1172282,1871384,2003,04/15/2016 08:55:02 AM,41.802522546,-87.643693014,"(41.802522546, -87.643693014)" +2577440,HJ159441,02/01/2003 02:00:00 PM,007XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1121,011,27,23,19,1152251,1904674,2003,04/15/2016 08:55:02 AM,41.894291898,-87.716278605,"(41.894291898, -87.716278605)" +2583072,HJ162879,02/03/2003 12:02:23 PM,122XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,34,53,19,1172210,1823636,2003,04/15/2016 08:55:02 AM,41.671497135,-87.645356896,"(41.671497135, -87.645356896)" +2584368,HJ167218,02/05/2003 04:54:03 PM,012XX W 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169067,1856037,2003,04/15/2016 08:55:02 AM,41.760478705,-87.655927189,"(41.760478705, -87.655927189)" +2584886,HJ167610,02/05/2003 09:46:37 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,69,19,1174929,1855036,2003,04/15/2016 08:55:02 AM,41.75760316,-87.634472636,"(41.75760316, -87.634472636)" +2585065,HJ159968,02/01/2003 07:00:00 PM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151875,1906087,2003,04/15/2016 08:55:02 AM,41.898176723,-87.717622304,"(41.898176723, -87.717622304)" +2587558,HJ170940,02/07/2003 05:00:00 PM,051XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0232,002,3,40,19,1176575,1870930,2003,04/15/2016 08:55:02 AM,41.801181128,-87.627962486,"(41.801181128, -87.627962486)" +2588606,HJ169248,02/06/2003 07:07:55 PM,026XX W 63RD ST,1661,GAMBLING,GAME/DICE,CLEANING STORE,true,false,0825,008,15,66,19,1159945,1862782,2003,04/15/2016 08:55:02 AM,41.779180217,-87.689174642,"(41.779180217, -87.689174642)" +2596748,HJ145157,01/24/2003 09:00:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2003,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +2596770,HJ145031,01/24/2003 07:00:00 PM,057XX N WESTERN AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,2011,020,40,2,19,1159290,1937978,2003,04/15/2016 08:55:02 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +2596983,HJ157948,01/31/2003 05:45:00 PM,023XX W MONTROSE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1912,019,47,5,19,1159818,1929158,2003,04/15/2016 08:55:02 AM,41.961324978,-87.687810279,"(41.961324978, -87.687810279)" +2597064,HJ166505,02/05/2003 10:30:00 AM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182652,1863199,2003,04/15/2016 08:55:02 AM,41.779827581,-87.605916085,"(41.779827581, -87.605916085)" +2597333,HJ166661,02/03/2003 07:30:00 PM,025XX W CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1313,012,26,24,19,1159386,1905243,2003,04/15/2016 08:55:02 AM,41.895709484,-87.690058193,"(41.895709484, -87.690058193)" +2597352,HJ166698,02/05/2003 12:30:00 PM,025XX W CHICAGO AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,TAVERN/LIQUOR STORE,true,false,1313,012,26,24,19,1159386,1905243,2003,04/15/2016 08:55:02 AM,41.895709484,-87.690058193,"(41.895709484, -87.690058193)" +2597532,HJ163601,02/03/2003 05:45:00 PM,031XX N AUSTIN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2511,025,36,19,19,1135833,1920467,2003,04/15/2016 08:55:02 AM,41.937937943,-87.776200954,"(41.937937943, -87.776200954)" +2597548,HJ147930,01/19/2003 02:30:00 PM,016XX W 115TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2234,022,34,75,19,1167266,1828441,2003,04/15/2016 08:55:02 AM,41.684789786,-87.6633151,"(41.684789786, -87.6633151)" +2597556,HJ155063,01/30/2003 08:55:00 AM,035XX N KEDZIE AVE,1610,GAMBLING,BOOKMAKING/HORSES,RESTAURANT,true,false,1733,017,33,21,19,1154425,1923371,2003,04/15/2016 08:55:02 AM,41.945554837,-87.707793234,"(41.945554837, -87.707793234)" +2597567,HJ150339,01/24/2003 07:40:00 PM,054XX W FULLERTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2515,025,30,19,19,1139817,1915427,2003,04/15/2016 08:55:02 AM,41.924035673,-87.761682246,"(41.924035673, -87.761682246)" +2597580,HJ160096,01/30/2003 11:00:00 AM,058XX W ROOSEVELT RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1513,015,29,25,19,1137465,1894082,2003,04/15/2016 08:55:02 AM,41.865505001,-87.770838758,"(41.865505001, -87.770838758)" +2597694,HJ148135,01/26/2003 03:20:00 PM,044XX N MILWAUKEE AVE,1627,GAMBLING,LOTTERY/OTHER,TAVERN/LIQUOR STORE,true,false,1623,016,45,15,19,1141594,1928920,2003,04/15/2016 08:55:02 AM,41.961029065,-87.754818142,"(41.961029065, -87.754818142)" +2597707,HJ147805,01/26/2003 11:45:00 AM,049XX N SHERIDAN RD,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,2024,020,46,3,19,1168736,1933238,2003,04/15/2016 08:55:02 AM,41.972331591,-87.65490424,"(41.972331591, -87.65490424)" +2597715,HJ160949,02/02/2003 10:25:00 AM,063XX S KARLOV AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0813,008,13,65,19,1150123,1862385,2003,04/15/2016 08:55:02 AM,41.778287045,-87.725193773,"(41.778287045, -87.725193773)" +2597722,HJ151195,01/28/2003 09:00:00 AM,072XX S BENNETT AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0324,003,5,43,19,1189958,1857438,2003,04/15/2016 08:55:02 AM,41.763846222,-87.579316872,"(41.763846222, -87.579316872)" +2597732,HJ155262,01/30/2003 11:30:00 AM,063XX S EBERHART AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180667,1863135,2003,04/15/2016 08:55:02 AM,41.779697806,-87.613195258,"(41.779697806, -87.613195258)" +2597865,HJ181129,02/13/2003 11:30:00 AM,001XX W LAKE ST,1680,GAMBLING,OTHER,CTA TRAIN,true,false,0113,001,42,32,19,1175334,1901735,2003,04/15/2016 08:55:02 AM,41.885740288,-87.631590568,"(41.885740288, -87.631590568)" +2603985,HJ176257,02/10/2003 05:45:00 PM,033XX W 63RD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0823,008,15,66,19,1155196,1862651,2003,04/15/2016 08:55:02 AM,41.778917035,-87.706588602,"(41.778917035, -87.706588602)" +2604061,HH826121,12/08/2002 07:29:03 PM,068XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0722,007,6,68,19,1174129,1859563,2002,04/15/2016 08:55:02 AM,41.770043582,-87.637270265,"(41.770043582, -87.637270265)" +2604771,HJ181300,02/13/2003 01:40:00 PM,002XX E PERSHING RD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0211,002,3,35,19,1178744,1879190,2003,04/15/2016 08:55:02 AM,41.823798151,-87.619756522,"(41.823798151, -87.619756522)" +2604900,HJ178602,02/11/2003 11:55:00 PM,064XX S WOOD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1165446,1861997,2003,04/15/2016 08:55:02 AM,41.776911227,-87.66902959,"(41.776911227, -87.66902959)" +2606052,HJ195215,02/20/2003 06:00:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,16,67,19,1168606,1867928,2003,04/15/2016 08:55:02 AM,41.793119033,-87.657274157,"(41.793119033, -87.657274157)" +2606421,HJ193564,02/19/2003 09:20:00 PM,063XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165427,1862674,2003,04/15/2016 08:55:02 AM,41.778769405,-87.669080073,"(41.778769405, -87.669080073)" +2607331,HJ192736,02/19/2003 03:30:00 PM,063XX S WOOD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1165429,1862621,2003,04/15/2016 08:55:02 AM,41.778623924,-87.669074242,"(41.778623924, -87.669074242)" +2609823,HJ189365,02/17/2003 08:45:00 PM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170661,1865451,2003,04/15/2016 08:55:02 AM,41.78627727,-87.649810912,"(41.78627727, -87.649810912)" +2614400,HJ200510,02/23/2003 02:15:00 PM,027XX N HOYNE AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1913,019,1,7,19,1162342,1918286,2003,04/15/2016 08:55:02 AM,41.931439065,-87.678835913,"(41.931439065, -87.678835913)" +2615653,HJ209193,02/27/2003 10:50:00 PM,010XX W 63RD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0724,007,16,68,19,1170288,1863035,2003,04/15/2016 08:55:02 AM,41.779655611,-87.651248784,"(41.779655611, -87.651248784)" +2615732,HJ211195,02/28/2003 10:00:00 PM,081XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0631,006,8,44,19,1183979,1851228,2003,04/15/2016 08:55:02 AM,41.746947085,-87.601424603,"(41.746947085, -87.601424603)" +2617215,HJ209162,02/27/2003 09:52:29 PM,010XX W 70TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170724,1858406,2003,04/15/2016 08:55:02 AM,41.766943573,-87.649785238,"(41.766943573, -87.649785238)" +2622457,HJ193466,02/19/2003 08:40:13 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171035,1868997,2003,04/15/2016 08:55:02 AM,41.795999725,-87.648336051,"(41.795999725, -87.648336051)" +2626305,HJ213219,03/02/2003 12:22:58 AM,004XX E PERSHING RD,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0213,002,3,38,19,1179802,1879218,2003,04/15/2016 08:55:02 AM,41.823850807,-87.615874273,"(41.823850807, -87.615874273)" +2626511,HJ211223,02/28/2003 10:40:00 PM,059XX S RACINE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0713,007,16,67,19,1169339,1865307,2003,04/15/2016 08:55:02 AM,41.785910855,-87.654662193,"(41.785910855, -87.654662193)" +2626855,HJ210254,02/28/2003 01:12:35 PM,057XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,16,67,19,1167315,1866763,2003,04/15/2016 08:55:02 AM,41.789949896,-87.662041477,"(41.789949896, -87.662041477)" +2627593,HJ217604,03/04/2003 11:50:00 AM,076XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0611,006,18,71,19,1165016,1853938,2003,04/15/2016 08:55:02 AM,41.754805333,-87.670833516,"(41.754805333, -87.670833516)" +2627762,HJ215811,03/03/2003 01:15:00 PM,052XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1524,015,37,25,19,1141074,1904824,2003,04/15/2016 08:55:02 AM,41.894916758,-87.757325092,"(41.894916758, -87.757325092)" +2627967,HJ212111,03/01/2003 10:45:00 AM,011XX W CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1323,012,27,24,19,1168733,1905516,2003,04/15/2016 08:55:02 AM,41.896261177,-87.65572097,"(41.896261177, -87.65572097)" +2628216,HJ203125,02/24/2003 07:00:00 PM,056XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1633,016,38,15,19,1138389,1920715,2003,04/15/2016 08:55:02 AM,41.938572513,-87.766800977,"(41.938572513, -87.766800977)" +2628245,HJ203136,02/24/2003 06:50:00 PM,004XX N OGDEN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1324,012,27,24,19,1167667,1903320,2003,04/15/2016 08:55:02 AM,41.890258237,-87.659699485,"(41.890258237, -87.659699485)" +2628515,HJ182984,02/14/2003 09:00:00 AM,039XX N CENTRAL PARK AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CAR WASH,true,false,1732,017,33,16,19,1151685,1926104,2003,04/15/2016 08:55:02 AM,41.953108821,-87.717792389,"(41.953108821, -87.717792389)" +2628557,HJ193938,02/20/2003 06:00:00 AM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873742,2003,04/15/2016 08:55:02 AM,41.808856306,-87.621198838,"(41.808856306, -87.621198838)" +2628591,HJ197513,02/21/2003 07:30:00 PM,041XX N ST LOUIS AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,1723,017,33,16,19,1152313,1927387,2003,04/15/2016 08:55:02 AM,41.956617062,-87.715449798,"(41.956617062, -87.715449798)" +2628630,HJ202976,02/24/2003 06:30:00 PM,051XX N BROADWAY,1630,GAMBLING,WIREROOM/HORSES,OTHER,true,false,2033,020,46,3,19,1167389,1934179,2003,04/15/2016 08:55:02 AM,41.974942889,-87.659830164,"(41.974942889, -87.659830164)" +2628725,HJ207902,02/27/2003 08:00:00 AM,046XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2123,002,4,39,19,1182376,1874337,2003,04/15/2016 08:55:02 AM,41.810397607,-87.606582722,"(41.810397607, -87.606582722)" +2628733,HJ207904,02/27/2003 10:00:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,TAVERN/LIQUOR STORE,true,false,0312,003,20,42,19,1182667,1862564,2003,04/15/2016 08:55:02 AM,41.778084734,-87.605880787,"(41.778084734, -87.605880787)" +2628757,HJ210876,02/28/2003 07:22:27 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0934,009,20,61,19,1171009,1868996,2003,04/15/2016 08:55:02 AM,41.795997549,-87.648431423,"(41.795997549, -87.648431423)" +2637326,HJ222322,03/06/2003 07:39:00 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2532,025,37,25,19,1138961,1910083,2003,04/15/2016 08:55:02 AM,41.90938675,-87.764957714,"(41.90938675, -87.764957714)" +2637611,HJ219371,03/05/2003 10:55:00 AM,023XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1024,010,22,30,19,1154399,1888201,2003,04/15/2016 08:55:02 AM,41.849045571,-87.708829783,"(41.849045571, -87.708829783)" +2637741,HJ221639,03/06/2003 02:20:00 PM,060XX S DR MARTIN LUTHER KING JR DR,1630,GAMBLING,WIREROOM/HORSES,RESIDENCE,true,false,0313,003,20,42,19,1179958,1864982,2003,04/15/2016 08:55:02 AM,41.784782418,-87.615738011,"(41.784782418, -87.615738011)" +2638910,HJ223693,03/07/2003 02:30:00 PM,068XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0725,007,17,67,19,1167184,1859360,2003,04/15/2016 08:55:02 AM,41.769637941,-87.662733505,"(41.769637941, -87.662733505)" +2530625,HH842938,12/16/2002 09:05:00 PM,007XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1133,011,24,27,19,1151826,1896635,2002,04/15/2016 08:55:02 AM,41.872240409,-87.718051192,"(41.872240409, -87.718051192)" +2645263,HJ232291,03/11/2003 11:30:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,69,19,1174951,1854229,2003,04/15/2016 08:55:02 AM,41.755388165,-87.634416036,"(41.755388165, -87.634416036)" +2645406,HJ229021,03/10/2003 12:30:00 PM,015XX E HYDE PARK BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2132,002,4,41,19,1187376,1871491,2003,04/15/2016 08:55:02 AM,41.802470496,-87.588334067,"(41.802470496, -87.588334067)" +2645465,HJ233168,03/12/2003 01:10:00 PM,024XX W 56TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,63,19,1161095,1867469,2003,04/15/2016 08:55:02 AM,41.792018262,-87.684829002,"(41.792018262, -87.684829002)" +2645498,HJ227142,03/09/2003 09:00:00 AM,037XX S KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0913,009,12,58,19,1155652,1879415,2003,04/15/2016 08:55:02 AM,41.824910629,-87.704467201,"(41.824910629, -87.704467201)" +2645716,HJ224369,03/07/2003 06:30:00 PM,031XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0922,009,11,59,19,1166031,1884034,2003,04/15/2016 08:55:02 AM,41.83737086,-87.666257952,"(41.83737086, -87.666257952)" +2645850,HJ231252,03/11/2003 01:15:00 PM,044XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,45,15,19,1141580,1928940,2003,04/15/2016 08:55:02 AM,41.961084206,-87.754869118,"(41.961084206, -87.754869118)" +2645953,HJ224216,03/04/2003 01:30:00 PM,007XX W 26TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0923,009,11,60,19,1171885,1886987,2003,04/15/2016 08:55:02 AM,41.84534738,-87.644690326,"(41.84534738, -87.644690326)" +2645985,HJ227120,03/09/2003 09:45:00 AM,050XX W ARMITAGE AVE,1610,GAMBLING,BOOKMAKING/HORSES,RESTAURANT,true,false,2522,025,31,19,19,1142305,1912825,2003,04/15/2016 08:55:02 AM,41.916849633,-87.752604962,"(41.916849633, -87.752604962)" +2646270,HJ229995,03/10/2003 06:15:00 PM,070XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2424,024,49,1,19,1163414,1946759,2003,04/15/2016 08:55:02 AM,42.009547612,-87.674091366,"(42.009547612, -87.674091366)" +2647223,HJ254484,03/22/2003 09:20:00 PM,098XX S EWING AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0432,004,10,52,19,1202129,1840573,2003,04/15/2016 08:55:02 AM,41.717266125,-87.535281725,"(41.717266125, -87.535281725)" +2647723,HJ233762,03/12/2003 04:42:00 PM,093XX S HALSTED ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,2223,022,21,73,19,1172618,1842964,2003,04/15/2016 08:55:02 AM,41.724527193,-87.643296878,"(41.724527193, -87.643296878)" +2649002,HJ244269,03/17/2003 07:15:00 PM,070XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170858,1858230,2003,04/15/2016 08:55:02 AM,41.766457683,-87.649299205,"(41.766457683, -87.649299205)" +2649022,HJ245904,03/18/2003 03:00:00 PM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151875,1906073,2003,04/15/2016 08:55:02 AM,41.898138305,-87.717622673,"(41.898138305, -87.717622673)" +2652899,HJ237681,03/14/2003 04:18:34 PM,058XX N WINTHROP AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2022,020,48,77,19,1167806,1939021,2003,04/15/2016 08:55:02 AM,41.988220457,-87.658156374,"(41.988220457, -87.658156374)" +2653594,HJ233165,03/12/2003 01:00:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167203,1858703,2003,04/15/2016 08:55:02 AM,41.76783464,-87.662682637,"(41.76783464, -87.662682637)" +2653595,HJ238561,03/14/2003 10:50:00 PM,122XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,34,53,19,1172209,1823664,2003,04/15/2016 08:55:02 AM,41.671573994,-87.645359738,"(41.671573994, -87.645359738)" +2787764,HJ414018,06/07/2003 08:21:15 PM,015XX W 72ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,,,2003,08/17/2015 03:03:40 PM,,, +2656490,HJ240653,03/16/2003 12:13:00 AM,069XX N GLENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165696,1945965,2003,04/15/2016 08:55:02 AM,42.007320334,-87.665717974,"(42.007320334, -87.665717974)" +2661098,HJ263238,03/27/2003 09:50:00 AM,066XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,15,66,19,1159850,1860613,2003,04/15/2016 08:55:02 AM,41.773230126,-87.689582448,"(41.773230126, -87.689582448)" +2662224,HJ238128,03/14/2003 07:30:00 PM,044XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147016,1896348,2003,04/15/2016 08:55:02 AM,41.871546102,-87.735718273,"(41.871546102, -87.735718273)" +2662984,HJ233073,03/12/2003 12:15:52 PM,008XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153562,1905270,2003,04/15/2016 08:55:02 AM,41.895901406,-87.71144781,"(41.895901406, -87.71144781)" +2663009,HJ232766,03/12/2003 09:00:00 AM,030XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,STREET,true,false,2112,002,2,35,19,1179306,1885032,2003,04/15/2016 08:55:02 AM,41.839816207,-87.617516172,"(41.839816207, -87.617516172)" +2664029,HJ259024,03/25/2003 08:45:00 AM,050XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178450,1871745,2003,04/15/2016 08:55:02 AM,41.803375133,-87.621061481,"(41.803375133, -87.621061481)" +2664117,HJ258427,03/24/2003 06:50:00 PM,049XX N BROADWAY,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,2033,020,48,3,19,1167421,1933020,2003,04/15/2016 08:55:02 AM,41.971761866,-87.659746002,"(41.971761866, -87.659746002)" +2664288,HJ264250,03/27/2003 04:17:00 PM,060XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1181605,1865042,2003,04/15/2016 08:55:02 AM,41.784909185,-87.609697627,"(41.784909185, -87.609697627)" +2664396,HJ261613,03/20/2003 10:30:00 AM,058XX W ROOSEVELT RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1513,015,29,25,19,1137465,1894082,2003,04/15/2016 08:55:02 AM,41.865505001,-87.770838758,"(41.865505001, -87.770838758)" +2668037,HJ272506,03/31/2003 10:50:00 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,2532,025,37,25,19,1138966,1910083,2003,04/15/2016 08:55:02 AM,41.909386659,-87.764939346,"(41.909386659, -87.764939346)" +2668116,HH629741,09/06/2002 12:46:19 PM,039XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,24,26,19,1150237,1897402,2002,04/15/2016 08:55:02 AM,41.874376252,-87.723865145,"(41.874376252, -87.723865145)" +2668164,HJ271576,03/31/2003 03:10:00 PM,078XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,8,69,19,1183922,1853213,2003,04/15/2016 08:55:02 AM,41.752395462,-87.601571604,"(41.752395462, -87.601571604)" +2668262,HJ272451,03/31/2003 10:34:00 PM,088XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,71,19,1173518,1846313,2003,04/15/2016 08:55:02 AM,41.733697463,-87.639901372,"(41.733697463, -87.639901372)" +2668455,HJ263464,03/27/2003 11:00:00 AM,047XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1177953,1873730,2003,04/15/2016 08:55:02 AM,41.808833439,-87.622824022,"(41.808833439, -87.622824022)" +2668521,HJ261567,03/26/2003 12:15:00 PM,002XX E 111TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0513,005,9,49,19,1179894,1831414,2003,04/15/2016 08:55:02 AM,41.692669318,-87.616997089,"(41.692669318, -87.616997089)" +2668913,HJ269436,03/30/2003 01:58:00 PM,054XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1166927,1868751,2003,04/15/2016 08:55:02 AM,41.795413511,-87.663407359,"(41.795413511, -87.663407359)" +2668949,HJ256135,03/23/2003 07:00:00 PM,038XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,26,19,1150840,1896421,2003,04/15/2016 08:55:02 AM,41.871672507,-87.721676848,"(41.871672507, -87.721676848)" +2668978,HJ255496,03/23/2003 01:25:00 PM,053XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1163934,1869073,2003,04/15/2016 08:55:02 AM,41.7963606,-87.674373743,"(41.7963606, -87.674373743)" +2669358,HJ253690,03/22/2003 12:50:00 PM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151585,1904728,2003,04/15/2016 08:55:02 AM,41.894453197,-87.718723215,"(41.894453197, -87.718723215)" +2669561,HJ258332,03/24/2003 08:18:00 PM,052XX W NORTH AVE,1680,GAMBLING,OTHER,STREET,true,false,2532,025,37,25,19,1141339,1910139,2003,04/15/2016 08:55:02 AM,41.909496847,-87.756220483,"(41.909496847, -87.756220483)" +2669634,HJ256105,03/23/2003 06:30:00 PM,001XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149044,1900327,2003,04/15/2016 08:55:02 AM,41.882425945,-87.728169622,"(41.882425945, -87.728169622)" +2669713,HJ256161,03/23/2003 07:30:00 PM,063XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1180667,1863155,2003,04/15/2016 08:55:02 AM,41.779752688,-87.613194644,"(41.779752688, -87.613194644)" +2670051,HJ259531,03/25/2003 01:08:00 PM,059XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166358,1865316,2003,04/15/2016 08:55:02 AM,41.785999601,-87.665591733,"(41.785999601, -87.665591733)" +2670155,HJ254653,03/22/2003 11:05:00 PM,052XX S DAMEN AVE,1680,GAMBLING,OTHER,STREET,true,false,0915,009,16,61,19,1163918,1869638,2003,04/15/2016 08:55:02 AM,41.797911366,-87.674416535,"(41.797911366, -87.674416535)" +2670196,HJ256372,03/23/2003 09:30:00 PM,107XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1178152,1833858,2003,04/15/2016 08:55:02 AM,41.69941558,-87.623301059,"(41.69941558, -87.623301059)" +2670448,HJ257838,03/24/2003 03:22:46 PM,077XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0611,006,18,71,19,1164368,1853387,2003,04/15/2016 08:55:02 AM,41.753306979,-87.67322375,"(41.753306979, -87.67322375)" +2670543,HJ256247,03/23/2003 08:15:00 PM,073XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1169924,1856111,2003,04/15/2016 08:55:02 AM,41.760663209,-87.652784111,"(41.760663209, -87.652784111)" +2670558,HJ255292,03/23/2003 10:50:00 AM,052XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1166233,1869879,2003,04/15/2016 08:55:02 AM,41.79852369,-87.665920163,"(41.79852369, -87.665920163)" +2671635,HJ271072,03/31/2003 11:30:00 AM,077XX N ASHLAND AVE,1680,GAMBLING,OTHER,STREET,true,false,2422,024,49,1,19,1164297,1951278,2003,04/15/2016 08:55:02 AM,42.02192912,-87.670713827,"(42.02192912, -87.670713827)" +2671681,HJ276496,04/02/2003 06:12:00 PM,013XX E 75TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186661,1855540,2003,04/15/2016 08:55:02 AM,41.758716607,-87.591460936,"(41.758716607, -87.591460936)" +2672007,HJ275805,04/02/2003 02:30:00 PM,050XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1167851,1871330,2003,04/15/2016 08:55:02 AM,41.802470773,-87.65994494,"(41.802470773, -87.65994494)" +2672138,HJ275722,04/02/2003 01:30:00 PM,075XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,69,19,1180881,1855126,2003,04/15/2016 08:55:02 AM,41.757715376,-87.612656739,"(41.757715376, -87.612656739)" +2673199,HJ274418,04/01/2003 08:26:19 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1167261,1868636,2003,04/15/2016 08:55:02 AM,41.795090788,-87.662185864,"(41.795090788, -87.662185864)" +2673760,HJ280652,04/04/2003 07:41:00 PM,076XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1172628,1854107,2003,04/15/2016 08:55:02 AM,41.755104853,-87.642932797,"(41.755104853, -87.642932797)" +2673800,HJ269766,03/30/2003 05:27:45 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165180,1859948,2003,04/15/2016 08:55:02 AM,41.771294134,-87.670062673,"(41.771294134, -87.670062673)" +2675339,HJ243672,03/17/2003 01:45:00 PM,008XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153973,1905430,2003,04/15/2016 08:55:02 AM,41.896332277,-87.709934017,"(41.896332277, -87.709934017)" +2675628,HJ239665,03/15/2003 02:20:00 PM,053XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2131,002,5,41,19,1182813,1869847,2003,04/15/2016 08:55:02 AM,41.798066536,-87.605119409,"(41.798066536, -87.605119409)" +2675718,HJ273093,04/01/2003 09:15:00 AM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151173,1907247,2003,04/15/2016 08:55:02 AM,41.901373673,-87.720170258,"(41.901373673, -87.720170258)" +2679480,HJ171098,02/07/2003 06:00:00 PM,024XX W CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1313,012,1,24,19,1160087,1905257,2003,04/15/2016 08:55:02 AM,41.89573345,-87.687483188,"(41.89573345, -87.687483188)" +2679810,HJ262554,03/26/2003 08:32:00 PM,021XX W MONROE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1211,012,2,28,19,1162211,1899525,2003,04/15/2016 08:55:02 AM,41.879960226,-87.679842538,"(41.879960226, -87.679842538)" +2681057,HJ284423,04/06/2003 10:25:00 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165179,1859968,2003,04/15/2016 08:55:02 AM,41.771349038,-87.670065773,"(41.771349038, -87.670065773)" +2682904,HJ277236,04/03/2003 08:15:00 AM,063XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,20,42,19,1187961,1863296,2003,04/15/2016 08:55:02 AM,41.77996887,-87.586449755,"(41.77996887, -87.586449755)" +2682909,HJ240727,03/16/2003 12:45:00 AM,042XX S KEDZIE AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,0912,009,14,58,19,1155714,1876473,2003,04/15/2016 08:55:02 AM,41.816836158,-87.704318755,"(41.816836158, -87.704318755)" +2683498,HJ249978,03/20/2003 01:00:00 PM,010XX W ARGYLE ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,2024,020,46,3,19,1168517,1933590,2003,04/15/2016 08:55:02 AM,41.973302246,-87.655699298,"(41.973302246, -87.655699298)" +2683625,HJ255181,03/23/2003 08:30:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182669,1862517,2003,04/15/2016 08:55:02 AM,41.777955715,-87.605874912,"(41.777955715, -87.605874912)" +2683751,HJ244406,03/14/2003 07:00:00 PM,027XX E 130TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0433,004,10,55,19,1196325,1819357,2003,04/15/2016 08:55:02 AM,41.659192854,-87.557238882,"(41.659192854, -87.557238882)" +2683768,HJ249717,03/20/2003 11:30:00 AM,062XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1179994,1863637,2003,04/15/2016 08:55:02 AM,41.781090783,-87.61564718,"(41.781090783, -87.61564718)" +2684575,HJ271418,03/31/2003 02:10:00 PM,009XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150881,1905992,2003,04/15/2016 08:55:02 AM,41.897935551,-87.721275699,"(41.897935551, -87.721275699)" +2686361,HJ277893,04/03/2003 02:30:00 PM,002XX S KILPATRICK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1145092,1898564,2003,04/15/2016 08:55:02 AM,41.877663618,-87.742726126,"(41.877663618, -87.742726126)" +2686362,HJ286199,04/07/2003 07:20:00 PM,057XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0233,002,20,40,19,1178134,1867085,2003,04/15/2016 08:55:02 AM,41.790594835,-87.622361746,"(41.790594835, -87.622361746)" +2690812,HJ282520,04/05/2003 07:05:00 PM,002XX S STATE ST,1661,GAMBLING,GAME/DICE,CTA TRAIN,true,false,0123,001,42,32,19,1176417,1899156,2003,04/15/2016 08:55:02 AM,41.878638996,-87.627691486,"(41.878638996, -87.627691486)" +2690837,HJ283746,04/06/2003 03:15:00 PM,060XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180958,1865047,2003,04/15/2016 08:55:02 AM,41.784937823,-87.612069628,"(41.784937823, -87.612069628)" +2692398,HJ296371,04/12/2003 04:50:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867960,2003,04/15/2016 08:55:02 AM,41.793206867,-87.657276902,"(41.793206867, -87.657276902)" +2692411,HJ296665,04/12/2003 07:15:00 PM,092XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,48,19,1195866,1844212,2003,04/15/2016 08:55:02 AM,41.727408886,-87.558099894,"(41.727408886, -87.558099894)" +2692439,HJ289445,04/09/2003 01:20:00 PM,043XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0222,002,4,38,19,1181991,1876331,2003,04/15/2016 08:55:02 AM,41.815878223,-87.607933103,"(41.815878223, -87.607933103)" +2692473,HJ294423,04/11/2003 06:30:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143290,1898778,2003,04/15/2016 08:55:02 AM,41.878284697,-87.749337338,"(41.878284697, -87.749337338)" +2692806,HJ293598,04/11/2003 11:45:00 AM,005XX N LECLAIRE AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,1532,015,28,25,19,1142270,1903059,2003,04/15/2016 08:55:02 AM,41.890051271,-87.752976295,"(41.890051271, -87.752976295)" +2692946,HJ290323,04/09/2003 08:00:00 PM,057XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168970,1866685,2003,04/15/2016 08:55:02 AM,41.789700234,-87.65597532,"(41.789700234, -87.65597532)" +2693047,HJ294293,04/11/2003 04:08:00 PM,118XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0522,005,34,53,19,1176085,1826380,2003,04/15/2016 08:55:02 AM,41.678941334,-87.63109268,"(41.678941334, -87.63109268)" +2693675,HJ292319,04/10/2003 07:59:00 PM,002XX W 37TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0925,009,3,34,19,1175127,1880095,2003,04/15/2016 08:55:02 AM,41.826363218,-87.632998863,"(41.826363218, -87.632998863)" +2694623,HJ280558,04/03/2003 05:50:00 PM,019XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1922,019,47,4,19,1162329,1931888,2003,04/15/2016 08:55:02 AM,41.968763943,-87.678501781,"(41.968763943, -87.678501781)" +2694659,HJ281622,04/05/2003 10:00:00 AM,027XX N LEAVITT ST,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,RESIDENCE,true,false,1913,019,1,7,19,1161919,1918129,2003,04/15/2016 08:55:02 AM,41.931017098,-87.680394757,"(41.931017098, -87.680394757)" +2694678,HJ281625,04/05/2003 10:20:00 AM,026XX N HOYNE AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,RESIDENCE,true,false,1913,019,1,7,19,1162364,1917608,2003,04/15/2016 08:55:02 AM,41.92957813,-87.678774089,"(41.92957813, -87.678774089)" +2694696,HJ238489,03/14/2003 09:50:00 PM,039XX N AUSTIN AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1633,016,38,15,19,1135648,1925747,2003,04/15/2016 08:55:02 AM,41.952430114,-87.776754872,"(41.952430114, -87.776754872)" +2694741,HJ281615,04/05/2003 08:57:00 AM,017XX N ALBANY AVE,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,RESIDENCE,true,false,1421,014,26,23,19,1155386,1911312,2003,04/15/2016 08:55:02 AM,41.912444716,-87.704585968,"(41.912444716, -87.704585968)" +2694756,HJ281620,04/05/2003 09:21:00 AM,019XX N PULASKI RD,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,RESIDENCE,true,false,2535,025,30,20,19,1149405,1912559,2003,04/15/2016 08:55:02 AM,41.915984814,-87.726526318,"(41.915984814, -87.726526318)" +2694802,HJ291135,04/07/2003 05:55:00 PM,047XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1723,017,33,14,19,1152859,1931351,2003,04/15/2016 08:55:02 AM,41.967483718,-87.7133371,"(41.967483718, -87.7133371)" +2694824,HJ291257,04/10/2003 12:30:00 PM,011XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2312,019,46,3,19,1167847,1932033,2003,04/15/2016 08:55:02 AM,41.969044305,-87.658208148,"(41.969044305, -87.658208148)" +2695443,HJ293809,04/11/2003 12:48:52 PM,060XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180955,1865183,2003,04/15/2016 08:55:02 AM,41.785311089,-87.612076444,"(41.785311089, -87.612076444)" +2696218,HJ295763,04/12/2003 10:14:44 AM,038XX W IOWA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1150469,1905730,2003,04/15/2016 08:55:02 AM,41.897224652,-87.722795794,"(41.897224652, -87.722795794)" +2696461,HJ294790,04/07/2003 09:55:00 PM,073XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1631,016,36,17,19,1126458,1925783,2003,04/15/2016 08:55:02 AM,41.952687705,-87.810537495,"(41.952687705, -87.810537495)" +2696462,HJ296672,04/12/2003 07:20:00 PM,048XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1144143,1900067,2003,04/15/2016 08:55:02 AM,41.8818059,-87.746172894,"(41.8818059, -87.746172894)" +2696490,HJ296677,04/12/2003 07:15:00 PM,054XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1140237,1898470,2003,04/15/2016 08:55:02 AM,41.877495963,-87.760554976,"(41.877495963, -87.760554976)" +2696720,HJ296377,04/12/2003 04:45:00 PM,041XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1115,011,28,26,19,1148813,1900172,2003,04/15/2016 08:55:02 AM,41.882005075,-87.729021872,"(41.882005075, -87.729021872)" +2697314,HJ298837,04/13/2003 09:32:22 PM,003XX E 93RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0633,006,6,49,19,1180376,1843394,2003,04/15/2016 08:55:02 AM,41.725533002,-87.614866457,"(41.725533002, -87.614866457)" +2697342,HJ298735,04/13/2003 09:10:00 PM,118XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1177388,1826424,2003,04/15/2016 08:55:02 AM,41.679032835,-87.626321881,"(41.679032835, -87.626321881)" +2697792,HJ295617,04/07/2003 08:00:00 PM,027XX S ELEANOR ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0923,009,11,60,19,1167584,1886631,2003,04/15/2016 08:55:02 AM,41.844464037,-87.660484686,"(41.844464037, -87.660484686)" +2697941,HJ300574,04/11/2003 06:00:00 PM,015XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164637,1942592,2003,04/15/2016 08:55:02 AM,41.998087341,-87.66971041,"(41.998087341, -87.66971041)" +2701490,HJ300914,04/14/2003 07:30:00 PM,010XX W ARGYLE ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2024,020,48,3,19,1168204,1933582,2003,04/15/2016 08:55:02 AM,41.973287081,-87.656850497,"(41.973287081, -87.656850497)" +2701864,HJ300123,04/14/2003 03:40:00 PM,072XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0735,007,17,67,19,1163947,1856599,2003,04/15/2016 08:55:02 AM,41.762130019,-87.674676442,"(41.762130019, -87.674676442)" +2703268,HJ300899,04/14/2003 09:30:00 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1167781,1939811,2003,04/15/2016 08:55:02 AM,41.990388776,-87.65822542,"(41.990388776, -87.65822542)" +2703644,HJ308848,04/18/2003 05:29:11 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165796,1861254,2003,04/15/2016 08:55:02 AM,41.774864911,-87.667767578,"(41.774864911, -87.667767578)" +2703681,HJ308935,04/18/2003 06:46:59 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,2532,025,37,25,19,1138966,1910083,2003,04/15/2016 08:55:02 AM,41.909386659,-87.764939346,"(41.909386659, -87.764939346)" +2703999,HJ308562,04/18/2003 03:46:06 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142670,1904177,2003,04/15/2016 08:55:02 AM,41.893111762,-87.751479453,"(41.893111762, -87.751479453)" +2705627,HJ318999,04/23/2003 06:45:06 PM,042XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0214,002,3,38,19,1177864,1876897,2003,04/15/2016 08:55:02 AM,41.81752598,-87.623054444,"(41.81752598, -87.623054444)" +2705729,HJ319157,04/23/2003 08:00:00 PM,052XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1163914,1869776,2003,04/15/2016 08:55:02 AM,41.798290139,-87.674427324,"(41.798290139, -87.674427324)" +2706379,HJ323131,04/25/2003 06:10:00 PM,062XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157457,1863022,2003,04/15/2016 08:55:02 AM,41.779889594,-87.698289469,"(41.779889594, -87.698289469)" +2707286,HJ327324,04/27/2003 08:50:00 PM,078XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166707,1852679,2003,04/15/2016 08:55:02 AM,41.751314561,-87.664672335,"(41.751314561, -87.664672335)" +2707364,HJ322709,04/25/2003 03:15:00 PM,059XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166356,1865418,2003,04/15/2016 08:55:02 AM,41.786279544,-87.665596162,"(41.786279544, -87.665596162)" +2707712,HJ326932,04/27/2003 05:00:00 PM,002XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139915,1898570,2003,04/15/2016 08:55:02 AM,41.877776267,-87.761734846,"(41.877776267, -87.761734846)" +2708187,HJ321079,04/24/2003 06:20:00 PM,074XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1195467,1856245,2003,04/15/2016 08:55:02 AM,41.760438255,-87.559164905,"(41.760438255, -87.559164905)" +2708945,HJ314168,04/21/2003 02:15:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150559,1894646,2003,04/15/2016 08:55:02 AM,41.866807193,-87.722754872,"(41.866807193, -87.722754872)" +2708994,HJ314947,04/21/2003 06:55:44 PM,031XX W LYNDALE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1414,014,35,22,19,1155190,1914922,2003,04/15/2016 08:55:02 AM,41.922354795,-87.705208889,"(41.922354795, -87.705208889)" +2709173,HJ317240,04/22/2003 10:18:06 PM,011XX E 47TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,2124,002,4,39,19,1184586,1874074,2003,04/15/2016 08:55:02 AM,41.809624346,-87.598485057,"(41.809624346, -87.598485057)" +2709457,HJ322111,04/25/2003 10:15:00 AM,060XX S VERNON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0313,003,20,42,19,1180311,1865006,2003,04/15/2016 08:55:02 AM,41.784840184,-87.614443041,"(41.784840184, -87.614443041)" +2709921,HJ321998,04/25/2003 09:20:00 AM,005XX S LARAMIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1141807,1897096,2003,04/15/2016 08:55:02 AM,41.873696636,-87.754824282,"(41.873696636, -87.754824282)" +2709996,HJ325589,04/26/2003 10:00:00 PM,012XX W PRATT BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2431,024,49,1,19,1166820,1945321,2003,04/15/2016 08:55:02 AM,42.005529062,-87.661601175,"(42.005529062, -87.661601175)" +2872649,HJ527950,07/29/2003 10:50:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,,,2003,08/17/2015 03:03:40 PM,,, +2712810,HJ302783,04/15/2003 06:35:00 PM,069XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170181,1858772,2003,04/15/2016 08:55:02 AM,41.767959747,-87.651764919,"(41.767959747, -87.651764919)" +2713079,HJ302705,04/15/2003 04:35:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0825,008,15,66,19,1160130,1862471,2003,04/15/2016 08:55:02 AM,41.778322985,-87.688504959,"(41.778322985, -87.688504959)" +2713115,HJ302823,04/15/2003 07:10:00 PM,057XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168636,1866798,2003,04/15/2016 08:55:02 AM,41.790017534,-87.657196739,"(41.790017534, -87.657196739)" +2713193,HJ300413,04/14/2003 05:00:00 PM,031XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1421,014,26,23,19,1155333,1910473,2003,04/15/2016 08:55:02 AM,41.910143494,-87.704803264,"(41.910143494, -87.704803264)" +2713236,HJ300153,04/14/2003 03:47:37 PM,020XX W JARVIS AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2424,024,49,1,19,1161581,1948777,2003,04/15/2016 08:55:02 AM,42.015123588,-87.680778946,"(42.015123588, -87.680778946)" +2713452,HJ301127,04/14/2003 11:30:00 PM,055XX W CHICAGO AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1524,015,37,25,19,1139250,1904792,2003,04/15/2016 08:55:02 AM,41.894862353,-87.764025029,"(41.894862353, -87.764025029)" +2713878,HJ302183,04/15/2003 01:50:00 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2433,024,48,77,19,1167780,1939847,2003,04/15/2016 08:55:02 AM,41.990487582,-87.658228054,"(41.990487582, -87.658228054)" +2713907,HJ305284,04/16/2003 09:00:00 PM,006XX W 89TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2223,022,21,71,19,1173689,1845906,2003,04/15/2016 08:55:02 AM,41.732576818,-87.639286937,"(41.732576818, -87.639286937)" +2713931,HJ315062,04/21/2003 06:15:00 PM,027XX W LAWRENCE AVE,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,2031,020,40,4,19,1157035,1931766,2003,04/15/2016 08:55:02 AM,41.968538551,-87.697971014,"(41.968538551, -87.697971014)" +2715586,HJ309313,04/18/2003 09:45:00 PM,070XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2424,024,49,1,19,1163414,1946759,2003,04/15/2016 08:55:02 AM,42.009547612,-87.674091366,"(42.009547612, -87.674091366)" +2715814,HJ305893,04/17/2003 09:45:00 AM,044XX W LAWRENCE AVE,1610,GAMBLING,BOOKMAKING/HORSES,RESTAURANT,true,false,1722,017,45,16,19,1145450,1931525,2003,04/15/2016 08:55:02 AM,41.968105076,-87.740575045,"(41.968105076, -87.740575045)" +2716587,HJ315069,04/21/2003 07:40:00 PM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1157997,1931783,2003,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +2716663,HJ315966,04/22/2003 11:17:00 AM,081XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,0614,006,21,71,19,1167087,1850840,2003,04/15/2016 08:55:02 AM,41.746259974,-87.663332294,"(41.746259974, -87.663332294)" +2717436,HJ329505,04/25/2003 08:25:00 PM,032XX S RACINE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0924,009,11,60,19,1168840,1883510,2003,04/15/2016 08:55:02 AM,41.835872628,-87.655965716,"(41.835872628, -87.655965716)" +2717519,HJ323165,04/21/2003 09:00:00 PM,040XX S WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0914,009,12,58,19,1161041,1877713,2003,04/15/2016 08:55:02 AM,41.820130198,-87.684743545,"(41.820130198, -87.684743545)" +2717823,HJ329567,04/28/2003 10:00:00 PM,009XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1312,012,32,24,19,1160238,1906135,2003,04/15/2016 08:55:02 AM,41.898139634,-87.686904302,"(41.898139634, -87.686904302)" +2717900,HJ330308,04/29/2003 07:30:00 AM,070XX S PAXTON AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0331,003,5,43,19,1192104,1858464,2003,04/15/2016 08:55:02 AM,41.766609755,-87.571418131,"(41.766609755, -87.571418131)" +2717915,HJ330311,04/29/2003 08:00:00 AM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182654,1863077,2003,04/15/2016 08:55:02 AM,41.779492755,-87.605912536,"(41.779492755, -87.605912536)" +2718706,HJ320475,04/24/2003 02:00:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1179995,1863630,2003,04/15/2016 08:55:02 AM,41.781071552,-87.615643728,"(41.781071552, -87.615643728)" +2719216,HJ312861,04/20/2003 08:00:00 PM,009XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151216,1905910,2003,04/15/2016 08:55:02 AM,41.89770397,-87.72004742,"(41.89770397, -87.72004742)" +2719568,HJ291446,04/10/2003 11:55:00 AM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0331,003,5,42,19,1187941,1864031,2003,04/15/2016 08:55:02 AM,41.781986245,-87.586499673,"(41.781986245, -87.586499673)" +2719794,HJ312948,04/20/2003 09:20:00 PM,102XX S MORGAN ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,2232,022,34,73,19,1171457,1836930,2003,04/15/2016 08:55:02 AM,41.707994467,-87.647725606,"(41.707994467, -87.647725606)" +2720548,HJ323465,04/25/2003 09:10:00 PM,060XX S INDIANA AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0311,003,20,40,19,1178630,1865109,2003,04/15/2016 08:55:02 AM,41.785161229,-87.620603115,"(41.785161229, -87.620603115)" +2720717,HJ327475,04/27/2003 10:10:00 PM,005XX W DIVISION ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1821,018,27,8,19,1172309,1908265,2003,04/15/2016 08:55:02 AM,41.903726336,-87.64250581,"(41.903726336, -87.64250581)" +2721015,HJ331374,04/29/2003 04:48:00 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1143979,1904526,2003,04/15/2016 08:55:02 AM,41.894044999,-87.746663163,"(41.894044999, -87.746663163)" +2892249,HJ542612,08/05/2003 05:04:22 PM,006XX E 131ST ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,,,2003,08/17/2015 03:03:40 PM,,, +2724511,HJ329668,04/28/2003 07:44:00 PM,062XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157454,1863117,2003,04/15/2016 08:55:02 AM,41.780150348,-87.698297896,"(41.780150348, -87.698297896)" +2725536,HJ329945,04/28/2003 11:20:00 PM,062XX S SACRAMENTO AVE,1680,GAMBLING,OTHER,STREET,true,false,0823,008,15,66,19,1157457,1863042,2003,04/15/2016 08:55:02 AM,41.779944477,-87.698288928,"(41.779944477, -87.698288928)" +2726525,HJ338351,05/02/2003 08:40:00 PM,065XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,17,67,19,1167788,1861475,2003,04/15/2016 08:55:02 AM,41.775428827,-87.660458852,"(41.775428827, -87.660458852)" +2727296,HJ323365,04/25/2003 08:41:34 PM,060XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,15,67,19,1164395,1864536,2003,04/15/2016 08:55:02 AM,41.78390079,-87.672811038,"(41.78390079, -87.672811038)" +2728159,HJ341641,05/04/2003 05:25:00 PM,058XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1513,015,29,25,19,1137545,1899422,2003,04/15/2016 08:55:02 AM,41.880157252,-87.770416507,"(41.880157252, -87.770416507)" +2728196,HJ333509,04/30/2003 03:28:05 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150362,1894752,2003,04/15/2016 08:55:02 AM,41.867101912,-87.723475324,"(41.867101912, -87.723475324)" +2728452,HJ335126,05/01/2003 11:30:00 AM,062XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,20,68,19,1174701,1863398,2003,04/15/2016 08:55:02 AM,41.780554529,-87.635059422,"(41.780554529, -87.635059422)" +2728456,HJ323568,04/25/2003 09:09:34 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167201,1858757,2003,04/15/2016 08:55:02 AM,41.767982866,-87.662688425,"(41.767982866, -87.662688425)" +2728952,HJ340351,05/03/2003 10:30:00 PM,002XX W 105TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0512,005,34,49,19,1176533,1835314,2003,04/15/2016 08:55:02 AM,41.703447527,-87.629185507,"(41.703447527, -87.629185507)" +2728772,HJ341865,05/04/2003 07:10:00 PM,079XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168378,1852043,2003,04/15/2016 08:55:02 AM,41.749533491,-87.658567208,"(41.749533491, -87.658567208)" +2728853,HJ339657,05/03/2003 03:15:00 PM,088XX S LOWE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2223,022,21,71,19,1173518,1846299,2003,04/15/2016 08:55:02 AM,41.733659045,-87.639901785,"(41.733659045, -87.639901785)" +2728949,HJ343250,05/05/2003 01:45:00 PM,007XX N WALLER AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1511,015,29,25,19,1138199,1904266,2003,04/15/2016 08:55:02 AM,41.893438015,-87.767897856,"(41.893438015, -87.767897856)" +2729178,HJ339603,05/03/2003 01:51:47 PM,046XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2123,002,4,39,19,1182968,1874535,2003,04/15/2016 08:55:02 AM,41.810927176,-87.604405202,"(41.810927176, -87.604405202)" +2729221,HJ343069,05/05/2003 12:00:00 PM,094XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1175662,1842199,2003,04/15/2016 08:55:02 AM,41.722360431,-87.632169609,"(41.722360431, -87.632169609)" +2730161,HJ343282,05/05/2003 01:34:13 PM,044XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2123,002,4,39,19,1184335,1875691,2003,04/15/2016 08:55:02 AM,41.814067397,-87.599355017,"(41.814067397, -87.599355017)" +2730657,HJ346113,05/06/2003 04:15:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171002,1868996,2003,04/15/2016 08:55:02 AM,41.795997702,-87.648457092,"(41.795997702, -87.648457092)" +2730670,HJ343854,05/05/2003 05:34:36 PM,032XX S LITUANICA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0924,009,11,60,19,1170832,1883547,2003,04/15/2016 08:55:02 AM,41.835930821,-87.648655333,"(41.835930821, -87.648655333)" +2731085,HJ345704,05/06/2003 02:30:00 PM,091XX S BISHOP ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2222,022,21,73,19,1168272,1844119,2003,04/15/2016 08:55:02 AM,41.72779118,-87.659183095,"(41.72779118, -87.659183095)" +2731962,HJ320245,04/24/2003 12:11:44 PM,036XX W OHIO ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1152041,1903757,2003,04/15/2016 08:55:02 AM,41.8917797,-87.717074065,"(41.8917797, -87.717074065)" +2732025,HJ321332,04/24/2003 09:27:29 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1167592,1868648,2003,04/15/2016 08:55:02 AM,41.79511662,-87.66097174,"(41.79511662, -87.66097174)" +2732235,HJ334058,04/30/2003 08:04:08 PM,059XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,66,19,1159063,1865053,2003,04/15/2016 08:55:02 AM,41.785430246,-87.692346099,"(41.785430246, -87.692346099)" +2732264,HJ336099,05/01/2003 08:55:38 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169300,1866741,2003,04/15/2016 08:55:02 AM,41.789846764,-87.654763689,"(41.789846764, -87.654763689)" +2736686,HJ350474,05/08/2003 06:02:57 PM,006XX E 131ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0533,005,9,54,19,1182839,1818558,2003,04/15/2016 08:55:02 AM,41.657322904,-87.606611979,"(41.657322904, -87.606611979)" +2736915,HJ332902,04/30/2003 10:10:00 AM,112XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,34,49,19,1172995,1830219,2003,04/15/2016 08:55:02 AM,41.689544717,-87.642290571,"(41.689544717, -87.642290571)" +2737030,HJ311034,04/19/2003 07:30:00 PM,080XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0835,008,18,70,19,1160774,1851298,2003,04/15/2016 08:55:02 AM,41.747649359,-87.686452042,"(41.747649359, -87.686452042)" +2737976,HJ350742,05/08/2003 07:30:00 PM,029XX W MADISON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1331,012,2,27,19,1156717,1899877,2003,04/15/2016 08:55:02 AM,41.881039171,-87.700006315,"(41.881039171, -87.700006315)" +2738703,HJ339651,05/03/2003 03:00:00 PM,067XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164849,1859974,2003,04/15/2016 08:55:02 AM,41.77137248,-87.671275273,"(41.77137248, -87.671275273)" +2740001,HJ363869,05/14/2003 09:25:00 PM,084XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,7,46,19,1196619,1849658,2003,04/15/2016 08:55:02 AM,41.742334513,-87.555161228,"(41.742334513, -87.555161228)" +2740225,HJ355517,05/11/2003 12:05:00 AM,001XX E 47TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0221,002,3,38,19,1178086,1873899,2003,04/15/2016 08:55:02 AM,41.809294171,-87.622331081,"(41.809294171, -87.622331081)" +2740564,HJ355017,05/10/2003 07:00:00 PM,071XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164261,1857220,2003,04/15/2016 08:55:02 AM,41.763827526,-87.673508129,"(41.763827526, -87.673508129)" +2742007,HJ347624,05/07/2003 12:15:00 PM,049XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143713,1897562,2003,04/15/2016 08:55:02 AM,41.874939933,-87.747814616,"(41.874939933, -87.747814616)" +2742031,HJ371895,05/18/2003 07:55:00 PM,040XX S PRAIRIE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0214,002,3,38,19,1178703,1878379,2003,04/15/2016 08:55:02 AM,41.821573637,-87.619931639,"(41.821573637, -87.619931639)" +2742283,HJ352881,05/09/2003 07:50:00 PM,057XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138020,1903721,2003,04/15/2016 08:55:02 AM,41.891945702,-87.768568445,"(41.891945702, -87.768568445)" +2742356,HJ353018,05/09/2003 08:25:00 PM,062XX S WHIPPLE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0823,008,15,66,19,1157122,1863121,2003,04/15/2016 08:55:02 AM,41.780168047,-87.699514961,"(41.780168047, -87.699514961)" +2742501,HJ367301,05/16/2003 02:15:00 PM,104XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0512,005,9,49,19,1179424,1835908,2003,04/15/2016 08:55:02 AM,41.70501219,-87.618581288,"(41.70501219, -87.618581288)" +2742528,HJ353280,05/09/2003 11:35:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143898,1901492,2003,04/15/2016 08:55:02 AM,41.885720867,-87.74703679,"(41.885720867, -87.74703679)" +2742548,HJ365095,05/15/2003 01:46:21 PM,048XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2124,002,4,39,19,1183002,1873181,2003,04/15/2016 08:55:02 AM,41.807210904,-87.604322622,"(41.807210904, -87.604322622)" +2742644,HJ371602,05/18/2003 05:00:00 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1143959,1904526,2003,04/15/2016 08:55:02 AM,41.894045374,-87.746736617,"(41.894045374, -87.746736617)" +2742650,HJ356341,05/11/2003 12:45:00 PM,092XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,73,19,1174913,1843582,2003,04/15/2016 08:55:02 AM,41.726172279,-87.634871982,"(41.726172279, -87.634871982)" +2742769,HJ363204,05/14/2003 04:05:04 PM,059XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1137011,1901406,2003,04/15/2016 08:55:02 AM,41.885611206,-87.772329703,"(41.885611206, -87.772329703)" +2742772,HJ363392,05/14/2003 05:00:24 PM,113XX S EDBROOKE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0531,005,9,49,19,1179224,1829780,2003,04/15/2016 08:55:02 AM,41.688200651,-87.619499636,"(41.688200651, -87.619499636)" +2743682,HJ352017,05/09/2003 01:00:00 PM,054XX W QUINCY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1140202,1898469,2003,04/15/2016 08:55:02 AM,41.87749386,-87.760683513,"(41.87749386, -87.760683513)" +2743756,HJ365742,05/15/2003 05:40:00 PM,083XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0412,004,8,46,19,1192297,1850151,2003,04/15/2016 08:55:02 AM,41.743793506,-87.570980728,"(41.743793506, -87.570980728)" +2743969,HJ353259,05/09/2003 11:30:00 PM,009XX N AVERS AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1112,011,27,23,19,1150551,1905931,2003,04/15/2016 08:55:02 AM,41.897774614,-87.722489361,"(41.897774614, -87.722489361)" +2744449,HJ354673,05/10/2003 03:30:00 PM,047XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144715,1901371,2003,04/15/2016 08:55:02 AM,41.885373472,-87.744039617,"(41.885373472, -87.744039617)" +2744483,HJ346463,05/06/2003 08:15:00 PM,004XX N CLARK ST,1650,GAMBLING,VIOL CHARITABLE GAME ACT,STREET,true,false,1831,018,42,8,19,1175457,1903377,2003,04/15/2016 08:55:02 AM,41.890243266,-87.631089546,"(41.890243266, -87.631089546)" +2744701,HJ346666,05/06/2003 09:45:00 PM,009XX W 59TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171233,1865714,2003,04/15/2016 08:55:02 AM,41.786986475,-87.647705986,"(41.786986475, -87.647705986)" +2749117,HJ217708,03/04/2003 12:45:00 PM,122XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1172212,1823582,2003,04/15/2016 08:55:02 AM,41.671348907,-87.645351154,"(41.671348907, -87.645351154)" +2749309,HJ369473,05/17/2003 02:50:00 PM,116XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1172086,1827455,2003,04/15/2016 08:55:02 AM,41.681979819,-87.645699186,"(41.681979819, -87.645699186)" +2749428,HJ350641,05/08/2003 07:30:00 PM,049XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143632,1897561,2003,04/15/2016 08:55:02 AM,41.874938705,-87.748112043,"(41.874938705, -87.748112043)" +2749766,HJ346839,05/06/2003 11:55:00 PM,047XX S FORRESTVILLE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0223,002,3,38,19,1180728,1873640,2003,04/15/2016 08:55:02 AM,41.808523066,-87.612648765,"(41.808523066, -87.612648765)" +2749855,HJ376298,05/20/2003 07:30:00 PM,130XX S EVANS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183713,1818812,2003,04/15/2016 08:55:02 AM,41.657999653,-87.603406021,"(41.657999653, -87.603406021)" +2750078,HJ373477,05/19/2003 03:46:22 PM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,44,19,1183937,1852657,2003,04/15/2016 08:55:02 AM,41.750869391,-87.601533966,"(41.750869391, -87.601533966)" +2750780,HJ371427,05/18/2003 03:00:00 PM,060XX S RHODES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1180957,1865081,2003,04/15/2016 08:55:02 AM,41.785031146,-87.612072248,"(41.785031146, -87.612072248)" +2751243,HJ373145,05/19/2003 12:55:00 PM,067XX S EAST END AVE,1680,GAMBLING,OTHER,STREET,true,false,0332,003,5,43,19,1188696,1860617,2003,04/15/2016 08:55:02 AM,41.772599929,-87.58384078,"(41.772599929, -87.58384078)" +2753104,HJ386018,05/25/2003 12:15:00 PM,089XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,10,46,19,1197319,1846268,2003,04/15/2016 08:55:02 AM,41.733014687,-87.552709149,"(41.733014687, -87.552709149)" +2753342,HJ376345,05/20/2003 08:10:17 PM,072XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171888,1856918,2003,04/15/2016 08:55:02 AM,41.762834854,-87.645562329,"(41.762834854, -87.645562329)" +2753389,HJ386002,05/25/2003 12:19:00 PM,049XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1167175,1871787,2003,04/15/2016 08:55:02 AM,41.80373934,-87.66241104,"(41.80373934, -87.66241104)" +2753720,HJ387089,05/25/2003 12:05:00 AM,095XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,21,49,19,1175957,1841768,2003,04/15/2016 08:55:02 AM,41.72117111,-87.631101947,"(41.72117111, -87.631101947)" +2754702,HJ358873,05/12/2003 04:30:00 PM,071XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0323,003,6,69,19,1179714,1857784,2003,04/15/2016 08:55:02 AM,41.765035962,-87.616852478,"(41.765035962, -87.616852478)" +2755267,HJ343459,05/05/2003 03:33:31 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171765,1861393,2003,04/15/2016 08:55:02 AM,41.775117494,-87.64588205,"(41.775117494, -87.64588205)" +2755379,HJ339503,05/03/2003 01:53:29 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141336,1902645,2003,04/15/2016 08:55:02 AM,41.888932488,-87.756416633,"(41.888932488, -87.756416633)" +2755533,HJ343457,05/05/2003 04:00:59 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0726,007,15,67,19,1163469,1861960,2003,04/15/2016 08:55:02 AM,41.776851373,-87.676278274,"(41.776851373, -87.676278274)" +2755569,HJ338519,05/02/2003 07:45:00 PM,026XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1911,019,47,4,19,1157959,1931782,2003,04/15/2016 08:55:02 AM,41.968563602,-87.694573061,"(41.968563602, -87.694573061)" +2758778,HJ361471,05/13/2003 07:43:02 PM,048XX W LAKE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144134,1901840,2003,04/15/2016 08:55:02 AM,41.886671392,-87.746161396,"(41.886671392, -87.746161396)" +2758984,HJ347443,05/07/2003 10:30:00 AM,051XX N BROADWAY,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,2033,020,48,3,19,1167385,1934302,2003,04/15/2016 08:55:02 AM,41.975280491,-87.659841317,"(41.975280491, -87.659841317)" +2759168,HJ370088,05/17/2003 07:45:00 PM,079XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0621,006,17,44,19,1175003,1852462,2003,04/15/2016 08:55:02 AM,41.750538141,-87.634278086,"(41.750538141, -87.634278086)" +2759184,HJ349536,05/08/2003 02:10:00 PM,057XX N CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1621,016,45,11,19,1137870,1937730,2003,04/15/2016 08:55:02 AM,41.985272651,-87.768296088,"(41.985272651, -87.768296088)" +2759751,HJ368250,05/16/2003 09:05:00 PM,060XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159076,1864585,2003,04/15/2016 08:55:02 AM,41.784145723,-87.692311228,"(41.784145723, -87.692311228)" +2759757,HJ361201,05/13/2003 05:20:00 PM,050XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1183036,1871813,2003,04/15/2016 08:55:02 AM,41.803456213,-87.604240484,"(41.803456213, -87.604240484)" +2761109,HJ378586,05/21/2003 08:30:00 PM,062XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166409,1863379,2003,04/15/2016 08:55:02 AM,41.780683143,-87.665459906,"(41.780683143, -87.665459906)" +2761216,HJ365686,05/15/2003 05:00:00 PM,032XX W 47TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0821,008,14,58,19,1155660,1873294,2003,04/15/2016 08:55:02 AM,41.808113645,-87.70460216,"(41.808113645, -87.70460216)" +2761252,HJ367145,05/16/2003 01:54:06 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149179,1907240,2003,04/15/2016 08:55:02 AM,41.90139334,-87.72749466,"(41.90139334, -87.72749466)" +2761324,HJ361229,05/13/2003 06:21:00 PM,043XX W WILCOX ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1115,011,28,26,19,1147582,1898986,2003,04/15/2016 08:55:02 AM,41.878774252,-87.733572569,"(41.878774252, -87.733572569)" +2761353,HJ377484,05/21/2003 12:00:00 PM,039XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150278,1896077,2003,04/15/2016 08:55:02 AM,41.870739502,-87.723749159,"(41.870739502, -87.723749159)" +2761775,HJ371944,05/18/2003 08:48:15 PM,074XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1165008,1949296,2003,04/15/2016 08:55:02 AM,42.01647535,-87.668154017,"(42.01647535, -87.668154017)" +2761854,HJ374160,05/19/2003 08:24:20 PM,103XX S MORGAN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,34,73,19,1171472,1836391,2003,04/15/2016 08:55:02 AM,41.706515041,-87.647686391,"(41.706515041, -87.647686391)" +2761912,HJ365814,05/15/2003 07:00:00 PM,034XX W ARMITAGE AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1413,014,26,22,19,1153271,1913080,2003,04/15/2016 08:55:02 AM,41.917338545,-87.712308925,"(41.917338545, -87.712308925)" +2763533,HJ379401,05/22/2003 10:10:00 AM,038XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150752,1907066,2003,04/15/2016 08:55:02 AM,41.900885238,-87.721721384,"(41.900885238, -87.721721384)" +2763553,HJ379647,05/22/2003 12:15:00 PM,041XX S PRINCETON AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0935,009,3,37,19,1174982,1877292,2003,04/15/2016 08:55:02 AM,41.818674781,-87.633614584,"(41.818674781, -87.633614584)" +2763589,HJ379687,05/22/2003 11:53:00 AM,047XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1113,011,28,25,19,1144767,1901043,2003,04/15/2016 08:55:02 AM,41.884472421,-87.743856935,"(41.884472421, -87.743856935)" +2763607,HJ379928,05/22/2003 01:40:00 PM,079XX S KENWOOD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0411,004,8,45,19,1186589,1852567,2003,04/15/2016 08:55:02 AM,41.750560114,-87.591818718,"(41.750560114, -87.591818718)" +2763701,HJ380244,05/22/2003 04:35:00 PM,011XX N KILDARE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1111,011,37,23,19,1147498,1907406,2003,04/15/2016 08:55:02 AM,41.901881271,-87.733664938,"(41.901881271, -87.733664938)" +2764203,HJ380275,05/22/2003 04:55:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138190,1904533,2003,04/15/2016 08:55:02 AM,41.89417086,-87.767924449,"(41.89417086, -87.767924449)" +2764833,HJ389650,05/27/2003 11:15:00 AM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1167200,1858784,2003,04/15/2016 08:55:02 AM,41.768056979,-87.662691319,"(41.768056979, -87.662691319)" +2765064,HJ378456,05/21/2003 07:25:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1138190,1904512,2003,04/15/2016 08:55:02 AM,41.894113233,-87.767924957,"(41.894113233, -87.767924957)" +2765098,HJ400740,06/01/2003 02:37:00 PM,062XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180650,1863838,2003,04/15/2016 08:55:02 AM,41.781627297,-87.613235999,"(41.781627297, -87.613235999)" +2765268,HJ398827,05/31/2003 02:29:58 PM,054XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140131,1901486,2003,04/15/2016 08:55:02 AM,41.885774194,-87.760870317,"(41.885774194, -87.760870317)" +2765356,HJ396692,05/30/2003 02:35:00 PM,062XX W FLETCHER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2511,025,36,19,19,1134156,1920280,2003,04/15/2016 08:55:02 AM,41.937454535,-87.782368787,"(41.937454535, -87.782368787)" +2765630,HJ397316,05/30/2003 07:30:00 PM,059XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,20,40,19,1179058,1865633,2003,04/15/2016 08:55:02 AM,41.786589389,-87.61901793,"(41.786589389, -87.61901793)" +2765650,HJ397318,05/30/2003 07:50:00 PM,029XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156802,1900213,2003,04/15/2016 08:55:02 AM,41.881959466,-87.69968509,"(41.881959466, -87.69968509)" +2765816,HJ402891,06/02/2003 03:30:04 PM,078XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,17,71,19,1170672,1852930,2003,04/15/2016 08:55:02 AM,41.751917861,-87.650135245,"(41.751917861, -87.650135245)" +2765970,HJ398928,05/31/2003 03:13:45 PM,065XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174755,1861386,2003,04/15/2016 08:55:02 AM,41.775032175,-87.634921357,"(41.775032175, -87.634921357)" +2766793,HJ392737,05/28/2003 05:45:00 PM,060XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0712,007,16,68,19,1170347,1864792,2003,04/15/2016 08:55:02 AM,41.784475742,-87.650981367,"(41.784475742, -87.650981367)" +2766847,HJ338520,05/02/2003 07:50:00 PM,063XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164468,1942243,2003,04/15/2016 08:55:02 AM,41.997133269,-87.670342042,"(41.997133269, -87.670342042)" +2766925,HJ352883,05/09/2003 06:00:00 PM,002XX N PEORIA ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1212,012,27,28,19,1170368,1901825,2003,04/15/2016 08:55:02 AM,41.886097242,-87.649823957,"(41.886097242, -87.649823957)" +2766932,HJ365835,05/15/2003 07:47:00 PM,059XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136339,1910686,2003,04/15/2016 08:55:02 AM,41.911088727,-87.774575513,"(41.911088727, -87.774575513)" +2766998,HJ354300,05/10/2003 11:25:00 AM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2003,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +2767009,HJ388284,05/26/2003 05:36:31 PM,068XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,6,42,19,1182071,1859745,2003,04/15/2016 08:55:02 AM,41.770362941,-87.608152865,"(41.770362941, -87.608152865)" +2767143,HJ359271,05/12/2003 07:00:00 PM,061XX W DIVERSEY AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2511,025,29,19,19,1135146,1917970,2003,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +2767298,HJ354202,05/06/2003 12:00:00 PM,010XX W ARGYLE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2024,020,46,3,19,1168441,1933587,2003,04/15/2016 08:55:02 AM,41.973295663,-87.655978853,"(41.973295663, -87.655978853)" +2767481,HJ389742,05/27/2003 12:14:00 PM,006XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142239,1903963,2003,04/15/2016 08:55:02 AM,41.89253253,-87.753067691,"(41.89253253, -87.753067691)" +2771172,HJ386746,05/25/2003 07:45:00 PM,014XX N HUMBOLDT DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1156303,1909321,2003,04/15/2016 08:55:02 AM,41.906962748,-87.701271041,"(41.906962748, -87.701271041)" +2771763,HJ401108,06/01/2003 06:20:00 PM,048XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143881,1902889,2003,04/15/2016 08:55:02 AM,41.889554719,-87.747064169,"(41.889554719, -87.747064169)" +2772529,HJ398334,05/31/2003 09:15:00 AM,027XX W 47TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0912,009,12,58,19,1158680,1873382,2003,04/15/2016 08:55:02 AM,41.808293967,-87.69352307,"(41.808293967, -87.69352307)" +2772757,HJ346296,05/06/2003 06:50:00 PM,038XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1150490,1905065,2003,04/15/2016 08:55:02 AM,41.895399414,-87.722736046,"(41.895399414, -87.722736046)" +2774371,HJ382984,05/23/2003 07:30:00 PM,067XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0833,008,13,65,19,1150867,1859402,2003,04/15/2016 08:55:02 AM,41.770086744,-87.722543867,"(41.770086744, -87.722543867)" +2774675,HJ367129,05/16/2003 01:15:00 PM,065XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1160499,1861214,2003,04/15/2016 08:55:02 AM,41.774865999,-87.687186803,"(41.774865999, -87.687186803)" +2774758,HJ388523,05/26/2003 08:30:00 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141002,1901182,2003,04/15/2016 08:55:02 AM,41.884923991,-87.757679269,"(41.884923991, -87.757679269)" +2774773,HJ360369,05/12/2003 06:10:00 PM,074XX S VINCENNES AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0731,007,17,69,19,1175871,1855524,2003,04/15/2016 08:55:02 AM,41.758921239,-87.631005745,"(41.758921239, -87.631005745)" +2774799,HJ374026,05/19/2003 05:50:00 PM,074XX S VINCENNES AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0731,007,17,69,19,1175871,1855524,2003,04/15/2016 08:55:02 AM,41.758921239,-87.631005745,"(41.758921239, -87.631005745)" +2774817,HJ374027,05/19/2003 05:55:00 PM,074XX S VINCENNES AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0731,007,17,69,19,1175871,1855524,2003,04/15/2016 08:55:02 AM,41.758921239,-87.631005745,"(41.758921239, -87.631005745)" +2774835,HJ374028,05/19/2003 05:55:00 PM,074XX S VINCENNES AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,TAVERN/LIQUOR STORE,true,false,0731,007,17,69,19,1175871,1855524,2003,04/15/2016 08:55:02 AM,41.758921239,-87.631005745,"(41.758921239, -87.631005745)" +2774852,HJ382951,05/23/2003 07:00:00 PM,063XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164468,1942243,2003,04/15/2016 08:55:02 AM,41.997133269,-87.670342042,"(41.997133269, -87.670342042)" +2775051,HJ360365,05/12/2003 05:55:00 PM,074XX S VINCENNES AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,TAVERN/LIQUOR STORE,true,false,0731,007,17,69,19,1175871,1855524,2003,04/15/2016 08:55:02 AM,41.758921239,-87.631005745,"(41.758921239, -87.631005745)" +2775082,HJ374232,05/19/2003 07:15:00 PM,045XX N SHERIDAN RD,1630,GAMBLING,WIREROOM/HORSES,OTHER,true,false,2313,019,46,3,19,1168791,1930479,2003,04/15/2016 08:55:02 AM,41.964759616,-87.654782347,"(41.964759616, -87.654782347)" +2775093,HJ373213,05/19/2003 01:45:00 PM,055XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176925,1868170,2003,04/15/2016 08:55:02 AM,41.793599533,-87.626762118,"(41.793599533, -87.626762118)" +2775371,HJ379843,05/22/2003 12:05:00 PM,005XX W 45TH ST,1610,GAMBLING,BOOKMAKING/HORSES,TAVERN/LIQUOR STORE,true,false,0935,009,11,61,19,1173545,1875083,2003,04/15/2016 08:55:02 AM,41.812645066,-87.638951463,"(41.812645066, -87.638951463)" +2775864,HJ403398,06/02/2003 06:00:00 PM,045XX N SHERIDAN RD,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,2313,019,46,3,19,1168797,1930135,2003,04/15/2016 08:55:02 AM,41.963815538,-87.654770303,"(41.963815538, -87.654770303)" +2776518,HJ396553,05/30/2003 01:15:00 PM,088XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2223,022,21,71,19,1173518,1846319,2003,04/15/2016 08:55:02 AM,41.733713928,-87.639901195,"(41.733713928, -87.639901195)" +2777195,HJ407105,06/04/2003 01:53:37 PM,019XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1024,010,24,29,19,1154339,1890263,2003,04/15/2016 08:55:02 AM,41.854705136,-87.708994967,"(41.854705136, -87.708994967)" +2777223,HJ407735,06/04/2003 06:13:31 PM,120XX S WALLACE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0523,005,34,53,19,1174479,1825049,2003,04/15/2016 08:55:02 AM,41.675324626,-87.637010635,"(41.675324626, -87.637010635)" +2777347,HJ411717,06/06/2003 05:45:00 PM,054XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140192,1901488,2003,04/15/2016 08:55:02 AM,41.885778565,-87.76064626,"(41.885778565, -87.76064626)" +2777418,HJ406905,06/04/2003 11:37:11 AM,049XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1186394,1872488,2003,04/15/2016 08:55:02 AM,41.805229636,-87.591903887,"(41.805229636, -87.591903887)" +2777714,HJ407945,06/04/2003 08:55:16 PM,012XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,26,23,19,1151815,1907916,2003,04/15/2016 08:55:02 AM,41.903196858,-87.71779448,"(41.903196858, -87.71779448)" +2777750,HJ418114,06/09/2003 05:20:00 PM,006XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138214,1903860,2003,04/15/2016 08:55:02 AM,41.892323629,-87.767852593,"(41.892323629, -87.767852593)" +2777875,HJ406795,06/04/2003 10:50:57 AM,109XX S RACINE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2234,022,34,75,19,1170275,1832248,2003,04/15/2016 08:55:02 AM,41.695172067,-87.652189752,"(41.695172067, -87.652189752)" +2778732,HJ402610,06/02/2003 01:05:19 PM,076XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,69,19,1174287,1854204,2003,04/15/2016 08:55:02 AM,41.755334338,-87.636850158,"(41.755334338, -87.636850158)" +2778793,HJ401099,06/01/2003 05:42:38 PM,056XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0715,007,15,67,19,1164652,1867199,2003,04/15/2016 08:55:02 AM,41.791202978,-87.671793655,"(41.791202978, -87.671793655)" +2778845,HJ409188,06/05/2003 04:10:00 PM,087XX S SAGINAW AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0423,004,7,46,19,1195395,1847522,2003,04/15/2016 08:55:02 AM,41.736503438,-87.559716222,"(41.736503438, -87.559716222)" +2779109,HJ403588,06/02/2003 08:14:22 PM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,71,19,1171648,1853512,2003,04/15/2016 08:55:02 AM,41.753493621,-87.646541629,"(41.753493621, -87.646541629)" +2779232,HJ401336,06/01/2003 08:19:31 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162216,1860579,2003,04/15/2016 08:55:02 AM,41.773087898,-87.680910159,"(41.773087898, -87.680910159)" +2779252,HJ402264,06/02/2003 10:15:00 AM,021XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1222,012,25,31,19,1166703,1889711,2003,04/15/2016 08:55:02 AM,41.852934738,-87.663629657,"(41.852934738, -87.663629657)" +2779640,HJ416762,06/09/2003 04:00:35 AM,008XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1323,012,27,24,19,1170748,1903278,2003,04/15/2016 08:55:02 AM,41.890076055,-87.648385931,"(41.890076055, -87.648385931)" +2783130,HJ418391,06/09/2003 07:05:00 PM,049XX W WALTON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1531,015,37,25,19,1143318,1905860,2003,04/15/2016 08:55:02 AM,41.897718026,-87.749057469,"(41.897718026, -87.749057469)" +2783346,HJ418650,06/09/2003 08:15:00 PM,078XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,6,69,19,1179392,1853045,2003,04/15/2016 08:55:02 AM,41.752038979,-87.618177091,"(41.752038979, -87.618177091)" +2783430,HJ418726,06/09/2003 09:40:00 PM,058XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136995,1910037,2003,04/15/2016 08:55:02 AM,41.909296042,-87.772181153,"(41.909296042, -87.772181153)" +2783618,HJ406720,06/04/2003 11:21:24 AM,060XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170347,1864813,2003,04/15/2016 08:55:02 AM,41.784533369,-87.650980756,"(41.784533369, -87.650980756)" +2784761,HJ408097,06/04/2003 08:55:00 PM,060XX N PAULINA ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164090,1940110,2003,04/15/2016 08:55:02 AM,41.99128828,-87.671793166,"(41.99128828, -87.671793166)" +2785037,HJ411787,06/06/2003 07:28:16 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166911,1869313,2003,04/15/2016 08:55:02 AM,41.796956047,-87.663449972,"(41.796956047, -87.663449972)" +2785202,HJ414379,06/07/2003 11:45:00 PM,059XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169670,1865315,2003,04/15/2016 08:55:02 AM,41.785925632,-87.653448356,"(41.785925632, -87.653448356)" +2787024,HJ413373,06/07/2003 01:56:03 PM,016XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153639,1891563,2003,04/15/2016 08:55:02 AM,41.858286424,-87.711529726,"(41.858286424, -87.711529726)" +2787134,HJ413092,06/07/2003 12:13:43 PM,079XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0834,008,18,70,19,1151774,1851453,2003,04/15/2016 08:55:02 AM,41.748255646,-87.71942708,"(41.748255646, -87.71942708)" +2787483,HJ387833,05/26/2003 01:10:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156883,1899881,2003,04/15/2016 08:55:02 AM,41.881046784,-87.699396664,"(41.881046784, -87.699396664)" +2788819,HJ428982,06/14/2003 05:00:00 PM,120XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,9,53,19,1177105,1825114,2003,04/15/2016 08:55:02 AM,41.67544436,-87.627397057,"(41.67544436, -87.627397057)" +2789096,HJ429165,06/14/2003 07:15:00 PM,080XX S UNION AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,21,71,19,1173029,1851667,2003,04/15/2016 08:55:02 AM,41.748400343,-87.641535144,"(41.748400343, -87.641535144)" +2789214,HJ431167,06/15/2003 06:43:45 PM,092XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,8,47,19,1185489,1844030,2003,04/15/2016 08:55:02 AM,41.727159626,-87.596117566,"(41.727159626, -87.596117566)" +2789272,HJ377901,05/21/2003 03:20:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150300,1894750,2003,04/15/2016 08:55:02 AM,41.867097632,-87.723702988,"(41.867097632, -87.723702988)" +2789399,HJ382874,05/23/2003 05:45:00 PM,024XX W DIVERSEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1411,014,1,22,19,1159637,1918528,2003,04/15/2016 08:55:02 AM,41.932159362,-87.688769632,"(41.932159362, -87.688769632)" +2791143,HJ428536,06/14/2003 01:33:55 PM,044XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1175034,1875326,2003,04/15/2016 08:55:02 AM,41.813278735,-87.633482568,"(41.813278735, -87.633482568)" +2791199,HJ428951,06/14/2003 04:47:11 PM,056XX S HAMILTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0715,007,15,67,19,1162994,1867269,2003,04/15/2016 08:55:02 AM,41.791429916,-87.67787125,"(41.791429916, -87.67787125)" +2791377,HJ398997,05/31/2003 04:15:00 PM,079XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0621,006,17,44,19,1175003,1852462,2003,04/15/2016 08:55:02 AM,41.750538141,-87.634278086,"(41.750538141, -87.634278086)" +2791660,HJ413356,06/07/2003 02:15:00 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1143857,1904524,2003,04/15/2016 08:55:02 AM,41.894041799,-87.747111285,"(41.894041799, -87.747111285)" +2791705,HJ398342,05/31/2003 09:30:00 AM,031XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0911,009,14,63,19,1156124,1870644,2003,04/15/2016 08:55:02 AM,41.800832358,-87.702971593,"(41.800832358, -87.702971593)" +2791741,HJ417867,06/09/2003 03:30:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174877,1853878,2003,04/15/2016 08:55:02 AM,41.754426627,-87.634697672,"(41.754426627, -87.634697672)" +2791794,HJ360362,05/12/2003 03:30:00 PM,074XX S VINCENNES AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,OTHER,true,false,0731,007,17,69,19,1175871,1855524,2003,04/15/2016 08:55:02 AM,41.758921239,-87.631005745,"(41.758921239, -87.631005745)" +2795155,HJ432710,06/16/2003 01:45:00 PM,076XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,17,71,19,1170305,1854240,2003,04/15/2016 08:55:02 AM,41.755520662,-87.651442085,"(41.755520662, -87.651442085)" +2795338,HJ429318,06/14/2003 08:15:00 PM,064XX S PEORIA DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1171785,1862265,2003,04/15/2016 08:55:02 AM,41.777509926,-87.645783175,"(41.777509926, -87.645783175)" +2795380,HJ395286,05/29/2003 08:30:00 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1169944,1867450,2003,04/15/2016 08:55:02 AM,41.791778368,-87.652381741,"(41.791778368, -87.652381741)" +2795407,HJ395455,05/29/2003 10:05:00 PM,011XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151832,1907375,2003,04/15/2016 08:55:02 AM,41.901711967,-87.717746295,"(41.901711967, -87.717746295)" +2795429,HJ396455,05/30/2003 12:30:00 PM,024XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161135,1858830,2003,04/15/2016 08:55:02 AM,41.768310829,-87.684921195,"(41.768310829, -87.684921195)" +2795443,HJ435884,06/17/2003 08:15:21 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,20,42,19,1185007,1861921,2003,04/15/2016 08:55:02 AM,41.776265645,-87.597322542,"(41.776265645, -87.597322542)" +2795666,HJ397263,05/30/2003 06:20:00 PM,026XX W LAWRENCE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1911,019,47,4,19,1157997,1931783,2003,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +2795784,HJ436160,06/17/2003 04:55:00 PM,075XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1195989,1855555,2003,04/15/2016 08:55:02 AM,41.758531938,-87.557274614,"(41.758531938, -87.557274614)" +2795802,HJ437177,06/18/2003 01:22:58 PM,059XX S WHIPPLE ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0824,008,16,66,19,1157067,1865029,2003,04/15/2016 08:55:02 AM,41.785404986,-87.699665052,"(41.785404986, -87.699665052)" +2797015,HJ388237,05/26/2003 05:05:00 PM,054XX W QUINCY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1140232,1898470,2003,04/15/2016 08:55:02 AM,41.877496055,-87.760573335,"(41.877496055, -87.760573335)" +2797157,HJ417552,06/09/2003 01:09:00 PM,008XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152565,1905286,2003,04/15/2016 08:55:02 AM,41.895965084,-87.715109176,"(41.895965084, -87.715109176)" +2797643,HJ410922,06/06/2003 12:15:00 PM,036XX W 79TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0834,008,18,70,19,1153612,1851951,2003,04/15/2016 08:55:02 AM,41.749586058,-87.712678785,"(41.749586058, -87.712678785)" +2797852,HJ434117,06/17/2003 02:08:28 AM,065XX S CAMPBELL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0832,008,15,66,19,1160834,1861203,2003,04/15/2016 08:55:02 AM,41.7748289,-87.685959038,"(41.7748289, -87.685959038)" +2797905,HJ419902,06/10/2003 01:05:00 PM,009XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1183612,1864095,2003,04/15/2016 08:55:02 AM,41.782263947,-87.602368711,"(41.782263947, -87.602368711)" +2797932,HJ411909,06/06/2003 08:10:00 PM,059XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,20,40,19,1179056,1865694,2003,04/15/2016 08:55:02 AM,41.786756825,-87.619023405,"(41.786756825, -87.619023405)" +2797960,HJ413293,06/07/2003 01:45:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153912,1904674,2003,04/15/2016 08:55:02 AM,41.894258956,-87.710178226,"(41.894258956, -87.710178226)" +2797990,HJ433873,06/16/2003 10:36:30 PM,077XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,17,71,19,1166354,1853441,2003,04/15/2016 08:55:02 AM,41.753413118,-87.66594425,"(41.753413118, -87.66594425)" +2798069,HJ417131,06/09/2003 07:45:00 AM,047XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1177954,1873716,2003,04/15/2016 08:55:02 AM,41.808794999,-87.622820778,"(41.808794999, -87.622820778)" +2798091,HJ411843,06/06/2003 06:45:00 PM,018XX N PULASKI RD,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,2534,025,30,20,19,1149425,1911912,2003,04/15/2016 08:55:02 AM,41.914208997,-87.726469659,"(41.914208997, -87.726469659)" +2798985,HJ408159,06/04/2003 09:56:00 PM,013XX W HASTINGS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167698,1893852,2003,04/15/2016 08:55:02 AM,41.864276646,-87.659858479,"(41.864276646, -87.659858479)" +2799082,HJ422734,06/11/2003 06:35:00 PM,056XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176939,1867664,2003,04/15/2016 08:55:02 AM,41.792210703,-87.626726033,"(41.792210703, -87.626726033)" +2799280,HJ426876,06/13/2003 05:30:00 PM,080XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0835,008,18,70,19,1160772,1851362,2003,04/15/2016 08:55:02 AM,41.747825026,-87.686457608,"(41.747825026, -87.686457608)" +2799466,HJ426745,06/13/2003 04:25:00 PM,047XX S UNION AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0935,009,11,61,19,1172434,1873245,2003,04/15/2016 08:55:02 AM,41.807625972,-87.643080754,"(41.807625972, -87.643080754)" +2799515,HJ426235,06/13/2003 11:30:00 AM,042XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0213,002,4,38,19,1180964,1877123,2003,04/15/2016 08:55:02 AM,41.818075262,-87.611675899,"(41.818075262, -87.611675899)" +2799549,HJ422437,05/11/2003 04:16:00 PM,082XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,6,44,19,1182659,1850597,2003,04/15/2016 08:55:02 AM,41.745246262,-87.606280915,"(41.745246262, -87.606280915)" +2799948,HJ414921,06/08/2003 07:40:00 AM,061XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1179972,1864490,2003,04/15/2016 08:55:02 AM,41.783432002,-87.615701737,"(41.783432002, -87.615701737)" +2799956,HJ414922,06/08/2003 08:30:00 AM,004XX E 63RD ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1180086,1863329,2003,04/15/2016 08:55:02 AM,41.780243493,-87.615319321,"(41.780243493, -87.615319321)" +2800126,HJ404751,06/03/2003 11:05:00 AM,063XX W GUNNISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,45,11,19,1132747,1931555,2003,04/15/2016 08:55:02 AM,41.968419064,-87.787283176,"(41.968419064, -87.787283176)" +2800472,HJ425362,06/12/2003 10:13:20 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138190,1904512,2003,04/15/2016 08:55:02 AM,41.894113233,-87.767924957,"(41.894113233, -87.767924957)" +2800984,HJ420745,06/10/2003 07:29:57 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,26,19,1146869,1897321,2003,04/15/2016 08:55:02 AM,41.874218938,-87.736233123,"(41.874218938, -87.736233123)" +2801003,HJ420533,06/10/2003 05:45:00 PM,106XX S YATES AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0434,004,10,51,19,1194343,1834847,2003,04/15/2016 08:55:02 AM,41.70174792,-87.563985294,"(41.70174792, -87.563985294)" +2802889,HJ430931,06/15/2003 03:17:44 PM,035XX W LEXINGTON ST,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,SIDEWALK,true,false,1133,011,24,27,19,1152833,1896472,2003,04/15/2016 08:55:02 AM,41.871773252,-87.714358353,"(41.871773252, -87.714358353)" +2803065,HJ408764,06/05/2003 12:24:24 PM,021XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1332,012,2,28,19,1162196,1900667,2003,04/15/2016 08:55:02 AM,41.883094286,-87.679865687,"(41.883094286, -87.679865687)" +2803141,HJ411992,06/06/2003 09:05:45 PM,042XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1148394,1894702,2003,04/15/2016 08:55:02 AM,41.867002844,-87.730701473,"(41.867002844, -87.730701473)" +2803765,HJ408608,06/02/2003 08:30:00 PM,073XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1631,016,36,17,19,1126458,1925783,2003,04/15/2016 08:55:02 AM,41.952687705,-87.810537495,"(41.952687705, -87.810537495)" +2807122,HJ409663,06/05/2003 07:39:00 PM,001XX W 109TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177313,1832344,2003,04/15/2016 08:55:02 AM,41.695279885,-87.626418591,"(41.695279885, -87.626418591)" +2807164,HJ403780,06/02/2003 09:42:58 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,1133,011,24,29,19,1152552,1894700,2003,04/15/2016 08:55:02 AM,41.866916243,-87.715436854,"(41.866916243, -87.715436854)" +2807215,HJ446399,06/22/2003 05:36:00 PM,008XX E 50TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1182715,1872039,2003,04/15/2016 08:55:02 AM,41.804083841,-87.605410714,"(41.804083841, -87.605410714)" +2807263,HJ408919,06/05/2003 01:11:02 PM,107XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0513,005,9,50,19,1182509,1833932,2003,04/15/2016 08:55:02 AM,41.69951897,-87.607345489,"(41.69951897, -87.607345489)" +2807419,HJ446464,06/22/2003 06:30:00 PM,111XX S EDBROOKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1179180,1831181,2003,04/15/2016 08:55:02 AM,41.692046197,-87.61961822,"(41.692046197, -87.61961822)" +2807496,HJ405981,06/03/2003 10:45:34 PM,070XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0732,007,6,68,19,1172522,1858234,2003,04/15/2016 08:55:02 AM,41.766432184,-87.64319992,"(41.766432184, -87.64319992)" +2807538,HJ405688,06/03/2003 06:55:51 PM,116XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,34,53,19,1172085,1827470,2003,04/15/2016 08:55:02 AM,41.682021003,-87.645702408,"(41.682021003, -87.645702408)" +2807679,HJ433870,06/16/2003 12:00:00 AM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1166908,1869415,2003,04/15/2016 08:55:02 AM,41.797236011,-87.663458059,"(41.797236011, -87.663458059)" +2807909,HJ403001,06/02/2003 03:55:28 PM,028XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1135,011,2,27,19,1157568,1895913,2003,04/15/2016 08:55:02 AM,41.870144289,-87.696989404,"(41.870144289, -87.696989404)" +2807982,HJ407717,06/04/2003 05:45:00 PM,029XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1733,017,33,21,19,1156403,1921133,2003,04/15/2016 08:55:02 AM,41.93937377,-87.700583524,"(41.93937377, -87.700583524)" +2808068,HJ442880,06/20/2003 10:45:00 PM,066XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1183366,1861227,2003,04/15/2016 08:55:02 AM,41.774399628,-87.603359862,"(41.774399628, -87.603359862)" +2809056,HJ453180,06/25/2003 05:40:00 PM,056XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0715,007,15,67,19,1166302,1867386,2003,04/15/2016 08:55:02 AM,41.791681129,-87.665738124,"(41.791681129, -87.665738124)" +2809621,HJ430391,06/15/2003 10:00:00 AM,046XX N BROADWAY,1610,GAMBLING,BOOKMAKING/HORSES,RESTAURANT,true,false,2311,019,46,3,19,1167942,1930944,2003,04/15/2016 08:55:02 AM,41.966053999,-87.657890403,"(41.966053999, -87.657890403)" +2810218,HJ440371,06/19/2003 06:15:00 PM,022XX N LEAVITT ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1432,014,32,22,19,1161324,1914888,2003,04/15/2016 08:55:02 AM,41.922135992,-87.682671639,"(41.922135992, -87.682671639)" +2811152,HJ434978,06/17/2003 02:05:00 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1163865,1951001,2003,04/15/2016 08:55:02 AM,42.021178195,-87.672311469,"(42.021178195, -87.672311469)" +2811748,HJ408684,06/05/2003 10:20:00 AM,042XX W 18TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1012,010,24,29,19,1148414,1891042,2003,04/15/2016 08:55:02 AM,41.856958971,-87.730722361,"(41.856958971, -87.730722361)" +2811772,HJ408729,06/05/2003 11:50:00 AM,042XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1175000,1876665,2003,04/15/2016 08:55:02 AM,41.816953834,-87.633567285,"(41.816953834, -87.633567285)" +2811977,HJ425160,06/12/2003 06:30:00 PM,027XX W 47TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0912,009,12,58,19,1158680,1873382,2003,04/15/2016 08:55:02 AM,41.808293967,-87.69352307,"(41.808293967, -87.69352307)" +2812018,HJ427322,06/13/2003 09:20:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1138198,1904302,2003,04/15/2016 08:55:02 AM,41.893536822,-87.767900658,"(41.893536822, -87.767900658)" +2812027,HJ442354,06/20/2003 06:10:00 PM,043XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147611,1896685,2003,04/15/2016 08:55:02 AM,41.872459482,-87.733525128,"(41.872459482, -87.733525128)" +2812087,HJ430388,06/15/2003 10:30:00 AM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2432,024,40,1,19,1164108,1943667,2003,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +2812134,HJ433536,06/16/2003 07:19:00 PM,092XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184499,1843935,2003,04/15/2016 08:55:02 AM,41.726922145,-87.599746995,"(41.726922145, -87.599746995)" +2812168,HJ436120,06/17/2003 08:50:00 PM,049XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,12,19,1142285,1934118,2003,04/15/2016 08:55:02 AM,41.975279974,-87.752147994,"(41.975279974, -87.752147994)" +2812170,HJ442099,06/20/2003 04:20:00 PM,059XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171323,1865462,2003,04/15/2016 08:55:02 AM,41.786292988,-87.647383369,"(41.786292988, -87.647383369)" +2812204,HJ440236,06/19/2003 05:30:00 PM,034XX W NORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1422,014,26,23,19,1153261,1910423,2003,04/15/2016 08:55:02 AM,41.910047701,-87.712416337,"(41.910047701, -87.712416337)" +2812928,HJ440767,06/19/2003 09:55:00 PM,023XX S WENTWORTH AVE,1680,GAMBLING,OTHER,COMMERCIAL / BUSINESS OFFICE,true,false,2111,009,25,34,19,1175345,1888642,2003,04/15/2016 08:55:02 AM,41.849811991,-87.631943014,"(41.849811991, -87.631943014)" +2813033,HJ395199,05/29/2003 07:00:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141424,1902647,2003,04/15/2016 08:55:02 AM,41.888936352,-87.756093409,"(41.888936352, -87.756093409)" +2813201,HJ440477,06/19/2003 08:15:00 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838877,2003,04/15/2016 08:55:02 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +2813226,HJ440374,06/19/2003 07:39:34 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0723,007,16,68,19,1171764,1861400,2003,04/15/2016 08:55:02 AM,41.775136725,-87.64588551,"(41.775136725, -87.64588551)" +2813535,HJ444038,06/21/2003 01:46:47 PM,070XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0732,007,6,68,19,1174497,1858245,2003,04/15/2016 08:55:02 AM,41.766418657,-87.63596051,"(41.766418657, -87.63596051)" +2813998,HJ444720,06/21/2003 08:25:22 PM,009XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148881,1905943,2003,04/15/2016 08:55:02 AM,41.897840008,-87.728622834,"(41.897840008, -87.728622834)" +2814012,HJ464257,06/30/2003 07:10:00 PM,049XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143659,1898220,2003,04/15/2016 08:55:02 AM,41.876746578,-87.747996408,"(41.876746578, -87.747996408)" +2818913,HJ460217,06/28/2003 10:22:15 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152207,1906100,2003,04/15/2016 08:55:02 AM,41.898205851,-87.716402545,"(41.898205851, -87.716402545)" +2819591,HJ459597,06/28/2003 04:00:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150355,1894752,2003,04/15/2016 08:55:02 AM,41.867102048,-87.723501022,"(41.867102048, -87.723501022)" +2819630,HJ448443,06/23/2003 04:05:00 PM,009XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148881,1905950,2003,04/15/2016 08:55:02 AM,41.897859216,-87.728622652,"(41.897859216, -87.728622652)" +2821086,HJ460788,06/29/2003 05:30:00 AM,020XX E 71ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0331,003,5,43,19,1191265,1858328,2003,04/15/2016 08:55:02 AM,41.766256914,-87.574497729,"(41.766256914, -87.574497729)" +2821109,HJ460789,06/29/2003 06:00:00 AM,020XX E 95TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0413,004,7,51,19,1191260,1842372,2003,04/15/2016 08:55:02 AM,41.722472336,-87.575031435,"(41.722472336, -87.575031435)" +2821125,HJ464087,06/30/2003 06:00:00 PM,027XX W CRYSTAL ST,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1423,014,26,24,19,1158003,1908212,2003,04/15/2016 08:55:02 AM,41.903885016,-87.695056523,"(41.903885016, -87.695056523)" +2821158,HJ455253,06/26/2003 03:44:56 PM,076XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1193859,1854706,2003,04/15/2016 08:55:02 AM,41.75625468,-87.565108524,"(41.75625468, -87.565108524)" +2821255,HJ464351,06/30/2003 06:30:00 PM,043XX N BROADWAY,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2322,019,46,3,19,1168885,1929006,2003,04/15/2016 08:55:02 AM,41.960715611,-87.654479643,"(41.960715611, -87.654479643)" +2821410,HJ466036,07/01/2003 04:45:00 PM,008XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1141206,1904993,2003,04/15/2016 08:55:02 AM,41.895378081,-87.756836114,"(41.895378081, -87.756836114)" +2821487,HJ466261,07/01/2003 06:10:00 PM,012XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1138117,1907772,2003,04/15/2016 08:55:02 AM,41.903060394,-87.768114186,"(41.903060394, -87.768114186)" +2821488,HJ464563,06/30/2003 10:10:00 PM,033XX W 63RD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0823,008,15,66,19,1155230,1862652,2003,04/15/2016 08:55:02 AM,41.7789191,-87.706463927,"(41.7789191, -87.706463927)" +2822449,HJ448417,06/23/2003 03:30:00 PM,127XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0523,005,34,53,19,1173313,1820528,2003,04/15/2016 08:55:02 AM,41.662944028,-87.641411276,"(41.662944028, -87.641411276)" +2822664,HJ452236,06/23/2003 05:30:00 PM,037XX S KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0913,009,12,58,19,1155652,1879415,2003,04/15/2016 08:55:02 AM,41.824910629,-87.704467201,"(41.824910629, -87.704467201)" +2822790,HJ460196,06/29/2003 09:45:00 PM,077XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,69,19,1184894,1853906,2003,04/15/2016 08:55:02 AM,41.754274383,-87.597987977,"(41.754274383, -87.597987977)" +2823140,HJ465302,07/01/2003 10:35:00 AM,065XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0723,007,20,68,19,1172371,1861365,2003,04/15/2016 08:55:02 AM,41.775027345,-87.643661363,"(41.775027345, -87.643661363)" +2823956,HJ461466,06/29/2003 03:00:00 PM,063XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1181323,1863163,2003,04/15/2016 08:55:02 AM,41.779759541,-87.610789439,"(41.779759541, -87.610789439)" +2824059,HJ466440,07/01/2003 07:50:00 PM,044XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146811,1897985,2003,04/15/2016 08:55:02 AM,41.87604214,-87.736429121,"(41.87604214, -87.736429121)" +2824089,HJ449266,06/23/2003 08:20:00 PM,032XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,33,14,19,1154045,1931710,2003,04/15/2016 08:55:02 AM,41.968445202,-87.70896666,"(41.968445202, -87.70896666)" +2824194,HJ470971,07/03/2003 08:39:39 PM,062XX S ARTESIAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0825,008,15,66,19,1161112,1863129,2003,04/15/2016 08:55:02 AM,41.780108365,-87.684886686,"(41.780108365, -87.684886686)" +2824220,HJ471745,07/04/2003 08:25:00 AM,081XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0614,006,21,71,19,1167087,1850840,2003,04/15/2016 08:55:02 AM,41.746259974,-87.663332294,"(41.746259974, -87.663332294)" +2824260,HJ450844,06/24/2003 05:00:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1111,011,28,25,19,1144513,1904214,2003,04/15/2016 08:55:02 AM,41.893178799,-87.74470979,"(41.893178799, -87.74470979)" +2824320,HJ470931,07/03/2003 07:56:42 PM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1169186,1858798,2003,04/15/2016 08:55:02 AM,41.768052673,-87.655411299,"(41.768052673, -87.655411299)" +2824543,HJ466315,07/01/2003 05:50:00 PM,075XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0411,004,5,43,19,1186846,1855378,2003,04/15/2016 08:55:02 AM,41.758267684,-87.590788058,"(41.758267684, -87.590788058)" +2825069,HJ470659,07/03/2003 04:37:26 PM,007XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142229,1904261,2003,04/15/2016 08:55:02 AM,41.893350463,-87.753097016,"(41.893350463, -87.753097016)" +2825208,HJ460053,06/28/2003 08:10:00 PM,087XX S WALLACE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2223,022,21,71,19,1173833,1846888,2003,04/15/2016 08:55:02 AM,41.735268369,-87.638730369,"(41.735268369, -87.638730369)" +2825209,HJ478913,07/07/2003 06:20:00 PM,020XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2525,025,26,22,19,1151388,1913119,2003,04/15/2016 08:55:02 AM,41.917482773,-87.719226115,"(41.917482773, -87.719226115)" +2825226,HJ479110,07/07/2003 07:09:58 PM,052XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1170533,1870162,2003,04/15/2016 08:55:02 AM,41.799207575,-87.650142957,"(41.799207575, -87.650142957)" +2825870,HJ474625,07/05/2003 07:00:00 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1021,010,24,29,19,1153977,1891334,2003,04/15/2016 08:55:02 AM,41.857651298,-87.710295145,"(41.857651298, -87.710295145)" +2825965,HJ474832,07/05/2003 07:30:00 PM,066XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0321,003,5,42,19,1184694,1861155,2003,04/15/2016 08:55:02 AM,41.774171018,-87.598493959,"(41.774171018, -87.598493959)" +2825988,HJ474680,07/05/2003 06:10:04 PM,006XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138213,1903884,2003,04/15/2016 08:55:02 AM,41.892389506,-87.767855685,"(41.892389506, -87.767855685)" +2826190,HJ474461,07/05/2003 04:00:00 PM,071XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186779,1857740,2003,04/15/2016 08:55:02 AM,41.764750815,-87.590958897,"(41.764750815, -87.590958897)" +2826739,HJ475038,07/05/2003 09:40:00 PM,014XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142105,1909189,2003,04/15/2016 08:55:02 AM,41.906875764,-87.753430089,"(41.906875764, -87.753430089)" +2826779,HJ455721,06/26/2003 07:30:00 PM,017XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136822,1910904,2003,04/15/2016 08:55:02 AM,41.911678297,-87.772795874,"(41.911678297, -87.772795874)" +2827040,HJ474235,07/05/2003 02:15:00 PM,084XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196622,1849537,2003,04/15/2016 08:55:02 AM,41.742002405,-87.555154245,"(41.742002405, -87.555154245)" +2827080,HJ456218,06/27/2003 12:40:00 AM,057XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166320,1866744,2003,04/15/2016 08:55:02 AM,41.789919019,-87.665690403,"(41.789919019, -87.665690403)" +2827162,HJ476396,07/06/2003 04:28:00 PM,113XX S EDBROOKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1179225,1829737,2003,04/15/2016 08:55:02 AM,41.68808263,-87.619497279,"(41.68808263, -87.619497279)" +2830579,HJ468618,07/02/2003 07:00:00 PM,066XX S KENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1186209,1861253,2003,04/15/2016 08:55:02 AM,41.774404281,-87.592937233,"(41.774404281, -87.592937233)" +2830817,HJ466749,07/01/2003 10:14:39 PM,050XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0935,009,3,37,19,1175137,1871612,2003,04/15/2016 08:55:02 AM,41.803084864,-87.633215738,"(41.803084864, -87.633215738)" +2830936,HJ476809,07/06/2003 07:40:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899733,2003,04/15/2016 08:55:02 AM,41.880922186,-87.752636613,"(41.880922186, -87.752636613)" +2830948,HJ470252,07/03/2003 03:10:00 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169943,1867477,2003,04/15/2016 08:55:02 AM,41.791852481,-87.652384624,"(41.791852481, -87.652384624)" +2831039,HJ478418,07/07/2003 03:00:00 PM,050XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0931,009,16,61,19,1165530,1871310,2003,04/15/2016 08:55:02 AM,41.802465473,-87.668457619,"(41.802465473, -87.668457619)" +2831094,HJ480472,07/08/2003 12:29:00 PM,075XX S COLES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1195976,1855570,2003,04/15/2016 08:55:02 AM,41.758573421,-87.557321761,"(41.758573421, -87.557321761)" +2831235,HJ481453,07/08/2003 08:13:03 PM,013XX E 53RD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2131,002,4,41,19,1185998,1870393,2003,04/15/2016 08:55:02 AM,41.799490167,-87.593422373,"(41.799490167, -87.593422373)" +2831628,HJ469121,07/02/2003 11:45:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151276,1903907,2003,04/15/2016 08:55:02 AM,41.892206358,-87.719879646,"(41.892206358, -87.719879646)" +2831741,HJ477352,07/07/2003 02:25:00 AM,071XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0735,007,17,67,19,1165915,1857372,2003,04/15/2016 08:55:02 AM,41.764209659,-87.667441519,"(41.764209659, -87.667441519)" +2831852,HJ471018,07/03/2003 09:15:00 PM,078XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1168357,1852846,2003,04/15/2016 08:55:02 AM,41.751737485,-87.658621085,"(41.751737485, -87.658621085)" +2831869,HJ471062,07/03/2003 09:45:00 PM,059XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,66,19,1159063,1865053,2003,04/15/2016 08:55:02 AM,41.785430246,-87.692346099,"(41.785430246, -87.692346099)" +2832622,HJ480060,07/08/2003 10:00:00 AM,040XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1176358,1878122,2003,04/15/2016 08:55:02 AM,41.820921514,-87.628541987,"(41.820921514, -87.628541987)" +2832699,HJ480371,07/08/2003 12:25:00 PM,019XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1333,012,27,28,19,1163493,1900705,2003,04/15/2016 08:55:02 AM,41.883171361,-87.675101971,"(41.883171361, -87.675101971)" +2832770,HJ485540,07/10/2003 08:05:00 PM,085XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0614,006,21,71,19,1167494,1848074,2003,04/15/2016 08:55:02 AM,41.738660969,-87.66192003,"(41.738660969, -87.66192003)" +2832806,HJ487288,07/11/2003 05:00:00 PM,079XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0835,008,18,70,19,1161089,1851998,2003,04/15/2016 08:55:02 AM,41.749563761,-87.68527846,"(41.749563761, -87.68527846)" +2832824,HJ485607,07/10/2003 08:45:00 PM,063XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1155482,1862497,2003,04/15/2016 08:55:02 AM,41.778488712,-87.705544213,"(41.778488712, -87.705544213)" +2833089,HJ480566,07/08/2003 01:08:00 PM,077XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,17,71,19,1166690,1853288,2003,04/15/2016 08:55:02 AM,41.752986105,-87.664717289,"(41.752986105, -87.664717289)" +2833111,HJ479234,07/07/2003 08:25:00 PM,063XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1158469,1862528,2003,04/15/2016 08:55:02 AM,41.778513418,-87.69459276,"(41.778513418, -87.69459276)" +2833219,HJ487894,07/11/2003 08:52:12 PM,047XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144743,1900081,2003,04/15/2016 08:55:02 AM,41.881833031,-87.743969328,"(41.881833031, -87.743969328)" +2833352,HJ472826,07/04/2003 07:47:00 PM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183941,1852500,2003,04/15/2016 08:55:02 AM,41.750438473,-87.601524202,"(41.750438473, -87.601524202)" +2833712,HJ483660,07/09/2003 10:05:00 PM,015XX N LONG AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2532,025,37,25,19,1140066,1909808,2003,04/15/2016 08:55:02 AM,41.908611954,-87.760905114,"(41.908611954, -87.760905114)" +2834921,HJ479227,07/07/2003 07:50:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1154388,1942272,2003,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +2834962,HJ483799,07/09/2003 11:25:00 PM,011XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136486,1907079,2003,04/15/2016 08:55:02 AM,41.901188049,-87.774121862,"(41.901188049, -87.774121862)" +2835420,HJ484409,07/10/2003 08:00:00 AM,002XX E GARFIELD BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,3,40,19,1178649,1868476,2003,04/15/2016 08:55:02 AM,41.794400169,-87.620431089,"(41.794400169, -87.620431089)" +2835437,HJ484453,07/07/2003 07:00:00 PM,063XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164439,1942389,2003,04/15/2016 08:55:02 AM,41.997534513,-87.670444563,"(41.997534513, -87.670444563)" +2835443,HJ480533,07/08/2003 01:30:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171035,1868997,2003,04/15/2016 08:55:02 AM,41.795999725,-87.648336051,"(41.795999725, -87.648336051)" +2835568,HJ477048,07/06/2003 09:26:50 PM,073XX S EAST END AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0324,003,8,43,19,1188805,1856748,2003,04/15/2016 08:55:02 AM,41.761980459,-87.583564852,"(41.761980459, -87.583564852)" +2835811,HJ479100,07/07/2003 05:00:00 PM,004XX E 61ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1180416,1864670,2003,04/15/2016 08:55:02 AM,41.783915759,-87.614068375,"(41.783915759, -87.614068375)" +2835818,HJ479102,07/07/2003 08:00:00 PM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182670,1862490,2003,04/15/2016 08:55:02 AM,41.777881601,-87.605872084,"(41.777881601, -87.605872084)" +2835829,HJ483167,07/09/2003 04:50:00 PM,010XX N KEDVALE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1111,011,37,23,19,1148526,1906657,2003,04/15/2016 08:55:02 AM,41.899806157,-87.729908278,"(41.899806157, -87.729908278)" +2836500,HJ483459,07/09/2003 07:45:00 PM,008XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171647,1869013,2003,04/15/2016 08:55:02 AM,41.796030226,-87.646091347,"(41.796030226, -87.646091347)" +2836551,HJ478467,07/07/2003 03:00:00 PM,069XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167867,1858626,2003,04/15/2016 08:55:02 AM,41.767609109,-87.660250983,"(41.767609109, -87.660250983)" +2836677,HJ489827,07/12/2003 07:00:00 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167884,1858053,2003,04/15/2016 08:55:02 AM,41.766036357,-87.660205107,"(41.766036357, -87.660205107)" +2836725,HJ494157,07/14/2003 07:36:49 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,28,25,19,1143864,1904525,2003,04/15/2016 08:55:02 AM,41.894044412,-87.747085551,"(41.894044412, -87.747085551)" +2836836,HJ490249,07/12/2003 11:30:00 PM,078XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0421,004,7,43,19,1194881,1853437,2003,04/15/2016 08:55:02 AM,41.752747342,-87.56140491,"(41.752747342, -87.56140491)" +2836846,HJ476940,07/06/2003 08:55:00 PM,080XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197225,1852263,2003,04/15/2016 08:55:02 AM,41.74946777,-87.55285432,"(41.74946777, -87.55285432)" +2838517,HJ482800,07/09/2003 02:30:00 PM,070XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166229,1857975,2003,04/15/2016 08:55:02 AM,41.765857696,-87.666273489,"(41.765857696, -87.666273489)" +2838890,HJ494265,07/14/2003 07:00:00 PM,016XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,15,67,19,1166373,1860277,2003,04/15/2016 08:55:02 AM,41.772171623,-87.665680181,"(41.772171623, -87.665680181)" +2839009,HJ493297,07/14/2003 12:20:00 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1162213,1860674,2003,04/15/2016 08:55:02 AM,41.773348654,-87.680918515,"(41.773348654, -87.680918515)" +2839023,HJ494409,07/14/2003 09:30:00 PM,087XX S WALLACE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2223,022,21,71,19,1173832,1846934,2003,04/15/2016 08:55:02 AM,41.735394622,-87.638732673,"(41.735394622, -87.638732673)" +2839066,HJ492195,07/13/2003 09:30:00 PM,069XX S PEORIA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,17,68,19,1171503,1858816,2003,04/15/2016 08:55:02 AM,41.768051639,-87.646917902,"(41.768051639, -87.646917902)" +2842943,HJ491366,07/13/2003 02:30:00 PM,060XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0825,008,15,66,19,1161073,1864547,2003,04/15/2016 08:55:02 AM,41.784000358,-87.684990469,"(41.784000358, -87.684990469)" +2843281,HJ485274,07/10/2003 04:30:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1421,014,26,23,19,1155958,1910488,2003,04/15/2016 08:55:02 AM,41.910172065,-87.702506848,"(41.910172065, -87.702506848)" +2843495,HJ496416,07/15/2003 06:48:44 PM,010XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1152186,1906723,2003,04/15/2016 08:55:02 AM,41.899915838,-87.716463223,"(41.899915838, -87.716463223)" +2844719,HJ500522,07/17/2003 02:34:47 PM,069XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167864,1858742,2003,04/15/2016 08:55:02 AM,41.767927492,-87.660258652,"(41.767927492, -87.660258652)" +2845046,HJ494003,07/14/2003 06:39:38 PM,007XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142229,1904270,2003,04/15/2016 08:55:02 AM,41.89337516,-87.753096793,"(41.89337516, -87.753096793)" +2845334,HJ496402,07/15/2003 06:05:00 PM,070XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0735,007,17,67,19,1164569,1858081,2003,04/15/2016 08:55:02 AM,41.76618374,-87.672354986,"(41.76618374, -87.672354986)" +2845352,HJ497866,07/16/2003 11:50:00 AM,070XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0732,007,6,68,19,1174497,1858245,2003,04/15/2016 08:55:02 AM,41.766418657,-87.63596051,"(41.766418657, -87.63596051)" +2845879,HJ503187,07/18/2003 06:35:00 PM,117XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0524,005,34,53,19,1172099,1827050,2003,04/15/2016 08:55:02 AM,41.680868148,-87.645663431,"(41.680868148, -87.645663431)" +2845897,HJ502638,07/18/2003 02:00:00 PM,079XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1172677,1852322,2003,04/15/2016 08:55:02 AM,41.750205507,-87.642805728,"(41.750205507, -87.642805728)" +2850293,HJ498653,07/16/2003 06:00:00 PM,076XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1196285,1855196,2003,04/15/2016 08:55:02 AM,41.757539484,-87.556201706,"(41.757539484, -87.556201706)" +2851020,HJ500817,07/17/2003 04:47:00 PM,003XX N HAMLIN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1122,011,28,27,19,1150997,1902035,2003,04/15/2016 08:55:02 AM,41.887074864,-87.720953367,"(41.887074864, -87.720953367)" +2851021,HJ505035,07/19/2003 02:39:39 PM,016XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1136844,1910234,2003,04/15/2016 08:55:02 AM,41.909839343,-87.772731139,"(41.909839343, -87.772731139)" +2851174,HJ502495,07/18/2003 01:24:57 PM,063XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165428,1862654,2003,04/15/2016 08:55:02 AM,41.778714502,-87.669076973,"(41.778714502, -87.669076973)" +2852849,HJ507934,07/20/2003 09:54:34 PM,005XX W DIVISION ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1821,018,27,8,19,1172309,1908265,2003,04/15/2016 08:55:02 AM,41.903726336,-87.64250581,"(41.903726336, -87.64250581)" +2853625,HJ493713,07/14/2003 03:10:00 PM,006XX E 87TH PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,0632,006,6,44,19,1181935,1847103,2003,04/15/2016 08:55:02 AM,41.735675087,-87.609041497,"(41.735675087, -87.609041497)" +2853655,HJ494233,07/14/2003 07:30:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,28,25,19,1141282,1902644,2003,04/15/2016 08:55:02 AM,41.88893074,-87.756614969,"(41.88893074, -87.756614969)" +2854183,HJ511229,06/22/2003 12:50:00 PM,015XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141755,1909821,2003,04/15/2016 08:55:02 AM,41.908616529,-87.75470014,"(41.908616529, -87.75470014)" +2854467,HJ503462,07/18/2003 08:15:00 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150536,1903060,2003,04/15/2016 08:55:02 AM,41.889896588,-87.722619512,"(41.889896588, -87.722619512)" +2854577,HJ509299,07/21/2003 03:05:00 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1168845,1871336,2003,04/15/2016 08:55:02 AM,41.802465811,-87.656299344,"(41.802465811, -87.656299344)" +2854876,HJ502293,07/18/2003 11:40:00 AM,003XX S CICERO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1131,011,24,25,19,1144453,1897831,2003,04/15/2016 08:55:02 AM,41.875664218,-87.745090842,"(41.875664218, -87.745090842)" +2855024,HJ509615,07/21/2003 05:35:00 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153263,1904143,2003,04/15/2016 08:55:02 AM,41.89281475,-87.712575926,"(41.89281475, -87.712575926)" +2855047,HJ509680,07/21/2003 05:20:00 PM,028XX N CLYBOURN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1913,019,1,5,19,1162218,1918895,2003,04/15/2016 08:55:02 AM,41.933112795,-87.679274518,"(41.933112795, -87.679274518)" +2855463,HJ505014,07/19/2003 12:30:00 PM,054XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1613,016,41,10,19,1127365,1935654,2003,04/15/2016 08:55:02 AM,41.97975957,-87.806980331,"(41.97975957, -87.806980331)" +2859198,HJ514250,07/23/2003 07:10:00 PM,010XX W 79TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,17,71,19,1170874,1852437,2003,04/15/2016 08:55:02 AM,41.7505606,-87.649409369,"(41.7505606, -87.649409369)" +2859267,HJ506959,07/20/2003 10:20:00 PM,047XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1159687,1931620,2003,04/15/2016 08:55:02 AM,41.968083538,-87.688223756,"(41.968083538, -87.688223756)" +2859280,HJ503249,07/18/2003 06:00:00 PM,049XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,45,11,19,1139202,1932530,2003,04/15/2016 08:55:02 AM,41.970979203,-87.763524248,"(41.970979203, -87.763524248)" +2859330,HJ503702,07/18/2003 09:20:00 PM,018XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1923,019,47,5,19,1163275,1926589,2003,04/15/2016 08:55:02 AM,41.954203354,-87.675173031,"(41.954203354, -87.675173031)" +2859348,HJ491036,07/08/2003 12:03:00 PM,046XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CAR WASH,true,false,1712,017,39,14,19,1144246,1931500,2003,04/15/2016 08:55:02 AM,41.968059247,-87.745002752,"(41.968059247, -87.745002752)" +2859387,HJ494100,07/14/2003 06:30:00 PM,048XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178419,1872896,2003,04/15/2016 08:55:02 AM,41.806534285,-87.621140193,"(41.806534285, -87.621140193)" +2859473,HJ497867,07/16/2003 11:30:00 AM,066XX S PULASKI RD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0833,008,13,65,19,1150851,1860050,2003,04/15/2016 08:55:02 AM,41.771865273,-87.722585649,"(41.771865273, -87.722585649)" +2859621,HJ487584,07/11/2003 05:45:00 PM,030XX N LARAMIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,31,19,19,1141170,1919891,2003,04/15/2016 08:55:02 AM,41.936260488,-87.756600381,"(41.936260488, -87.756600381)" +2859662,HJ501516,07/17/2003 09:45:00 PM,002XX W CERMAK RD,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175072,1889743,2003,04/15/2016 08:55:02 AM,41.852839331,-87.632911994,"(41.852839331, -87.632911994)" +2859776,HJ501111,07/17/2003 06:00:00 PM,063XX W GUNNISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1622,016,45,11,19,1132747,1931555,2003,04/15/2016 08:55:02 AM,41.968419064,-87.787283176,"(41.968419064, -87.787283176)" +2859784,HJ509451,07/21/2003 04:30:00 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152522,1906628,2003,04/15/2016 08:55:02 AM,41.899648513,-87.715231596,"(41.899648513, -87.715231596)" +2860551,HJ507057,07/20/2003 01:35:00 PM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170661,1865444,2003,04/15/2016 08:55:02 AM,41.786258062,-87.649811116,"(41.786258062, -87.649811116)" +2862822,HJ516429,07/24/2003 06:47:37 PM,029XX W WILCOX ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1124,011,2,27,19,1156720,1899212,2003,04/15/2016 08:55:02 AM,41.879214285,-87.700013319,"(41.879214285, -87.700013319)" +2863430,HJ516794,07/24/2003 09:45:00 PM,069XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188979,1859212,2003,04/15/2016 08:55:02 AM,41.768737721,-87.582848338,"(41.768737721, -87.582848338)" +2863460,HJ516872,07/24/2003 10:30:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191426,1858808,2003,04/15/2016 08:55:02 AM,41.767570172,-87.573892082,"(41.767570172, -87.573892082)" +2863868,HJ513499,07/23/2003 01:25:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160797,1862463,2003,04/15/2016 08:55:02 AM,41.778287281,-87.686059909,"(41.778287281, -87.686059909)" +2864520,HJ509521,07/21/2003 04:37:00 PM,069XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1167867,1858626,2003,04/15/2016 08:55:02 AM,41.767609109,-87.660250983,"(41.767609109, -87.660250983)" +2864603,HJ513782,07/23/2003 03:07:55 PM,065XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1172371,1861371,2003,04/15/2016 08:55:02 AM,41.775043809,-87.643661186,"(41.775043809, -87.643661186)" +2865014,HJ522850,07/27/2003 06:48:01 PM,016XX N MASON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1136502,1910259,2003,04/15/2016 08:55:02 AM,41.909914073,-87.773986927,"(41.909914073, -87.773986927)" +2865812,HJ524982,07/28/2003 05:22:34 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152540,1906052,2003,04/15/2016 08:55:02 AM,41.898067557,-87.715180726,"(41.898067557, -87.715180726)" +2751395,HJ376315,05/20/2003 07:20:00 PM,003XX S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1533,015,28,25,19,1142190,1897997,2003,04/15/2016 08:55:02 AM,41.876162002,-87.753395722,"(41.876162002, -87.753395722)" +2751549,HJ359229,05/12/2003 07:05:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167200,1858784,2003,04/15/2016 08:55:02 AM,41.768056979,-87.662691319,"(41.768056979, -87.662691319)" +2751568,HJ361484,05/13/2003 07:45:00 PM,060XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166376,1864626,2003,04/15/2016 08:55:02 AM,41.784105771,-87.665545385,"(41.784105771, -87.665545385)" +2866660,HJ516553,07/24/2003 08:00:00 PM,037XX S RHODES AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180186,1880324,2003,04/15/2016 08:55:02 AM,41.826876947,-87.614431574,"(41.826876947, -87.614431574)" +2867460,HJ521972,07/27/2003 10:30:00 AM,074XX N ROGERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1163327,1949280,2003,04/15/2016 08:55:02 AM,42.016467125,-87.674340059,"(42.016467125, -87.674340059)" +2870792,HJ525474,07/28/2003 07:50:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2003,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +2870899,HJ525246,07/28/2003 07:35:00 PM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151171,1907294,2003,04/15/2016 08:55:02 AM,41.901502685,-87.720176371,"(41.901502685, -87.720176371)" +2871636,HJ503331,07/18/2003 07:00:00 PM,029XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1156836,1899214,2003,04/15/2016 08:55:02 AM,41.879217423,-87.699587331,"(41.879217423, -87.699587331)" +2871929,HJ524348,07/28/2003 01:45:00 PM,048XX W 44TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1144576,1875023,2003,04/15/2016 08:55:02 AM,41.813073605,-87.745212691,"(41.813073605, -87.745212691)" +2871971,HJ513256,07/23/2003 10:30:00 AM,008XX E 64TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182748,1862752,2003,04/15/2016 08:55:02 AM,41.778598743,-87.605578008,"(41.778598743, -87.605578008)" +2874209,HJ514444,07/23/2003 09:00:00 PM,066XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1164171,1860681,2003,04/15/2016 08:55:02 AM,41.773326879,-87.673740719,"(41.773326879, -87.673740719)" +2874194,HJ522722,07/27/2003 05:30:00 PM,042XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,37,23,19,1147970,1906331,2003,04/15/2016 08:55:02 AM,41.898922292,-87.731958884,"(41.898922292, -87.731958884)" +2874932,HJ526001,07/29/2003 06:56:00 AM,085XX S WOOD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0614,006,18,71,19,1165835,1848092,2003,04/15/2016 08:55:02 AM,41.73874572,-87.667997766,"(41.73874572, -87.667997766)" +2874975,HJ527869,07/29/2003 10:20:00 PM,009XX N KOSTNER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1146872,1905780,2003,04/15/2016 08:55:02 AM,41.897431338,-87.736005924,"(41.897431338, -87.736005924)" +2875312,HJ529826,07/30/2003 08:49:37 PM,003XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1153771,1898316,2003,04/15/2016 08:55:02 AM,41.876814772,-87.710865459,"(41.876814772, -87.710865459)" +2875351,HJ529849,07/30/2003 08:50:00 PM,008XX N PULASKI RD,1680,GAMBLING,OTHER,SIDEWALK,true,false,1112,011,27,23,19,1149570,1905371,2003,04/15/2016 08:55:02 AM,41.896257026,-87.726107056,"(41.896257026, -87.726107056)" +2876081,HJ528095,07/30/2003 01:30:00 AM,012XX N BURLING ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1171084,1908425,2003,04/15/2016 08:55:02 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +2876110,HJ529798,07/30/2003 07:58:00 PM,037XX W AUGUSTA BLVD,1680,GAMBLING,OTHER,SIDEWALK,true,false,1112,011,27,23,19,1151283,1906411,2003,04/15/2016 08:55:02 AM,41.899077449,-87.719788175,"(41.899077449, -87.719788175)" +2876291,HJ529011,07/30/2003 01:25:00 PM,055XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166285,1867970,2003,04/15/2016 08:55:02 AM,41.793284058,-87.665783832,"(41.793284058, -87.665783832)" +2877379,HJ531672,07/31/2003 05:10:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155902,1910487,2003,04/15/2016 08:55:02 AM,41.910170451,-87.702712598,"(41.910170451, -87.702712598)" +2877435,HJ518746,07/25/2003 08:00:00 PM,071XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1173864,1857550,2003,04/15/2016 08:55:02 AM,41.764525554,-87.638301265,"(41.764525554, -87.638301265)" +2877479,HJ531860,07/31/2003 07:15:00 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167626,1867387,2003,04/15/2016 08:55:02 AM,41.791655557,-87.660883232,"(41.791655557, -87.660883232)" +2877704,HJ532009,07/31/2003 09:30:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1123,011,28,27,19,1154499,1901439,2003,04/15/2016 08:55:02 AM,41.885370082,-87.708108917,"(41.885370082, -87.708108917)" +2877836,HJ532822,08/01/2003 08:35:00 AM,079XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167051,1852159,2003,04/15/2016 08:55:02 AM,41.749880266,-87.663426578,"(41.749880266, -87.663426578)" +2877980,HJ532759,08/01/2003 01:00:00 AM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1160127,1862607,2003,04/15/2016 08:55:02 AM,41.77869625,-87.688512218,"(41.77869625, -87.688512218)" +2878000,HJ532348,07/31/2003 11:15:00 PM,029XX N CLYBOURN AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1913,019,1,5,19,1161560,1919521,2003,04/15/2016 08:55:02 AM,41.934844327,-87.681675129,"(41.934844327, -87.681675129)" +2878099,HJ532318,07/31/2003 11:09:06 PM,031XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1155316,1901460,2003,04/15/2016 08:55:02 AM,41.885411335,-87.705108165,"(41.885411335, -87.705108165)" +2878115,HJ525626,07/28/2003 10:40:00 PM,063XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1181325,1863089,2003,04/15/2016 08:55:02 AM,41.779556431,-87.610784386,"(41.779556431, -87.610784386)" +2878141,HJ534540,08/01/2003 11:52:00 PM,077XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1193874,1854058,2003,04/15/2016 08:55:02 AM,41.754476149,-87.56507476,"(41.754476149, -87.56507476)" +2878201,HJ531423,07/31/2003 03:30:00 PM,095XX S YALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,21,49,19,1176294,1841621,2003,04/15/2016 08:55:02 AM,41.720760172,-87.62987199,"(41.720760172, -87.62987199)" +2879344,HJ535018,08/02/2003 06:59:00 AM,080XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166738,1851494,2003,04/15/2016 08:55:02 AM,41.748062093,-87.664592486,"(41.748062093, -87.664592486)" +2880007,HJ536635,08/02/2003 10:15:00 PM,013XX N PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,27,23,19,1149473,1908597,2003,04/15/2016 08:55:02 AM,41.905111382,-87.726379493,"(41.905111382, -87.726379493)" +2883209,HJ538197,08/03/2003 06:25:00 PM,007XX E 105TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,50,19,1182971,1835489,2003,04/15/2016 08:55:02 AM,41.70378088,-87.605605688,"(41.70378088, -87.605605688)" +2883264,HJ539633,08/04/2003 12:10:31 PM,100XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,9,73,19,1174740,1838153,2003,04/15/2016 08:55:02 AM,41.711278197,-87.635666848,"(41.711278197, -87.635666848)" +2883304,HJ539733,08/04/2003 01:53:50 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863430,2003,04/15/2016 08:55:02 AM,41.780737448,-87.650885344,"(41.780737448, -87.650885344)" +2883414,HJ534363,08/01/2003 09:59:00 PM,017XX W NORTH SHORE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2432,024,49,1,19,1163756,1944560,2003,04/15/2016 08:55:02 AM,42.003506273,-87.672895457,"(42.003506273, -87.672895457)" +2883419,HJ539640,08/04/2003 01:28:41 PM,130XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1184347,1818785,2003,04/15/2016 08:55:02 AM,41.657910804,-87.601086943,"(41.657910804, -87.601086943)" +2883539,HJ534428,08/01/2003 10:20:00 PM,091XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0413,004,8,47,19,1185143,1844597,2003,04/15/2016 08:55:02 AM,41.728723662,-87.597367237,"(41.728723662, -87.597367237)" +2885215,HJ537814,08/03/2003 02:54:35 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166468,1860729,2003,04/15/2016 08:55:02 AM,41.773409945,-87.66531907,"(41.773409945, -87.66531907)" +2885846,HJ546797,08/07/2003 04:12:42 PM,055XX W GRAND AVE,1680,GAMBLING,OTHER,POLICE FACILITY/VEH PARKING LOT,true,false,2515,025,29,19,19,1138788,1913480,2003,04/15/2016 08:55:02 AM,41.918711651,-87.76551063,"(41.918711651, -87.76551063)" +2885850,HJ549883,08/08/2003 08:40:00 PM,079XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,46,19,1191910,1852779,2003,04/15/2016 08:55:02 AM,41.751014366,-87.572313539,"(41.751014366, -87.572313539)" +2886069,HJ547271,08/07/2003 07:00:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141404,1902646,2003,04/15/2016 08:55:02 AM,41.888933978,-87.756166882,"(41.888933978, -87.756166882)" +2886166,HJ547268,08/07/2003 06:47:05 PM,013XX N MASON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1136448,1908294,2003,04/15/2016 08:55:02 AM,41.904522839,-87.774232355,"(41.904522839, -87.774232355)" +2887011,HJ534227,08/01/2003 08:40:00 PM,033XX W WALNUT ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1123,011,28,27,19,1153991,1901426,2003,04/15/2016 08:55:02 AM,41.88534455,-87.709974742,"(41.88534455, -87.709974742)" +2887106,HJ531374,07/31/2003 03:05:00 PM,056XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176941,1867580,2003,04/15/2016 08:55:02 AM,41.791980154,-87.626721231,"(41.791980154, -87.626721231)" +2887330,HJ542690,08/05/2003 05:30:00 PM,010XX E 132ND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0533,005,9,54,19,1185752,1818037,2003,04/15/2016 08:55:02 AM,41.655825315,-87.595969228,"(41.655825315, -87.595969228)" +2887378,HJ503485,07/18/2003 08:00:00 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150541,1903060,2003,04/15/2016 08:55:02 AM,41.88989649,-87.722601149,"(41.88989649, -87.722601149)" +2887639,HJ538473,08/03/2003 08:06:00 PM,042XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148192,1900638,2003,04/15/2016 08:55:02 AM,41.883295808,-87.731290195,"(41.883295808, -87.731290195)" +2887758,HJ539460,08/04/2003 10:30:00 AM,033XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154120,1904470,2003,04/15/2016 08:55:02 AM,41.893695013,-87.709419751,"(41.893695013, -87.709419751)" +2888348,HJ543472,08/06/2003 01:16:22 AM,007XX E 95TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0633,006,9,49,19,1182869,1842140,2003,04/15/2016 08:55:02 AM,41.722034416,-87.605773396,"(41.722034416, -87.605773396)" +2889040,HJ547232,08/07/2003 06:19:00 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167626,1867407,2003,04/15/2016 08:55:02 AM,41.79171044,-87.660882658,"(41.79171044, -87.660882658)" +2889263,HJ538172,08/03/2003 06:35:49 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0921,009,16,61,19,1169507,1871333,2003,04/15/2016 08:55:02 AM,41.802443244,-87.653871596,"(41.802443244, -87.653871596)" +2889394,HJ547554,08/07/2003 09:15:00 PM,049XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1178433,1872395,2003,04/15/2016 08:55:02 AM,41.805159178,-87.621104073,"(41.805159178, -87.621104073)" +2889607,HJ545198,08/06/2003 06:49:00 PM,047XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1178842,1873586,2003,04/15/2016 08:55:02 AM,41.808418076,-87.619567769,"(41.808418076, -87.619567769)" +2889963,HJ551335,08/09/2003 05:00:00 PM,059XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1137011,1901406,2003,04/15/2016 08:55:02 AM,41.885611206,-87.772329703,"(41.885611206, -87.772329703)" +2890145,HJ545398,08/06/2003 09:35:00 PM,070XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174498,1858197,2003,04/15/2016 08:55:02 AM,41.766286917,-87.635958271,"(41.766286917, -87.635958271)" +2891019,HJ557927,08/12/2003 06:10:00 PM,060XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180631,1865173,2003,04/15/2016 08:55:02 AM,41.7852911,-87.613264669,"(41.7852911, -87.613264669)" +2891689,HJ545546,08/06/2003 10:00:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2003,04/15/2016 08:55:02 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +2891804,HJ549084,08/08/2003 03:55:00 PM,006XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138213,1903884,2003,04/15/2016 08:55:02 AM,41.892389506,-87.767855685,"(41.892389506, -87.767855685)" +2896041,HJ543989,08/06/2003 10:44:42 AM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142384,1906182,2003,04/15/2016 08:55:02 AM,41.898619034,-87.752479985,"(41.898619034, -87.752479985)" +2897360,HJ551966,08/09/2003 11:57:00 PM,060XX N KENMORE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1168152,1940159,2003,04/15/2016 08:55:02 AM,41.991335662,-87.656850699,"(41.991335662, -87.656850699)" +2897454,HJ558173,08/12/2003 08:45:00 PM,116XX S ADA ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0524,005,34,53,19,1169425,1827475,2003,04/15/2016 08:55:02 AM,41.68209257,-87.655439395,"(41.68209257, -87.655439395)" +2897458,HJ553657,08/10/2003 08:16:00 PM,002XX E 55TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1178717,1868274,2003,04/15/2016 08:55:02 AM,41.793844314,-87.620187882,"(41.793844314, -87.620187882)" +2897823,HJ553582,08/10/2003 07:33:54 PM,069XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167863,1858762,2003,04/15/2016 08:55:02 AM,41.767982397,-87.660261744,"(41.767982397, -87.660261744)" +2897986,HJ551597,08/09/2003 08:00:00 PM,055XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176924,1868188,2003,04/15/2016 08:55:02 AM,41.793648949,-87.626765243,"(41.793648949, -87.626765243)" +2898168,HJ561486,08/14/2003 12:09:35 PM,053XX W CHICAGO AVE,1650,GAMBLING,VIOL CHARITABLE GAME ACT,POLICE FACILITY/VEH PARKING LOT,true,false,1524,015,37,25,19,1140614,1904816,2003,04/15/2016 08:55:02 AM,41.894903267,-87.759014768,"(41.894903267, -87.759014768)" +2899623,HJ560503,08/13/2003 09:20:00 PM,060XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1167769,1940194,2003,04/15/2016 08:55:02 AM,41.991439996,-87.658258453,"(41.991439996, -87.658258453)" +2900102,HJ560379,08/13/2003 08:35:00 PM,065XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0726,007,15,67,19,1164483,1861242,2003,04/15/2016 08:55:02 AM,41.774859766,-87.672581196,"(41.774859766, -87.672581196)" +2900323,HJ557127,08/12/2003 12:46:06 PM,017XX N MASON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1136483,1910862,2003,04/15/2016 08:55:02 AM,41.911569117,-87.774042281,"(41.911569117, -87.774042281)" +2901468,HJ568759,08/17/2003 04:15:00 PM,084XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,18,71,19,1166146,1848823,2003,04/15/2016 08:55:02 AM,41.740745088,-87.66683758,"(41.740745088, -87.66683758)" +2903118,HJ547278,08/07/2003 06:59:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171035,1868997,2003,04/15/2016 08:55:02 AM,41.795999725,-87.648336051,"(41.795999725, -87.648336051)" +2903303,HJ550905,08/09/2003 12:22:00 PM,093XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176925,1842936,2003,04/15/2016 08:55:02 AM,41.724354534,-87.627521302,"(41.724354534, -87.627521302)" +2903314,HJ558109,08/12/2003 08:25:43 PM,057XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,20,68,19,1173936,1867030,2003,04/15/2016 08:55:02 AM,41.790538144,-87.637756315,"(41.790538144, -87.637756315)" +2903435,HJ538424,08/03/2003 08:40:00 PM,072XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,17,68,19,1173002,1856876,2003,04/15/2016 08:55:02 AM,41.762695087,-87.641480582,"(41.762695087, -87.641480582)" +2907699,HJ562565,08/14/2003 07:54:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171049,1868997,2003,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +2908101,HJ564353,08/15/2003 04:50:00 PM,012XX W 71ST PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0734,007,17,67,19,1169229,1857369,2003,04/15/2016 08:55:02 AM,41.764130384,-87.655294974,"(41.764130384, -87.655294974)" +2908162,HJ560868,08/14/2003 12:56:40 AM,012XX N BURLING ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1822,018,27,8,19,1171084,1908425,2003,04/15/2016 08:55:02 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +2908334,HJ563399,08/15/2003 08:10:00 AM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167716,1852049,2003,04/15/2016 08:55:02 AM,41.749564176,-87.660992878,"(41.749564176, -87.660992878)" +2908348,HJ563806,08/15/2003 12:32:36 PM,014XX N WASHTENAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1423,014,26,24,19,1158149,1909558,2003,04/15/2016 08:55:02 AM,41.907575569,-87.694483406,"(41.907575569, -87.694483406)" +2909453,HJ552693,08/10/2003 07:30:00 AM,002XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,3,38,19,1178501,1873910,2003,04/15/2016 08:55:02 AM,41.809314925,-87.620808615,"(41.809314925, -87.620808615)" +2909537,HJ563031,08/15/2003 12:55:45 AM,078XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0414,004,8,43,19,1190232,1853297,2003,04/15/2016 08:55:02 AM,41.752476368,-87.5784458,"(41.752476368, -87.5784458)" +2909583,HJ568944,08/17/2003 07:26:00 PM,084XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196622,1849530,2003,04/15/2016 08:55:02 AM,41.741983197,-87.555154477,"(41.741983197, -87.555154477)" +2909651,HJ570356,08/18/2003 01:30:00 PM,012XX N WASHTENAW AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1423,014,26,24,19,1158168,1908300,2003,04/15/2016 08:55:02 AM,41.904123125,-87.694448029,"(41.904123125, -87.694448029)" +2909901,HJ549669,08/08/2003 08:43:01 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156876,1899880,2003,04/15/2016 08:55:02 AM,41.881044182,-87.699422394,"(41.881044182, -87.699422394)" +2909939,HJ582499,08/23/2003 07:50:00 PM,091XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,73,19,1170263,1844095,2003,04/15/2016 08:55:02 AM,41.727682299,-87.651890412,"(41.727682299, -87.651890412)" +2910158,HJ573638,08/19/2003 09:17:00 PM,006XX E 131ST ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1182847,1818558,2003,04/15/2016 08:55:02 AM,41.657322719,-87.606582706,"(41.657322719, -87.606582706)" +2910270,HJ574942,08/20/2003 01:24:19 PM,054XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169574,1868822,2003,04/15/2016 08:55:02 AM,41.795551327,-87.65369869,"(41.795551327, -87.65369869)" +2911200,HJ524833,07/28/2003 05:15:20 PM,038XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150888,1896755,2003,04/15/2016 08:55:02 AM,41.872588102,-87.721491879,"(41.872588102, -87.721491879)" +2911364,HJ578274,08/21/2003 08:50:00 PM,102XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,9,73,19,1174442,1836989,2003,04/15/2016 08:55:02 AM,41.708090633,-87.636792672,"(41.708090633, -87.636792672)" +2912576,HJ575032,08/20/2003 02:39:00 PM,028XX W 25TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1033,010,12,30,19,1157842,1887277,2003,04/15/2016 08:55:02 AM,41.84644061,-87.69621873,"(41.84644061, -87.69621873)" +2913300,HJ568667,08/17/2003 04:15:00 PM,011XX N WALLER AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1511,015,29,25,19,1138145,1906947,2003,04/15/2016 08:55:02 AM,41.900795988,-87.768031304,"(41.900795988, -87.768031304)" +2913342,HJ531811,07/31/2003 04:50:00 PM,032XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1421,014,35,22,19,1154499,1913108,2003,04/15/2016 08:55:02 AM,41.91739089,-87.707796462,"(41.91739089, -87.707796462)" +2913414,HJ564672,08/15/2003 06:30:00 PM,031XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1421,014,26,23,19,1155222,1910468,2003,04/15/2016 08:55:02 AM,41.910132005,-87.70521117,"(41.910132005, -87.70521117)" +2913424,HJ540789,08/04/2003 07:40:00 PM,047XX N SAWYER AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,33,14,19,1153855,1931385,2003,04/15/2016 08:55:02 AM,41.96755718,-87.709673983,"(41.96755718, -87.709673983)" +2913469,HJ541893,08/05/2003 10:30:00 AM,038XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1733,017,33,16,19,1154372,1925341,2003,04/15/2016 08:55:02 AM,41.950961714,-87.707935208,"(41.950961714, -87.707935208)" +2913536,HJ547330,08/07/2003 05:30:00 PM,037XX W FULLERTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2525,025,35,22,19,1151229,1915700,2003,04/15/2016 08:55:02 AM,41.924568388,-87.719742439,"(41.924568388, -87.719742439)" +2913556,HJ534440,08/01/2003 10:45:00 PM,071XX S STATE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0323,003,6,69,19,1177519,1857812,2003,04/15/2016 08:55:02 AM,41.765162688,-87.624896894,"(41.765162688, -87.624896894)" +2913994,HJ537220,08/03/2003 08:10:00 AM,053XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178945,1869772,2003,04/15/2016 08:55:02 AM,41.797949772,-87.619306201,"(41.797949772, -87.619306201)" +2914078,HJ562679,08/14/2003 08:00:00 PM,039XX N ASHLAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1923,019,47,6,19,1164953,1926189,2003,04/15/2016 08:55:02 AM,41.953070208,-87.669015897,"(41.953070208, -87.669015897)" +2914272,HJ551045,08/09/2003 12:43:00 PM,006XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150945,1903903,2003,04/15/2016 08:55:02 AM,41.892201869,-87.721095382,"(41.892201869, -87.721095382)" +2914313,HJ562549,08/14/2003 08:15:50 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1121,011,27,23,19,1152523,1906607,2003,04/15/2016 08:55:02 AM,41.899590867,-87.715228479,"(41.899590867, -87.715228479)" +2914434,HJ549423,08/07/2003 05:35:00 PM,043XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1724,017,33,16,19,1154276,1928568,2003,04/15/2016 08:55:02 AM,41.959818737,-87.708201569,"(41.959818737, -87.708201569)" +2915248,HJ555991,08/11/2003 08:50:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151276,1903907,2003,04/15/2016 08:55:02 AM,41.892206358,-87.719879646,"(41.892206358, -87.719879646)" +2915462,HJ530342,07/31/2003 02:20:00 AM,012XX N BURLING ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1171084,1908425,2003,04/15/2016 08:55:02 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +2915844,HJ571319,08/18/2003 07:55:00 PM,014XX N KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147452,1909181,2003,04/15/2016 08:55:02 AM,41.906752938,-87.733788335,"(41.906752938, -87.733788335)" +2920547,HJ569024,08/17/2003 07:20:00 PM,027XX W OGDEN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1023,010,28,29,19,1158463,1892956,2003,04/15/2016 08:55:02 AM,41.862011728,-87.69378445,"(41.862011728, -87.69378445)" +2925472,HJ588043,08/26/2003 12:35:56 PM,069XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2431,024,49,1,19,1165107,1946303,2003,04/15/2016 08:55:02 AM,42.008260396,-87.667875342,"(42.008260396, -87.667875342)" +2925939,HJ588746,08/26/2003 06:10:00 PM,095XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2213,022,21,73,19,1168334,1841551,2003,04/15/2016 08:55:02 AM,41.72074287,-87.659029664,"(41.72074287, -87.659029664)" +2926258,HJ584195,08/24/2003 05:15:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0332,003,5,43,19,1188713,1860052,2003,04/15/2016 08:55:02 AM,41.771049116,-87.583796513,"(41.771049116, -87.583796513)" +2926349,HJ535445,08/02/2003 10:00:00 AM,051XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2031,020,40,4,19,1158555,1934257,2003,04/15/2016 08:55:02 AM,41.975342911,-87.692313497,"(41.975342911, -87.692313497)" +2926476,HJ586618,08/25/2003 07:15:00 PM,066XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1184359,1861290,2003,04/15/2016 08:55:02 AM,41.774549318,-87.59971777,"(41.774549318, -87.59971777)" +2930438,HJ558042,08/12/2003 07:00:08 PM,059XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136388,1910687,2003,04/15/2016 08:55:02 AM,41.911090595,-87.774395477,"(41.911090595, -87.774395477)" +2930465,HJ549888,08/08/2003 09:00:00 PM,016XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1422,014,26,23,19,1153451,1910780,2003,04/15/2016 08:55:02 AM,41.911023565,-87.711708845,"(41.911023565, -87.711708845)" +2930861,HJ564949,08/15/2003 09:15:00 PM,079XX S PULASKI RD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0834,008,13,70,19,1151099,1851704,2003,04/15/2016 08:55:02 AM,41.748957622,-87.721894004,"(41.748957622, -87.721894004)" +2930876,HJ572873,08/19/2003 03:25:00 PM,063XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180338,1863158,2003,04/15/2016 08:55:02 AM,41.779768475,-87.614400698,"(41.779768475, -87.614400698)" +2930878,HJ539926,08/04/2003 03:15:00 PM,052XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1164241,1869926,2003,04/15/2016 08:55:02 AM,41.798694873,-87.673223926,"(41.798694873, -87.673223926)" +2930893,HJ568607,08/17/2003 03:15:00 PM,057XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0715,007,15,67,19,1163343,1866558,2003,04/15/2016 08:55:02 AM,41.789471532,-87.676611447,"(41.789471532, -87.676611447)" +2930900,HJ562442,08/08/2003 07:00:00 PM,060XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,48,77,19,1167204,1940403,2003,04/15/2016 08:55:02 AM,41.992025699,-87.660330626,"(41.992025699, -87.660330626)" +2930926,HJ564902,08/15/2003 08:10:00 PM,060XX W BELMONT AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2511,025,36,19,19,1135636,1920648,2003,04/15/2016 08:55:02 AM,41.938438137,-87.776920663,"(41.938438137, -87.776920663)" +2930995,HJ559424,08/13/2003 11:20:00 AM,001XX S HOMAN AVE,1680,GAMBLING,OTHER,STREET,true,false,1124,011,28,27,19,1153742,1899170,2003,04/15/2016 08:55:02 AM,41.879158814,-87.710949201,"(41.879158814, -87.710949201)" +2931696,HJ594892,08/29/2003 02:20:00 PM,047XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144893,1895943,2003,04/15/2016 08:55:02 AM,41.870475027,-87.74352294,"(41.870475027, -87.74352294)" +2931727,HJ594975,08/29/2003 02:40:00 PM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151168,1907410,2003,04/15/2016 08:55:02 AM,41.901821059,-87.720184345,"(41.901821059, -87.720184345)" +2932738,HJ570566,08/18/2003 03:05:00 PM,006XX N WALLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1511,015,29,25,19,1138213,1903884,2003,04/15/2016 08:55:02 AM,41.892389506,-87.767855685,"(41.892389506, -87.767855685)" +2932829,HJ603146,09/02/2003 04:30:00 PM,005XX E 75TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0624,006,6,69,19,1181027,1855399,2003,04/15/2016 08:55:02 AM,41.758461159,-87.612113284,"(41.758461159, -87.612113284)" +2932972,HJ595986,08/29/2003 11:33:22 PM,049XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143561,1898549,2003,04/15/2016 08:55:02 AM,41.877651228,-87.748348005,"(41.877651228, -87.748348005)" +2933815,HJ573414,08/19/2003 07:00:00 PM,068XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1164538,1859237,2003,04/15/2016 08:55:02 AM,41.769356616,-87.672436055,"(41.769356616, -87.672436055)" +2933935,HJ577164,08/21/2003 01:00:00 PM,060XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164723,1864612,2003,04/15/2016 08:55:02 AM,41.784102423,-87.671606321,"(41.784102423, -87.671606321)" +2934025,HJ584577,08/24/2003 07:30:00 PM,015XX N LOREL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1140405,1909816,2003,04/15/2016 08:55:02 AM,41.908627692,-87.759659578,"(41.908627692, -87.759659578)" +2934129,HJ575624,08/20/2003 06:49:00 PM,069XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169186,1858798,2003,04/15/2016 08:55:02 AM,41.768052673,-87.655411299,"(41.768052673, -87.655411299)" +2934159,HJ583855,08/24/2003 02:00:00 PM,061XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165401,1863986,2003,04/15/2016 08:55:02 AM,41.782370254,-87.669138239,"(41.782370254, -87.669138239)" +2934429,HJ582187,08/23/2003 04:19:00 PM,047XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144886,1895943,2003,04/15/2016 08:55:02 AM,41.870475158,-87.74354864,"(41.870475158, -87.74354864)" +2934534,HJ582405,08/23/2003 06:30:00 PM,017XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136483,1910856,2003,04/15/2016 08:55:02 AM,41.911552652,-87.774042425,"(41.911552652, -87.774042425)" +2934584,HJ586938,08/25/2003 09:40:00 PM,076XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1172628,1854114,2003,04/15/2016 08:55:02 AM,41.755124062,-87.642932591,"(41.755124062, -87.642932591)" +2935049,HJ591203,08/27/2003 07:10:00 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0921,009,16,61,19,1169505,1871407,2003,04/15/2016 08:55:02 AM,41.802646351,-87.653876786,"(41.802646351, -87.653876786)" +2935246,HJ558380,08/12/2003 10:30:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1138199,1904266,2003,04/15/2016 08:55:02 AM,41.893438015,-87.767897856,"(41.893438015, -87.767897856)" +2936161,HJ588927,08/26/2003 07:40:00 PM,079XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0414,004,8,46,19,1191910,1852779,2003,04/15/2016 08:55:02 AM,41.751014366,-87.572313539,"(41.751014366, -87.572313539)" +2936261,HJ545217,08/06/2003 07:25:00 PM,021XX S DAMEN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1223,012,25,31,19,1163372,1889596,2003,04/15/2016 08:55:02 AM,41.852689805,-87.675858722,"(41.852689805, -87.675858722)" +2936296,HJ555713,08/11/2003 06:00:00 PM,063XX S EBERHART AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180667,1863149,2003,04/15/2016 08:55:02 AM,41.779736224,-87.613194828,"(41.779736224, -87.613194828)" +2936466,HJ579971,08/22/2003 04:06:52 PM,132XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183251,1817826,2003,04/15/2016 08:55:02 AM,41.655304644,-87.605127041,"(41.655304644, -87.605127041)" +2936724,HJ580419,08/22/2003 07:20:01 PM,0000X E 101ST ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,9,49,19,1178455,1838020,2003,04/15/2016 08:55:02 AM,41.710829822,-87.622065745,"(41.710829822, -87.622065745)" +2936915,HJ584412,08/24/2003 07:15:00 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1176459,1841947,2003,04/15/2016 08:55:02 AM,41.721651058,-87.62925787,"(41.721651058, -87.62925787)" +2936999,HJ588763,08/26/2003 06:18:00 PM,103XX S HALSTED ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,34,49,19,1172805,1836267,2003,04/15/2016 08:55:02 AM,41.706145538,-87.642808642,"(41.706145538, -87.642808642)" +2937035,HJ586755,08/25/2003 08:35:53 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143433,1902560,2003,04/15/2016 08:55:02 AM,41.888660292,-87.748717666,"(41.888660292, -87.748717666)" +2937070,HJ584472,08/24/2003 08:05:10 PM,131XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1183246,1818245,2003,04/15/2016 08:55:02 AM,41.656454559,-87.605132385,"(41.656454559, -87.605132385)" +2937368,HJ584057,08/24/2003 03:45:00 PM,079XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183941,1852487,2003,04/15/2016 08:55:02 AM,41.7504028,-87.601524607,"(41.7504028, -87.601524607)" +2938070,HJ588825,08/26/2003 06:13:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2003,04/15/2016 08:55:02 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +2938119,HJ591255,08/27/2003 06:49:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1021,010,24,29,19,1154167,1893255,2003,04/15/2016 08:55:02 AM,41.862918953,-87.709546497,"(41.862918953, -87.709546497)" +2938967,HJ590005,08/27/2003 09:15:00 AM,009XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1136963,1905873,2003,04/15/2016 08:55:02 AM,41.897870089,-87.772398733,"(41.897870089, -87.772398733)" +2942342,HJ596985,08/30/2003 01:40:00 PM,076XX N MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2422,024,49,1,19,1163978,1950703,2003,04/15/2016 08:55:02 AM,42.020358083,-87.671904106,"(42.020358083, -87.671904106)" +2942403,HJ603649,09/02/2003 07:40:54 PM,034XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153621,1893242,2003,04/15/2016 08:55:02 AM,41.862894148,-87.711551164,"(41.862894148, -87.711551164)" +2943501,HJ603631,09/02/2003 08:00:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138190,1904533,2003,04/15/2016 08:55:02 AM,41.89417086,-87.767924449,"(41.89417086, -87.767924449)" +2944504,HJ606040,09/03/2003 08:34:17 PM,050XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1179752,1871537,2003,04/15/2016 08:55:02 AM,41.802774656,-87.616292828,"(41.802774656, -87.616292828)" +2945099,HJ601729,09/01/2003 10:51:30 PM,077XX S SOUTH SHORE DR,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0421,004,7,43,19,1197246,1854757,2003,04/15/2016 08:55:02 AM,41.756310961,-87.552694448,"(41.756310961, -87.552694448)" +2946597,HJ602417,09/02/2003 10:45:00 AM,059XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169008,1865305,2003,04/15/2016 08:55:02 AM,41.78591253,-87.655875856,"(41.78591253, -87.655875856)" +2946882,HJ598225,08/31/2003 02:13:00 AM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152111,1893208,2003,04/15/2016 08:55:02 AM,41.862830724,-87.717095148,"(41.862830724, -87.717095148)" +2947633,HJ636335,09/17/2003 07:10:00 PM,023XX N ST LOUIS AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1413,014,26,22,19,1152869,1915544,2003,04/15/2016 08:55:02 AM,41.924107951,-87.713720478,"(41.924107951, -87.713720478)" +2948208,HJ573322,08/19/2003 06:30:00 PM,040XX W 21ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149862,1889787,2003,04/15/2016 08:55:02 AM,41.853487086,-87.725439962,"(41.853487086, -87.725439962)" +2950172,HJ601255,09/01/2003 05:21:24 PM,074XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0323,003,6,69,19,1180864,1855778,2003,04/15/2016 08:55:02 AM,41.759504924,-87.612699024,"(41.759504924, -87.612699024)" +2950392,HJ603319,09/02/2003 04:55:48 PM,133XX S CORLISS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1184083,1817259,2003,04/15/2016 08:55:02 AM,41.653729383,-87.602100333,"(41.653729383, -87.602100333)" +2950760,HJ610142,09/05/2003 06:00:00 PM,029XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2523,025,30,21,19,1149210,1919445,2003,04/15/2016 08:55:02 AM,41.934884403,-87.727063869,"(41.934884403, -87.727063869)" +2954059,HJ589246,08/26/2003 08:50:00 PM,058XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137386,1910711,2003,04/15/2016 08:55:02 AM,41.911138549,-87.770728529,"(41.911138549, -87.770728529)" +2954067,HJ580600,08/22/2003 08:52:00 PM,094XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,9,44,19,1182802,1842477,2003,04/15/2016 08:55:02 AM,41.722960738,-87.606008375,"(41.722960738, -87.606008375)" +2955184,HJ588977,08/26/2003 08:30:00 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139438,1901798,2003,04/15/2016 08:55:02 AM,41.886643019,-87.763407584,"(41.886643019, -87.763407584)" +2956121,HJ577999,08/20/2003 08:45:00 PM,030XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1421,014,35,22,19,1155767,1913133,2003,04/15/2016 08:55:02 AM,41.917434018,-87.703137113,"(41.917434018, -87.703137113)" +2956167,HJ595772,08/29/2003 06:35:00 PM,062XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1159187,1941416,2003,04/15/2016 08:55:02 AM,41.994974508,-87.689791601,"(41.994974508, -87.689791601)" +2956246,HJ575086,08/20/2003 12:30:00 PM,006XX E GRAND AVE,1650,GAMBLING,VIOL CHARITABLE GAME ACT,BOAT/WATERCRAFT,true,false,1834,018,42,8,19,1180796,1904058,2003,04/15/2016 08:55:02 AM,41.891990384,-87.611461502,"(41.891990384, -87.611461502)" +2956388,HJ619138,09/09/2003 07:21:46 PM,0000X E 100TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178484,1838353,2003,04/15/2016 08:55:02 AM,41.711742961,-87.621949466,"(41.711742961, -87.621949466)" +2956440,HJ619466,09/09/2003 11:23:20 PM,041XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148847,1900172,2003,04/15/2016 08:55:02 AM,41.882004418,-87.728897024,"(41.882004418, -87.728897024)" +2956866,HJ614478,09/07/2003 09:50:00 PM,068XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,17,67,19,1167185,1859299,2003,04/15/2016 08:55:02 AM,41.769470527,-87.662731582,"(41.769470527, -87.662731582)" +2956907,HJ592594,08/28/2003 11:45:00 AM,070XX S CHAPPEL AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0331,003,5,43,19,1191100,1858528,2003,04/15/2016 08:55:02 AM,41.766809722,-87.575096041,"(41.766809722, -87.575096041)" +2957291,HJ617887,09/09/2003 02:15:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153581,1904626,2003,04/15/2016 08:55:02 AM,41.89413383,-87.711395172,"(41.89413383, -87.711395172)" +2957340,HJ614044,09/07/2003 06:30:00 PM,049XX S WOOD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0931,009,16,61,19,1165185,1871825,2003,04/15/2016 08:55:02 AM,41.803886011,-87.669708302,"(41.803886011, -87.669708302)" +2958479,HJ615928,09/08/2003 04:15:00 PM,015XX W 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167620,1851684,2003,04/15/2016 08:55:02 AM,41.748564623,-87.661355108,"(41.748564623, -87.661355108)" +2958832,HJ545215,08/06/2003 05:30:00 PM,002XX W 31ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2113,009,11,34,19,1175030,1884414,2003,04/15/2016 08:55:02 AM,41.838217084,-87.633225593,"(41.838217084, -87.633225593)" +2958843,HJ616418,09/08/2003 07:30:00 PM,013XX N MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136448,1908294,2003,04/15/2016 08:55:02 AM,41.904522839,-87.774232355,"(41.904522839, -87.774232355)" +2959069,HJ568611,08/17/2003 04:00:00 PM,044XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146859,1897986,2003,04/15/2016 08:55:02 AM,41.876043968,-87.736252854,"(41.876043968, -87.736252854)" +2959092,HJ616366,09/08/2003 07:40:00 PM,103XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2232,022,34,73,19,1171806,1836349,2003,04/15/2016 08:55:02 AM,41.706392483,-87.646464523,"(41.706392483, -87.646464523)" +2959425,HJ603714,09/02/2003 08:40:00 PM,059XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164376,1865179,2003,04/15/2016 08:55:02 AM,41.785665665,-87.672862591,"(41.785665665, -87.672862591)" +2959435,HJ603797,09/02/2003 08:50:00 PM,082XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0834,008,18,70,19,1155815,1849869,2003,04/15/2016 08:55:02 AM,41.743828816,-87.70466174,"(41.743828816, -87.70466174)" +2960384,HJ613548,09/07/2003 10:57:53 AM,119XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1180056,1825797,2003,04/15/2016 08:55:02 AM,41.677251761,-87.616575078,"(41.677251761, -87.616575078)" +2960691,HJ613510,09/07/2003 01:35:23 PM,079XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,46,19,1190246,1852770,2003,04/15/2016 08:55:02 AM,41.751029896,-87.578411442,"(41.751029896, -87.578411442)" +2960750,HJ605715,09/03/2003 06:50:00 PM,052XX W LEXINGTON ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1141553,1896127,2003,04/15/2016 08:55:02 AM,41.871042268,-87.755780798,"(41.871042268, -87.755780798)" +2960934,HJ613528,09/07/2003 01:04:51 PM,106XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,34,49,19,1177156,1834531,2003,04/15/2016 08:55:02 AM,41.701284863,-87.626927742,"(41.701284863, -87.626927742)" +2961064,HJ609899,09/05/2003 06:05:00 PM,077XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171976,1853629,2003,04/15/2016 08:55:02 AM,41.753807493,-87.645336203,"(41.753807493, -87.645336203)" +2961076,HJ609987,09/05/2003 07:30:00 PM,060XX S RHODES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1180958,1865047,2003,04/15/2016 08:55:02 AM,41.784937823,-87.612069628,"(41.784937823, -87.612069628)" +2961132,HJ616238,09/08/2003 07:00:00 PM,006XX W 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1173220,1851838,2003,04/15/2016 08:55:02 AM,41.748865373,-87.640830213,"(41.748865373, -87.640830213)" +2961141,HJ616313,09/08/2003 07:25:00 PM,088XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0632,006,6,44,19,1181789,1846349,2003,04/15/2016 08:55:02 AM,41.733609394,-87.609599609,"(41.733609394, -87.609599609)" +2961241,HJ620934,09/10/2003 04:00:00 PM,082XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0622,006,21,44,19,1175724,1850184,2003,04/15/2016 08:55:02 AM,41.744270923,-87.631704085,"(41.744270923, -87.631704085)" +2962222,HJ613411,09/07/2003 12:30:00 PM,061XX S WHIPPLE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0823,008,15,66,19,1157106,1863689,2003,04/15/2016 08:55:02 AM,41.781727045,-87.699558272,"(41.781727045, -87.699558272)" +2962303,HJ621383,09/10/2003 08:30:00 PM,003XX E 51ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0232,002,3,40,19,1179114,1871273,2003,04/15/2016 08:55:02 AM,41.802064797,-87.618640688,"(41.802064797, -87.618640688)" +2962363,HJ632253,09/15/2003 09:52:52 PM,030XX W 85TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0835,008,18,70,19,1157790,1848005,2003,04/15/2016 08:55:02 AM,41.738673874,-87.697475571,"(41.738673874, -87.697475571)" +2962430,HJ613385,09/07/2003 12:20:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143453,1902561,2003,04/15/2016 08:55:02 AM,41.888662662,-87.748644193,"(41.888662662, -87.748644193)" +2962431,HJ634228,09/16/2003 07:26:54 PM,015XX W 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167525,1851681,2003,04/15/2016 08:55:02 AM,41.748558426,-87.661703308,"(41.748558426, -87.661703308)" +2962848,HJ633428,09/16/2003 01:56:54 PM,015XX N LEAMINGTON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2533,025,37,25,19,1141759,1909660,2003,04/15/2016 08:55:02 AM,41.908174653,-87.754689436,"(41.908174653, -87.754689436)" +2962915,HJ632240,09/15/2003 09:09:21 PM,002XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,29,25,19,1139911,1898709,2003,04/15/2016 08:55:02 AM,41.878157774,-87.761746134,"(41.878157774, -87.761746134)" +2963152,HJ632754,09/16/2003 07:54:42 AM,019XX E 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1190726,1852981,2003,04/15/2016 08:55:02 AM,41.751597328,-87.576645714,"(41.751597328, -87.576645714)" +2963168,HJ586963,08/25/2003 09:10:00 PM,011XX W ARGYLE ST,1680,GAMBLING,OTHER,OTHER,true,false,2033,020,48,3,19,1167751,1933570,2003,04/15/2016 08:55:02 AM,41.973263957,-87.65851662,"(41.973263957, -87.65851662)" +2963289,HJ634196,09/16/2003 07:10:28 PM,0000X N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1139046,1899851,2003,04/15/2016 08:55:02 AM,41.881307336,-87.76489449,"(41.881307336, -87.76489449)" +2966697,HJ606834,09/04/2003 10:25:00 AM,058XX W WALTON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1511,015,29,25,19,1137298,1905740,2003,04/15/2016 08:55:02 AM,41.897499103,-87.771171492,"(41.897499103, -87.771171492)" +2966742,HJ626215,09/12/2003 11:23:00 PM,037XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1151688,1895781,2003,04/15/2016 08:55:02 AM,41.869899651,-87.718580308,"(41.869899651, -87.718580308)" +2967014,HJ637569,09/18/2003 11:30:00 AM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154889,1901449,2003,04/15/2016 08:55:02 AM,41.885389717,-87.70667649,"(41.885389717, -87.70667649)" +2968102,HJ621581,09/10/2003 07:45:00 PM,009XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148214,1905820,2003,04/15/2016 08:55:02 AM,41.897515357,-87.731075849,"(41.897515357, -87.731075849)" +2968858,HJ612066,09/06/2003 07:29:31 PM,045XX N CLARENDON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2313,019,46,3,19,1170102,1930169,2003,04/15/2016 08:55:02 AM,41.963880376,-87.649971265,"(41.963880376, -87.649971265)" +2969401,HJ657220,09/27/2003 02:21:49 PM,013XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2535,025,30,23,19,1150131,1908820,2003,04/15/2016 08:55:02 AM,41.905710514,-87.723956614,"(41.905710514, -87.723956614)" +2970265,HJ629482,09/14/2003 03:59:47 PM,076XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1172628,1854107,2003,04/15/2016 08:55:02 AM,41.755104853,-87.642932797,"(41.755104853, -87.642932797)" +2970702,HJ612083,09/06/2003 09:20:00 PM,003XX E 58TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,20,40,19,1179775,1866643,2003,04/15/2016 08:55:02 AM,41.789344549,-87.616358176,"(41.789344549, -87.616358176)" +2970745,HJ625688,09/12/2003 06:14:00 PM,050XX S ADA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1168180,1871393,2003,04/15/2016 08:55:02 AM,41.802636573,-87.658736542,"(41.802636573, -87.658736542)" +2970755,HJ625986,09/12/2003 10:00:00 PM,090XX S BURLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1199242,1845622,2003,04/15/2016 08:55:02 AM,41.731193937,-87.545686119,"(41.731193937, -87.545686119)" +2971401,HJ629620,09/14/2003 05:25:18 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169944,1867423,2003,04/15/2016 08:55:02 AM,41.791704277,-87.652382525,"(41.791704277, -87.652382525)" +2971454,HJ636327,09/17/2003 06:54:00 PM,068XX S THROOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0724,007,17,67,19,1168838,1859412,2003,04/15/2016 08:55:02 AM,41.769745087,-87.656669174,"(41.769745087, -87.656669174)" +2971473,HJ625663,09/12/2003 05:58:04 PM,063XX S BISHOP ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0725,007,16,67,19,1167755,1862633,2003,04/15/2016 08:55:02 AM,41.778607233,-87.660546614,"(41.778607233, -87.660546614)" +2971780,HJ629930,09/14/2003 08:00:00 PM,080XX S MARYLAND AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0631,006,8,44,19,1183296,1851962,2003,04/15/2016 08:55:02 AM,41.748977174,-87.603904467,"(41.748977174, -87.603904467)" +2971826,HJ631899,09/15/2003 06:46:00 PM,100XX S BENSLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0431,004,7,51,19,1194474,1838954,2003,04/15/2016 08:55:02 AM,41.713014727,-87.563371157,"(41.713014727, -87.563371157)" +2972118,HJ621641,09/10/2003 09:45:00 PM,084XX S MUSKEGON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0423,004,7,46,19,1196619,1849658,2003,04/15/2016 08:55:02 AM,41.742334513,-87.555161228,"(41.742334513, -87.555161228)" +2972259,HJ610176,09/05/2003 07:00:00 PM,022XX W DEVON AVE,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,2413,024,50,2,19,1160016,1942446,2003,04/15/2016 08:55:02 AM,41.997783727,-87.686713531,"(41.997783727, -87.686713531)" +2972290,HJ580330,08/22/2003 06:45:00 PM,016XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2531,025,29,25,19,1136844,1910220,2003,04/15/2016 08:55:02 AM,41.909800925,-87.772731475,"(41.909800925, -87.772731475)" +2972887,HJ605864,09/03/2003 08:00:00 PM,039XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1149862,1903714,2003,04/15/2016 08:55:02 AM,41.89170437,-87.725077732,"(41.89170437, -87.725077732)" +2972943,HJ620591,09/10/2003 02:15:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,20,61,19,1171049,1868997,2003,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +2973269,HJ591182,08/27/2003 06:45:00 PM,062XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0823,008,15,66,19,1157452,1863211,2003,04/15/2016 08:55:02 AM,41.780408338,-87.698302683,"(41.780408338, -87.698302683)" +2973339,HJ591311,08/27/2003 08:06:51 PM,016XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151324,1891507,2003,04/15/2016 08:55:02 AM,41.858178445,-87.720028766,"(41.858178445, -87.720028766)" +2973555,HJ629809,09/14/2003 07:01:10 PM,001XX W 109TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177287,1832343,2003,04/15/2016 08:55:02 AM,41.695277727,-87.626513815,"(41.695277727, -87.626513815)" +2973849,HJ627941,09/13/2003 08:40:07 PM,021XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1332,012,2,28,19,1162194,1900973,2003,04/15/2016 08:55:02 AM,41.883934017,-87.679864475,"(41.883934017, -87.679864475)" +2973999,HJ640721,09/19/2003 07:30:00 PM,117XX S MORGAN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0524,005,34,53,19,1171766,1827069,2003,04/15/2016 08:55:02 AM,41.680927574,-87.646881826,"(41.680927574, -87.646881826)" +2866228,HJ515142,07/24/2003 08:07:00 AM,038XX W IOWA ST,1651,GAMBLING,GAME/CARDS,"SCHOOL, PUBLIC, BUILDING",true,false,1112,011,27,23,19,1150723,1905734,2003,04/15/2016 08:55:02 AM,41.897230664,-87.721862775,"(41.897230664, -87.721862775)" +2977233,HJ625858,09/12/2003 08:00:00 PM,002XX W 52ND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,3,37,19,1175365,1870493,2003,04/15/2016 08:55:02 AM,41.800009119,-87.632413027,"(41.800009119, -87.632413027)" +2977740,HJ630023,09/14/2003 08:45:00 PM,008XX N WALLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1511,015,29,25,19,1138209,1904956,2003,04/15/2016 08:55:02 AM,41.895331281,-87.767844427,"(41.895331281, -87.767844427)" +2978191,HJ631210,09/15/2003 01:15:04 PM,087XX S MORGAN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2222,022,21,71,19,1171173,1846867,2003,04/15/2016 08:55:02 AM,41.73526924,-87.648476137,"(41.73526924, -87.648476137)" +2979158,HJ636790,09/17/2003 11:36:03 PM,003XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,28,26,19,1150441,1898284,2003,04/15/2016 08:55:02 AM,41.876792581,-87.723093119,"(41.876792581, -87.723093119)" +2979166,HJ636383,09/17/2003 07:45:00 PM,048XX W QUINCY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1533,015,28,25,19,1144199,1898565,2003,04/15/2016 08:55:02 AM,41.877683177,-87.746005004,"(41.877683177, -87.746005004)" +2979437,HJ608197,09/04/2003 09:05:57 PM,048XX W CONCORD PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1143885,1910533,2003,04/15/2016 08:55:02 AM,41.910530638,-87.746857573,"(41.910530638, -87.746857573)" +2979478,HJ635622,09/17/2003 01:10:00 PM,101XX S PERRY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0511,005,9,49,19,1177388,1837745,2003,04/15/2016 08:55:02 AM,41.710099303,-87.625981573,"(41.710099303, -87.625981573)" +2979919,HJ636919,09/18/2003 01:05:01 AM,047XX W MADISON ST,1661,GAMBLING,GAME/DICE,ATHLETIC CLUB,true,false,1113,011,28,25,19,1144706,1899599,2003,04/15/2016 08:55:02 AM,41.880511063,-87.744117344,"(41.880511063, -87.744117344)" +2980941,HJ644519,09/21/2003 06:10:00 PM,060XX S ADA ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0713,007,16,67,19,1168359,1864786,2003,04/15/2016 08:55:02 AM,41.784502339,-87.658270344,"(41.784502339, -87.658270344)" +2980982,HJ633061,09/16/2003 09:20:00 AM,043XX N ELSTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1722,017,39,16,19,1148820,1928573,2003,04/15/2016 08:55:02 AM,41.959939927,-87.728260326,"(41.959939927, -87.728260326)" +2981011,HJ633170,09/12/2003 10:55:00 PM,061XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2511,025,36,19,19,1135002,1920633,2003,04/15/2016 08:55:02 AM,41.938408244,-87.779251153,"(41.938408244, -87.779251153)" +2981210,HJ644321,09/21/2003 04:01:18 PM,036XX S STATE ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,0211,002,3,35,19,1176894,1880796,2003,04/15/2016 08:55:02 AM,41.82824711,-87.626494991,"(41.82824711, -87.626494991)" +2981278,HJ640366,09/18/2003 05:25:00 PM,067XX N BOSWORTH AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, GROUNDS",true,false,2432,024,40,1,19,1164720,1944790,2003,04/15/2016 08:55:02 AM,42.004116939,-87.669342378,"(42.004116939, -87.669342378)" +2981288,HJ613530,09/07/2003 01:00:00 PM,044XX N SHERIDAN RD,1611,GAMBLING,BOOKMAKING/SPORTS,SMALL RETAIL STORE,true,false,2313,019,46,3,19,1168806,1929534,2003,04/15/2016 08:55:02 AM,41.962166178,-87.654754713,"(41.962166178, -87.654754713)" +2981304,HJ605678,09/03/2003 06:15:00 PM,022XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2412,024,50,2,19,1160325,1942456,2003,04/15/2016 08:55:02 AM,41.997804759,-87.685576552,"(41.997804759, -87.685576552)" +2981968,HJ644795,09/21/2003 09:00:00 PM,016XX W 81ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0614,006,21,71,19,1166952,1851002,2003,04/15/2016 08:55:02 AM,41.746707409,-87.663822346,"(41.746707409, -87.663822346)" +2982606,HJ637991,09/18/2003 03:00:00 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,28,25,19,1144000,1904527,2003,04/15/2016 08:55:02 AM,41.894047349,-87.74658601,"(41.894047349, -87.74658601)" +2983031,HJ644906,09/21/2003 10:15:00 PM,029XX W HARRISON ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1135,011,2,27,19,1156862,1897226,2003,04/15/2016 08:55:02 AM,41.873761627,-87.699545765,"(41.873761627, -87.699545765)" +2983209,HJ646994,09/22/2003 06:25:35 PM,042XX W AUGUSTA BLVD,1680,GAMBLING,OTHER,SIDEWALK,true,false,1111,011,37,23,19,1147909,1906330,2003,04/15/2016 08:55:02 AM,41.898920721,-87.732182962,"(41.898920721, -87.732182962)" +2983460,HJ647052,09/22/2003 08:00:00 PM,061XX S ELIZABETH ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0713,007,16,67,19,1169032,1863875,2003,04/15/2016 08:55:02 AM,41.78198792,-87.655829173,"(41.78198792, -87.655829173)" +2983675,HJ647408,09/22/2003 10:36:52 PM,001XX W 113TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177243,1830021,2003,04/15/2016 08:55:02 AM,41.688906809,-87.62674465,"(41.688906809, -87.62674465)" +2984840,HJ651948,09/24/2003 11:15:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188714,1859999,2003,04/15/2016 08:55:02 AM,41.770903655,-87.583794541,"(41.770903655, -87.583794541)" +2984889,HJ651790,09/24/2003 09:15:00 PM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,20,68,19,1171601,1867461,2003,04/15/2016 08:55:02 AM,41.791772377,-87.646305515,"(41.791772377, -87.646305515)" +2985095,HJ653689,09/25/2003 07:32:50 PM,078XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0414,004,8,43,19,1188598,1853323,2003,04/15/2016 08:55:02 AM,41.7525869,-87.584432797,"(41.7525869, -87.584432797)" +2985199,HJ650802,09/24/2003 01:45:00 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1153970,1891576,2003,04/15/2016 08:55:02 AM,41.858315513,-87.710314393,"(41.858315513, -87.710314393)" +2990682,HJ647336,09/22/2003 11:00:00 PM,024XX S STATE ST,1611,GAMBLING,BOOKMAKING/SPORTS,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176701,1888193,2003,04/15/2016 08:55:02 AM,41.848549403,-87.626979903,"(41.848549403, -87.626979903)" +2991599,HJ654006,09/25/2003 11:00:00 PM,001XX E 47TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,3,38,19,1178082,1873899,2003,04/15/2016 08:55:02 AM,41.809294262,-87.622345752,"(41.809294262, -87.622345752)" +2991645,HJ649493,09/23/2003 08:40:00 PM,103XX S MORGAN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,34,73,19,1171471,1836439,2003,04/15/2016 08:55:02 AM,41.706646782,-87.647688654,"(41.706646782, -87.647688654)" +2992680,HJ640778,09/19/2003 07:30:00 PM,033XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1724,017,33,16,19,1153257,1926393,2003,04/15/2016 08:55:02 AM,41.953870729,-87.712005873,"(41.953870729, -87.712005873)" +2992755,HJ640786,09/19/2003 08:30:00 PM,030XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,1412,014,35,21,19,1153190,1920247,2003,04/15/2016 08:55:02 AM,41.937006989,-87.712415842,"(41.937006989, -87.712415842)" +2992803,HJ635541,09/17/2003 12:10:00 PM,040XX W 63RD ST,1680,GAMBLING,OTHER,STREET,true,false,0813,008,13,65,19,1150312,1862514,2003,04/15/2016 08:55:02 AM,41.778637372,-87.724497533,"(41.778637372, -87.724497533)" +2992805,HJ622514,09/09/2003 10:30:00 AM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,39,16,19,1149245,1926288,2003,04/15/2016 08:55:02 AM,41.95366147,-87.726757279,"(41.95366147, -87.726757279)" +2992967,HJ623218,09/05/2003 08:20:00 PM,053XX N DAMEN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2012,020,40,4,19,1162040,1935306,2003,04/15/2016 08:55:02 AM,41.978149135,-87.679468499,"(41.978149135, -87.679468499)" +2992995,HJ623675,09/11/2003 07:45:00 PM,061XX W DIVERSEY AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2511,025,29,19,19,1135146,1917970,2003,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +2993241,HJ637507,09/18/2003 09:45:00 AM,119XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0524,005,34,53,19,1173141,1825712,2003,04/15/2016 08:55:02 AM,41.677173573,-87.641888492,"(41.677173573, -87.641888492)" +2993392,HJ636354,09/17/2003 05:30:00 PM,105XX S PARNELL AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,2233,022,34,49,19,1174499,1834935,2003,04/15/2016 08:55:02 AM,41.702452892,-87.636644788,"(41.702452892, -87.636644788)" +2993434,HJ636543,09/17/2003 08:30:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2003,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +2993509,HJ650640,09/24/2003 12:25:00 PM,063XX S ST LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0312,003,20,42,19,1181325,1863089,2003,04/15/2016 08:55:02 AM,41.779556431,-87.610784386,"(41.779556431, -87.610784386)" +2994349,HJ687195,10/11/2003 07:30:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169301,1866721,2003,04/15/2016 08:55:02 AM,41.78979186,-87.654760601,"(41.78979186, -87.654760601)" +2994565,HJ621336,09/10/2003 07:49:00 PM,067XX S MAY ST,1680,GAMBLING,OTHER,STREET,true,false,0724,007,17,68,19,1169812,1860102,2003,04/15/2016 08:55:02 AM,41.771617449,-87.653078914,"(41.771617449, -87.653078914)" +2994804,HJ651702,09/24/2003 07:15:00 PM,081XX W FOREST PRESERVE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1121003,1922075,2003,04/15/2016 08:55:02 AM,41.942602042,-87.83067076,"(41.942602042, -87.83067076)" +2994875,HJ652590,09/25/2003 09:30:00 AM,004XX E GARFIELD BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0234,002,20,40,19,1179973,1868523,2003,04/15/2016 08:55:02 AM,41.794498909,-87.615574628,"(41.794498909, -87.615574628)" +2995067,HJ661043,09/29/2003 03:15:00 PM,079XX S PULASKI RD,1661,GAMBLING,GAME/DICE,STREET,true,false,0834,008,13,70,19,1151099,1851704,2003,04/15/2016 08:55:02 AM,41.748957622,-87.721894004,"(41.748957622, -87.721894004)" +2995295,HJ687133,10/11/2003 06:36:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0723,007,16,68,19,1171762,1861468,2003,04/15/2016 08:55:02 AM,41.775323369,-87.645890849,"(41.775323369, -87.645890849)" +2995338,HJ657848,09/27/2003 09:04:50 PM,071XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0833,008,13,65,19,1152602,1857009,2003,04/15/2016 08:55:02 AM,41.76348598,-87.716246938,"(41.76348598, -87.716246938)" +2995385,HJ661503,09/29/2003 06:15:00 PM,035XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152413,1905768,2003,04/15/2016 08:55:02 AM,41.897290744,-87.715654698,"(41.897290744, -87.715654698)" +2995494,HJ643763,09/21/2003 08:45:00 AM,105XX S PARNELL AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,34,49,19,1174499,1834935,2003,04/15/2016 08:55:02 AM,41.702452892,-87.636644788,"(41.702452892, -87.636644788)" +2995509,HJ647213,09/22/2003 08:35:00 PM,063XX N PULASKI RD,1680,GAMBLING,OTHER,OTHER,true,false,1711,017,39,12,19,1148552,1941737,2003,04/15/2016 08:55:02 AM,41.996068,-87.728904129,"(41.996068, -87.728904129)" +2996305,HJ605938,09/03/2003 08:40:00 PM,041XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148826,1900172,2003,04/15/2016 08:55:02 AM,41.882004823,-87.728974136,"(41.882004823, -87.728974136)" +2996532,HJ580476,08/22/2003 07:50:00 PM,015XX E 67TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187528,1860537,2003,04/15/2016 08:55:02 AM,41.772408254,-87.588124821,"(41.772408254, -87.588124821)" +2996617,HJ584468,08/24/2003 08:20:00 PM,075XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1194504,1855431,2003,04/15/2016 08:55:02 AM,41.758228305,-87.562720981,"(41.758228305, -87.562720981)" +2996746,HJ665988,10/01/2003 08:59:40 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1162215,1860620,2003,04/15/2016 08:55:02 AM,41.773200429,-87.680912685,"(41.773200429, -87.680912685)" +2996866,HJ605111,09/03/2003 01:41:00 PM,013XX E 70TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,5,43,19,1186558,1858858,2003,04/15/2016 08:55:02 AM,41.767823939,-87.591733582,"(41.767823939, -87.591733582)" +2996903,HJ605663,09/03/2003 06:40:00 PM,055XX W POTOMAC AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2532,025,37,25,19,1139024,1908107,2003,04/15/2016 08:55:02 AM,41.903963227,-87.76477439,"(41.903963227, -87.76477439)" +2997149,HJ665900,10/01/2003 08:31:52 PM,077XX S HALSTED ST,1680,GAMBLING,OTHER,STREET,true,false,0621,006,17,71,19,1172312,1853440,2003,04/15/2016 08:55:02 AM,41.753281473,-87.64411043,"(41.753281473, -87.64411043)" +2997255,HJ631635,09/15/2003 05:00:00 PM,055XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0715,007,15,67,19,1166618,1867962,2003,04/15/2016 08:55:02 AM,41.793255003,-87.66456298,"(41.793255003, -87.66456298)" +2997269,HJ632167,09/15/2003 07:24:00 PM,071XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0731,007,6,69,19,1176545,1857483,2003,04/15/2016 08:55:02 AM,41.764281833,-87.628476756,"(41.764281833, -87.628476756)" +3001018,HJ667602,10/02/2003 05:00:09 PM,019XX W WASHINGTON BLVD,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1333,012,27,28,19,1163439,1900703,2003,04/15/2016 08:55:02 AM,41.883167009,-87.675300318,"(41.883167009, -87.675300318)" +3001589,HJ668477,10/03/2003 01:25:00 AM,008XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0624,006,8,44,19,1183077,1852804,2003,04/15/2016 08:55:02 AM,41.751292803,-87.604680828,"(41.751292803, -87.604680828)" +3002993,HJ651514,09/24/2003 07:11:05 PM,056XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176941,1867587,2003,04/15/2016 08:55:02 AM,41.791999363,-87.62672102,"(41.791999363, -87.62672102)" +3003319,HJ673268,10/05/2003 12:45:00 PM,060XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170348,1864779,2003,04/15/2016 08:55:02 AM,41.784440047,-87.650978079,"(41.784440047, -87.650978079)" +3003509,HJ650656,09/24/2003 12:19:59 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,28,25,19,1144040,1904527,2003,04/15/2016 08:55:02 AM,41.894046598,-87.746439101,"(41.894046598, -87.746439101)" +3005503,HJ641990,09/20/2003 12:52:26 PM,014XX N LECLAIRE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2533,025,37,25,19,1142105,1909182,2003,04/15/2016 08:55:02 AM,41.906856555,-87.753430263,"(41.906856555, -87.753430263)" +3005618,HJ691205,10/13/2003 07:00:00 PM,066XX S KENWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,5,42,19,1186210,1861240,2003,04/15/2016 08:55:02 AM,41.774368585,-87.592933978,"(41.774368585, -87.592933978)" +3006986,HJ658545,09/28/2003 08:45:00 AM,049XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178432,1872415,2003,04/15/2016 08:55:02 AM,41.805214082,-87.621107133,"(41.805214082, -87.621107133)" +3007058,HJ675388,10/06/2003 12:40:00 PM,017XX N MAYFIELD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2531,025,29,25,19,1136818,1911019,2003,04/15/2016 08:55:02 AM,41.911993943,-87.772807808,"(41.911993943, -87.772807808)" +3007143,HJ679015,10/08/2003 02:55:00 AM,090XX S MACKINAW AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0424,004,10,46,19,1199993,1845757,2003,04/15/2016 08:55:02 AM,41.731545496,-87.542930457,"(41.731545496, -87.542930457)" +3008509,HJ655557,09/25/2003 06:30:00 PM,024XX W CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1313,012,1,24,19,1160087,1905257,2003,04/15/2016 08:55:02 AM,41.89573345,-87.687483188,"(41.89573345, -87.687483188)" +3008542,HJ658543,09/28/2003 07:00:00 AM,003XX E 51ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1179065,1871272,2003,04/15/2016 08:55:02 AM,41.802063171,-87.61882042,"(41.802063171, -87.61882042)" +3008613,HJ686809,10/11/2003 03:15:00 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180012,1862953,2003,04/15/2016 08:55:02 AM,41.779213408,-87.61560212,"(41.779213408, -87.61560212)" +3008849,HJ686456,10/11/2003 12:30:00 PM,040XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149507,1898049,2003,04/15/2016 08:55:02 AM,41.876165886,-87.726528607,"(41.876165886, -87.726528607)" +3009269,HJ684989,10/10/2003 06:00:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157198,1894932,2003,04/15/2016 08:55:02 AM,41.867459843,-87.698374433,"(41.867459843, -87.698374433)" +3009332,HJ686766,10/11/2003 03:10:00 PM,121XX S STEWART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,34,53,19,1175816,1824343,2003,04/15/2016 08:55:02 AM,41.673357497,-87.632138001,"(41.673357497, -87.632138001)" +3010060,HJ665782,10/01/2003 06:47:16 PM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140714,1899880,2003,04/15/2016 08:55:02 AM,41.881356435,-87.758768876,"(41.881356435, -87.758768876)" +3014398,HJ680427,10/08/2003 05:10:00 PM,007XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142226,1904347,2003,04/15/2016 08:55:02 AM,41.893586513,-87.753105899,"(41.893586513, -87.753105899)" +3015688,HJ658888,09/28/2003 12:50:00 PM,100XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,9,73,19,1174734,1838390,2003,04/15/2016 08:55:02 AM,41.711928692,-87.635681788,"(41.711928692, -87.635681788)" +3015820,HJ675702,10/06/2003 03:45:00 PM,094XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2222,022,21,73,19,1168323,1842129,2003,04/15/2016 08:55:02 AM,41.722329226,-87.659053372,"(41.722329226, -87.659053372)" +3016075,HJ693353,10/14/2003 06:24:05 PM,057XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,3,68,19,1173936,1867042,2003,04/15/2016 08:55:02 AM,41.790571073,-87.637755959,"(41.790571073, -87.637755959)" +3016444,HJ688333,10/12/2003 11:05:00 AM,040XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149507,1898049,2003,04/15/2016 08:55:02 AM,41.876165886,-87.726528607,"(41.876165886, -87.726528607)" +3017546,HJ693813,10/14/2003 10:00:00 PM,120XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1175137,1825015,2003,04/15/2016 08:55:02 AM,41.675216707,-87.634603244,"(41.675216707, -87.634603244)" +3017589,HJ676531,10/06/2003 09:57:00 PM,066XX S MARQUETTE RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1180716,1861061,2003,04/15/2016 08:55:02 AM,41.774005421,-87.613079303,"(41.774005421, -87.613079303)" +3017626,HJ684521,10/10/2003 02:45:00 PM,069XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1167201,1858764,2003,04/15/2016 08:55:02 AM,41.768002075,-87.662688225,"(41.768002075, -87.662688225)" +3017639,HJ685412,10/10/2003 10:00:00 PM,031XX N AUSTIN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2511,025,36,19,19,1135833,1920467,2003,04/15/2016 08:55:02 AM,41.937937943,-87.776200954,"(41.937937943, -87.776200954)" +3017693,HJ691403,10/13/2003 09:28:00 PM,015XX W 51ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0931,009,16,61,19,1166719,1870905,2003,04/15/2016 08:55:02 AM,41.801328785,-87.664108607,"(41.801328785, -87.664108607)" +3017732,HJ685425,10/10/2003 09:30:00 PM,031XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1713,017,33,14,19,1154606,1931722,2003,04/15/2016 08:55:02 AM,41.968466894,-87.706903559,"(41.968466894, -87.706903559)" +3017972,HJ689442,10/12/2003 10:30:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165795,1861275,2003,04/15/2016 08:55:02 AM,41.774922559,-87.667770648,"(41.774922559, -87.667770648)" +3018002,HJ693392,10/14/2003 05:40:00 PM,092XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1187728,1844057,2003,04/15/2016 08:55:02 AM,41.727180804,-87.587915057,"(41.727180804, -87.587915057)" +3018009,HJ690882,10/13/2003 04:56:00 PM,051XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0234,002,3,40,19,1179796,1871087,2003,04/15/2016 08:55:02 AM,41.801538809,-87.616145232,"(41.801538809, -87.616145232)" +3018119,HJ680751,10/08/2003 06:45:00 PM,016XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1422,014,26,23,19,1153451,1910780,2003,04/15/2016 08:55:02 AM,41.911023565,-87.711708845,"(41.911023565, -87.711708845)" +3018129,HJ680978,10/08/2003 09:00:00 PM,061XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,STREET,true,false,2433,024,40,77,19,1164531,1941072,2003,04/15/2016 08:55:02 AM,41.993918675,-87.670143652,"(41.993918675, -87.670143652)" +3018168,HJ691337,10/13/2003 08:30:00 PM,071XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176549,1857495,2003,04/15/2016 08:55:02 AM,41.764314672,-87.628461735,"(41.764314672, -87.628461735)" +3018508,HJ685779,10/11/2003 02:30:00 AM,055XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1166288,1867889,2003,04/15/2016 08:55:02 AM,41.79306172,-87.665775138,"(41.79306172, -87.665775138)" +3018552,HJ685087,10/10/2003 05:55:00 PM,048XX N AUSTIN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1622,016,38,15,19,1135407,1931372,2003,04/15/2016 08:55:02 AM,41.967869957,-87.777506684,"(41.967869957, -87.777506684)" +3018576,HJ685104,10/10/2003 07:00:00 PM,036XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2535,025,26,22,19,1151572,1913040,2003,04/15/2016 08:55:02 AM,41.917262372,-87.718552171,"(41.917262372, -87.718552171)" +3019488,HJ685121,10/10/2003 07:30:00 PM,079XX S EAST END AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,46,19,1189027,1852728,2003,04/15/2016 08:55:02 AM,41.750943908,-87.582879733,"(41.750943908, -87.582879733)" +3019592,HJ688278,10/12/2003 11:00:00 AM,031XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0922,009,11,59,19,1166031,1884034,2003,04/15/2016 08:55:02 AM,41.83737086,-87.666257952,"(41.83737086, -87.666257952)" +3019621,HJ688535,10/12/2003 10:30:00 AM,068XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,6,42,19,1182737,1859806,2003,04/15/2016 08:55:02 AM,41.770514895,-87.605709713,"(41.770514895, -87.605709713)" +3020004,HJ665056,10/01/2003 01:30:00 PM,005XX E PERSHING RD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180429,1879233,2003,04/15/2016 08:55:02 AM,41.823877578,-87.613573592,"(41.823877578, -87.613573592)" +3020046,HJ687383,10/11/2003 09:00:00 PM,080XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1194907,1852278,2003,04/15/2016 08:55:02 AM,41.749566316,-87.561347741,"(41.749566316, -87.561347741)" +3020275,HJ678665,10/07/2003 09:50:00 PM,061XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157438,1863678,2003,04/15/2016 08:55:02 AM,41.781690138,-87.698341367,"(41.781690138, -87.698341367)" +3020285,HJ685399,10/10/2003 10:15:00 PM,008XX E 103RD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0511,005,8,50,19,1183954,1836859,2003,04/15/2016 08:55:02 AM,41.707517481,-87.601963561,"(41.707517481, -87.601963561)" +3020339,HJ680719,10/08/2003 07:50:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160797,1862456,2003,04/15/2016 08:55:02 AM,41.778268072,-87.686060102,"(41.778268072, -87.686060102)" +3020374,HJ680709,10/08/2003 07:11:10 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150591,1893594,2003,04/15/2016 08:55:02 AM,41.863919757,-87.722664867,"(41.863919757, -87.722664867)" +3020408,HJ663595,09/30/2003 06:00:00 PM,063XX S EVANS AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0312,003,20,42,19,1182308,1863175,2003,04/15/2016 08:55:02 AM,41.779769701,-87.607177965,"(41.779769701, -87.607177965)" +3020506,HJ680542,10/08/2003 06:42:57 PM,011XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1156865,1894925,2003,04/15/2016 08:55:02 AM,41.867447387,-87.699597122,"(41.867447387, -87.699597122)" +3020522,HJ680425,10/08/2003 05:25:00 PM,077XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171316,1853537,2003,04/15/2016 08:55:02 AM,41.753569491,-87.647757556,"(41.753569491, -87.647757556)" +3020532,HJ683275,10/09/2003 10:00:00 PM,079XX S INGLESIDE AVE,1651,GAMBLING,GAME/CARDS,PARKING LOT/GARAGE(NON.RESID.),true,false,0624,006,8,44,19,1183937,1852657,2003,04/15/2016 08:55:02 AM,41.750869391,-87.601533966,"(41.750869391, -87.601533966)" +3020544,HJ682243,10/09/2003 02:10:00 PM,119XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1173470,1825703,2003,04/15/2016 08:55:02 AM,41.677141624,-87.640684521,"(41.677141624, -87.640684521)" +3021367,HJ689060,10/12/2003 06:25:00 PM,063XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0312,003,20,42,19,1181326,1863048,2003,04/15/2016 08:55:02 AM,41.7794439,-87.610781983,"(41.7794439, -87.610781983)" +3021543,HJ690169,10/13/2003 11:30:00 AM,048XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143919,1901022,2003,04/15/2016 08:55:02 AM,41.884430737,-87.746971466,"(41.884430737, -87.746971466)" +3021709,HJ609908,09/05/2003 05:55:00 PM,060XX S RHODES AVE,1680,GAMBLING,OTHER,STREET,true,false,0313,003,20,42,19,1180955,1865169,2003,04/15/2016 08:55:02 AM,41.785272672,-87.612076875,"(41.785272672, -87.612076875)" +3021852,HJ670030,10/01/2003 08:30:00 PM,050XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2031,020,40,4,19,1158749,1933536,2003,04/15/2016 08:55:02 AM,41.973360467,-87.691619951,"(41.973360467, -87.691619951)" +3022164,HJ670292,10/03/2003 06:45:00 PM,027XX W 35TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0913,009,12,58,19,1158768,1881339,2003,04/15/2016 08:55:02 AM,41.830127159,-87.692982809,"(41.830127159, -87.692982809)" +3022194,HJ649212,09/23/2003 05:49:32 PM,011XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142488,1907148,2003,04/15/2016 08:55:02 AM,41.901267916,-87.752073955,"(41.901267916, -87.752073955)" +3026410,HJ704225,10/19/2003 02:19:00 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160275,1857230,2003,04/15/2016 08:55:02 AM,41.763937943,-87.688117521,"(41.763937943, -87.688117521)" +3026508,HJ659752,09/28/2003 09:05:00 PM,072XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166264,1856724,2003,04/15/2016 08:55:02 AM,41.762424038,-87.666180766,"(41.762424038, -87.666180766)" +3026510,HJ706798,10/20/2003 06:19:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169300,1866761,2003,04/15/2016 08:55:02 AM,41.789901646,-87.654763111,"(41.789901646, -87.654763111)" +3026953,HJ702481,10/18/2003 03:15:00 PM,077XX S GREENWOOD AVE,1680,GAMBLING,OTHER,STREET,true,false,0624,006,8,69,19,1184894,1853906,2003,04/15/2016 08:55:02 AM,41.754274383,-87.597987977,"(41.754274383, -87.597987977)" +3027008,HJ702950,10/18/2003 08:25:00 PM,079XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170694,1852103,2003,04/15/2016 08:55:02 AM,41.749647984,-87.650078692,"(41.749647984, -87.650078692)" +3027033,HJ702743,10/18/2003 05:48:00 PM,005XX W 57TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1173763,1867118,2003,04/15/2016 08:55:02 AM,41.790783464,-87.638388051,"(41.790783464, -87.638388051)" +3027107,HJ702595,10/18/2003 04:00:00 PM,009XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153205,1906044,2003,04/15/2016 08:55:02 AM,41.89803243,-87.712738439,"(41.89803243, -87.712738439)" +3027147,HJ634299,09/16/2003 08:00:00 PM,094XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,73,19,1169319,1842155,2003,04/15/2016 08:55:02 AM,41.722379108,-87.655404409,"(41.722379108, -87.655404409)" +3027961,HJ706906,10/20/2003 06:00:00 PM,016XX W NORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1433,014,1,24,19,1165291,1910723,2003,04/15/2016 08:55:02 AM,41.910623447,-87.668214445,"(41.910623447, -87.668214445)" +3028352,HJ707135,10/20/2003 07:00:00 PM,046XX N CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1622,016,45,15,19,1138161,1930475,2003,04/15/2016 08:55:02 AM,41.965359034,-87.767402077,"(41.965359034, -87.767402077)" +3028533,HJ693747,10/14/2003 09:15:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153479,1904457,2003,04/15/2016 08:55:02 AM,41.893672106,-87.711774284,"(41.893672106, -87.711774284)" +3028762,HJ695596,10/15/2003 07:55:00 PM,070XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164569,1858081,2003,04/15/2016 08:55:02 AM,41.76618374,-87.672354986,"(41.76618374, -87.672354986)" +3028975,HJ718977,10/26/2003 08:30:00 AM,004XX W PERSHING RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESIDENCE,true,false,0925,009,11,60,19,1173793,1879062,2003,04/15/2016 08:55:02 AM,41.823558309,-87.637923683,"(41.823558309, -87.637923683)" +3028987,HJ662029,09/29/2003 10:30:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,47,4,19,1157997,1931783,2003,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +3029000,HJ700776,10/17/2003 05:34:41 PM,063XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1181323,1863163,2003,04/15/2016 08:55:02 AM,41.779759541,-87.610789439,"(41.779759541, -87.610789439)" +3029054,HJ678395,10/07/2003 07:20:00 PM,051XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1164555,1870527,2003,04/15/2016 08:55:02 AM,41.800337468,-87.672055462,"(41.800337468, -87.672055462)" +3029065,HJ676591,10/06/2003 10:20:00 PM,009XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151878,1905985,2003,04/15/2016 08:55:02 AM,41.897896766,-87.717613974,"(41.897896766, -87.717613974)" +3029085,HJ437481,06/18/2003 02:30:00 PM,011XX S STATE ST,1680,GAMBLING,OTHER,CTA GARAGE / OTHER PROPERTY,true,false,0132,001,2,32,19,1176516,1895367,2003,04/15/2016 08:55:02 AM,41.868239517,-87.627442396,"(41.868239517, -87.627442396)" +3030232,HJ694525,10/15/2003 09:30:00 AM,047XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0231,002,3,38,19,1177953,1873730,2003,04/15/2016 08:55:02 AM,41.808833439,-87.622824022,"(41.808833439, -87.622824022)" +3030675,HJ706009,10/20/2003 12:30:00 PM,074XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0731,007,17,69,19,1175881,1855551,2003,04/15/2016 08:55:02 AM,41.758995106,-87.630968287,"(41.758995106, -87.630968287)" +3031418,HJ716000,10/24/2003 09:00:00 PM,069XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0322,003,6,69,19,1180779,1859006,2003,04/15/2016 08:55:02 AM,41.768364846,-87.612911461,"(41.768364846, -87.612911461)" +3031746,HJ709450,10/21/2003 09:45:00 PM,064XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165775,1862005,2003,04/15/2016 08:55:02 AM,41.776926199,-87.667823256,"(41.776926199, -87.667823256)" +3032081,HJ713449,10/23/2003 06:00:00 PM,061XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180957,1864447,2003,04/15/2016 08:55:02 AM,41.78329139,-87.612091747,"(41.78329139, -87.612091747)" +3033911,HJ711288,10/22/2003 06:30:00 PM,050XX S PRINCETON AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0935,009,3,37,19,1175137,1871612,2003,04/15/2016 08:55:02 AM,41.803084864,-87.633215738,"(41.803084864, -87.633215738)" +3040792,HJ707304,10/20/2003 10:17:23 PM,008XX E 82ND ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0631,006,8,44,19,1183428,1850811,2003,04/15/2016 08:55:02 AM,41.745815636,-87.603456551,"(41.745815636, -87.603456551)" +3041001,HJ707111,10/20/2003 07:48:33 PM,061XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166721,1864067,2003,04/15/2016 08:55:02 AM,41.782564446,-87.664296429,"(41.782564446, -87.664296429)" +3041146,HJ707203,10/20/2003 09:04:54 PM,057XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164007,1866601,2003,04/15/2016 08:55:02 AM,41.789575585,-87.67417555,"(41.789575585, -87.67417555)" +3041263,HJ704585,10/19/2003 05:20:00 PM,011XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1156865,1894938,2003,04/15/2016 08:55:02 AM,41.867483061,-87.69959677,"(41.867483061, -87.69959677)" +3041573,HJ713505,10/23/2003 07:30:00 PM,039XX W HURON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1150121,1904389,2003,04/15/2016 08:55:02 AM,41.893551598,-87.724108933,"(41.893551598, -87.724108933)" +3041612,HJ744600,11/07/2003 12:14:10 PM,018XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154989,1890781,2003,04/15/2016 08:55:02 AM,41.856113593,-87.7065953,"(41.856113593, -87.7065953)" +3042486,HJ717355,10/25/2003 01:20:00 PM,075XX S SANGAMON ST,1680,GAMBLING,OTHER,STREET,true,false,0621,006,17,71,19,1171284,1854745,2003,04/15/2016 08:55:02 AM,41.756885098,-87.647839552,"(41.756885098, -87.647839552)" +3042824,HJ715525,10/24/2003 04:49:00 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,18,66,19,1160275,1857230,2003,04/15/2016 08:55:02 AM,41.763937943,-87.688117521,"(41.763937943, -87.688117521)" +3042908,HJ717659,10/25/2003 12:00:00 AM,006XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1152932,1904115,2003,04/15/2016 08:55:02 AM,41.89274448,-87.713792309,"(41.89274448, -87.713792309)" +3043580,HJ734727,11/02/2003 07:25:00 PM,092XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1187726,1844104,2003,04/15/2016 08:55:02 AM,41.727309824,-87.587920892,"(41.727309824, -87.587920892)" +3044385,HJ742915,11/06/2003 03:00:00 PM,065XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160498,1861227,2003,04/15/2016 08:55:02 AM,41.774901694,-87.68719011,"(41.774901694, -87.68719011)" +3044419,HJ742943,11/06/2003 02:50:00 PM,066XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,17,67,19,1167149,1860727,2003,04/15/2016 08:55:02 AM,41.773389915,-87.662822734,"(41.773389915, -87.662822734)" +3044547,HJ743214,11/06/2003 04:50:00 PM,005XX E 62ND ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0313,003,20,42,19,1180806,1864016,2003,04/15/2016 08:55:02 AM,41.782112159,-87.612658602,"(41.782112159, -87.612658602)" +3044973,HJ659256,09/28/2003 04:10:00 PM,011XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,1112,011,27,23,19,1150842,1907234,2003,04/15/2016 08:55:02 AM,41.901344486,-87.721386404,"(41.901344486, -87.721386404)" +3045295,HJ749080,11/09/2003 05:28:09 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153166,1904451,2003,04/15/2016 08:55:02 AM,41.893661858,-87.712923992,"(41.893661858, -87.712923992)" +3045338,HJ733967,11/02/2003 11:40:00 AM,011XX W 51ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0921,009,16,61,19,1169429,1870975,2003,04/15/2016 08:55:02 AM,41.801462544,-87.65416803,"(41.801462544, -87.65416803)" +3048467,HJ719620,10/26/2003 03:15:28 PM,001XX W 109TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177293,1832343,2003,04/15/2016 08:55:02 AM,41.695277592,-87.626491847,"(41.695277592, -87.626491847)" +3049399,HJ751610,11/10/2003 11:30:00 PM,015XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1231,012,2,28,19,1166406,1894142,2003,04/15/2016 08:55:02 AM,41.865100146,-87.664593068,"(41.865100146, -87.664593068)" +3049437,HJ752371,11/11/2003 11:10:00 AM,079XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,21,71,19,1167386,1852039,2003,04/15/2016 08:55:02 AM,41.749543805,-87.662202422,"(41.749543805, -87.662202422)" +3049480,HJ723201,10/28/2003 12:00:00 PM,038XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,28,26,19,1150744,1898078,2003,04/15/2016 08:55:02 AM,41.876221377,-87.721985975,"(41.876221377, -87.721985975)" +3050239,HJ724040,10/28/2003 06:45:00 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,1138966,1910083,2003,04/15/2016 08:55:02 AM,41.909386659,-87.764939346,"(41.909386659, -87.764939346)" +3050604,HJ720058,10/26/2003 08:50:00 PM,062XX S EVANS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1182291,1863899,2003,04/15/2016 08:55:02 AM,41.781756818,-87.607217875,"(41.781756818, -87.607217875)" +3050714,HJ723751,10/28/2003 04:15:00 PM,081XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0622,006,21,71,19,1172723,1850719,2003,04/15/2016 08:55:02 AM,41.745805654,-87.642684314,"(41.745805654, -87.642684314)" +3051986,HJ734024,11/02/2003 12:15:00 PM,061XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180637,1864361,2003,04/15/2016 08:55:02 AM,41.783062757,-87.613267603,"(41.783062757, -87.613267603)" +3052307,HJ730465,10/31/2003 06:10:00 PM,051XX S PULASKI RD,1661,GAMBLING,GAME/DICE,OTHER,true,false,0815,008,23,62,19,1150570,1870231,2003,04/15/2016 08:55:02 AM,41.799808989,-87.723350952,"(41.799808989, -87.723350952)" +3052407,HJ757192,11/13/2003 04:16:00 PM,019XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0414,004,8,43,19,1190711,1852981,2003,04/15/2016 08:55:02 AM,41.75159769,-87.576700681,"(41.75159769, -87.576700681)" +3052797,HJ722051,10/27/2003 07:50:00 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,1138966,1910083,2003,04/15/2016 08:55:02 AM,41.909386659,-87.764939346,"(41.909386659, -87.764939346)" +3053702,HJ745196,11/07/2003 05:15:00 PM,059XX S RACINE AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0713,007,16,67,19,1169339,1865300,2003,04/15/2016 08:55:02 AM,41.785891646,-87.654662395,"(41.785891646, -87.654662395)" +3054112,HJ667296,10/02/2003 01:30:00 PM,059XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0233,002,20,40,19,1178172,1865706,2003,04/15/2016 08:55:02 AM,41.786809862,-87.62226423,"(41.786809862, -87.62226423)" +3054165,HJ738605,11/04/2003 03:03:56 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140793,1907968,2003,04/15/2016 08:55:02 AM,41.903549438,-87.758279744,"(41.903549438, -87.758279744)" +3054571,HJ688806,10/12/2003 03:30:00 PM,003XX S KILBOURN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146441,1898149,2003,04/15/2016 08:55:02 AM,41.876499228,-87.737783467,"(41.876499228, -87.737783467)" +3054623,HJ689406,10/12/2003 10:20:00 PM,056XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1177676,1867698,2003,04/15/2016 08:55:02 AM,41.792287348,-87.62402256,"(41.792287348, -87.62402256)" +3054826,HJ722053,10/27/2003 07:15:00 PM,033XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1712,017,39,13,19,1152970,1934347,2003,04/15/2016 08:55:02 AM,41.975702719,-87.712849177,"(41.975702719, -87.712849177)" +3054842,HJ721858,10/27/2003 05:00:00 PM,032XX W 47TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0821,008,14,58,19,1155660,1873294,2003,04/15/2016 08:55:02 AM,41.808113645,-87.70460216,"(41.808113645, -87.70460216)" +3054854,HJ741158,11/05/2003 05:45:00 PM,031XX N AUSTIN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2511,025,36,19,19,1135833,1920467,2003,04/15/2016 08:55:02 AM,41.937937943,-87.776200954,"(41.937937943, -87.776200954)" +3055601,HJ737312,11/03/2003 09:52:42 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1153248,1904653,2003,04/15/2016 08:55:02 AM,41.894214538,-87.712617465,"(41.894214538, -87.712617465)" +3055955,HJ651644,09/24/2003 08:00:00 PM,007XX N LAMON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,28,25,19,1143560,1904362,2003,04/15/2016 08:55:02 AM,41.893602815,-87.748206142,"(41.893602815, -87.748206142)" +3056176,HJ742682,11/06/2003 12:50:00 PM,058XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1177712,1866372,2003,04/15/2016 08:55:02 AM,41.788647859,-87.623930675,"(41.788647859, -87.623930675)" +3060168,HJ751298,11/10/2003 08:55:00 PM,078XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1190232,1853297,2003,04/15/2016 08:55:02 AM,41.752476368,-87.5784458,"(41.752476368, -87.5784458)" +3060305,HJ755383,11/12/2003 04:30:00 PM,081XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0622,006,21,71,19,1172722,1850747,2003,04/15/2016 08:55:02 AM,41.745882512,-87.642687154,"(41.745882512, -87.642687154)" +3061061,HJ252745,03/21/2003 09:50:00 PM,014XX W 72ND PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,0734,007,17,67,19,1168049,1856672,2003,04/15/2016 08:55:02 AM,41.762243167,-87.659639969,"(41.762243167, -87.659639969)" +3061643,HJ706442,10/20/2003 03:23:14 PM,072XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176648,1857084,2003,04/15/2016 08:55:02 AM,41.763184615,-87.628111227,"(41.763184615, -87.628111227)" +3061710,HJ706254,10/20/2003 01:41:53 PM,081XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0622,006,21,71,19,1172723,1850737,2003,04/15/2016 08:55:02 AM,41.745855048,-87.642683784,"(41.745855048, -87.642683784)" +3062150,HJ724281,10/28/2003 08:47:19 PM,025XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0421,004,7,43,19,1194311,1853075,2003,04/15/2016 08:55:02 AM,41.751768,-87.563505555,"(41.751768, -87.563505555)" +3062487,HJ725495,10/29/2003 01:20:00 PM,104XX S CORLISS AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0512,005,9,50,19,1183418,1836061,2003,04/15/2016 08:55:02 AM,41.705340144,-87.603951136,"(41.705340144, -87.603951136)" +3062521,HJ721444,10/27/2003 03:10:00 PM,001XX E 103RD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0512,005,9,49,19,1179128,1836712,2003,04/15/2016 08:55:02 AM,41.707225212,-87.619640796,"(41.707225212, -87.619640796)" +3063820,HJ727358,10/30/2003 10:40:00 AM,079XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,FEDERAL BUILDING,true,false,0612,006,17,71,19,1170693,1852144,2003,04/15/2016 08:55:02 AM,41.749760515,-87.650081163,"(41.749760515, -87.650081163)" +3066030,HJ726552,10/29/2003 09:34:33 PM,117XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1178951,1826928,2003,04/15/2016 08:55:02 AM,41.680380548,-87.620585441,"(41.680380548, -87.620585441)" +3070268,HJ740418,11/05/2003 11:28:00 AM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,69,19,1174931,1854982,2003,04/15/2016 08:55:02 AM,41.757454933,-87.634466914,"(41.757454933, -87.634466914)" +3071086,HJ661803,09/29/2003 08:00:00 PM,050XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142666,1899551,2003,04/15/2016 08:55:02 AM,41.880417533,-87.751609318,"(41.880417533, -87.751609318)" +3071822,HJ752527,11/11/2003 01:00:00 PM,005XX E PERSHING RD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180472,1879234,2003,04/15/2016 08:55:02 AM,41.823879333,-87.613415811,"(41.823879333, -87.613415811)" +3071883,HJ739003,11/04/2003 04:55:00 PM,089XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,44,19,1177500,1845805,2003,04/15/2016 08:55:02 AM,41.732214483,-87.625328663,"(41.732214483, -87.625328663)" +3072014,HJ782924,11/26/2003 11:45:00 AM,058XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1137471,1901418,2003,04/15/2016 08:55:02 AM,41.885635871,-87.770640176,"(41.885635871, -87.770640176)" +3073005,HJ730487,10/31/2003 06:50:00 PM,071XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166246,1857366,2003,04/15/2016 08:55:02 AM,41.764186156,-87.66622849,"(41.764186156, -87.66622849)" +3074820,HJ762661,11/16/2003 08:45:00 AM,071XX S JEFFERY BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0333,003,5,43,19,1190776,1858184,2003,04/15/2016 08:55:02 AM,41.76587359,-87.576294705,"(41.76587359, -87.576294705)" +3075065,HJ754563,11/10/2003 08:05:00 PM,054XX W FULLERTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2515,025,30,19,19,1139502,1915419,2003,04/15/2016 08:55:02 AM,41.924019477,-87.762839894,"(41.924019477, -87.762839894)" +3075087,HJ762769,11/13/2003 11:05:00 AM,058XX W ROOSEVELT RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1513,015,29,25,19,1137465,1894082,2003,04/15/2016 08:55:02 AM,41.865505001,-87.770838758,"(41.865505001, -87.770838758)" +3075311,HJ653960,09/25/2003 10:23:24 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143292,1905529,2003,04/15/2016 08:55:02 AM,41.896810209,-87.749161243,"(41.896810209, -87.749161243)" +3075319,HJ756763,11/13/2003 12:35:00 PM,062XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1159187,1941416,2003,04/15/2016 08:55:02 AM,41.994974508,-87.689791601,"(41.994974508, -87.689791601)" +3076216,HJ752994,11/11/2003 04:00:00 PM,005XX E 67TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,20,42,19,1180917,1860705,2003,04/15/2016 08:55:02 AM,41.7730239,-87.612353423,"(41.7730239, -87.612353423)" +3076385,HJ765835,11/17/2003 08:05:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2003,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +3076659,HJ753276,11/11/2003 06:20:00 PM,038XX W WEST END AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,28,26,19,1150867,1900546,2003,04/15/2016 08:55:02 AM,41.882991434,-87.721469755,"(41.882991434, -87.721469755)" +3077227,HJ752257,11/11/2003 11:30:00 AM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182685,1861895,2003,04/15/2016 08:55:02 AM,41.776248518,-87.605835547,"(41.776248518, -87.605835547)" +3080331,HJ742318,11/05/2003 12:10:00 PM,018XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1923,019,47,5,19,1163334,1926590,2003,04/15/2016 08:55:02 AM,41.954204854,-87.674956112,"(41.954204854, -87.674956112)" +3081093,HJ744856,11/07/2003 02:20:00 PM,082XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,6,44,19,1182989,1850621,2003,04/15/2016 08:55:02 AM,41.745304463,-87.605071009,"(41.745304463, -87.605071009)" +3082402,HJ747283,11/08/2003 05:51:47 PM,015XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1231,012,2,28,19,1166352,1894784,2003,04/15/2016 08:55:02 AM,41.866863003,-87.664772948,"(41.866863003, -87.664772948)" +3082524,HJ771719,11/20/2003 07:42:16 PM,049XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0931,009,16,61,19,1166178,1871832,2003,04/15/2016 08:55:02 AM,41.803884123,-87.666066261,"(41.803884123, -87.666066261)" +3082790,HJ785521,11/27/2003 09:51:47 PM,051XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0934,009,3,61,19,1172178,1870809,2003,04/15/2016 08:55:02 AM,41.800946975,-87.644091336,"(41.800946975, -87.644091336)" +3084890,HJ802840,12/06/2003 09:15:00 PM,001XX E 47TH ST,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,0221,002,3,38,19,1178086,1873899,2003,04/15/2016 08:55:02 AM,41.809294171,-87.622331081,"(41.809294171, -87.622331081)" +3087592,HJ800690,12/05/2003 08:00:00 PM,016XX N AUSTIN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1136160,1910220,2003,04/15/2016 08:55:02 AM,41.909813165,-87.775244248,"(41.909813165, -87.775244248)" +3088184,HJ738393,11/04/2003 01:10:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161126,1862647,2003,04/15/2016 08:55:02 AM,41.778785401,-87.684848686,"(41.778785401, -87.684848686)" +3090944,HJ783177,11/26/2003 01:00:00 PM,057XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138026,1903721,2003,04/15/2016 08:55:02 AM,41.891945593,-87.768546409,"(41.891945593, -87.768546409)" +3091669,HJ783100,11/26/2003 01:00:00 PM,087XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,71,19,1171500,1846923,2003,04/15/2016 08:55:02 AM,41.735415765,-87.647276507,"(41.735415765, -87.647276507)" +3093311,HJ795314,12/03/2003 08:00:00 AM,061XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1179975,1864342,2003,04/15/2016 08:55:02 AM,41.783025807,-87.615695266,"(41.783025807, -87.615695266)" +3094243,HJ804455,12/07/2003 08:07:30 PM,076XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1175378,1854098,2003,04/15/2016 08:55:02 AM,41.755019155,-87.632855107,"(41.755019155, -87.632855107)" +3094798,HJ804176,12/07/2003 04:47:39 PM,057XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138026,1903721,2003,04/15/2016 08:55:02 AM,41.891945593,-87.768546409,"(41.891945593, -87.768546409)" +3102409,HJ752022,11/11/2003 08:00:00 AM,002XX E GARFIELD BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,3,40,19,1178649,1868476,2003,04/15/2016 08:55:02 AM,41.794400169,-87.620431089,"(41.794400169, -87.620431089)" +3104125,HJ798426,12/04/2003 06:15:00 PM,049XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,12,19,1142285,1934118,2003,04/15/2016 08:55:02 AM,41.975279974,-87.752147994,"(41.975279974, -87.752147994)" +3105901,HJ742757,11/03/2003 09:00:00 PM,043XX S PRAIRIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0221,002,3,38,19,1178762,1876364,2003,04/15/2016 08:55:02 AM,41.816042967,-87.619776585,"(41.816042967, -87.619776585)" +3105962,HJ748460,11/09/2003 10:30:00 AM,012XX N CALIFORNIA AVE,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,PARK PROPERTY,true,false,1423,014,26,24,19,1157504,1908067,2003,04/15/2016 08:55:02 AM,41.903497298,-87.696893428,"(41.903497298, -87.696893428)" +3106137,HJ742684,11/06/2003 12:56:47 PM,051XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142063,1910490,2003,04/15/2016 08:55:02 AM,41.910446632,-87.753552071,"(41.910446632, -87.753552071)" +3106448,HJ740801,11/05/2003 02:30:00 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,0732,007,6,68,19,1174196,1857560,2003,04/15/2016 08:55:02 AM,41.764545628,-87.637084106,"(41.764545628, -87.637084106)" +3109373,HJ761808,11/15/2003 09:00:00 PM,064XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,69,19,1180025,1862486,2003,04/15/2016 08:55:02 AM,41.777931616,-87.615568751,"(41.777931616, -87.615568751)" +3109772,HJ761266,11/15/2003 03:50:00 PM,089XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197319,1846268,2003,04/15/2016 08:55:02 AM,41.733014687,-87.552709149,"(41.733014687, -87.552709149)" +3111493,HJ783845,11/26/2003 07:12:13 PM,006XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153595,1904149,2003,04/15/2016 08:55:02 AM,41.892824617,-87.711356453,"(41.892824617, -87.711356453)" +3115071,HJ763330,11/16/2003 04:40:00 PM,070XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174497,1858224,2003,04/15/2016 08:55:02 AM,41.76636103,-87.635961134,"(41.76636103, -87.635961134)" +3115546,HJ763483,11/16/2003 05:55:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188716,1859932,2003,04/15/2016 08:55:02 AM,41.770719754,-87.58378935,"(41.770719754, -87.58378935)" +3118790,HJ770296,11/19/2003 02:15:00 PM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2003,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +3119076,HJ768941,11/19/2003 01:30:00 PM,004XX N AVERS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1150648,1902600,2003,04/15/2016 08:55:02 AM,41.888632111,-87.722220226,"(41.888632111, -87.722220226)" +3120497,HJ773851,11/21/2003 06:25:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1180321,1863802,2003,04/15/2016 08:55:02 AM,41.781536064,-87.614443284,"(41.781536064, -87.614443284)" +3121041,HJ775177,11/22/2003 12:20:00 PM,039XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150325,1896741,2003,04/15/2016 08:55:02 AM,41.872560678,-87.723559287,"(41.872560678, -87.723559287)" +3121413,HJ775399,11/22/2003 02:15:00 PM,007XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142228,1904305,2003,04/15/2016 08:55:02 AM,41.893471223,-87.753099596,"(41.893471223, -87.753099596)" +3121418,HJ775693,11/22/2003 05:40:00 PM,114XX S HARVARD AVE,1680,GAMBLING,OTHER,STREET,true,false,0522,005,34,49,19,1176003,1829029,2003,04/15/2016 08:55:02 AM,41.686212431,-87.631313822,"(41.686212431, -87.631313822)" +3121459,HJ775431,11/22/2003 02:40:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151902,1894224,2003,04/15/2016 08:55:02 AM,41.865622859,-87.71783563,"(41.865622859, -87.71783563)" +3122162,HJ780121,11/24/2003 09:00:00 PM,035XX W MONTROSE AVE,1651,GAMBLING,GAME/CARDS,COMMERCIAL / BUSINESS OFFICE,true,false,1723,017,33,16,19,1152079,1929016,2003,04/15/2016 08:55:02 AM,41.961091776,-87.716266926,"(41.961091776, -87.716266926)" +3122229,HJ780119,11/24/2003 07:50:00 PM,036XX W MONTROSE AVE,1651,GAMBLING,GAME/CARDS,CAR WASH,true,false,1723,017,33,16,19,1151153,1928993,2003,04/15/2016 08:55:02 AM,41.961046911,-87.71967202,"(41.961046911, -87.71967202)" +3122459,HJ776007,11/22/2003 07:30:00 PM,002XX E 69TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0322,003,6,69,19,1178974,1858989,2003,04/15/2016 08:55:02 AM,41.768359493,-87.61952812,"(41.768359493, -87.61952812)" +3123278,HJ776213,11/22/2003 10:35:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,69,19,1174952,1854195,2003,04/15/2016 08:55:02 AM,41.755294842,-87.634413384,"(41.755294842, -87.634413384)" +3124295,HJ795755,12/03/2003 01:05:00 PM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0331,003,5,42,19,1187940,1864073,2003,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +3124793,HJ787278,11/28/2003 08:20:00 PM,090XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0423,004,10,46,19,1196961,1845532,2003,04/15/2016 08:55:02 AM,41.731003945,-87.554045054,"(41.731003945, -87.554045054)" +3124810,HJ794502,12/02/2003 05:50:00 PM,070XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,17,68,19,1170528,1858187,2003,04/15/2016 08:55:02 AM,41.766346881,-87.650510029,"(41.766346881, -87.650510029)" +3124930,HJ795882,12/02/2003 11:00:00 AM,043XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1912,019,47,5,19,1159587,1928966,2003,04/15/2016 08:55:02 AM,41.960802892,-87.688664872,"(41.960802892, -87.688664872)" +3125006,HJ792065,12/01/2003 02:50:00 PM,065XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166453,1861271,2003,04/15/2016 08:55:02 AM,41.774897583,-87.665358624,"(41.774897583, -87.665358624)" +3125586,HJ771112,11/20/2003 02:21:09 PM,043XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147591,1896685,2003,04/15/2016 08:55:02 AM,41.872459865,-87.733598558,"(41.872459865, -87.733598558)" +3126595,HJ797245,12/04/2003 11:00:00 AM,081XX S MAY ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0613,006,21,71,19,1170069,1850820,2003,04/15/2016 08:55:02 AM,41.746140855,-87.652406156,"(41.746140855, -87.652406156)" +3129985,HJ804709,12/07/2003 10:50:00 PM,067XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,17,66,19,1161894,1859919,2003,04/15/2016 08:55:02 AM,41.771283463,-87.682108857,"(41.771283463, -87.682108857)" +3130370,HJ771931,11/20/2003 09:08:22 PM,009XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142186,1905832,2003,04/15/2016 08:55:02 AM,41.89766227,-87.75321593,"(41.89766227, -87.75321593)" +3131503,HJ812581,12/11/2003 09:10:00 PM,031XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155456,1899850,2003,04/15/2016 08:55:02 AM,41.880990522,-87.70463737,"(41.880990522, -87.70463737)" +3131529,HJ814322,12/12/2003 07:40:00 PM,007XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157823,1896446,2003,04/15/2016 08:55:02 AM,41.871601704,-87.696038689,"(41.871601704, -87.696038689)" +3133516,HJ820177,12/15/2003 10:45:48 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139275,1910090,2003,04/15/2016 08:55:02 AM,41.909400243,-87.763804028,"(41.909400243, -87.763804028)" +3134274,HJ819153,12/15/2003 01:47:39 PM,105XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,49,19,1178853,1835179,2003,04/15/2016 08:55:02 AM,41.7030247,-87.620694297,"(41.7030247, -87.620694297)" +3134930,HJ732438,11/01/2003 03:54:00 PM,079XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1167386,1852021,2003,04/15/2016 08:55:02 AM,41.74949441,-87.662202936,"(41.74949441, -87.662202936)" +3135226,HJ801950,12/06/2003 11:30:00 AM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1154388,1942272,2003,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +3135263,HJ801741,12/06/2003 11:10:00 AM,028XX W ARMITAGE AVE,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1421,014,35,22,19,1157301,1913164,2003,04/15/2016 08:55:02 AM,41.917488014,-87.697500304,"(41.917488014, -87.697500304)" +3135288,HJ777168,11/23/2003 11:55:00 AM,061XX W DIVERSEY AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2511,025,29,19,19,1135146,1917970,2003,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +3135504,HJ779924,11/24/2003 06:20:00 PM,047XX N SAWYER AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,33,14,19,1153856,1931371,2003,04/15/2016 08:55:02 AM,41.967518743,-87.709670681,"(41.967518743, -87.709670681)" +3136114,HJ751396,11/10/2003 09:10:00 PM,039XX W 63RD ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0823,008,13,65,19,1151178,1862535,2003,04/15/2016 08:55:02 AM,41.77867813,-87.721322129,"(41.77867813, -87.721322129)" +3137170,HJ779926,11/24/2003 06:50:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1911,019,47,4,19,1157997,1931783,2003,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +3137233,HJ789576,11/30/2003 08:15:00 AM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873742,2003,04/15/2016 08:55:02 AM,41.808856306,-87.621198838,"(41.808856306, -87.621198838)" +3137544,HJ759872,11/14/2003 10:40:00 PM,084XX S MUSKEGON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0423,004,7,46,19,1196619,1849658,2003,04/15/2016 08:55:02 AM,41.742334513,-87.555161228,"(41.742334513, -87.555161228)" +3137671,HJ792719,12/01/2003 07:45:00 PM,016XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137185,1910242,2003,04/15/2016 08:55:02 AM,41.909855173,-87.771478233,"(41.909855173, -87.771478233)" +3143358,HJ722143,10/27/2003 08:50:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188716,1859946,2003,04/15/2016 08:55:02 AM,41.770758171,-87.583788903,"(41.770758171, -87.583788903)" +3143522,HJ753302,11/11/2003 07:05:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188714,1860019,2003,04/15/2016 08:55:02 AM,41.770958537,-87.583793902,"(41.770958537, -87.583793902)" +3143583,HJ839033,12/26/2003 05:00:00 PM,085XX S GREEN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0613,006,21,71,19,1172134,1848203,2003,04/15/2016 08:55:02 AM,41.738914367,-87.644916273,"(41.738914367, -87.644916273)" +3143699,HJ839252,12/26/2003 06:43:51 PM,046XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0222,002,3,38,19,1179215,1874279,2003,04/15/2016 08:55:02 AM,41.810311218,-87.618178552,"(41.810311218, -87.618178552)" +3143707,HJ791840,12/01/2003 11:32:00 AM,021XX E 87TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0412,004,8,45,19,1191768,1847705,2003,04/15/2016 08:55:02 AM,41.737094305,-87.572998178,"(41.737094305, -87.572998178)" +3143788,HJ838772,12/26/2003 01:55:00 PM,018XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155320,1890798,2003,04/15/2016 08:55:02 AM,41.856153606,-87.7053799,"(41.856153606, -87.7053799)" +3143894,HJ749905,11/10/2003 09:35:00 AM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0212,002,4,35,19,1180760,1881423,2003,04/15/2016 08:55:02 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +3144255,HJ759654,11/14/2003 08:30:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,15,67,19,1166469,1860688,2003,04/15/2016 08:55:02 AM,41.773297415,-87.665316571,"(41.773297415, -87.665316571)" +3144275,HJ840385,12/27/2003 12:40:00 PM,002XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139915,1898595,2003,04/15/2016 08:55:02 AM,41.87784487,-87.761734235,"(41.87784487, -87.761734235)" +3146806,HJ771327,11/20/2003 04:25:31 PM,082XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0631,006,8,44,19,1184674,1850687,2003,04/15/2016 08:55:02 AM,41.745446274,-87.598894891,"(41.745446274, -87.598894891)" +3147289,HJ836939,12/24/2003 10:30:00 PM,043XX W 18TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1147647,1890645,2003,04/15/2016 08:55:02 AM,41.85588429,-87.733547884,"(41.85588429, -87.733547884)" +3147478,HJ763687,11/16/2003 08:00:00 PM,074XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0323,003,6,69,19,1180864,1855778,2003,04/15/2016 08:55:02 AM,41.759504924,-87.612699024,"(41.759504924, -87.612699024)" +3151227,HJ844035,12/29/2003 02:45:00 PM,002XX W LAKE ST,1680,GAMBLING,OTHER,OTHER RAILROAD PROP / TRAIN DEPOT,true,false,0113,001,42,32,19,1174640,1901725,2003,04/15/2016 08:55:02 AM,41.885728393,-87.63413935,"(41.885728393, -87.63413935)" +3151773,HJ767633,11/18/2003 07:50:00 PM,060XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1160073,1864614,2003,04/15/2016 08:55:02 AM,41.784204848,-87.688655024,"(41.784204848, -87.688655024)" +3152063,HJ819699,12/15/2003 05:45:00 PM,010XX W ARGYLE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2024,020,46,3,19,1168441,1933587,2003,04/15/2016 08:55:02 AM,41.973295663,-87.655978853,"(41.973295663, -87.655978853)" +3152130,HJ816958,12/10/2003 04:30:00 PM,034XX W BRYN MAWR AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1712,017,39,13,19,1152625,1937005,2003,04/15/2016 08:55:02 AM,41.983003274,-87.714047209,"(41.983003274, -87.714047209)" +3152679,HJ823564,12/17/2003 05:45:00 PM,038XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,30,21,19,1150282,1921005,2003,04/15/2016 08:55:02 AM,41.939144302,-87.723083405,"(41.939144302, -87.723083405)" +3152699,HJ765555,11/17/2003 05:30:00 PM,127XX S HALSTED ST,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,STREET,true,false,0523,005,34,53,19,1173313,1820528,2003,04/15/2016 08:55:02 AM,41.662944028,-87.641411276,"(41.662944028, -87.641411276)" +3152709,HJ765614,11/17/2003 06:30:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1154388,1942272,2003,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +3152741,HJ814365,12/12/2003 07:10:00 PM,062XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1611,016,45,10,19,1133364,1940922,2003,04/15/2016 08:55:02 AM,41.994112154,-87.784793886,"(41.994112154, -87.784793886)" +3154038,HJ790748,11/30/2003 07:43:23 PM,084XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1196619,1849658,2003,04/15/2016 08:55:02 AM,41.742334513,-87.555161228,"(41.742334513, -87.555161228)" +3154097,HJ810529,12/10/2003 06:30:00 PM,038XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1923,019,47,5,19,1162951,1925335,2003,04/15/2016 08:55:02 AM,41.950769136,-87.676399432,"(41.950769136, -87.676399432)" +3154157,HJ810859,12/10/2003 10:50:00 PM,031XX N AUSTIN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2511,025,36,19,19,1135833,1920467,2003,04/15/2016 08:55:02 AM,41.937937943,-87.776200954,"(41.937937943, -87.776200954)" +3154204,HJ811539,12/11/2003 11:30:00 AM,008XX E 64TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182840,1862754,2003,04/15/2016 08:55:02 AM,41.778602094,-87.605240672,"(41.778602094, -87.605240672)" +3155246,HJ822879,12/17/2003 12:01:00 PM,069XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0733,007,17,68,19,1171175,1858746,2003,04/15/2016 08:55:02 AM,41.767866727,-87.648122217,"(41.767866727, -87.648122217)" +3155605,HJ808137,12/24/2003 09:30:00 PM,047XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144653,1901369,2003,04/15/2016 08:55:02 AM,41.885369152,-87.744267345,"(41.885369152, -87.744267345)" +3157167,HJ819155,12/15/2003 02:00:00 PM,001XX N CLARK ST,1680,GAMBLING,OTHER,CTA PLATFORM,true,false,0113,001,42,32,19,1175507,1901535,2003,04/15/2016 08:55:02 AM,41.885187593,-87.630961294,"(41.885187593, -87.630961294)" +3158428,HJ825634,12/12/2003 06:05:00 PM,053XX W FULLERTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2515,025,31,19,19,1140510,1915444,2003,04/15/2016 08:55:02 AM,41.924069617,-87.759135432,"(41.924069617, -87.759135432)" +3160588,HK102802,01/02/2004 01:45:00 PM,062XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0823,008,15,66,19,1157785,1863200,2004,04/15/2016 08:55:02 AM,41.780371398,-87.697082137,"(41.780371398, -87.697082137)" +3160749,HJ844495,12/29/2003 06:30:00 PM,057XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2011,020,40,2,19,1159290,1937978,2003,04/15/2016 08:55:02 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +3160931,HK103594,01/02/2004 08:05:00 PM,048XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143860,1910866,2004,04/15/2016 08:55:02 AM,41.911444895,-87.746941051,"(41.911444895, -87.746941051)" +3161092,HK105110,01/03/2004 03:50:00 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143360,1905530,2004,04/15/2016 08:55:02 AM,41.896811683,-87.748911462,"(41.896811683, -87.748911462)" +3161139,HJ832825,12/22/2003 05:00:00 PM,036XX S ARCHER AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0913,009,11,59,19,1161507,1880266,2003,04/15/2016 08:55:02 AM,41.82712626,-87.682963151,"(41.82712626, -87.682963151)" +3161535,HJ830485,12/19/2003 08:25:00 PM,009XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1312,012,32,24,19,1160238,1906135,2003,04/15/2016 08:55:02 AM,41.898139634,-87.686904302,"(41.898139634, -87.686904302)" +3162634,HJ821551,12/16/2003 05:43:42 PM,054XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166927,1868745,2003,04/15/2016 08:55:02 AM,41.795397046,-87.663407531,"(41.795397046, -87.663407531)" +3162671,HJ833169,12/22/2003 08:30:00 PM,078XX S CORNELL AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0411,004,8,43,19,1188598,1853350,2003,04/15/2016 08:55:02 AM,41.752660991,-87.584431935,"(41.752660991, -87.584431935)" +3162686,HJ848101,12/31/2003 06:03:33 PM,057XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,16,67,19,1168969,1866719,2003,04/15/2016 08:55:02 AM,41.789793556,-87.655978004,"(41.789793556, -87.655978004)" +3162690,HJ783224,11/26/2003 01:43:48 PM,034XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1123,011,28,27,19,1153472,1899805,2003,04/15/2016 08:55:02 AM,41.880906689,-87.711923717,"(41.880906689, -87.711923717)" +3162855,HJ827261,12/19/2003 03:53:52 PM,042XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148076,1900636,2003,04/15/2016 08:55:02 AM,41.883292552,-87.73171621,"(41.883292552, -87.73171621)" +3162951,HJ818952,12/15/2003 12:07:27 PM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1531,015,37,25,19,1141727,1904839,2003,04/15/2016 08:55:02 AM,41.894945865,-87.754926396,"(41.894945865, -87.754926396)" +3162974,HK108799,01/05/2004 07:30:00 PM,044XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1722,017,45,16,19,1145410,1931524,2004,04/15/2016 08:55:02 AM,41.968103091,-87.74072215,"(41.968103091, -87.74072215)" +3244491,HK207755,02/27/2004 02:10:27 PM,030XX W FIFTH AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1124,011,28,27,19,,,2004,08/17/2015 03:03:40 PM,,, +3164235,HK107126,01/04/2004 09:17:00 PM,068XX S HALSTED ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0723,007,6,68,19,1172151,1859408,2004,04/15/2016 08:55:02 AM,41.769661943,-87.644525308,"(41.769661943, -87.644525308)" +3165289,HK114166,01/08/2004 06:30:00 PM,067XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2432,024,49,1,19,1163830,1944712,2004,04/15/2016 08:55:02 AM,42.003921798,-87.672618898,"(42.003921798, -87.672618898)" +3165512,HK112198,01/07/2004 05:00:00 PM,041XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1723,017,39,16,19,1148982,1927304,2004,04/15/2016 08:55:02 AM,41.956454556,-87.727697707,"(41.956454556, -87.727697707)" +3165619,HK111834,01/07/2004 04:35:00 PM,042XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0213,002,4,38,19,1182316,1876941,2004,04/15/2016 08:55:02 AM,41.817544574,-87.606722033,"(41.817544574, -87.606722033)" +3166796,HJ848387,12/31/2003 09:35:00 PM,068XX S RIDGELAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1189046,1859972,2003,04/15/2016 08:55:02 AM,41.770821619,-87.582578436,"(41.770821619, -87.582578436)" +3168109,HK116290,01/09/2004 10:02:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0623,006,17,69,19,1174952,1854195,2004,04/15/2016 08:55:02 AM,41.755294842,-87.634413384,"(41.755294842, -87.634413384)" +3170516,HK124664,01/14/2004 11:30:00 AM,050XX N BROADWAY,1680,GAMBLING,OTHER,GROCERY FOOD STORE,true,false,2033,020,48,3,19,1167408,1933496,2004,04/15/2016 08:55:02 AM,41.973068306,-87.659780043,"(41.973068306, -87.659780043)" +3170537,HK106367,01/04/2004 09:30:00 AM,031XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0911,009,14,63,19,1156124,1870644,2004,04/15/2016 08:55:02 AM,41.800832358,-87.702971593,"(41.800832358, -87.702971593)" +3172269,HK121759,01/12/2004 08:00:00 PM,047XX N SAWYER AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,33,14,19,1153856,1931371,2004,04/15/2016 08:55:02 AM,41.967518743,-87.709670681,"(41.967518743, -87.709670681)" +3174608,HK120789,01/12/2004 01:23:20 PM,002XX W MERCHANDISE MART PLZ,1670,GAMBLING,GAME/AMUSEMENT DEVICE,STREET,true,false,1831,018,42,8,19,1174456,1902539,2004,04/15/2016 08:55:02 AM,41.887966168,-87.634790696,"(41.887966168, -87.634790696)" +3181983,HK129734,01/16/2004 11:46:14 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142518,1905872,2004,04/15/2016 08:55:02 AM,41.897765868,-87.75199552,"(41.897765868, -87.75199552)" +3183103,HK131143,01/17/2004 05:55:47 PM,072XX S PERRY AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0731,007,6,69,19,1176648,1857084,2004,04/15/2016 08:55:02 AM,41.763184615,-87.628111227,"(41.763184615, -87.628111227)" +3183201,HK132385,01/18/2004 12:38:13 PM,024XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1125,011,2,28,19,1159932,1898621,2004,04/15/2016 08:55:02 AM,41.87752688,-87.688235691,"(41.87752688, -87.688235691)" +3186439,HK161018,02/02/2004 06:35:00 PM,119XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0524,005,34,53,19,1173141,1825712,2004,04/15/2016 08:55:02 AM,41.677173573,-87.641888492,"(41.677173573, -87.641888492)" +3186710,HK148405,01/27/2004 09:00:00 AM,002XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178501,1873910,2004,04/15/2016 08:55:02 AM,41.809314925,-87.620808615,"(41.809314925, -87.620808615)" +3186725,HK148522,01/27/2004 11:00:00 AM,064XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180025,1862499,2004,04/15/2016 08:55:02 AM,41.777967289,-87.615568353,"(41.777967289, -87.615568353)" +3190879,HK153385,01/23/2004 11:00:00 PM,064XX W ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,23,56,19,1134566,1867400,2004,04/15/2016 08:55:02 AM,41.792336877,-87.782109801,"(41.792336877, -87.782109801)" +3190993,HK151386,01/28/2004 06:00:00 PM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182650,1863246,2004,04/15/2016 08:55:02 AM,41.7799566,-87.605921959,"(41.7799566, -87.605921959)" +3191004,HK157815,01/31/2004 10:40:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2004,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +3192558,HK128521,01/16/2004 08:04:00 PM,094XX S PERRY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0634,006,21,49,19,1177269,1842468,2004,04/15/2016 08:55:02 AM,41.723062534,-87.626275325,"(41.723062534, -87.626275325)" +3197788,HK207614,02/27/2004 12:30:00 PM,048XX W ST PAUL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143747,1911197,2004,04/15/2016 08:55:02 AM,41.912355313,-87.747347874,"(41.912355313, -87.747347874)" +3203952,HK150590,01/28/2004 12:31:03 PM,006XX W 71ST ST,1680,GAMBLING,OTHER,"SCHOOL, PUBLIC, BUILDING",true,false,0732,007,6,68,19,1173056,1857809,2004,04/15/2016 08:55:02 AM,41.765254159,-87.641255151,"(41.765254159, -87.641255151)" +3204348,HK129454,01/16/2004 06:30:00 PM,035XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1413,014,26,22,19,1152621,1913064,2004,04/15/2016 08:55:02 AM,41.917307531,-87.714697473,"(41.917307531, -87.714697473)" +3204357,HK129484,01/16/2004 07:00:00 PM,004XX E GRAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1834,018,42,8,19,1179504,1904003,2004,04/15/2016 08:55:02 AM,41.891869191,-87.616208073,"(41.891869191, -87.616208073)" +3205441,HK137429,01/21/2004 09:45:00 AM,049XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,12,19,1142285,1934118,2004,04/15/2016 08:55:02 AM,41.975279974,-87.752147994,"(41.975279974, -87.752147994)" +3207100,HK139895,01/22/2004 04:00:00 PM,059XX W LAWRENCE AVE,1680,GAMBLING,OTHER,GROCERY FOOD STORE,true,false,1622,016,45,15,19,1135731,1931300,2004,04/15/2016 08:55:02 AM,41.967666608,-87.776317064,"(41.967666608, -87.776317064)" +3216007,HK170504,02/07/2004 05:55:00 PM,032XX W WARREN BLVD,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1123,011,28,27,19,1154865,1900165,2004,04/15/2016 08:55:02 AM,41.881866774,-87.706799047,"(41.881866774, -87.706799047)" +3217011,HK174602,02/10/2004 03:04:00 AM,051XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,3,40,19,1179796,1871087,2004,04/15/2016 08:55:02 AM,41.801538809,-87.616145232,"(41.801538809, -87.616145232)" +3227809,HK198456,02/22/2004 06:51:19 PM,042XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148048,1900635,2004,04/15/2016 08:55:02 AM,41.883290347,-87.731819054,"(41.883290347, -87.731819054)" +3230309,HK196597,02/21/2004 05:05:00 PM,011XX W 104TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,34,73,19,1170615,1835508,2004,04/15/2016 08:55:02 AM,41.704110634,-87.65085032,"(41.704110634, -87.65085032)" +3233616,HK201617,02/24/2004 11:45:00 AM,019XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0414,004,8,43,19,1190711,1852981,2004,04/15/2016 08:55:02 AM,41.75159769,-87.576700681,"(41.75159769, -87.576700681)" +3234135,HK198052,02/22/2004 02:37:41 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,16,61,19,1169523,1870748,2004,04/15/2016 08:55:02 AM,41.800837592,-87.653829878,"(41.800837592, -87.653829878)" +3235189,HK204630,02/25/2004 09:00:00 PM,098XX S AVENUE J,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0432,004,10,52,19,1202460,1840375,2004,04/15/2016 08:55:02 AM,41.716714373,-87.534076177,"(41.716714373, -87.534076177)" +3237006,HK208167,02/27/2004 04:25:00 PM,084XX S BUFFALO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0424,004,10,46,19,1199604,1849737,2004,04/15/2016 08:55:02 AM,41.742476703,-87.544221794,"(41.742476703, -87.544221794)" +3237170,HK208301,02/27/2004 05:28:11 PM,039XX W ROOSEVELT RD,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1132,011,24,29,19,1150424,1894423,2004,04/15/2016 08:55:02 AM,41.866197889,-87.723256295,"(41.866197889, -87.723256295)" +3239621,HK211800,02/29/2004 02:45:00 PM,061XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180637,1864361,2004,04/15/2016 08:55:02 AM,41.783062757,-87.613267603,"(41.783062757, -87.613267603)" +3240814,HK212126,02/29/2004 06:31:51 PM,003XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141639,1902087,2004,04/15/2016 08:55:02 AM,41.887395673,-87.755317688,"(41.887395673, -87.755317688)" +3241465,HK140251,01/22/2004 07:05:00 PM,043XX N ELSTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1722,017,39,16,19,1148820,1928573,2004,04/15/2016 08:55:02 AM,41.959939927,-87.728260326,"(41.959939927, -87.728260326)" +3241476,HK143338,01/24/2004 10:55:00 AM,048XX N MEADE AVE,1630,GAMBLING,WIREROOM/HORSES,RESIDENCE,true,false,1622,016,45,11,19,1134525,1931825,2004,04/15/2016 08:55:02 AM,41.969128688,-87.780739039,"(41.969128688, -87.780739039)" +3243796,HK267513,03/28/2004 10:45:00 AM,048XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143767,1910864,2004,04/15/2016 08:55:02 AM,41.911441151,-87.747282758,"(41.911441151, -87.747282758)" +3244327,HK216435,03/02/2004 07:38:03 PM,030XX W WALNUT ST,1651,GAMBLING,GAME/CARDS,ALLEY,true,false,1331,012,27,27,19,1156061,1901477,2004,04/15/2016 08:55:02 AM,41.885442986,-87.702371918,"(41.885442986, -87.702371918)" +3245293,HK214546,03/01/2004 08:30:00 PM,003XX E 51ST ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0224,002,3,38,19,1179065,1871272,2004,04/15/2016 08:55:02 AM,41.802063171,-87.61882042,"(41.802063171, -87.61882042)" +3245336,HK215515,03/02/2004 12:12:10 PM,078XX S EUCLID AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,43,19,1190561,1853440,2004,04/15/2016 08:55:02 AM,41.752860845,-87.57723557,"(41.752860845, -87.57723557)" +3245392,HK200687,02/23/2004 09:05:50 PM,076XX N ROGERS AVE,1680,GAMBLING,OTHER,STREET,true,false,2422,024,49,1,19,1165194,1950490,2004,04/15/2016 08:55:02 AM,42.019747735,-87.667435412,"(42.019747735, -87.667435412)" +3248288,HK222410,03/04/2004 07:45:00 PM,076XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1631,016,36,17,19,1124658,1923051,2004,04/15/2016 08:55:02 AM,41.945220706,-87.817215008,"(41.945220706, -87.817215008)" +3248990,HK161208,02/02/2004 08:15:00 PM,002XX W CERMAK RD,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175064,1889743,2004,04/15/2016 08:55:02 AM,41.85283951,-87.632941357,"(41.85283951, -87.632941357)" +3249025,HK127805,01/15/2004 09:30:00 PM,061XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1611,016,45,10,19,1133575,1940625,2004,04/15/2016 08:55:02 AM,41.993293449,-87.784024731,"(41.993293449, -87.784024731)" +3249243,HK208805,02/27/2004 08:50:00 PM,029XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2523,025,30,21,19,1149210,1919445,2004,04/15/2016 08:55:02 AM,41.934884403,-87.727063869,"(41.934884403, -87.727063869)" +3249946,HK206522,02/26/2004 06:00:00 PM,047XX N SAWYER AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,33,14,19,1153856,1931371,2004,04/15/2016 08:55:02 AM,41.967518743,-87.709670681,"(41.967518743, -87.709670681)" +3249965,HK222295,03/05/2004 05:00:00 PM,040XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2525,025,30,20,19,1149246,1912986,2004,04/15/2016 08:55:02 AM,41.917159628,-87.72709939,"(41.917159628, -87.72709939)" +3250119,HK204546,02/25/2004 07:45:00 PM,061XX W DIVERSEY AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2511,025,29,19,19,1135146,1917970,2004,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +3251097,HK219565,03/04/2004 12:14:12 PM,003XX W OAK ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1823,018,27,8,19,1173484,1907095,2004,04/15/2016 08:55:02 AM,41.900489748,-87.638224621,"(41.900489748, -87.638224621)" +3251815,HK205130,02/26/2004 11:55:00 AM,064XX S EBERHART AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180683,1862521,2004,04/15/2016 08:55:02 AM,41.778012563,-87.613155452,"(41.778012563, -87.613155452)" +3252450,HK211558,02/29/2004 12:40:00 PM,054XX W WASHINGTON BLVD,1680,GAMBLING,OTHER,SIDEWALK,true,false,1523,015,28,25,19,1139805,1900211,2004,04/15/2016 08:55:02 AM,41.882281393,-87.76209864,"(41.882281393, -87.76209864)" +3252704,HK218262,03/03/2004 06:41:05 PM,057XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138046,1907423,2004,04/15/2016 08:55:02 AM,41.902103979,-87.76838343,"(41.902103979, -87.76838343)" +3253119,HK205884,02/26/2004 02:20:00 PM,048XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143687,1910528,2004,04/15/2016 08:55:02 AM,41.91052063,-87.747585085,"(41.91052063, -87.747585085)" +3253181,HK207948,02/27/2004 03:00:00 PM,061XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1178650,1864408,2004,04/15/2016 08:55:02 AM,41.78323716,-87.620551093,"(41.78323716, -87.620551093)" +3254165,HK157373,01/31/2004 03:30:00 PM,066XX N NORTHWEST HWY,1661,GAMBLING,GAME/DICE,BAR OR TAVERN,true,false,1612,016,41,9,19,1124943,1943924,2004,04/15/2016 08:55:02 AM,42.002493774,-87.815703853,"(42.002493774, -87.815703853)" +3254246,HK162329,02/03/2004 09:20:00 AM,032XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1634,016,30,15,19,1141792,1921221,2004,04/15/2016 08:55:02 AM,41.939898633,-87.754281422,"(41.939898633, -87.754281422)" +3256400,HK265957,03/27/2004 02:30:00 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1192689,1840599,2004,04/15/2016 08:55:02 AM,41.717572389,-87.569854879,"(41.717572389, -87.569854879)" +3257925,HK169708,02/05/2004 06:05:00 PM,043XX N ELSTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1722,017,39,16,19,1148820,1928573,2004,04/15/2016 08:55:02 AM,41.959939927,-87.728260326,"(41.959939927, -87.728260326)" +3257955,HK166098,02/05/2004 11:30:00 AM,051XX N BROADWAY,1630,GAMBLING,WIREROOM/HORSES,STREET,true,false,2033,020,46,3,19,1167389,1934179,2004,04/15/2016 08:55:02 AM,41.974942889,-87.659830164,"(41.974942889, -87.659830164)" +3257978,HK147643,01/26/2004 05:55:00 PM,072XX S JEFFERY BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0333,003,5,43,19,1190792,1857540,2004,04/15/2016 08:55:02 AM,41.764106016,-87.576256836,"(41.764106016, -87.576256836)" +3258552,HK243698,03/16/2004 05:25:17 PM,042XX W WEST END AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1114,011,28,26,19,1148001,1900634,2004,04/15/2016 08:55:02 AM,41.883288506,-87.731991668,"(41.883288506, -87.731991668)" +3259084,HK198117,02/22/2004 03:30:00 PM,031XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1331,012,27,27,19,1155463,1901838,2004,04/15/2016 08:55:02 AM,41.886445649,-87.704558181,"(41.886445649, -87.704558181)" +3259344,HK190705,02/18/2004 06:00:00 PM,013XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1424,014,1,24,19,1160163,1908933,2004,04/15/2016 08:55:02 AM,41.905819122,-87.687102355,"(41.905819122, -87.687102355)" +3259360,HK187750,02/17/2004 11:00:00 AM,050XX N BROADWAY,1651,GAMBLING,GAME/CARDS,GROCERY FOOD STORE,true,false,2033,020,48,3,19,1167408,1933496,2004,04/15/2016 08:55:02 AM,41.973068306,-87.659780043,"(41.973068306, -87.659780043)" +3259373,HK188130,02/17/2004 02:30:00 PM,024XX W CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1313,012,1,24,19,1160087,1905257,2004,04/15/2016 08:55:02 AM,41.89573345,-87.687483188,"(41.89573345, -87.687483188)" +3259991,HK166935,02/05/2004 06:50:00 PM,011XX S WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1224,012,25,28,19,1160553,1894887,2004,04/15/2016 08:55:02 AM,41.867267602,-87.686058929,"(41.867267602, -87.686058929)" +3260041,HK147644,01/26/2004 06:30:00 PM,055XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,3,40,19,1178540,1868423,2004,04/15/2016 08:55:02 AM,41.794257212,-87.620832396,"(41.794257212, -87.620832396)" +3262354,HK196964,02/21/2004 10:15:00 PM,079XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1164404,1852184,2004,04/15/2016 08:55:02 AM,41.750005014,-87.673125651,"(41.750005014, -87.673125651)" +3264872,HK288162,04/07/2004 02:40:51 PM,085XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,46,19,1194649,1848815,2004,04/15/2016 08:55:02 AM,41.740069909,-87.562406829,"(41.740069909, -87.562406829)" +3266894,HK228006,03/08/2004 06:02:26 PM,085XX S BENNETT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0412,004,8,45,19,1190340,1848725,2004,04/15/2016 08:55:02 AM,41.739927782,-87.578197066,"(41.739927782, -87.578197066)" +3268899,HK205468,02/26/2004 10:00:00 AM,051XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178915,1870924,2004,04/15/2016 08:55:02 AM,41.801111648,-87.619381127,"(41.801111648, -87.619381127)" +3269214,HK218466,03/03/2004 08:20:00 PM,115XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0524,005,34,53,19,1169072,1828128,2004,04/15/2016 08:55:02 AM,41.683892127,-87.656712808,"(41.683892127, -87.656712808)" +3269602,HK203541,02/25/2004 10:00:00 AM,063XX S DREXEL AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0314,003,20,42,19,1183482,1863199,2004,04/15/2016 08:55:02 AM,41.779808274,-87.602873227,"(41.779808274, -87.602873227)" +3271226,HK162956,02/03/2004 06:15:00 PM,072XX S PERRY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0731,007,6,69,19,1176648,1857084,2004,04/15/2016 08:55:02 AM,41.763184615,-87.628111227,"(41.763184615, -87.628111227)" +3272155,HK200545,02/23/2004 07:30:00 PM,055XX N LINCOLN AVE,1631,GAMBLING,WIREROOM/SPORTS,POOL ROOM,true,false,2011,020,40,4,19,1157854,1937025,2004,04/15/2016 08:55:02 AM,41.9829528,-87.694815446,"(41.9829528, -87.694815446)" +3272193,HK200612,02/23/2004 05:00:00 PM,005XX E 63RD ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1180743,1863350,2004,04/15/2016 08:55:02 AM,41.78028604,-87.612910031,"(41.78028604, -87.612910031)" +3272536,HK224435,03/06/2004 08:05:00 PM,060XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0311,003,20,40,19,1178633,1865021,2004,04/15/2016 08:55:02 AM,41.78491968,-87.62059479,"(41.78491968, -87.62059479)" +3272692,HK218056,03/03/2004 02:00:00 PM,005XX E 61ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1181055,1864689,2004,04/15/2016 08:55:02 AM,41.783953204,-87.611725003,"(41.783953204, -87.611725003)" +3274687,HK289022,04/07/2004 09:20:00 PM,003XX E 50TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1179059,1871936,2004,04/15/2016 08:55:02 AM,41.803885383,-87.618822181,"(41.803885383, -87.618822181)" +3279931,HK270704,03/29/2004 09:10:00 PM,046XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2123,002,4,39,19,1183101,1874456,2004,04/15/2016 08:55:02 AM,41.810707298,-87.603919835,"(41.810707298, -87.603919835)" +3280135,HK263171,03/26/2004 06:30:00 AM,069XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176596,1858979,2004,04/15/2016 08:55:02 AM,41.768385877,-87.628244881,"(41.768385877, -87.628244881)" +3281643,HK184393,02/15/2004 11:32:46 AM,015XX W HOWARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164890,1950347,2004,04/15/2016 08:55:02 AM,42.019361825,-87.668558186,"(42.019361825, -87.668558186)" +3281835,HK205859,02/26/2004 02:44:12 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180322,1863768,2004,04/15/2016 08:55:02 AM,41.781442741,-87.61444066,"(41.781442741, -87.61444066)" +3282588,HK241414,03/15/2004 04:00:00 PM,013XX W ADAMS ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,PARK PROPERTY,true,false,1213,012,27,28,19,1167483,1899217,2004,04/15/2016 08:55:02 AM,41.879003263,-87.660493357,"(41.879003263, -87.660493357)" +3282910,HK248094,03/18/2004 07:15:00 PM,020XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1211,012,2,28,19,1162969,1898628,2004,04/15/2016 08:55:02 AM,41.877482909,-87.677084446,"(41.877482909, -87.677084446)" +3283298,HK166710,02/05/2004 05:30:00 PM,028XX W CERMAK RD,1651,GAMBLING,GAME/CARDS,POOL ROOM,true,false,1033,010,12,30,19,1157547,1889256,2004,04/15/2016 08:55:02 AM,41.851877206,-87.697247573,"(41.851877206, -87.697247573)" +3283970,HK258079,03/23/2004 08:29:00 PM,066XX S ROCKWELL ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0832,008,15,66,19,1160184,1860504,2004,04/15/2016 08:55:02 AM,41.772924147,-87.688361073,"(41.772924147, -87.688361073)" +3284092,HK257753,03/23/2004 05:10:00 PM,077XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,43,19,1191215,1853985,2004,04/15/2016 08:55:02 AM,41.754340575,-87.574821355,"(41.754340575, -87.574821355)" +3284382,HJ581150,08/23/2003 04:12:43 AM,012XX N BURLING ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1822,018,27,8,19,1171084,1908425,2003,04/15/2016 08:55:02 AM,41.904192368,-87.647000785,"(41.904192368, -87.647000785)" +3284539,HK236143,03/12/2004 10:59:00 AM,006XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153597,1904067,2004,04/15/2016 08:55:02 AM,41.892599562,-87.711351291,"(41.892599562, -87.711351291)" +3285764,HK246209,03/17/2004 10:00:00 PM,067XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164850,1859940,2004,04/15/2016 08:55:02 AM,41.771279158,-87.671272567,"(41.771279158, -87.671272567)" +3285806,HK264290,03/26/2004 06:47:39 PM,0000X N LOCKWOOD AVE,1680,GAMBLING,OTHER,STREET,true,false,1522,015,28,25,19,1141052,1899755,2004,04/15/2016 08:55:02 AM,41.881007203,-87.757530818,"(41.881007203, -87.757530818)" +3286197,HK247987,03/18/2004 06:07:00 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,16,61,19,1169525,1870687,2004,04/15/2016 08:55:02 AM,41.800670158,-87.653824312,"(41.800670158, -87.653824312)" +3286468,HK296443,04/11/2004 07:40:15 PM,074XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1195320,1856449,2004,04/15/2016 08:55:02 AM,41.761001674,-87.559696929,"(41.761001674, -87.559696929)" +3286913,HK318747,04/22/2004 08:50:00 PM,048XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143749,1910863,2004,04/15/2016 08:55:02 AM,41.911438744,-87.74734891,"(41.911438744, -87.74734891)" +3287208,HK292955,04/09/2004 07:40:00 PM,070XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164573,1857919,2004,04/15/2016 08:55:02 AM,41.765739106,-87.672344887,"(41.765739106, -87.672344887)" +3287250,HK296465,04/11/2004 08:25:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863430,2004,04/15/2016 08:55:02 AM,41.780737448,-87.650885344,"(41.780737448, -87.650885344)" +3287597,HK274009,03/31/2004 02:40:00 PM,089XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0423,004,10,46,19,1197319,1846268,2004,04/15/2016 08:55:02 AM,41.733014687,-87.552709149,"(41.733014687, -87.552709149)" +3287867,HK255111,03/22/2004 01:10:00 PM,044XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146924,1897655,2004,04/15/2016 08:55:02 AM,41.875134423,-87.736022652,"(41.875134423, -87.736022652)" +3288916,HK247646,03/18/2004 04:10:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1188712,1860059,2004,04/15/2016 08:55:02 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +3289193,HK292413,04/09/2004 03:40:00 PM,019XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1154340,1890253,2004,04/15/2016 08:55:02 AM,41.854677675,-87.708991563,"(41.854677675, -87.708991563)" +3289212,HK292394,04/09/2004 03:00:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192102,1858529,2004,04/15/2016 08:55:02 AM,41.766788169,-87.571423351,"(41.766788169, -87.571423351)" +3289921,HK257460,03/23/2004 03:39:00 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1157447,1894581,2004,04/15/2016 08:55:02 AM,41.866491606,-87.697469857,"(41.866491606, -87.697469857)" +3289968,HK258478,03/24/2004 12:40:00 AM,024XX W 79TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0835,008,18,70,19,1161588,1852172,2004,04/15/2016 08:55:02 AM,41.750030916,-87.683445092,"(41.750030916, -87.683445092)" +3291653,HK286529,04/06/2004 06:42:00 PM,068XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,17,67,19,1164868,1859298,2004,04/15/2016 08:55:02 AM,41.769517043,-87.671224702,"(41.769517043, -87.671224702)" +3291819,HK264374,03/26/2004 06:59:00 PM,024XX W 66TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1161311,1860827,2004,04/15/2016 08:55:02 AM,41.773787237,-87.684220821,"(41.773787237, -87.684220821)" +3291981,HK264019,03/26/2004 03:50:00 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144627,1904218,2004,04/15/2016 08:55:02 AM,41.893187629,-87.744291004,"(41.893187629, -87.744291004)" +3292176,HK222628,03/05/2004 05:30:00 PM,002XX W CERMAK RD,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1174994,1889741,2004,04/15/2016 08:55:02 AM,41.852835588,-87.633198336,"(41.852835588, -87.633198336)" +3292323,HK217613,03/03/2004 12:45:00 PM,070XX W 63RD ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0812,008,23,64,19,1130488,1861923,2004,04/15/2016 08:55:02 AM,41.777377721,-87.797188818,"(41.777377721, -87.797188818)" +3292333,HK234976,03/12/2004 09:30:00 AM,055XX S LOWE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0711,007,3,68,19,1172909,1868109,2004,04/15/2016 08:55:02 AM,41.793521775,-87.641490211,"(41.793521775, -87.641490211)" +3292622,HK272843,03/30/2004 08:19:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1179990,1863780,2004,04/15/2016 08:55:02 AM,41.781483281,-87.615657469,"(41.781483281, -87.615657469)" +3292731,HK205131,02/26/2004 07:30:00 AM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182687,1861787,2004,04/15/2016 08:55:02 AM,41.775952109,-87.605831565,"(41.775952109, -87.605831565)" +3292762,HK262581,03/25/2004 08:30:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2004,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +3293074,HK266322,03/27/2004 05:50:00 PM,062XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164428,1863335,2004,04/15/2016 08:55:02 AM,41.780604394,-87.672723877,"(41.780604394, -87.672723877)" +3294008,HK276404,04/01/2004 05:50:00 PM,091XX S MACKINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1200011,1845110,2004,04/15/2016 08:55:02 AM,41.729769625,-87.542886284,"(41.729769625, -87.542886284)" +3296299,HK269768,03/29/2004 01:35:00 PM,008XX N KEYSTONE AVE,1680,GAMBLING,OTHER,STREET,true,false,1111,011,37,23,19,1149234,1905354,2004,04/15/2016 08:55:02 AM,41.896216896,-87.72734157,"(41.896216896, -87.72734157)" +3297254,HK228032,03/08/2004 07:30:00 PM,088XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2221,022,21,71,19,1167214,1846190,2004,04/15/2016 08:55:02 AM,41.733496986,-87.662999656,"(41.733496986, -87.662999656)" +3297302,HK278287,04/02/2004 04:45:00 PM,024XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161144,1858830,2004,04/15/2016 08:55:02 AM,41.768310643,-87.684888206,"(41.768310643, -87.684888206)" +3297668,HK177878,02/06/2004 05:52:00 PM,030XX W NORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1421,014,26,23,19,1155857,1910486,2004,04/15/2016 08:55:02 AM,41.910168614,-87.702877937,"(41.910168614, -87.702877937)" +3297679,HK181518,02/11/2004 05:20:00 PM,039XX W 31ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1031,010,22,30,19,1150630,1883751,2004,04/15/2016 08:55:02 AM,41.836908585,-87.722778606,"(41.836908585, -87.722778606)" +3298073,HK285230,04/06/2004 09:00:00 AM,084XX S KERFOOT AVE,1610,GAMBLING,BOOKMAKING/HORSES,"SCHOOL, PUBLIC, BUILDING",true,false,0622,006,21,71,19,1173444,1849000,2004,04/15/2016 08:55:02 AM,41.741072584,-87.640093178,"(41.741072584, -87.640093178)" +3298250,HK286635,04/06/2004 08:00:00 PM,029XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156745,1899878,2004,04/15/2016 08:55:02 AM,41.881041348,-87.699903474,"(41.881041348, -87.699903474)" +3298307,HK280546,04/03/2004 06:15:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169300,1866741,2004,04/15/2016 08:55:02 AM,41.789846764,-87.654763689,"(41.789846764, -87.654763689)" +3298603,HK294542,04/10/2004 04:36:40 PM,081XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197238,1851744,2004,04/15/2016 08:55:02 AM,41.748043272,-87.552823936,"(41.748043272, -87.552823936)" +3298861,HK230148,03/05/2004 08:35:00 PM,029XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0923,009,11,60,19,1167469,1885076,2004,04/15/2016 08:55:02 AM,41.840199441,-87.660951391,"(41.840199441, -87.660951391)" +3298881,HK228103,03/04/2004 08:10:00 PM,055XX N NORTHWEST HWY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1622,016,45,11,19,1134329,1936663,2004,04/15/2016 08:55:02 AM,41.982408073,-87.781345114,"(41.982408073, -87.781345114)" +3298936,HK288580,04/02/2004 06:45:00 PM,052XX N NORTHWEST HWY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,BOWLING ALLEY,true,false,1622,016,45,11,19,1137489,1934327,2004,04/15/2016 08:55:02 AM,41.97594142,-87.769779743,"(41.97594142, -87.769779743)" +3298967,HK288717,04/02/2004 07:45:00 PM,069XX N GLENWOOD AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2431,024,49,1,19,1165577,1945961,2004,04/15/2016 08:55:02 AM,42.007311904,-87.66615591,"(42.007311904, -87.66615591)" +3299073,HK237263,03/13/2004 11:30:00 AM,076XX S UNION AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1172956,1854279,2004,04/15/2016 08:55:02 AM,41.755569613,-87.641725703,"(41.755569613, -87.641725703)" +3299087,HK250009,03/18/2004 06:00:00 PM,031XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0922,009,11,59,19,1166031,1884034,2004,04/15/2016 08:55:02 AM,41.83737086,-87.666257952,"(41.83737086, -87.666257952)" +3299109,HK242180,03/15/2004 10:00:00 PM,064XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2432,024,40,1,19,1164367,1942695,2004,04/15/2016 08:55:02 AM,41.998375714,-87.670700712,"(41.998375714, -87.670700712)" +3299122,HK295153,04/10/2004 09:22:41 PM,080XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0631,006,8,44,19,1183296,1851948,2004,04/15/2016 08:55:02 AM,41.748938757,-87.603904902,"(41.748938757, -87.603904902)" +3299310,HK253760,03/21/2004 05:20:00 PM,065XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0726,007,15,67,19,1164813,1861217,2004,04/15/2016 08:55:02 AM,41.774784198,-87.671372166,"(41.774784198, -87.671372166)" +3299345,HK270482,03/29/2004 03:15:00 PM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182687,1861807,2004,04/15/2016 08:55:02 AM,41.776006991,-87.605830944,"(41.776006991, -87.605830944)" +3299361,HK271703,03/30/2004 10:15:00 AM,058XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,20,40,19,1178595,1866406,2004,04/15/2016 08:55:02 AM,41.78872112,-87.620692024,"(41.78872112, -87.620692024)" +3299401,HK217739,03/03/2004 02:20:00 PM,075XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1171284,1854733,2004,04/15/2016 08:55:02 AM,41.756852168,-87.647839902,"(41.756852168, -87.647839902)" +3300222,HK286687,04/06/2004 08:15:00 PM,090XX S BURLEY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0424,004,10,46,19,1199239,1845738,2004,04/15/2016 08:55:02 AM,41.731512325,-87.545693221,"(41.731512325, -87.545693221)" +3300398,HK276699,04/01/2004 07:50:00 PM,057XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,20,40,19,1179464,1866996,2004,04/15/2016 08:55:02 AM,41.790320325,-87.617487726,"(41.790320325, -87.617487726)" +3300814,HK218596,03/03/2004 09:09:55 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188716,1859919,2004,04/15/2016 08:55:02 AM,41.770684081,-87.583789765,"(41.770684081, -87.583789765)" +3300877,HK289183,04/07/2004 01:00:00 AM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144002,1901171,2004,04/15/2016 08:55:02 AM,41.884838054,-87.746662935,"(41.884838054, -87.746662935)" +3301203,HK259883,03/24/2004 05:25:00 PM,007XX N SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1154245,1904640,2004,04/15/2016 08:55:02 AM,41.894159014,-87.708956122,"(41.894159014, -87.708956122)" +3301216,HK247388,03/18/2004 02:07:00 PM,013XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167247,1894019,2004,04/15/2016 08:55:02 AM,41.864744605,-87.661509284,"(41.864744605, -87.661509284)" +3301276,HK227995,03/08/2004 07:00:00 PM,008XX E 82ND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0631,006,8,44,19,1183157,1850804,2004,04/15/2016 08:55:02 AM,41.745802731,-87.604449755,"(41.745802731, -87.604449755)" +3302423,HK278338,04/02/2004 05:05:00 PM,034XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1153458,1896817,2004,04/15/2016 08:55:02 AM,41.872707579,-87.712054544,"(41.872707579, -87.712054544)" +3302504,HK282341,04/04/2004 07:25:00 PM,080XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,21,71,19,1170050,1851449,2004,04/15/2016 08:55:02 AM,41.747867329,-87.652457539,"(41.747867329, -87.652457539)" +3303835,HK257046,03/23/2004 01:00:00 PM,008XX S CALIFORNIA AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1135,011,28,27,19,1157832,1896126,2004,04/15/2016 08:55:02 AM,41.870723408,-87.696014369,"(41.870723408, -87.696014369)" +3303882,HK264005,03/26/2004 04:15:00 PM,016XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136840,1910389,2004,04/15/2016 08:55:02 AM,41.910264753,-87.772742112,"(41.910264753, -87.772742112)" +3303957,HK294085,04/10/2004 11:42:43 AM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1142506,1906351,2004,04/15/2016 08:55:02 AM,41.899080522,-87.752027675,"(41.899080522, -87.752027675)" +3304939,HK267397,03/28/2004 08:45:00 AM,047XX N LUNA AVE,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,1623,016,45,15,19,1138476,1931075,2004,04/15/2016 08:55:02 AM,41.966999773,-87.766229274,"(41.966999773, -87.766229274)" +3305117,HK235736,03/12/2004 03:50:00 PM,087XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0423,004,7,46,19,1195769,1847648,2004,04/15/2016 08:55:02 AM,41.736839959,-87.558341882,"(41.736839959, -87.558341882)" +3305873,HK292198,04/09/2004 01:30:00 PM,107XX S EDBROOKE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0513,005,9,49,19,1179149,1833696,2004,04/15/2016 08:55:02 AM,41.698948416,-87.619655421,"(41.698948416, -87.619655421)" +3306177,HK290163,04/08/2004 02:09:00 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0726,007,15,67,19,1163470,1861940,2004,04/15/2016 08:55:02 AM,41.77679647,-87.676275168,"(41.77679647, -87.676275168)" +3306653,HK259951,03/18/2004 09:30:00 PM,053XX W NEWPORT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1634,016,38,15,19,1140255,1922423,2004,04/15/2016 08:55:02 AM,41.94322539,-87.759900899,"(41.94322539, -87.759900899)" +3306669,HK270480,03/29/2004 02:00:00 PM,093XX S JEFFERY AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0413,004,8,48,19,1191142,1843465,2004,04/15/2016 08:55:02 AM,41.725474489,-87.575428399,"(41.725474489, -87.575428399)" +3307076,HK266677,03/27/2004 08:30:00 PM,061XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166394,1863957,2004,04/15/2016 08:55:02 AM,41.782269568,-87.665498441,"(41.782269568, -87.665498441)" +3308816,HK290420,04/08/2004 04:19:00 PM,042XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148177,1901118,2004,04/15/2016 08:55:02 AM,41.884613271,-87.731332912,"(41.884613271, -87.731332912)" +3308920,HK294801,04/10/2004 05:37:41 PM,115XX S STEWART AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0522,005,34,53,19,1175695,1828385,2004,04/15/2016 08:55:02 AM,41.684452079,-87.632460527,"(41.684452079, -87.632460527)" +3309148,HK247982,03/18/2004 05:50:00 PM,021XX E 79TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0414,004,8,46,19,1191739,1853007,2004,04/15/2016 08:55:02 AM,41.751644167,-87.572932772,"(41.751644167, -87.572932772)" +3310528,HK276017,04/01/2004 02:25:00 PM,015XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141756,1909795,2004,04/15/2016 08:55:02 AM,41.908545164,-87.754697111,"(41.908545164, -87.754697111)" +3310569,HK275010,03/31/2004 10:13:00 PM,044XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146562,1900601,2004,04/15/2016 08:55:02 AM,41.883225499,-87.737276663,"(41.883225499, -87.737276663)" +3310708,HK292619,04/09/2004 05:45:41 PM,031XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155616,1895869,2004,04/15/2016 08:55:02 AM,41.870063033,-87.704157014,"(41.870063033, -87.704157014)" +3311879,HK280212,04/03/2004 01:20:00 PM,077XX W CLARENCE AVE,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,1612,016,41,10,19,1123803,1940863,2004,04/15/2016 08:55:02 AM,41.994112924,-87.819965427,"(41.994112924, -87.819965427)" +3312101,HK312017,04/19/2004 06:30:00 PM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139293,1901465,2004,04/15/2016 08:55:02 AM,41.885731866,-87.763948183,"(41.885731866, -87.763948183)" +3312602,HK242083,03/15/2004 10:17:39 PM,076XX S HALSTED ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1172294,1854102,2004,04/15/2016 08:55:02 AM,41.755098481,-87.64415696,"(41.755098481, -87.64415696)" +3313218,HK292525,04/09/2004 04:50:00 PM,021XX W 51ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1163030,1870828,2004,04/15/2016 08:55:02 AM,41.801195507,-87.677639703,"(41.801195507, -87.677639703)" +3313504,HK300171,04/13/2004 08:50:08 PM,060XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1178632,1865048,2004,04/15/2016 08:55:02 AM,41.784993793,-87.620597636,"(41.784993793, -87.620597636)" +3313577,HK301894,04/14/2004 07:00:00 PM,047XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144784,1900082,2004,04/15/2016 08:55:02 AM,41.881835003,-87.74381875,"(41.881835003, -87.74381875)" +3313899,HK316497,04/21/2004 07:35:00 PM,006XX N TROY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1155263,1904055,2004,04/15/2016 08:55:02 AM,41.892533329,-87.705233039,"(41.892533329, -87.705233039)" +3316281,HK307664,04/17/2004 03:25:00 PM,092XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1187726,1844104,2004,04/15/2016 08:55:02 AM,41.727309824,-87.587920892,"(41.727309824, -87.587920892)" +3316582,HK230132,03/09/2004 08:00:00 PM,069XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0733,007,17,68,19,1171502,1858843,2004,04/15/2016 08:55:02 AM,41.768125752,-87.646920778,"(41.768125752, -87.646920778)" +3317110,HK301322,04/14/2004 01:30:00 PM,010XX N KEELER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,37,23,19,1148187,1906787,2004,04/15/2016 08:55:02 AM,41.900169427,-87.731150088,"(41.900169427, -87.731150088)" +3317709,HK290805,04/08/2004 06:10:00 PM,043XX S MAPLEWOOD AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0914,009,12,58,19,1160089,1875709,2004,04/15/2016 08:55:02 AM,41.814650645,-87.688291102,"(41.814650645, -87.688291102)" +3318637,HK306420,04/17/2004 12:05:00 AM,080XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0411,004,8,45,19,1185270,1852013,2004,04/15/2016 08:55:02 AM,41.749070974,-87.596669471,"(41.749070974, -87.596669471)" +3318915,HK302283,04/14/2004 11:27:00 PM,060XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166373,1864714,2004,04/15/2016 08:55:02 AM,41.784347318,-87.665553878,"(41.784347318, -87.665553878)" +3319699,HK309391,04/18/2004 02:00:00 PM,060XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166373,1864714,2004,04/15/2016 08:55:02 AM,41.784347318,-87.665553878,"(41.784347318, -87.665553878)" +3320918,HK318692,04/22/2004 08:00:00 PM,053XX S LAFLIN ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,0933,009,16,61,19,1167243,1869329,2004,04/15/2016 08:55:02 AM,41.796992847,-87.662232032,"(41.796992847, -87.662232032)" +3322024,HK301110,04/14/2004 11:00:00 AM,024XX W GEORGE ST,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,1411,014,1,21,19,1159557,1919190,2004,04/15/2016 08:55:02 AM,41.933977584,-87.68904534,"(41.933977584, -87.68904534)" +3322043,HK311533,04/19/2004 03:45:00 PM,038XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150754,1898735,2004,04/15/2016 08:55:02 AM,41.878024063,-87.721932074,"(41.878024063, -87.721932074)" +3322217,HK304066,04/15/2004 09:33:13 PM,015XX W JARVIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2423,024,49,1,19,1164775,1949132,2004,04/15/2016 08:55:02 AM,42.016030297,-87.669016072,"(42.016030297, -87.669016072)" +3322112,HK305904,04/16/2004 07:16:56 PM,028XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157483,1897240,2004,04/15/2016 08:55:02 AM,41.873787439,-87.697265365,"(41.873787439, -87.697265365)" +3322144,HK311256,04/19/2004 01:00:00 PM,100XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2232,022,9,73,19,1174405,1838309,2004,04/15/2016 08:55:02 AM,41.711713725,-87.636889071,"(41.711713725, -87.636889071)" +3322215,HK293903,04/10/2004 09:45:00 AM,025XX W AUGUSTA BLVD,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1312,012,1,24,19,1159361,1906569,2004,04/15/2016 08:55:02 AM,41.899348654,-87.6901135,"(41.899348654, -87.6901135)" +3322319,HK312338,04/19/2004 08:20:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2413,024,50,2,19,1154388,1942272,2004,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +3322613,HK302110,04/14/2004 08:30:00 PM,014XX E 67TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187043,1860525,2004,04/15/2016 08:55:02 AM,41.772386843,-87.589903047,"(41.772386843, -87.589903047)" +3322671,HK325020,04/25/2004 11:00:00 PM,006XX N HOMAN AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,1121,011,27,23,19,1153596,1904115,2004,04/15/2016 08:55:02 AM,41.892731298,-87.711353686,"(41.892731298, -87.711353686)" +3322748,HK309897,04/18/2004 07:20:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194220,1853447,2004,04/15/2016 08:55:02 AM,41.752791032,-87.563826829,"(41.752791032, -87.563826829)" +3322914,HK311916,04/19/2004 06:30:00 PM,061XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0311,003,20,40,19,1179972,1864490,2004,04/15/2016 08:55:02 AM,41.783432002,-87.615701737,"(41.783432002, -87.615701737)" +3322916,HK309326,04/18/2004 01:39:00 PM,073XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186810,1856660,2004,04/15/2016 08:55:02 AM,41.761786463,-87.590879442,"(41.761786463, -87.590879442)" +3322976,HK311333,04/19/2004 02:05:00 PM,066XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160849,1860641,2004,04/15/2016 08:55:02 AM,41.773286383,-87.685919559,"(41.773286383, -87.685919559)" +3322985,HK311580,04/19/2004 03:40:00 PM,072XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166265,1856717,2004,04/15/2016 08:55:02 AM,41.762404808,-87.6661773,"(41.762404808, -87.6661773)" +3323542,HK324454,04/25/2004 04:45:00 PM,063XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0312,003,20,42,19,1183007,1862996,2004,04/15/2016 08:55:02 AM,41.779262282,-87.604620928,"(41.779262282, -87.604620928)" +3324215,HK320832,04/23/2004 09:10:00 PM,011XX E 81ST ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0411,004,8,45,19,1185219,1851521,2004,04/15/2016 08:55:02 AM,41.747722074,-87.596871784,"(41.747722074, -87.596871784)" +3324488,HK325799,04/26/2004 12:40:00 PM,082XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,7,46,19,1197253,1851083,2004,04/15/2016 08:55:02 AM,41.746229065,-87.552790944,"(41.746229065, -87.552790944)" +3324572,HK320398,04/23/2004 05:38:14 PM,044XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1113,011,28,26,19,1146755,1900125,2004,04/15/2016 08:55:02 AM,41.881915619,-87.736580102,"(41.881915619, -87.736580102)" +3324896,HK301830,04/08/2004 06:45:00 PM,043XX W NORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2534,025,30,23,19,1147296,1910283,2004,04/15/2016 08:55:02 AM,41.909779929,-87.734333123,"(41.909779929, -87.734333123)" +3324960,HK252360,03/20/2004 02:00:00 PM,062XX W 63RD ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0812,008,23,64,19,1136015,1862097,2004,04/15/2016 08:55:02 AM,41.777758863,-87.776922252,"(41.777758863, -87.776922252)" +3324970,HK255770,03/18/2004 08:05:00 PM,015XX W AUGUSTA BLVD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1323,012,27,24,19,1165882,1906757,2004,04/15/2016 08:55:02 AM,41.89972788,-87.666156654,"(41.89972788, -87.666156654)" +3325030,HK324695,04/25/2004 07:30:00 PM,054XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0232,002,3,40,19,1178522,1869060,2004,04/15/2016 08:55:02 AM,41.796005609,-87.620879042,"(41.796005609, -87.620879042)" +3325055,HK164766,02/04/2004 05:00:00 PM,042XX S KEDZIE AVE,1651,GAMBLING,GAME/CARDS,POOL ROOM,true,false,0912,009,14,58,19,1155714,1876473,2004,04/15/2016 08:55:02 AM,41.816836158,-87.704318755,"(41.816836158, -87.704318755)" +3325069,HK251488,03/20/2004 12:00:00 PM,027XX W DIVISION ST,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1423,014,26,24,19,1157923,1907866,2004,04/15/2016 08:55:02 AM,41.902937196,-87.695359835,"(41.902937196, -87.695359835)" +3325088,HK233049,03/11/2004 07:30:00 AM,047XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0231,002,3,38,19,1177953,1873730,2004,04/15/2016 08:55:02 AM,41.808833439,-87.622824022,"(41.808833439, -87.622824022)" +3328564,HK331173,04/28/2004 09:35:00 PM,067XX S RIDGELAND AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0332,003,5,43,19,1189029,1860569,2004,04/15/2016 08:55:02 AM,41.772460243,-87.582621649,"(41.772460243, -87.582621649)" +3328803,HK286761,04/06/2004 08:04:00 PM,087XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2221,022,21,71,19,1166863,1846845,2004,04/15/2016 08:55:02 AM,41.735301898,-87.664266893,"(41.735301898, -87.664266893)" +3329200,HK286657,04/06/2004 07:06:00 PM,067XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167498,1859944,2004,04/15/2016 08:55:02 AM,41.771233788,-87.661565799,"(41.771233788, -87.661565799)" +3329623,HK301165,04/14/2004 12:00:00 PM,061XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1180637,1864368,2004,04/15/2016 08:55:02 AM,41.783081966,-87.613267388,"(41.783081966, -87.613267388)" +3330210,HK362213,05/13/2004 07:05:00 PM,028XX W ROSEMONT AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2413,024,50,2,19,1156407,1941683,2004,04/15/2016 08:55:02 AM,41.995764041,-87.70001053,"(41.995764041, -87.70001053)" +3330880,HK347206,05/06/2004 06:30:00 PM,056XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0813,008,13,62,19,1150664,1866930,2004,04/15/2016 08:55:02 AM,41.790748717,-87.723092159,"(41.790748717, -87.723092159)" +3330931,HK332602,04/29/2004 04:15:00 PM,0000X W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177939,1830702,2004,04/15/2016 08:55:02 AM,41.690759878,-87.624176109,"(41.690759878, -87.624176109)" +3330958,HK326450,04/26/2004 05:00:00 PM,064XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0825,008,15,66,19,1160815,1861840,2004,04/15/2016 08:55:02 AM,41.77657731,-87.686011112,"(41.77657731, -87.686011112)" +3331253,HK315902,04/21/2004 02:45:00 PM,079XX S PULASKI RD,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0834,008,13,70,19,1151102,1851639,2004,04/15/2016 08:55:02 AM,41.748779193,-87.721884704,"(41.748779193, -87.721884704)" +3331279,HK345061,05/05/2004 06:00:00 PM,065XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2004,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +3331281,HK315810,04/21/2004 02:10:00 PM,078XX S SANGAMON ST,1680,GAMBLING,OTHER,STREET,true,false,0621,006,17,71,19,1171332,1852948,2004,04/15/2016 08:55:02 AM,41.751952848,-87.647716123,"(41.751952848, -87.647716123)" +3331306,HK361006,05/13/2004 10:00:00 AM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0431,004,7,51,19,1193156,1838844,2004,04/15/2016 08:55:02 AM,41.712745117,-87.568201601,"(41.712745117, -87.568201601)" +3331325,HK326431,04/26/2004 05:00:00 PM,062XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0313,003,20,42,19,1182636,1863808,2004,04/15/2016 08:55:02 AM,41.781499104,-87.605955856,"(41.781499104, -87.605955856)" +3331375,HK338646,05/02/2004 04:56:08 PM,047XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144576,1904216,2004,04/15/2016 08:55:02 AM,41.893183101,-87.744478361,"(41.893183101, -87.744478361)" +3331406,HK362709,05/13/2004 02:10:00 AM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,69,19,1174951,1854229,2004,04/15/2016 08:55:02 AM,41.755388165,-87.634416036,"(41.755388165, -87.634416036)" +3332269,HK272619,03/30/2004 07:15:00 PM,059XX W DIVISION ST,1633,GAMBLING,SPORTS TAMPERING,SIDEWALK,true,false,1511,015,29,25,19,1136380,1907378,2004,04/15/2016 08:55:02 AM,41.902010438,-87.774504061,"(41.902010438, -87.774504061)" +3332521,HK334530,04/30/2004 01:45:00 PM,011XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1149229,1894617,2004,04/15/2016 08:55:02 AM,41.866753468,-87.727638253,"(41.866753468, -87.727638253)" +3332669,HK330869,04/28/2004 07:35:00 PM,073XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170586,1856096,2004,04/15/2016 08:55:02 AM,41.760607649,-87.650358291,"(41.760607649, -87.650358291)" +3333072,HK334591,04/30/2004 02:54:23 PM,062XX S ARTESIAN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0825,008,15,66,19,1161112,1863129,2004,04/15/2016 08:55:02 AM,41.780108365,-87.684886686,"(41.780108365, -87.684886686)" +3333339,HK335095,04/30/2004 05:44:16 PM,068XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172150,1859422,2004,04/15/2016 08:55:02 AM,41.769700382,-87.644528563,"(41.769700382, -87.644528563)" +3333447,HK340313,05/03/2004 02:50:10 PM,013XX W 103RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,21,73,19,1169372,1836477,2004,04/15/2016 08:55:02 AM,41.706796664,-87.655374039,"(41.706796664, -87.655374039)" +3334396,HK317342,04/22/2004 07:00:00 AM,073XX S JEFFERY BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0333,003,5,43,19,1190808,1856919,2004,04/15/2016 08:55:02 AM,41.762401555,-87.576218227,"(41.762401555, -87.576218227)" +3334420,HK316668,04/21/2004 07:50:00 PM,109XX S TORRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0434,004,10,51,19,1195575,1833176,2004,04/15/2016 08:55:02 AM,41.697132236,-87.559529152,"(41.697132236, -87.559529152)" +3334673,HK334679,04/30/2004 03:30:00 PM,012XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1022,010,24,29,19,1155905,1894265,2004,04/15/2016 08:55:02 AM,41.865655671,-87.703139233,"(41.865655671, -87.703139233)" +3335387,HK237849,03/13/2004 04:55:00 PM,060XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165384,1864642,2004,04/15/2016 08:55:02 AM,41.784170762,-87.669181989,"(41.784170762, -87.669181989)" +3336334,HK323013,04/24/2004 09:45:00 PM,051XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178026,1871055,2004,04/15/2016 08:55:02 AM,41.801491341,-87.622637403,"(41.801491341, -87.622637403)" +3336357,HK323010,04/24/2004 08:45:00 PM,067XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182718,1860563,2004,04/15/2016 08:55:02 AM,41.772592617,-87.605755884,"(41.772592617, -87.605755884)" +3336381,HK321113,04/23/2004 10:20:00 PM,044XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,1723,017,39,14,19,1148925,1929329,2004,04/15/2016 08:55:02 AM,41.962012411,-87.727854654,"(41.962012411, -87.727854654)" +3336846,HK348408,05/07/2004 11:50:17 AM,009XX N CAMBRIDGE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172501,1906572,2004,04/15/2016 08:55:02 AM,41.899076406,-87.64185068,"(41.899076406, -87.64185068)" +3336927,HK340281,05/03/2004 02:30:00 PM,012XX E 71ST ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0324,003,5,69,19,1185588,1858180,2004,04/15/2016 08:55:02 AM,41.76598634,-87.595310346,"(41.76598634, -87.595310346)" +3337959,HK351006,05/08/2004 03:38:16 PM,004XX S LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139956,1897381,2004,04/15/2016 08:55:02 AM,41.874512746,-87.761613383,"(41.874512746, -87.761613383)" +3337993,HK351281,05/08/2004 05:37:40 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169522,1870776,2004,04/15/2016 08:55:02 AM,41.800914449,-87.653832734,"(41.800914449, -87.653832734)" +3338036,HK349688,05/07/2004 10:00:00 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2433,024,48,77,19,1167781,1939816,2004,04/15/2016 08:55:02 AM,41.990402496,-87.658225275,"(41.990402496, -87.658225275)" +3338149,HK318565,04/21/2004 12:30:00 AM,046XX N CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1622,016,45,15,19,1138161,1930475,2004,04/15/2016 08:55:02 AM,41.965359034,-87.767402077,"(41.965359034, -87.767402077)" +3338155,HK349517,05/07/2004 07:38:38 PM,064XX N CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2412,024,50,2,19,1156493,1942613,2004,04/15/2016 08:55:02 AM,41.998314254,-87.69966886,"(41.998314254, -87.69966886)" +3338187,HK351500,05/08/2004 07:14:14 PM,080XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0835,008,18,70,19,1160774,1851298,2004,04/15/2016 08:55:02 AM,41.747649359,-87.686452042,"(41.747649359, -87.686452042)" +3338403,HK302001,04/14/2004 07:40:00 PM,074XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171260,1855607,2004,04/15/2016 08:55:02 AM,41.759251061,-87.647902337,"(41.759251061, -87.647902337)" +3338794,HK326969,04/26/2004 06:10:00 PM,009XX S MAY ST,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,1213,012,25,28,19,1168912,1896009,2004,04/15/2016 08:55:02 AM,41.870169406,-87.655339401,"(41.870169406, -87.655339401)" +3338811,HK326982,04/26/2004 08:45:00 PM,055XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,POOL ROOM,true,false,1712,017,40,13,19,1154044,1936693,2004,04/15/2016 08:55:02 AM,41.982118858,-87.708836767,"(41.982118858, -87.708836767)" +3338832,HK326877,04/26/2004 08:15:00 PM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182651,1863212,2004,04/15/2016 08:55:02 AM,41.779863277,-87.605919348,"(41.779863277, -87.605919348)" +3340628,HK307732,04/17/2004 04:15:00 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160275,1857230,2004,04/15/2016 08:55:02 AM,41.763937943,-87.688117521,"(41.763937943, -87.688117521)" +3340852,HK351340,05/08/2004 05:39:29 PM,075XX S RIDGELAND AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,43,19,1189176,1855375,2004,04/15/2016 08:55:02 AM,41.758203946,-87.582249051,"(41.758203946, -87.582249051)" +3340900,HK353393,05/09/2004 06:35:16 PM,023XX W 66TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1161961,1860833,2004,04/15/2016 08:55:02 AM,41.773790214,-87.681837877,"(41.773790214, -87.681837877)" +3340930,HK372169,05/18/2004 01:30:00 PM,010XX E 80TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0624,006,8,44,19,1184506,1852169,2004,04/15/2016 08:55:02 AM,41.749516969,-87.599464151,"(41.749516969, -87.599464151)" +3340931,HK353564,05/09/2004 09:23:37 PM,010XX N LARRABEE ST,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,1822,018,27,8,19,1172156,1907154,2004,04/15/2016 08:55:02 AM,41.90068107,-87.643100645,"(41.90068107, -87.643100645)" +3340956,HK370903,05/17/2004 09:00:00 PM,071XX S PAULINA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0735,007,17,67,19,1166246,1857393,2004,04/15/2016 08:55:02 AM,41.764260248,-87.666227723,"(41.764260248, -87.666227723)" +3341381,HK329194,04/27/2004 11:10:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,17,69,19,1174951,1854229,2004,04/15/2016 08:55:02 AM,41.755388165,-87.634416036,"(41.755388165, -87.634416036)" +3341389,HK358130,05/11/2004 09:37:23 PM,016XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,CHURCH/SYNAGOGUE/PLACE OF WORSHIP,true,false,1014,010,24,29,19,1151322,1891580,2004,04/15/2016 08:55:02 AM,41.858378805,-87.720034193,"(41.858378805, -87.720034193)" +3341431,HK324740,04/25/2004 08:16:50 PM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149868,1906558,2004,04/15/2016 08:55:02 AM,41.899508483,-87.724981637,"(41.899508483, -87.724981637)" +3341472,HK345148,05/05/2004 07:04:56 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152328,1894798,2004,04/15/2016 08:55:02 AM,41.867189588,-87.716256605,"(41.867189588, -87.716256605)" +3341514,HK322569,04/24/2004 04:49:31 PM,121XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0523,005,34,53,19,1175158,1824379,2004,04/15/2016 08:55:02 AM,41.673470954,-87.634545258,"(41.673470954, -87.634545258)" +3341909,HK341060,05/03/2004 08:30:00 PM,065XX S ASHLAND AVE,1680,GAMBLING,OTHER,STREET,true,false,0725,007,15,67,19,1166799,1861252,2004,04/15/2016 08:55:02 AM,41.774838063,-87.664090778,"(41.774838063, -87.664090778)" +3341697,HK375136,05/19/2004 08:15:00 PM,013XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150592,1893546,2004,04/15/2016 08:55:02 AM,41.86378802,-87.72266245,"(41.86378802, -87.72266245)" +3341708,HK375054,05/19/2004 07:35:00 PM,027XX W OGDEN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1023,010,28,29,19,1158463,1892956,2004,04/15/2016 08:55:02 AM,41.862011728,-87.69378445,"(41.862011728, -87.69378445)" +3341722,HK375009,05/19/2004 06:10:00 PM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151919,1893608,2004,04/15/2016 08:55:02 AM,41.86393215,-87.717789436,"(41.86393215, -87.717789436)" +3341736,HK328803,04/27/2004 06:30:00 PM,002XX N KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1147692,1900798,2004,04/15/2016 08:55:02 AM,41.883744477,-87.733122135,"(41.883744477, -87.733122135)" +3342028,HK342417,05/04/2004 02:20:00 PM,086XX S JEFFERY BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0412,004,8,45,19,1191019,1847985,2004,04/15/2016 08:55:02 AM,41.737880777,-87.575733213,"(41.737880777, -87.575733213)" +3342170,HK355566,05/10/2004 06:40:00 PM,006XX E 87TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0632,006,6,44,19,1181989,1847104,2004,04/15/2016 08:55:02 AM,41.735676584,-87.608843632,"(41.735676584, -87.608843632)" +3342664,HK320601,04/23/2004 06:15:00 PM,029XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0923,009,11,60,19,1167469,1885076,2004,04/15/2016 08:55:02 AM,41.840199441,-87.660951391,"(41.840199441, -87.660951391)" +3342718,HK355774,05/10/2004 08:31:00 PM,084XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0622,006,21,71,19,1173850,1848976,2004,04/15/2016 08:55:02 AM,41.74099774,-87.638606337,"(41.74099774, -87.638606337)" +3342792,HK318879,04/22/2004 09:00:00 PM,092XX S SOUTH CHICAGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0424,004,10,46,19,1197798,1843948,2004,04/15/2016 08:55:02 AM,41.726636483,-87.551031632,"(41.726636483, -87.551031632)" +3342810,HK305362,04/16/2004 02:50:25 PM,066XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171782,1860778,2004,04/15/2016 08:55:02 AM,41.773429489,-87.645837753,"(41.773429489, -87.645837753)" +3342822,HK346806,05/06/2004 03:59:00 PM,001XX W 113TH ST,1680,GAMBLING,OTHER,STREET,true,false,0522,005,34,49,19,1177277,1830022,2004,04/15/2016 08:55:02 AM,41.688908787,-87.626620148,"(41.688908787, -87.626620148)" +3342970,HK346760,05/06/2004 03:30:00 PM,086XX S COLFAX AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,0423,004,7,46,19,1194992,1848249,2004,04/15/2016 08:55:02 AM,41.738508319,-87.561168753,"(41.738508319, -87.561168753)" +3343073,HK352800,05/09/2004 01:10:00 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143194,1906197,2004,04/15/2016 08:55:02 AM,41.898645108,-87.74950449,"(41.898645108, -87.74950449)" +3343153,HK347303,05/06/2004 08:30:00 PM,056XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0712,007,16,68,19,1169946,1867375,2004,04/15/2016 08:55:02 AM,41.791572516,-87.652376586,"(41.791572516, -87.652376586)" +3343302,HK347595,05/06/2004 10:30:00 PM,082XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0631,006,8,44,19,1183337,1850588,2004,04/15/2016 08:55:02 AM,41.745205818,-87.603796917,"(41.745205818, -87.603796917)" +3343341,HK360086,05/12/2004 07:08:00 PM,103XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2232,022,34,73,19,1171806,1836349,2004,04/15/2016 08:55:02 AM,41.706392483,-87.646464523,"(41.706392483, -87.646464523)" +3343768,HK361230,05/13/2004 11:55:00 AM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2004,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +3343940,HK362617,05/13/2004 10:15:00 PM,078XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1182587,1853111,2004,04/15/2016 08:55:02 AM,41.752146617,-87.606466915,"(41.752146617, -87.606466915)" +3343978,HK349501,05/07/2004 06:50:00 PM,031XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1713,017,33,14,19,1154644,1931723,2004,04/15/2016 08:55:02 AM,41.968468875,-87.706763807,"(41.968468875, -87.706763807)" +3343990,HK349319,05/06/2004 09:10:00 PM,035XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1732,017,35,21,19,1152064,1921048,2004,04/15/2016 08:55:02 AM,41.9392273,-87.716532899,"(41.9392273, -87.716532899)" +3344523,HK341235,05/03/2004 10:25:00 PM,038XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150821,1901939,2004,04/15/2016 08:55:02 AM,41.886814875,-87.721602207,"(41.886814875, -87.721602207)" +3344629,HK366466,05/15/2004 06:10:00 PM,019XX S HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151369,1889875,2004,04/15/2016 08:55:02 AM,41.853699159,-87.719906384,"(41.853699159, -87.719906384)" +3344644,HK357360,05/11/2004 04:00:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2533,025,37,25,19,1142565,1910502,2004,04/15/2016 08:55:02 AM,41.910470235,-87.751707591,"(41.910470235, -87.751707591)" +3344658,HK366491,05/15/2004 06:55:00 PM,062XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166081,1863268,2004,04/15/2016 08:55:02 AM,41.78038553,-87.666665571,"(41.78038553, -87.666665571)" +3344676,HK361886,05/13/2004 04:35:00 PM,042XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148212,1900158,2004,04/15/2016 08:55:02 AM,41.881978249,-87.731229119,"(41.881978249, -87.731229119)" +3344798,HK366790,05/15/2004 09:25:00 PM,009XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142856,1905669,2004,04/15/2016 08:55:02 AM,41.897202521,-87.750759129,"(41.897202521, -87.750759129)" +3345063,HK366267,05/15/2004 04:10:00 PM,044XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146857,1900127,2004,04/15/2016 08:55:02 AM,41.88191916,-87.736205505,"(41.88191916, -87.736205505)" +3345266,HK299917,04/13/2004 06:25:06 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138189,1904559,2004,04/15/2016 08:55:02 AM,41.894242225,-87.767927492,"(41.894242225, -87.767927492)" +3345363,HK326088,04/26/2004 02:56:21 PM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149478,1899355,2004,04/15/2016 08:55:02 AM,41.87975026,-87.726601187,"(41.87975026, -87.726601187)" +3345389,HK368369,05/16/2004 06:49:19 PM,064XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166431,1862035,2004,04/15/2016 08:55:02 AM,41.776994567,-87.665417521,"(41.776994567, -87.665417521)" +3345464,HK333022,04/29/2004 07:24:36 PM,051XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1168859,1870794,2004,04/15/2016 08:55:02 AM,41.8009782,-87.656263658,"(41.8009782, -87.656263658)" +3345538,HK337300,05/01/2004 08:15:00 PM,059XX W DIVISION ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1511,015,29,25,19,1136385,1907378,2004,04/15/2016 08:55:02 AM,41.902010348,-87.774485695,"(41.902010348, -87.774485695)" +3345551,HK344248,05/05/2004 11:40:00 AM,055XX W LAKE ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,1523,015,28,25,19,1139343,1902197,2004,04/15/2016 08:55:02 AM,41.887739656,-87.763746728,"(41.887739656, -87.763746728)" +3345659,HK368236,05/16/2004 05:24:12 PM,068XX S TALMAN AVE,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE PORCH/HALLWAY,true,false,0831,008,15,66,19,1159889,1859170,2004,04/15/2016 08:55:02 AM,41.769269524,-87.689479083,"(41.769269524, -87.689479083)" +3345886,HK368401,05/16/2004 07:04:00 PM,028XX N CLYBOURN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1913,019,1,5,19,1162193,1918919,2004,04/15/2016 08:55:02 AM,41.933179176,-87.679365719,"(41.933179176, -87.679365719)" +3345997,HK344452,05/05/2004 02:20:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170383,1863443,2004,04/15/2016 08:55:02 AM,41.780773144,-87.650888632,"(41.780773144, -87.650888632)" +3346107,HK344618,05/05/2004 03:29:00 PM,049XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1165184,1871844,2004,04/15/2016 08:55:02 AM,41.80393817,-87.669711431,"(41.80393817, -87.669711431)" +3346501,HK355394,05/10/2004 05:17:45 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1133,011,24,29,19,1152552,1894709,2004,04/15/2016 08:55:02 AM,41.86694094,-87.715436616,"(41.86694094, -87.715436616)" +3346918,HK353679,05/09/2004 10:19:24 PM,027XX W 60TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0824,008,16,66,19,1158979,1864749,2004,04/15/2016 08:55:02 AM,41.784597745,-87.692662389,"(41.784597745, -87.692662389)" +3347109,HK344406,05/05/2004 01:30:00 PM,011XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,29,19,1155866,1894943,2004,04/15/2016 08:55:02 AM,41.86751696,-87.703264137,"(41.86751696, -87.703264137)" +3348002,HK364823,05/14/2004 10:00:00 PM,077XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,71,19,1171319,1853422,2004,04/15/2016 08:55:02 AM,41.75325385,-87.647749921,"(41.75325385, -87.647749921)" +3348111,HK369170,05/17/2004 08:20:00 AM,015XX W 72ND ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0734,007,17,67,19,1167205,1856980,2004,04/15/2016 08:55:02 AM,41.763106457,-87.662724545,"(41.763106457, -87.662724545)" +3348280,HK328754,04/27/2004 06:30:00 PM,040XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149474,1896469,2004,04/15/2016 08:55:02 AM,41.871830825,-87.726690774,"(41.871830825, -87.726690774)" +3348409,HK334399,04/30/2004 01:05:00 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1192689,1840599,2004,04/15/2016 08:55:02 AM,41.717572389,-87.569854879,"(41.717572389, -87.569854879)" +3349540,HK299185,04/13/2004 12:00:00 PM,038XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1133,011,24,26,19,1150870,1898082,2004,04/15/2016 08:55:02 AM,41.87622989,-87.721523238,"(41.87622989, -87.721523238)" +3349792,HK302155,04/14/2004 07:55:00 PM,040XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2525,025,30,20,19,1149246,1912986,2004,04/15/2016 08:55:02 AM,41.917159628,-87.72709939,"(41.917159628, -87.72709939)" +3349870,HK311951,04/19/2004 06:30:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153581,1904626,2004,04/15/2016 08:55:02 AM,41.89413383,-87.711395172,"(41.89413383, -87.711395172)" +3350055,HK370150,05/17/2004 03:40:00 PM,034XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2112,002,2,35,19,1178497,1882194,2004,04/15/2016 08:55:02 AM,41.832046988,-87.620571237,"(41.832046988, -87.620571237)" +3350407,HK260051,03/24/2004 06:00:00 PM,032XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1713,017,33,14,19,1154045,1931710,2004,04/15/2016 08:55:02 AM,41.968445202,-87.70896666,"(41.968445202, -87.70896666)" +3350570,HK375114,05/19/2004 07:39:00 PM,052XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2131,002,4,41,19,1186436,1870729,2004,04/15/2016 08:55:02 AM,41.800401818,-87.591805507,"(41.800401818, -87.591805507)" +3351118,HK375389,05/19/2004 10:17:00 PM,051XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,3,40,19,1179796,1871087,2004,04/15/2016 08:55:02 AM,41.801538809,-87.616145232,"(41.801538809, -87.616145232)" +3355241,HK353380,05/09/2004 07:33:00 PM,070XX S YALE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,0731,007,6,69,19,1175840,1858354,2004,04/15/2016 08:55:02 AM,41.76668778,-87.631034678,"(41.76668778, -87.631034678)" +3355282,HK355816,05/10/2004 08:26:00 PM,110XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1172137,1831561,2004,04/15/2016 08:55:02 AM,41.693246222,-87.645392468,"(41.693246222, -87.645392468)" +3355303,HK352519,05/09/2004 10:00:00 AM,065XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164155,1861227,2004,04/15/2016 08:55:02 AM,41.774825513,-87.673784021,"(41.774825513, -87.673784021)" +3355389,HK326054,04/26/2004 01:57:31 PM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149506,1899355,2004,04/15/2016 08:55:02 AM,41.879749717,-87.726498374,"(41.879749717, -87.726498374)" +3355556,HK341094,05/03/2004 08:15:00 PM,011XX W ARGYLE ST,1680,GAMBLING,OTHER,OTHER,true,false,2033,020,48,3,19,1167751,1933570,2004,04/15/2016 08:55:02 AM,41.973263957,-87.65851662,"(41.973263957, -87.65851662)" +3356091,HK326504,04/26/2004 04:00:00 PM,070XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164572,1857959,2004,04/15/2016 08:55:02 AM,41.765848892,-87.672347426,"(41.765848892, -87.672347426)" +3356511,HK324692,04/25/2004 07:30:00 PM,066XX S CORNELL DR,1680,GAMBLING,OTHER,SIDEWALK,true,false,0331,003,5,42,19,1188295,1861194,2004,04/15/2016 08:55:02 AM,41.774192845,-87.585292315,"(41.774192845, -87.585292315)" +3357597,HK379561,05/21/2004 08:15:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140799,1907719,2004,04/15/2016 08:55:02 AM,41.902866042,-87.758263836,"(41.902866042, -87.758263836)" +3358361,HK391198,05/27/2004 11:03:00 AM,029XX E 80TH PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0422,004,7,46,19,1197424,1852172,2004,04/15/2016 08:55:02 AM,41.749213103,-87.552128148,"(41.749213103, -87.552128148)" +3358822,HK376946,05/20/2004 04:00:00 PM,008XX W GARFIELD BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,RESIDENCE,true,false,0712,007,20,68,19,1171801,1868252,2004,04/15/2016 08:55:02 AM,41.79393858,-87.645548948,"(41.79393858, -87.645548948)" +3358860,HK376943,05/20/2004 02:30:00 PM,055XX S NORMAL BLVD,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0711,007,3,68,19,1173901,1868228,2004,04/15/2016 08:55:02 AM,41.793826359,-87.637849114,"(41.793826359, -87.637849114)" +3359110,HK385964,05/24/2004 10:14:03 PM,015XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1153289,1892164,2004,04/15/2016 08:55:02 AM,41.859942585,-87.71279851,"(41.859942585, -87.71279851)" +3359193,HK364566,05/12/2004 07:30:00 PM,046XX N CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1622,016,45,15,19,1138161,1930475,2004,04/15/2016 08:55:02 AM,41.965359034,-87.767402077,"(41.965359034, -87.767402077)" +3359226,HK364705,05/13/2004 08:05:00 PM,056XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1633,016,38,15,19,1138389,1920715,2004,04/15/2016 08:55:02 AM,41.938572513,-87.766800977,"(41.938572513, -87.766800977)" +3359252,HK362550,05/13/2004 10:29:35 PM,034XX W FULLERTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1413,014,26,22,19,1153082,1915745,2004,04/15/2016 08:55:02 AM,41.924655285,-87.712932482,"(41.924655285, -87.712932482)" +3359330,HK360450,05/12/2004 09:15:00 PM,020XX N CICERO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2522,025,31,19,19,1144063,1913092,2004,04/15/2016 08:55:02 AM,41.917549461,-87.746139298,"(41.917549461, -87.746139298)" +3359414,HK383473,05/23/2004 07:33:00 PM,028XX W ROSEMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2413,024,50,2,19,1156419,1941683,2004,04/15/2016 08:55:02 AM,41.995763797,-87.699966388,"(41.995763797, -87.699966388)" +3359551,HK376211,05/20/2004 11:00:00 AM,008XX E 75TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0624,006,6,69,19,1182958,1855461,2004,04/15/2016 08:55:02 AM,41.758586652,-87.605034476,"(41.758586652, -87.605034476)" +3359659,HK355868,05/10/2004 09:00:00 PM,044XX N SHERIDAN RD,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,2313,019,46,3,19,1168806,1929534,2004,04/15/2016 08:55:02 AM,41.962166178,-87.654754713,"(41.962166178, -87.654754713)" +3359733,HK397952,05/30/2004 04:07:00 PM,068XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1164867,1859339,2004,04/15/2016 08:55:02 AM,41.769629574,-87.67122721,"(41.769629574, -87.67122721)" +3359786,HK378847,05/21/2004 02:31:10 PM,092XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185491,1843976,2004,04/15/2016 08:55:02 AM,41.727011397,-87.596111934,"(41.727011397, -87.596111934)" +3360029,HK290372,04/08/2004 04:07:00 PM,108XX S EDBROOKE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0513,005,9,49,19,1179170,1833030,2004,04/15/2016 08:55:02 AM,41.697120342,-87.619598738,"(41.697120342, -87.619598738)" +3360266,HK377246,05/20/2004 07:20:23 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1185008,1861901,2004,04/15/2016 08:55:02 AM,41.77621074,-87.597319504,"(41.77621074, -87.597319504)" +3360270,HK377345,05/20/2004 08:30:21 PM,038XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,35,19,1180202,1879690,2004,04/15/2016 08:55:02 AM,41.825136836,-87.614392338,"(41.825136836, -87.614392338)" +3360303,HK379977,05/22/2004 12:46:05 AM,060XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169688,1864645,2004,04/15/2016 08:55:02 AM,41.784086682,-87.653401785,"(41.784086682, -87.653401785)" +3360316,HK381361,05/22/2004 05:20:11 PM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,20,68,19,1171599,1867522,2004,04/15/2016 08:55:02 AM,41.791939812,-87.646311061,"(41.791939812, -87.646311061)" +3360723,HK349803,05/07/2004 10:34:31 PM,038XX W LEXINGTON ST,1680,GAMBLING,OTHER,RESIDENCE,true,false,1133,011,24,26,19,1150956,1896424,2004,04/15/2016 08:55:02 AM,41.87167847,-87.721250884,"(41.87167847, -87.721250884)" +3360792,HK368682,05/16/2004 08:00:00 PM,070XX W ARCHER AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0811,008,23,56,19,1130207,1867255,2004,04/15/2016 08:55:02 AM,41.792014554,-87.79809731,"(41.792014554, -87.79809731)" +3360812,HK370651,05/17/2004 06:50:00 PM,029XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156838,1896891,2004,04/15/2016 08:55:02 AM,41.87284284,-87.699642962,"(41.87284284, -87.699642962)" +3360884,HK382480,05/23/2004 07:25:00 AM,048XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0231,002,3,38,19,1177972,1873066,2004,04/15/2016 08:55:02 AM,41.807010932,-87.622774469,"(41.807010932, -87.622774469)" +3360909,HK382483,05/23/2004 08:30:00 AM,111XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,34,75,19,1172968,1831044,2004,04/15/2016 08:55:02 AM,41.69180924,-87.642365191,"(41.69180924, -87.642365191)" +3360932,HK379804,05/21/2004 02:30:00 PM,002XX W CERMAK RD,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175080,1889743,2004,04/15/2016 08:55:02 AM,41.852839152,-87.632882632,"(41.852839152, -87.632882632)" +3361016,HK388339,05/25/2004 11:50:00 PM,008XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142203,1905099,2004,04/15/2016 08:55:02 AM,41.895650517,-87.753171695,"(41.895650517, -87.753171695)" +3361389,HK370046,05/17/2004 03:30:16 PM,022XX E 87TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0412,004,8,45,19,1192468,1847725,2004,04/15/2016 08:55:02 AM,41.737132188,-87.570432983,"(41.737132188, -87.570432983)" +3362258,HK396712,05/29/2004 10:15:00 PM,042XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1115,011,28,26,19,1148075,1898672,2004,04/15/2016 08:55:02 AM,41.877903131,-87.731770433,"(41.877903131, -87.731770433)" +3362340,HK398176,05/30/2004 06:25:00 PM,052XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141524,1896126,2004,04/15/2016 08:55:02 AM,41.871040059,-87.755887293,"(41.871040059, -87.755887293)" +3362671,HK381072,05/22/2004 03:05:00 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1523,015,28,25,19,1139932,1900395,2004,04/15/2016 08:55:02 AM,41.882783992,-87.761627787,"(41.882783992, -87.761627787)" +3362700,HK403185,06/02/2004 06:30:26 AM,008XX S KOLMAR AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1131,011,24,26,19,1146145,1895803,2004,04/15/2016 08:55:02 AM,41.870067151,-87.738929944,"(41.870067151, -87.738929944)" +3364741,HK402752,06/01/2004 10:15:00 AM,053XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2131,002,5,41,19,1183145,1869969,2004,04/15/2016 08:55:02 AM,41.79839359,-87.603898124,"(41.79839359, -87.603898124)" +3366783,HK389568,05/26/2004 04:15:00 PM,086XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,7,46,19,1194991,1848290,2004,04/15/2016 08:55:02 AM,41.738620851,-87.561171069,"(41.738620851, -87.561171069)" +3366882,HK387057,05/25/2004 01:26:00 PM,019XX N ORCHARD ST,1680,GAMBLING,OTHER,STREET,true,false,1813,018,43,7,19,1171298,1913198,2004,04/15/2016 08:55:02 AM,41.917285033,-87.646074232,"(41.917285033, -87.646074232)" +3367854,HK387526,05/25/2004 02:00:00 PM,094XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,005,21,49,19,1176938,1842460,2004,04/15/2016 08:55:02 AM,41.723048035,-87.62748798,"(41.723048035, -87.62748798)" +3368200,HK378613,05/21/2004 12:55:00 PM,009XX E 40TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2123,002,4,36,19,1183241,1878620,2004,04/15/2016 08:55:02 AM,41.822130356,-87.603276576,"(41.822130356, -87.603276576)" +3368967,HK396616,05/29/2004 09:30:00 PM,065XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1170436,1861533,2004,04/15/2016 08:55:02 AM,41.775530721,-87.650749906,"(41.775530721, -87.650749906)" +3369048,HK393797,05/28/2004 02:30:00 PM,055XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1172580,1868007,2004,04/15/2016 08:55:02 AM,41.793249135,-87.642699628,"(41.793249135, -87.642699628)" +3369133,HK396655,05/29/2004 09:30:00 PM,010XX E 132ND ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1185737,1818035,2004,04/15/2016 08:55:02 AM,41.655820179,-87.596024177,"(41.655820179, -87.596024177)" +3370090,HK373066,05/18/2004 07:45:00 PM,011XX W 112TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,2234,022,34,75,19,1170784,1830528,2004,04/15/2016 08:55:02 AM,41.69044105,-87.650376071,"(41.69044105, -87.650376071)" +3370128,HK405086,06/02/2004 09:36:19 PM,076XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0612,006,17,71,19,1169649,1854050,2004,04/15/2016 08:55:02 AM,41.75501352,-87.65385166,"(41.75501352, -87.65385166)" +3370256,HK406471,06/03/2004 02:43:31 PM,088XX S LOWE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2223,022,21,71,19,1173516,1846371,2004,04/15/2016 08:55:02 AM,41.733856667,-87.639906987,"(41.733856667, -87.639906987)" +3370273,HK381679,05/22/2004 08:20:00 PM,032XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155037,1893273,2004,04/15/2016 08:55:02 AM,41.862950956,-87.706352318,"(41.862950956, -87.706352318)" +3370292,HK347356,05/06/2004 08:37:00 PM,072XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164274,1856746,2004,04/15/2016 08:55:02 AM,41.76252653,-87.673473808,"(41.76252653, -87.673473808)" +3371376,HK400350,05/31/2004 10:18:00 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1112,011,27,23,19,1149511,1907325,2004,04/15/2016 08:55:02 AM,41.901620148,-87.726272971,"(41.901620148, -87.726272971)" +3371823,HK402509,06/01/2004 07:47:00 PM,092XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,48,19,1195491,1844134,2004,04/15/2016 08:55:02 AM,41.727204106,-87.559476116,"(41.727204106, -87.559476116)" +3372271,HK249421,03/19/2004 01:30:00 PM,008XX S KOLMAR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146145,1895803,2004,04/15/2016 08:55:02 AM,41.870067151,-87.738929944,"(41.870067151, -87.738929944)" +3372321,HK333216,04/29/2004 08:15:28 PM,070XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167880,1858201,2004,04/15/2016 08:55:02 AM,41.766442574,-87.660215523,"(41.766442574, -87.660215523)" +3372389,HK340176,05/03/2004 02:00:00 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160276,1857203,2004,04/15/2016 08:55:02 AM,41.763863831,-87.688114598,"(41.763863831, -87.688114598)" +3372504,HK376338,05/20/2004 11:55:00 AM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1166911,1869320,2004,04/15/2016 08:55:02 AM,41.796975256,-87.663449772,"(41.796975256, -87.663449772)" +3373124,HK406053,06/03/2004 12:30:00 PM,019XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150364,1890200,2004,04/15/2016 08:55:02 AM,41.854610642,-87.723586664,"(41.854610642, -87.723586664)" +3373430,HK412886,06/06/2004 04:35:00 PM,016XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136842,1910301,2004,04/15/2016 08:55:02 AM,41.910023235,-87.772736877,"(41.910023235, -87.772736877)" +3373619,HK417964,06/08/2004 08:57:48 PM,110XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0513,005,9,49,19,1178795,1831638,2004,04/15/2016 08:55:02 AM,41.693309015,-87.621013915,"(41.693309015, -87.621013915)" +3373622,HK399972,05/31/2004 06:45:36 PM,051XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1178912,1871035,2004,04/15/2016 08:55:02 AM,41.801416311,-87.619388748,"(41.801416311, -87.619388748)" +3373658,HK341396,05/04/2004 12:31:00 AM,029XX E 80TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197450,1852172,2004,04/15/2016 08:55:02 AM,41.749212455,-87.552032876,"(41.749212455, -87.552032876)" +3374157,HK401907,06/01/2004 03:45:15 PM,054XX W CHICAGO AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,1524,015,37,25,19,1139592,1904799,2004,04/15/2016 08:55:02 AM,41.894875328,-87.762768767,"(41.894875328, -87.762768767)" +3374177,HK338966,05/02/2004 08:10:00 PM,062XX S SACRAMENTO AVE,1680,GAMBLING,OTHER,STREET,true,false,0823,008,15,66,19,1157457,1863035,2004,04/15/2016 08:55:02 AM,41.779925268,-87.698289117,"(41.779925268, -87.698289117)" +3374201,HK338798,05/02/2004 06:40:00 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,44,19,1180619,1852513,2004,04/15/2016 08:55:02 AM,41.750551037,-87.613697029,"(41.750551037, -87.613697029)" +3374253,HK407085,06/03/2004 07:38:00 PM,015XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151630,1892100,2004,04/15/2016 08:55:02 AM,41.859799704,-87.718889969,"(41.859799704, -87.718889969)" +3374286,HK406981,06/03/2004 07:05:29 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2533,025,37,25,19,1142565,1910502,2004,04/15/2016 08:55:02 AM,41.910470235,-87.751707591,"(41.910470235, -87.751707591)" +3374313,HK412999,06/06/2004 05:06:43 PM,0000X W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177929,1830702,2004,04/15/2016 08:55:02 AM,41.690760104,-87.624212719,"(41.690760104, -87.624212719)" +3374467,HK409621,06/04/2004 12:05:00 AM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,20,68,19,1171600,1867508,2004,04/15/2016 08:55:02 AM,41.791901372,-87.646307804,"(41.791901372, -87.646307804)" +3375347,HK377335,05/20/2004 08:00:00 PM,037XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,35,19,1180183,1880470,2004,04/15/2016 08:55:02 AM,41.827277651,-87.614438098,"(41.827277651, -87.614438098)" +3375356,HK375614,05/20/2004 12:50:00 AM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162215,1860633,2004,04/15/2016 08:55:02 AM,41.773236103,-87.680912323,"(41.773236103, -87.680912323)" +3375606,HK392254,05/27/2004 06:45:00 PM,058XX S KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0822,008,14,63,19,1156050,1865710,2004,04/15/2016 08:55:02 AM,41.787294256,-87.703375575,"(41.787294256, -87.703375575)" +3375610,HK391313,05/27/2004 12:10:00 PM,041XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,1912,019,47,5,19,1161901,1927313,2004,04/15/2016 08:55:02 AM,41.956218891,-87.680203747,"(41.956218891, -87.680203747)" +3375620,HK392408,05/27/2004 08:00:00 PM,061XX W GUNNISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,false,false,1622,016,45,11,19,1134291,1931591,2004,04/15/2016 08:55:02 AM,41.968490708,-87.781605011,"(41.968490708, -87.781605011)" +3377596,HK389132,05/26/2004 11:49:04 AM,123XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0523,005,34,53,19,1173556,1823109,2004,04/15/2016 08:55:02 AM,41.670021366,-87.640446083,"(41.670021366, -87.640446083)" +3377641,HK410747,06/05/2004 03:00:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149637,1892104,2004,04/15/2016 08:55:02 AM,41.859849586,-87.726205667,"(41.859849586, -87.726205667)" +3378491,HK422451,06/10/2004 07:35:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,8,44,19,1183279,1852554,2004,04/15/2016 08:55:02 AM,41.75060208,-87.603948371,"(41.75060208, -87.603948371)" +3378611,HK365101,05/15/2004 12:15:00 AM,079XX S RIDGELAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,46,19,1189360,1852666,2004,04/15/2016 08:55:02 AM,41.750765797,-87.581661462,"(41.750765797, -87.581661462)" +3378686,HK409636,06/05/2004 11:40:00 PM,085XX S GREEN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0613,006,21,71,19,1172131,1848317,2004,04/15/2016 08:55:02 AM,41.739227264,-87.644923923,"(41.739227264, -87.644923923)" +3380470,HK419858,06/09/2004 05:50:00 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,CURRENCY EXCHANGE,true,false,1513,015,29,25,19,1138946,1899461,2004,04/15/2016 08:55:02 AM,41.880238942,-87.76527117,"(41.880238942, -87.76527117)" +3380540,HK420654,06/10/2004 02:35:00 AM,007XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139386,1904475,2004,04/15/2016 08:55:02 AM,41.893989989,-87.763533263,"(41.893989989, -87.763533263)" +3380553,HK376960,05/20/2004 04:55:00 PM,030XX W NORTH AVE,1651,GAMBLING,GAME/CARDS,PARK PROPERTY,true,false,1423,014,26,24,19,1155936,1910488,2004,04/15/2016 08:55:02 AM,41.910172509,-87.702587668,"(41.910172509, -87.702587668)" +3381681,HK412635,06/06/2004 01:50:00 PM,071XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1181141,1857831,2004,04/15/2016 08:55:02 AM,41.765132198,-87.611620707,"(41.765132198, -87.611620707)" +3381690,HK413509,06/06/2004 11:30:00 PM,068XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,6,42,19,1182395,1859816,2004,04/15/2016 08:55:02 AM,41.770550269,-87.606963027,"(41.770550269, -87.606963027)" +3382551,HK319011,04/22/2004 11:20:00 PM,007XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157823,1896460,2004,04/15/2016 08:55:02 AM,41.871640121,-87.696038308,"(41.871640121, -87.696038308)" +3382624,HK420349,06/09/2004 10:29:00 PM,014XX S KENNETH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1146953,1892719,2004,04/15/2016 08:55:02 AM,41.861588883,-87.736042275,"(41.861588883, -87.736042275)" +3382859,HK425138,06/11/2004 11:50:00 PM,078XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0414,004,8,43,19,1189897,1853349,2004,04/15/2016 08:55:02 AM,41.75262712,-87.579671744,"(41.75262712, -87.579671744)" +3382998,HK424521,06/11/2004 06:00:00 PM,002XX E 69TH PL,1661,GAMBLING,GAME/DICE,OTHER,true,false,0322,003,6,69,19,1178938,1858988,2004,04/15/2016 08:55:02 AM,41.768357569,-87.619660107,"(41.768357569, -87.619660107)" +3383807,HK415388,06/07/2004 07:36:20 PM,011XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1156865,1894938,2004,04/15/2016 08:55:02 AM,41.867483061,-87.69959677,"(41.867483061, -87.69959677)" +3384043,HK405018,06/02/2004 09:46:34 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,29,19,1152372,1894799,2004,04/15/2016 08:55:02 AM,41.867191464,-87.716095047,"(41.867191464, -87.716095047)" +3384064,HK411269,06/05/2004 08:19:39 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1170368,1864018,2004,04/15/2016 08:55:02 AM,41.782351338,-87.650926895,"(41.782351338, -87.650926895)" +3384212,HK406454,06/03/2004 03:54:07 PM,060XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1170346,1864833,2004,04/15/2016 08:55:02 AM,41.784588273,-87.650983841,"(41.784588273, -87.650983841)" +3384409,HK408295,06/04/2004 12:41:27 PM,066XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,42,19,1183035,1861145,2004,04/15/2016 08:55:02 AM,41.774182315,-87.604575784,"(41.774182315, -87.604575784)" +3384765,HK412797,06/06/2004 03:42:21 PM,068XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1166520,1859403,2004,04/15/2016 08:55:02 AM,41.769770119,-87.665166213,"(41.769770119, -87.665166213)" +3386049,HK415514,06/07/2004 07:50:00 PM,033XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154094,1898875,2004,04/15/2016 08:55:02 AM,41.878342292,-87.709664582,"(41.878342292, -87.709664582)" +3386282,HK405929,06/03/2004 12:06:10 PM,032XX W ADAMS ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1124,011,28,27,19,1154752,1898890,2004,04/15/2016 08:55:02 AM,41.878370307,-87.707248137,"(41.878370307, -87.707248137)" +3389712,HK426800,06/12/2004 07:45:39 PM,078XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0623,006,6,69,19,1179391,1853072,2004,04/15/2016 08:55:02 AM,41.752113093,-87.618179933,"(41.752113093, -87.618179933)" +3389724,HK424458,06/11/2004 05:35:00 PM,024XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1125,011,2,28,19,1159956,1898622,2004,04/15/2016 08:55:02 AM,41.877529129,-87.688147542,"(41.877529129, -87.688147542)" +3389769,HK413228,06/06/2004 07:45:00 PM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149458,1899354,2004,04/15/2016 08:55:02 AM,41.879747904,-87.726674651,"(41.879747904, -87.726674651)" +3389812,HK405255,06/03/2004 12:48:32 AM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,8,44,19,1183279,1852554,2004,04/15/2016 08:55:02 AM,41.75060208,-87.603948371,"(41.75060208, -87.603948371)" +3389902,HK413282,06/06/2004 07:33:11 PM,056XX S LAFLIN ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0713,007,16,67,19,1167300,1867338,2004,04/15/2016 08:55:02 AM,41.791528086,-87.662080016,"(41.791528086, -87.662080016)" +3389923,HK374874,05/19/2004 05:15:00 PM,036XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151834,1903753,2004,04/15/2016 08:55:02 AM,41.891772801,-87.717834393,"(41.891772801, -87.717834393)" +3390181,HK425260,06/12/2004 12:08:12 AM,064XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1162181,1861880,2004,04/15/2016 08:55:02 AM,41.776658751,-87.681002285,"(41.776658751, -87.681002285)" +3390650,HK428641,06/13/2004 05:50:00 PM,008XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1511,015,29,25,19,1138864,1905201,2004,04/15/2016 08:55:02 AM,41.895991719,-87.765432781,"(41.895991719, -87.765432781)" +3391772,HK413290,06/06/2004 09:00:00 PM,078XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1182586,1853125,2004,04/15/2016 08:55:02 AM,41.752185058,-87.606470146,"(41.752185058, -87.606470146)" +3392087,HK432710,06/15/2004 01:30:00 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174197,1857519,2004,04/15/2016 08:55:02 AM,41.764433097,-87.637081657,"(41.764433097, -87.637081657)" +3392291,HK432854,06/15/2004 02:56:24 PM,073XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1170585,1856103,2004,04/15/2016 08:55:02 AM,41.76062688,-87.650361752,"(41.76062688, -87.650361752)" +3392929,HK424655,06/11/2004 07:00:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167592,1868655,2004,04/15/2016 08:55:02 AM,41.795135829,-87.660971539,"(41.795135829, -87.660971539)" +3393762,HJ836150,12/24/2003 12:58:00 PM,079XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0624,006,6,44,19,1181610,1852544,2003,04/15/2016 08:55:02 AM,41.750613302,-87.61006462,"(41.750613302, -87.61006462)" +3393858,HK439738,06/18/2004 05:12:15 PM,118XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,53,19,1176083,1826441,2004,04/15/2016 08:55:02 AM,41.679108772,-87.631098181,"(41.679108772, -87.631098181)" +3394366,HK440124,06/18/2004 08:45:00 PM,078XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194881,1853451,2004,04/15/2016 08:55:02 AM,41.752785759,-87.56140445,"(41.752785759, -87.56140445)" +3395006,HK408312,06/04/2004 12:45:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2004,04/15/2016 08:55:02 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +3395018,HK413618,06/06/2004 11:26:57 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,69,19,1174929,1855043,2004,04/15/2016 08:55:02 AM,41.757622369,-87.634472427,"(41.757622369, -87.634472427)" +3395107,HK439193,06/18/2004 01:01:34 PM,066XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1186616,1861059,2004,04/15/2016 08:55:02 AM,41.773862304,-87.591451398,"(41.773862304, -87.591451398)" +3395189,HK437833,06/17/2004 08:02:47 PM,073XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0323,003,6,69,19,1180847,1856456,2004,04/15/2016 08:55:02 AM,41.761365819,-87.612740514,"(41.761365819, -87.612740514)" +3395246,HK439453,06/18/2004 03:12:36 PM,085XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196967,1848890,2004,04/15/2016 08:55:02 AM,41.740218419,-87.55391167,"(41.740218419, -87.55391167)" +3395314,HK424633,06/11/2004 07:24:00 PM,004XX S LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141083,1897384,2004,04/15/2016 08:55:02 AM,41.874500305,-87.757475401,"(41.874500305, -87.757475401)" +3396478,HK431159,06/14/2004 07:40:00 PM,044XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146822,1897653,2004,04/15/2016 08:55:02 AM,41.875130882,-87.73639721,"(41.875130882, -87.73639721)" +3396532,HK431000,06/14/2004 06:15:00 PM,006XX N ST CLAIR ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1834,018,42,8,19,1177722,1904749,2004,04/15/2016 08:55:02 AM,41.893956933,-87.622729791,"(41.893956933, -87.622729791)" +3396572,HK433612,06/15/2004 08:45:00 PM,001XX N KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1147706,1900335,2004,04/15/2016 08:55:02 AM,41.882473684,-87.733082617,"(41.882473684, -87.733082617)" +3396794,HK406603,06/03/2004 04:50:00 PM,0000X W 112TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1177985,1830703,2004,04/15/2016 08:55:02 AM,41.690761583,-87.62400767,"(41.690761583, -87.62400767)" +3396828,HK413761,06/07/2004 01:00:00 AM,050XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1183034,1871880,2004,04/15/2016 08:55:02 AM,41.803640113,-87.604245735,"(41.803640113, -87.604245735)" +3397821,HK435941,06/16/2004 10:15:00 PM,054XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0915,009,16,61,19,1164281,1868595,2004,04/15/2016 08:55:02 AM,41.795041602,-87.673114725,"(41.795041602, -87.673114725)" +3397947,HK437319,06/17/2004 04:04:13 PM,067XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1173303,1860194,2004,04/15/2016 08:55:02 AM,41.771793424,-87.640279384,"(41.771793424, -87.640279384)" +3398061,HK440259,06/18/2004 09:50:00 PM,063XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1181982,1863191,2004,04/15/2016 08:55:02 AM,41.779821155,-87.608372617,"(41.779821155, -87.608372617)" +3398374,HK423722,06/11/2004 12:50:00 PM,052XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,61,19,1171522,1870199,2004,04/15/2016 08:55:02 AM,41.799287479,-87.646514979,"(41.799287479, -87.646514979)" +3398579,HK424844,06/11/2004 08:41:00 PM,001XX S KILPATRICK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1145080,1898912,2004,04/15/2016 08:55:02 AM,41.878618798,-87.742761395,"(41.878618798, -87.742761395)" +3398586,HK420084,06/09/2004 08:07:37 PM,112XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1179571,1830535,2004,04/15/2016 08:55:02 AM,41.690264582,-87.618206358,"(41.690264582, -87.618206358)" +3401540,HK434867,06/16/2004 01:00:00 PM,061XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0311,003,20,40,19,1179972,1864490,2004,04/15/2016 08:55:02 AM,41.783432002,-87.615701737,"(41.783432002, -87.615701737)" +3401555,HK435479,06/14/2004 10:30:00 PM,030XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2332,019,44,6,19,1171724,1920365,2004,04/15/2016 08:55:02 AM,41.936942222,-87.644297518,"(41.936942222, -87.644297518)" +3401567,HK435504,06/16/2004 06:10:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155913,1910488,2004,04/15/2016 08:55:02 AM,41.910172973,-87.702672161,"(41.910172973, -87.702672161)" +3401711,HK445820,06/21/2004 01:00:00 PM,007XX E 64TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182456,1862744,2004,04/15/2016 08:55:02 AM,41.778583566,-87.606648736,"(41.778583566, -87.606648736)" +3401735,HK436813,06/17/2004 11:15:00 AM,049XX N BROADWAY,1680,GAMBLING,OTHER,STREET,true,false,2033,020,48,3,19,1167416,1933207,2004,04/15/2016 08:55:02 AM,41.972275108,-87.659758981,"(41.972275108, -87.659758981)" +3401759,HK435790,06/16/2004 07:10:00 PM,037XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1733,017,33,16,19,1154392,1924607,2004,04/15/2016 08:55:02 AM,41.948947168,-87.707881379,"(41.948947168, -87.707881379)" +3401811,HK437306,06/17/2004 03:10:00 PM,078XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1188597,1853363,2004,04/15/2016 08:55:02 AM,41.752696688,-87.584435185,"(41.752696688, -87.584435185)" +3401943,HK439134,06/18/2004 01:00:00 PM,066XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165483,1860672,2004,04/15/2016 08:55:02 AM,41.773274468,-87.668931476,"(41.773274468, -87.668931476)" +3402198,HK441315,06/19/2004 12:15:00 PM,028XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,2,27,19,1157444,1899228,2004,04/15/2016 08:55:02 AM,41.879243499,-87.69735447,"(41.879243499, -87.69735447)" +3402264,HK435356,06/16/2004 04:28:16 PM,054XX S DREXEL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,PARK PROPERTY,true,false,2131,002,5,41,19,1183163,1869230,2004,04/15/2016 08:55:02 AM,41.796365293,-87.603855113,"(41.796365293, -87.603855113)" +3402299,HK435820,06/16/2004 08:54:07 PM,017XX W ALBION AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2432,024,40,1,19,1163528,1943889,2004,04/15/2016 08:55:02 AM,42.001669856,-87.673753277,"(42.001669856, -87.673753277)" +3402648,HJ576005,08/20/2003 10:19:14 PM,079XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,7,46,19,1192574,1852849,2003,04/15/2016 08:55:02 AM,41.75119031,-87.569878083,"(41.75119031, -87.569878083)" +3402939,HK440313,06/18/2004 10:10:00 PM,007XX W 123RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,34,53,19,1173397,1823298,2004,04/15/2016 08:55:02 AM,41.67054352,-87.641022448,"(41.67054352, -87.641022448)" +3402941,HK450687,06/23/2004 05:48:00 PM,093XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,48,19,1195506,1843599,2004,04/15/2016 08:55:02 AM,41.725735649,-87.559438789,"(41.725735649, -87.559438789)" +3403907,HK448116,06/22/2004 03:50:00 PM,069XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166211,1858625,2004,04/15/2016 08:55:02 AM,41.767641766,-87.66632099,"(41.767641766, -87.66632099)" +3404109,HK449041,06/22/2004 11:41:32 PM,072XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1193732,1857463,2004,04/15/2016 08:55:02 AM,41.763823209,-87.565483757,"(41.763823209, -87.565483757)" +3404608,HK455027,06/25/2004 07:30:36 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1531,015,37,25,19,1142518,1905838,2004,04/15/2016 08:55:02 AM,41.897672568,-87.751996366,"(41.897672568, -87.751996366)" +3405373,HK455073,06/25/2004 07:42:23 PM,093XX S BURNSIDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0633,006,9,44,19,1182349,1842718,2004,04/15/2016 08:55:02 AM,41.723632562,-87.607660211,"(41.723632562, -87.607660211)" +3405926,HK449013,06/22/2004 10:40:00 PM,011XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,29,19,1155868,1894895,2004,04/15/2016 08:55:02 AM,41.867385203,-87.703258088,"(41.867385203, -87.703258088)" +3405974,HK446509,06/21/2004 08:00:00 PM,045XX S EVANS AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0222,002,4,38,19,1181912,1875102,2004,04/15/2016 08:55:02 AM,41.812507582,-87.608260926,"(41.812507582, -87.608260926)" +3406066,HK446721,06/21/2004 10:15:00 PM,008XX W 118TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1172737,1826597,2004,04/15/2016 08:55:02 AM,41.679611045,-87.643341309,"(41.679611045, -87.643341309)" +3406248,HK450919,06/22/2004 08:12:00 PM,048XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,46,3,19,1167998,1932375,2004,04/15/2016 08:55:02 AM,41.969979498,-87.657643008,"(41.969979498, -87.657643008)" +3406321,HK437897,06/17/2004 07:00:00 PM,004XX N OGDEN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1324,012,27,24,19,1167667,1903320,2004,04/15/2016 08:55:02 AM,41.890258237,-87.659699485,"(41.890258237, -87.659699485)" +3406761,HK446117,06/21/2004 05:40:58 PM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141972,1904844,2004,04/15/2016 08:55:02 AM,41.89495505,-87.754026441,"(41.89495505, -87.754026441)" +3406791,HK445559,06/21/2004 01:04:00 PM,075XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194502,1855532,2004,04/15/2016 08:55:02 AM,41.758505506,-87.562724995,"(41.758505506, -87.562724995)" +3406826,HK445392,06/21/2004 01:08:13 PM,006XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153596,1904129,2004,04/15/2016 08:55:02 AM,41.892769715,-87.711353313,"(41.892769715, -87.711353313)" +3406873,HK443384,06/20/2004 12:09:53 PM,043XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1111,011,37,23,19,1147486,1906651,2004,04/15/2016 08:55:02 AM,41.899809702,-87.733728399,"(41.899809702, -87.733728399)" +3406897,HK396494,05/29/2004 08:15:00 PM,043XX W CERMAK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1013,010,22,29,19,1147893,1889022,2004,04/15/2016 08:55:02 AM,41.851425852,-87.732686605,"(41.851425852, -87.732686605)" +3406989,HK432230,06/15/2004 10:00:00 AM,063XX S VERNON AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180338,1863165,2004,04/15/2016 08:55:02 AM,41.779787684,-87.614400484,"(41.779787684, -87.614400484)" +3406995,HK421479,06/10/2004 11:30:00 AM,045XX N SHERIDAN RD,1651,GAMBLING,GAME/CARDS,SMALL RETAIL STORE,true,false,2313,019,46,3,19,1168791,1930479,2004,04/15/2016 08:55:02 AM,41.964759616,-87.654782347,"(41.964759616, -87.654782347)" +3407000,HK410269,06/05/2004 10:06:00 AM,044XX N ELSTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CAR WASH,true,false,1722,017,45,16,19,1148101,1929228,2004,04/15/2016 08:55:02 AM,41.961751197,-87.730886794,"(41.961751197, -87.730886794)" +3407801,HK423950,06/11/2004 02:40:00 PM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1142126,1904847,2004,04/15/2016 08:55:02 AM,41.894960427,-87.753460758,"(41.894960427, -87.753460758)" +3408267,HK456426,06/26/2004 01:50:00 PM,001XX W 109TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177293,1832343,2004,04/15/2016 08:55:02 AM,41.695277592,-87.626491847,"(41.695277592, -87.626491847)" +3408325,HK458656,06/27/2004 04:15:00 PM,003XX E 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,6,69,19,1180014,1852708,2004,04/15/2016 08:55:02 AM,41.751100004,-87.615908055,"(41.751100004, -87.615908055)" +3408677,HK452704,06/24/2004 04:31:29 PM,042XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148106,1898998,2004,04/15/2016 08:55:02 AM,41.878797117,-87.731648216,"(41.878797117, -87.731648216)" +3409480,HK408976,06/03/2004 05:45:00 PM,050XX S ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0815,008,14,57,19,1150050,1870810,2004,04/15/2016 08:55:02 AM,41.801407961,-87.725242939,"(41.801407961, -87.725242939)" +3409543,HK321408,04/24/2004 04:01:01 AM,038XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150790,1898079,2004,04/15/2016 08:55:02 AM,41.876223222,-87.721817052,"(41.876223222, -87.721817052)" +3409889,HK451060,06/23/2004 09:51:48 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152350,1894798,2004,04/15/2016 08:55:02 AM,41.867189154,-87.716175839,"(41.867189154, -87.716175839)" +3410208,HK410692,06/05/2004 02:10:13 PM,049XX W 44TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144173,1874597,2004,04/15/2016 08:55:02 AM,41.811912155,-87.7467016,"(41.811912155, -87.7467016)" +3410555,HK457030,06/26/2004 06:51:29 PM,073XX N DAMEN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2424,024,49,1,19,1161661,1948675,2004,04/15/2016 08:55:02 AM,42.014842024,-87.680487438,"(42.014842024, -87.680487438)" +3415431,HK465434,06/30/2004 05:49:00 PM,056XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0715,007,15,67,19,1164652,1867206,2004,04/15/2016 08:55:02 AM,41.791222187,-87.671793458,"(41.791222187, -87.671793458)" +3415626,HK458393,06/27/2004 01:20:00 PM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,29,25,19,1142729,1897869,2004,04/15/2016 08:55:02 AM,41.875800743,-87.75141986,"(41.875800743, -87.75141986)" +3416389,HK453300,06/24/2004 09:50:39 PM,102XX S PERRY AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0511,005,9,49,19,1177404,1837048,2004,04/15/2016 08:55:02 AM,41.708186278,-87.625943947,"(41.708186278, -87.625943947)" +3416599,HK406880,06/03/2004 05:45:00 PM,031XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0911,009,14,63,19,1156124,1870644,2004,04/15/2016 08:55:02 AM,41.800832358,-87.702971593,"(41.800832358, -87.702971593)" +3416704,HK460424,06/28/2004 01:35:00 PM,015XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1231,012,2,28,19,1166406,1894142,2004,04/15/2016 08:55:02 AM,41.865100146,-87.664593068,"(41.865100146, -87.664593068)" +3416781,HK460876,06/28/2004 04:40:00 PM,055XX W CONGRESS PKWY,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1139758,1897140,2004,04/15/2016 08:55:02 AM,41.873855027,-87.762346249,"(41.873855027, -87.762346249)" +3417818,HK445821,06/21/2004 02:20:00 PM,072XX S BENNETT AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0324,003,5,43,19,1189958,1857438,2004,04/15/2016 08:55:02 AM,41.763846222,-87.579316872,"(41.763846222, -87.579316872)" +3418323,HK462995,06/29/2004 04:44:00 PM,078XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,6,69,19,1183263,1853131,2004,04/15/2016 08:55:02 AM,41.752185801,-87.603989078,"(41.752185801, -87.603989078)" +3418587,HK000127,07/01/2004 08:15:00 PM,047XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2124,002,4,39,19,1182986,1873797,2004,04/15/2016 08:55:02 AM,41.808901629,-87.604362142,"(41.808901629, -87.604362142)" +3419016,HK362057,05/13/2004 04:10:00 PM,034XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153166,1904451,2004,04/15/2016 08:55:02 AM,41.893661858,-87.712923992,"(41.893661858, -87.712923992)" +3419091,HK458734,06/27/2004 04:35:32 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152581,1904749,2004,04/15/2016 08:55:02 AM,41.894491187,-87.715064623,"(41.894491187, -87.715064623)" +3419127,HK458920,06/27/2004 06:34:53 PM,052XX W QUINCY ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1522,015,29,25,19,1141566,1898501,2004,04/15/2016 08:55:02 AM,41.87755659,-87.755674411,"(41.87755659, -87.755674411)" +3419133,HK378848,05/31/2004 03:00:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1151182,1894442,2004,04/15/2016 08:55:02 AM,41.866235211,-87.720473094,"(41.866235211, -87.720473094)" +3309783,HK285542,04/06/2004 12:00:00 PM,070XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,5,43,19,1186750,1858747,2004,04/15/2016 08:55:02 AM,41.7675148,-87.591033336,"(41.7675148, -87.591033336)" +3420413,HK460558,06/28/2004 01:58:00 PM,082XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0631,006,8,44,19,1183337,1850595,2004,04/15/2016 08:55:02 AM,41.745225027,-87.603796699,"(41.745225027, -87.603796699)" +3420517,HK465173,06/30/2004 03:43:23 PM,002XX E 120TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1179889,1825442,2004,04/15/2016 08:55:02 AM,41.676281399,-87.617197144,"(41.676281399, -87.617197144)" +3420583,HK461286,06/28/2004 08:10:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899728,2004,04/15/2016 08:55:02 AM,41.880908465,-87.752636737,"(41.880908465, -87.752636737)" +3420903,HK460854,06/28/2004 04:46:00 PM,075XX S RHODES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,6,69,19,1181210,1855157,2004,04/15/2016 08:55:02 AM,41.757792874,-87.611450052,"(41.757792874, -87.611450052)" +3421231,HK465838,06/30/2004 07:58:04 PM,079XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166394,1851953,2004,04/15/2016 08:55:02 AM,41.749328984,-87.665839969,"(41.749328984, -87.665839969)" +3421250,HK465641,06/30/2004 07:24:45 PM,056XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164649,1867308,2004,04/15/2016 08:55:02 AM,41.791502151,-87.67180158,"(41.791502151, -87.67180158)" +3421277,HK465171,06/30/2004 04:19:14 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157195,1895074,2004,04/15/2016 08:55:02 AM,41.867849567,-87.698381591,"(41.867849567, -87.698381591)" +3421311,HK465919,06/30/2004 09:35:00 PM,020XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163862,1858562,2004,04/15/2016 08:55:02 AM,41.767518551,-87.674932908,"(41.767518551, -87.674932908)" +3424581,HK473904,07/04/2004 07:23:18 PM,077XX S HALSTED ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,71,19,1172308,1853588,2004,04/15/2016 08:55:02 AM,41.753687692,-87.644120744,"(41.753687692, -87.644120744)" +3424609,HK467880,07/01/2004 07:25:00 PM,074XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,17,68,19,1172918,1855637,2004,04/15/2016 08:55:02 AM,41.759296972,-87.641824959,"(41.759296972, -87.641824959)" +3424723,HK467264,07/01/2004 02:47:00 PM,052XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141177,1899516,2004,04/15/2016 08:55:02 AM,41.880349054,-87.757077713,"(41.880349054, -87.757077713)" +3425081,HK469642,07/02/2004 04:20:00 PM,0000X W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177970,1830703,2004,04/15/2016 08:55:02 AM,41.690761922,-87.624062586,"(41.690761922, -87.624062586)" +3425114,HK467780,07/01/2004 07:00:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169704,1864030,2004,04/15/2016 08:55:02 AM,41.782398702,-87.653360955,"(41.782398702, -87.653360955)" +3425237,HK469151,07/02/2004 12:30:00 PM,015XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167209,1856980,2004,04/15/2016 08:55:02 AM,41.763106372,-87.662709884,"(41.763106372, -87.662709884)" +3425624,HK470422,07/03/2004 11:20:00 PM,043XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1147208,1901097,2004,04/15/2016 08:55:02 AM,41.884574242,-87.734891787,"(41.884574242, -87.734891787)" +3425647,HK469508,07/02/2004 04:00:34 PM,038XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150877,1898082,2004,04/15/2016 08:55:02 AM,41.876229753,-87.721497536,"(41.876229753, -87.721497536)" +3426784,HK446543,06/21/2004 09:00:00 PM,004XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1523,015,28,25,19,1141627,1902404,2004,04/15/2016 08:55:02 AM,41.888265781,-87.755353915,"(41.888265781, -87.755353915)" +3427133,HK467777,07/01/2004 06:57:48 PM,009XX S ADA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1213,012,2,28,19,1167607,1895960,2004,04/15/2016 08:55:02 AM,41.87006313,-87.660131851,"(41.87006313, -87.660131851)" +3427172,HK472215,07/03/2004 08:46:00 PM,067XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167164,1860064,2004,04/15/2016 08:55:02 AM,41.771570236,-87.662786697,"(41.771570236, -87.662786697)" +3427314,HK467208,07/01/2004 02:30:00 PM,091XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1197352,1845024,2004,04/15/2016 08:55:02 AM,41.729600228,-87.552629593,"(41.729600228, -87.552629593)" +3430208,HK450105,06/23/2004 12:45:00 PM,046XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0221,002,3,38,19,1177939,1874209,2004,04/15/2016 08:55:02 AM,41.810148174,-87.622860846,"(41.810148174, -87.622860846)" +3430240,HK480790,07/07/2004 07:47:01 PM,053XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140422,1904813,2004,04/15/2016 08:55:02 AM,41.894898559,-87.759720016,"(41.894898559, -87.759720016)" +3430382,HK483195,07/08/2004 08:27:20 PM,085XX S BISHOP ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,0614,006,21,71,19,1168158,1848018,2004,04/15/2016 08:55:02 AM,41.738493055,-87.659488876,"(41.738493055, -87.659488876)" +3430490,HK487338,07/10/2004 08:58:09 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154350,1893258,2004,04/15/2016 08:55:02 AM,41.862923534,-87.708874639,"(41.862923534, -87.708874639)" +3430666,HK480974,07/07/2004 09:16:13 PM,082XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1172072,1850298,2004,04/15/2016 08:55:02 AM,41.744664688,-87.64508204,"(41.744664688, -87.64508204)" +3430883,HK483281,07/08/2004 09:06:14 PM,075XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,6,69,19,1180882,1855086,2004,04/15/2016 08:55:02 AM,41.757605589,-87.612654302,"(41.757605589, -87.612654302)" +3431559,HK482074,07/08/2004 12:33:00 PM,005XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142606,1902999,2004,04/15/2016 08:55:02 AM,41.889880381,-87.751743829,"(41.889880381, -87.751743829)" +3432226,HK468033,07/01/2004 08:10:00 PM,002XX W 26TH ST,1680,GAMBLING,OTHER,COMMERCIAL / BUSINESS OFFICE,true,false,2111,009,11,34,19,1174695,1887061,2004,04/15/2016 08:55:02 AM,41.845488149,-87.634375812,"(41.845488149, -87.634375812)" +3432305,HK470258,07/02/2004 10:00:00 PM,0000X E 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,9,49,19,1178478,1831871,2004,04/15/2016 08:55:02 AM,41.693955589,-87.62216747,"(41.693955589, -87.62216747)" +3432525,HK468035,07/01/2004 09:45:00 PM,002XX W CERMAK RD,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175072,1889743,2004,04/15/2016 08:55:02 AM,41.852839331,-87.632911994,"(41.852839331, -87.632911994)" +3432584,HK471306,07/03/2004 12:40:00 PM,067XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0331,003,5,43,19,1191035,1860786,2004,04/15/2016 08:55:02 AM,41.773007423,-87.575261338,"(41.773007423, -87.575261338)" +3432717,HK451736,06/24/2004 09:00:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182668,1862550,2004,04/15/2016 08:55:02 AM,41.778046293,-87.605877555,"(41.778046293, -87.605877555)" +3432729,HK461466,06/28/2004 09:00:00 PM,054XX N KEDZIE AVE,1651,GAMBLING,GAME/CARDS,GAS STATION,true,false,1712,017,40,13,19,1154064,1935892,2004,04/15/2016 08:55:02 AM,41.97992047,-87.708784692,"(41.97992047, -87.708784692)" +3432788,HK474892,07/05/2004 07:15:00 AM,079XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166716,1852282,2004,04/15/2016 08:55:02 AM,41.750224946,-87.664650661,"(41.750224946, -87.664650661)" +3433339,HK476019,07/05/2004 06:00:47 PM,002XX E 121ST PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0532,005,9,53,19,1180007,1824447,2004,04/15/2016 08:55:02 AM,41.673548279,-87.616795523,"(41.673548279, -87.616795523)" +3436388,HK478249,07/06/2004 06:04:00 PM,056XX W CORCORAN PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138861,1902003,2004,04/15/2016 08:55:02 AM,41.887216061,-87.765521526,"(41.887216061, -87.765521526)" +3436533,HK468868,07/02/2004 10:21:37 AM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141377,1902646,2004,04/15/2016 08:55:02 AM,41.888934476,-87.756266038,"(41.888934476, -87.756266038)" +3436580,HK478599,07/06/2004 07:20:00 PM,033XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154059,1898874,2004,04/15/2016 08:55:02 AM,41.878340246,-87.709793122,"(41.878340246, -87.709793122)" +3436619,HK400290,05/31/2004 10:01:28 PM,011XX N PULASKI RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1112,011,27,23,19,1149511,1907318,2004,04/15/2016 08:55:02 AM,41.90160094,-87.726273153,"(41.90160094, -87.726273153)" +3436625,HK450445,06/23/2004 03:59:00 PM,066XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,42,19,1183035,1861173,2004,04/15/2016 08:55:02 AM,41.77425915,-87.604574914,"(41.77425915, -87.604574914)" +3436669,HK491534,07/12/2004 08:40:00 PM,077XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,17,71,19,1170323,1853570,2004,04/15/2016 08:55:02 AM,41.753681703,-87.651395582,"(41.753681703, -87.651395582)" +3436701,HK463243,06/29/2004 06:26:00 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154427,1893260,2004,04/15/2016 08:55:02 AM,41.862927485,-87.708591925,"(41.862927485, -87.708591925)" +3436979,HK476550,07/05/2004 11:05:00 PM,0000X N LAVERGNE AVE,1680,GAMBLING,OTHER,PARKING LOT/GARAGE(NON.RESID.),true,false,1533,015,28,25,19,1143053,1899680,2004,04/15/2016 08:55:02 AM,41.880764318,-87.750185056,"(41.880764318, -87.750185056)" +3437010,HK453302,06/24/2004 09:01:00 PM,060XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0813,008,13,65,19,1150742,1864088,2004,04/15/2016 08:55:02 AM,41.78294831,-87.722880138,"(41.78294831, -87.722880138)" +3437690,HK478226,07/06/2004 04:45:00 PM,035XX W IOWA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1121,011,27,23,19,1152413,1905768,2004,04/15/2016 08:55:02 AM,41.897290744,-87.715654698,"(41.897290744, -87.715654698)" +3437695,HK488843,07/11/2004 03:45:00 PM,008XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152564,1905307,2004,04/15/2016 08:55:02 AM,41.89602273,-87.715112293,"(41.89602273, -87.715112293)" +3437765,HK468082,07/01/2004 10:35:00 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144003,1901142,2004,04/15/2016 08:55:02 AM,41.884758456,-87.746659991,"(41.884758456, -87.746659991)" +3438501,HK493784,07/13/2004 08:10:00 PM,044XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146835,1899294,2004,04/15/2016 08:55:02 AM,41.879633732,-87.736307568,"(41.879633732, -87.736307568)" +3438513,HK476255,07/05/2004 08:10:00 PM,059XX S PRAIRIE AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE PORCH/HALLWAY,true,false,0234,002,20,40,19,1179059,1865592,2004,04/15/2016 08:55:02 AM,41.786476859,-87.619015513,"(41.786476859, -87.619015513)" +3438528,HK468155,07/01/2004 10:28:00 PM,059XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171323,1865462,2004,04/15/2016 08:55:02 AM,41.786292988,-87.647383369,"(41.786292988, -87.647383369)" +3438533,HK488533,07/11/2004 01:38:23 PM,070XX N GLENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2423,024,49,1,19,1165656,1947186,2004,04/15/2016 08:55:02 AM,42.010671636,-87.665830114,"(42.010671636, -87.665830114)" +3438814,HK485294,07/09/2004 08:49:47 PM,003XX N KILBOURN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146322,1901857,2004,04/15/2016 08:55:02 AM,41.886676678,-87.738125977,"(41.886676678, -87.738125977)" +3439262,HK489097,07/11/2004 06:35:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156119,1896544,2004,04/15/2016 08:55:02 AM,41.871905171,-87.702292122,"(41.871905171, -87.702292122)" +3440508,HK487339,07/10/2004 09:35:00 PM,045XX S EVANS AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0222,002,4,38,19,1181910,1875143,2004,04/15/2016 08:55:02 AM,41.812620136,-87.608266993,"(41.812620136, -87.608266993)" +3441048,HK491853,07/12/2004 11:19:03 PM,092XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,48,19,1196236,1844447,2004,04/15/2016 08:55:02 AM,41.728044594,-87.55673679,"(41.728044594, -87.55673679)" +3441590,HK491604,07/12/2004 09:20:00 PM,007XX N ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1324,012,27,24,19,1167197,1905071,2004,04/15/2016 08:55:02 AM,41.895073217,-87.661375174,"(41.895073217, -87.661375174)" +3441682,HK489437,07/11/2004 10:50:00 PM,061XX S EBERHART AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0313,003,20,42,19,1180638,1864321,2004,04/15/2016 08:55:02 AM,41.782952971,-87.613265165,"(41.782952971, -87.613265165)" +3441792,HK495036,07/14/2004 01:30:00 PM,003XX S KILPATRICK AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1131,011,24,25,19,1145104,1898193,2004,04/15/2016 08:55:02 AM,41.876645322,-87.742691439,"(41.876645322, -87.742691439)" +3442397,HK476223,07/05/2004 08:15:00 PM,069XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165118,1945981,2004,04/15/2016 08:55:02 AM,42.007376587,-87.66784408,"(42.007376587, -87.66784408)" +3442458,HK495876,07/14/2004 07:14:50 PM,062XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0313,003,20,42,19,1181638,1863877,2004,04/15/2016 08:55:02 AM,41.781711555,-87.609612588,"(41.781711555, -87.609612588)" +3442475,HK484035,07/09/2004 10:28:00 AM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1163893,1951001,2004,04/15/2016 08:55:02 AM,42.021177601,-87.67220843,"(42.021177601, -87.67220843)" +3442479,HK496046,07/14/2004 08:50:00 PM,077XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171319,1853422,2004,04/15/2016 08:55:02 AM,41.75325385,-87.647749921,"(41.75325385, -87.647749921)" +3442799,HK489114,07/11/2004 07:30:19 PM,012XX W 74TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169238,1855378,2004,04/15/2016 08:55:02 AM,41.758666626,-87.655319505,"(41.758666626, -87.655319505)" +3442900,HK497970,07/15/2004 06:00:00 PM,050XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2124,002,4,39,19,1183037,1871779,2004,04/15/2016 08:55:02 AM,41.803362891,-87.604237875,"(41.803362891, -87.604237875)" +3443074,HK487752,07/11/2004 01:50:00 AM,122XX S HALSTED ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0523,005,34,53,19,1173210,1823643,2004,04/15/2016 08:55:02 AM,41.671494378,-87.641696718,"(41.671494378, -87.641696718)" +3443079,HK502336,07/17/2004 02:47:00 PM,012XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154229,1894146,2004,04/15/2016 08:55:02 AM,41.865362718,-87.709295125,"(41.865362718, -87.709295125)" +3443198,HK489138,07/11/2004 07:50:00 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1532,015,28,25,19,1144003,1901142,2004,04/15/2016 08:55:02 AM,41.884758456,-87.746659991,"(41.884758456, -87.746659991)" +3443213,HK490758,07/12/2004 03:00:00 PM,011XX W THORNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1167645,1939685,2004,04/15/2016 08:55:02 AM,41.99004597,-87.658729305,"(41.99004597, -87.658729305)" +3443768,HK495141,07/14/2004 02:02:52 PM,026XX W MADISON ST,1625,GAMBLING,NATIONAL LOTTERY,STREET,true,false,1332,012,2,28,19,1159118,1899923,2004,04/15/2016 08:55:02 AM,41.88111644,-87.691188718,"(41.88111644, -87.691188718)" +3444149,HK484447,07/09/2004 02:00:00 PM,057XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167647,1866595,2004,04/15/2016 08:55:02 AM,41.789481764,-87.660828946,"(41.789481764, -87.660828946)" +3444472,HK460180,06/28/2004 11:35:00 AM,007XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149169,1896345,2004,04/15/2016 08:55:02 AM,41.871496464,-87.727813774,"(41.871496464, -87.727813774)" +3444655,HK495849,07/14/2004 07:40:00 PM,104XX S STATE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,49,19,1178106,1835436,2004,04/15/2016 08:55:02 AM,41.703746874,-87.623421862,"(41.703746874, -87.623421862)" +3444749,HK487152,07/10/2004 07:40:00 PM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139777,1904475,2004,04/15/2016 08:55:02 AM,41.893982855,-87.762097225,"(41.893982855, -87.762097225)" +3445131,HK468081,07/01/2004 10:59:20 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183280,1852540,2004,04/15/2016 08:55:02 AM,41.75056364,-87.603945142,"(41.75056364, -87.603945142)" +3445271,HK458919,06/27/2004 06:55:00 PM,065XX S MINERVA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1185009,1861881,2004,04/15/2016 08:55:02 AM,41.776155835,-87.597316465,"(41.776155835, -87.597316465)" +3445289,HK458922,06/27/2004 06:55:00 PM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,20,68,19,1171600,1867502,2004,04/15/2016 08:55:02 AM,41.791884908,-87.64630798,"(41.791884908, -87.64630798)" +3445310,HK459096,06/27/2004 08:20:00 PM,084XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,10,46,19,1196622,1849530,2004,04/15/2016 08:55:02 AM,41.741983197,-87.555154477,"(41.741983197, -87.555154477)" +3447952,HK500622,07/16/2004 09:30:00 PM,091XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,73,19,1168597,1844242,2004,04/15/2016 08:55:02 AM,41.728121719,-87.657989027,"(41.728121719, -87.657989027)" +3448220,HK459347,06/27/2004 11:13:00 PM,048XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2024,020,46,3,19,1168000,1932319,2004,04/15/2016 08:55:02 AM,41.969825789,-87.657637278,"(41.969825789, -87.657637278)" +3448552,HK489088,07/11/2004 06:40:00 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0612,006,21,71,19,1168042,1852249,2004,04/15/2016 08:55:02 AM,41.750106007,-87.659792541,"(41.750106007, -87.659792541)" +3448776,HK499696,07/16/2004 02:00:00 PM,075XX S LOWE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0621,006,17,68,19,1173278,1854621,2004,04/15/2016 08:55:02 AM,41.756500994,-87.640535562,"(41.756500994, -87.640535562)" +3450017,HK504204,07/18/2004 03:28:00 PM,075XX S RHODES AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0624,006,6,69,19,1181210,1855137,2004,04/15/2016 08:55:02 AM,41.757737992,-87.611450667,"(41.757737992, -87.611450667)" +3450022,HK508939,07/20/2004 04:10:00 PM,069XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161237,1858667,2004,04/15/2016 08:55:02 AM,41.767861423,-87.684551821,"(41.767861423, -87.684551821)" +3450051,HK497967,07/15/2004 05:45:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155958,1910488,2004,04/15/2016 08:55:02 AM,41.910172065,-87.702506848,"(41.910172065, -87.702506848)" +3450139,HK497183,07/15/2004 11:30:00 AM,051XX N BROADWAY,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,2033,020,46,3,19,1167389,1934158,2004,04/15/2016 08:55:02 AM,41.974885264,-87.659830771,"(41.974885264, -87.659830771)" +3450391,HK498467,07/15/2004 10:31:51 PM,006XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142917,1903637,2004,04/15/2016 08:55:02 AM,41.891625339,-87.750585773,"(41.891625339, -87.750585773)" +3450593,HK507126,07/19/2004 08:25:00 PM,036XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0211,002,3,35,19,1176895,1880737,2004,04/15/2016 08:55:02 AM,41.828085187,-87.626493103,"(41.828085187, -87.626493103)" +3450617,HK506769,07/19/2004 05:00:00 PM,071XX W BELMONT AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2511,025,36,18,19,1127762,1920442,2004,04/15/2016 08:55:02 AM,41.938009443,-87.80586465,"(41.938009443, -87.80586465)" +3450642,HK506875,07/19/2004 06:05:00 PM,063XX S DR MARTIN LUTHER KING JR DR,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180013,1862936,2004,04/15/2016 08:55:02 AM,41.779166735,-87.615598974,"(41.779166735, -87.615598974)" +3450704,HK503111,07/18/2004 12:53:50 AM,068XX S WABASH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0322,003,20,69,19,1177907,1859609,2004,04/15/2016 08:55:02 AM,41.770085073,-87.623420403,"(41.770085073, -87.623420403)" +3451037,HK503930,07/18/2004 11:52:00 AM,029XX W ADDISON ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1733,017,33,21,19,1156328,1923786,2004,04/15/2016 08:55:02 AM,41.946655301,-87.700787218,"(41.946655301, -87.700787218)" +3451215,HK507219,07/19/2004 09:45:00 PM,108XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0513,005,9,49,19,1180834,1833167,2004,04/15/2016 08:55:02 AM,41.697458287,-87.613501972,"(41.697458287, -87.613501972)" +3452853,HK508827,07/20/2004 03:55:31 PM,013XX S LAWNDALE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1011,010,24,29,19,1151918,1893632,2004,04/15/2016 08:55:02 AM,41.863998028,-87.717792476,"(41.863998028, -87.717792476)" +3453517,HK509225,07/20/2004 06:58:35 PM,011XX N KEYSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,27,23,19,1149180,1907227,2004,04/15/2016 08:55:02 AM,41.901357647,-87.727491324,"(41.901357647, -87.727491324)" +3454357,HK502199,07/17/2004 03:38:59 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,STREET,true,false,0312,003,20,69,19,1180012,1862959,2004,04/15/2016 08:55:02 AM,41.779229872,-87.615601936,"(41.779229872, -87.615601936)" +3454417,HK513315,07/24/2004 08:46:15 PM,035XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1152876,1898846,2004,04/15/2016 08:55:02 AM,41.878286913,-87.714137605,"(41.878286913, -87.714137605)" +3454789,HK508291,07/20/2004 10:23:00 AM,021XX E 87TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0412,004,8,45,19,1191768,1847705,2004,04/15/2016 08:55:02 AM,41.737094305,-87.572998178,"(41.737094305, -87.572998178)" +3454815,HK509295,07/20/2004 07:30:00 PM,056XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0715,007,15,67,19,1164648,1867335,2004,04/15/2016 08:55:02 AM,41.791576264,-87.671804485,"(41.791576264, -87.671804485)" +3454856,HK509690,07/20/2004 10:50:00 PM,062XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170384,1863430,2004,04/15/2016 08:55:02 AM,41.780737448,-87.650885344,"(41.780737448, -87.650885344)" +3454871,HK509433,07/20/2004 08:24:00 PM,029XX E 91ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197191,1845187,2004,04/15/2016 08:55:02 AM,41.730051519,-87.553213956,"(41.730051519, -87.553213956)" +3455235,HK506633,07/19/2004 04:50:00 PM,009XX S WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1224,012,25,28,19,1160534,1895603,2004,04/15/2016 08:55:02 AM,41.869232768,-87.686108863,"(41.869232768, -87.686108863)" +3456407,HK504549,07/18/2004 07:38:15 PM,043XX W KAMERLING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147297,1908635,2004,04/15/2016 08:55:02 AM,41.905257629,-87.734371724,"(41.905257629, -87.734371724)" +3456578,HK000924,07/29/2004 08:30:00 PM,074XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0324,003,5,43,19,1186830,1855941,2004,04/15/2016 08:55:02 AM,41.759812987,-87.590828887,"(41.759812987, -87.590828887)" +3459870,HK504578,07/18/2004 07:19:51 PM,086XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171155,1847632,2004,04/15/2016 08:55:02 AM,41.737368899,-87.648519781,"(41.737368899, -87.648519781)" +3459940,HK489136,07/11/2004 07:13:03 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152581,1904763,2004,04/15/2016 08:55:02 AM,41.894529604,-87.715064253,"(41.894529604, -87.715064253)" +3460168,HK503044,07/17/2004 09:48:16 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1171764,1861420,2004,04/15/2016 08:55:02 AM,41.775191608,-87.645884924,"(41.775191608, -87.645884924)" +3460041,HK512868,07/22/2004 12:30:00 PM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151918,1893645,2004,04/15/2016 08:55:02 AM,41.864033702,-87.717792133,"(41.864033702, -87.717792133)" +3460131,HK502809,07/17/2004 09:27:20 PM,010XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1170734,1859731,2004,04/15/2016 08:55:02 AM,41.770579318,-87.649709982,"(41.770579318, -87.649709982)" +3460601,HK508348,07/20/2004 12:30:00 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168046,1852083,2004,04/15/2016 08:55:02 AM,41.749650394,-87.659782645,"(41.749650394, -87.659782645)" +3460812,HK511498,07/21/2004 06:45:00 PM,061XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170368,1864018,2004,04/15/2016 08:55:02 AM,41.782351338,-87.650926895,"(41.782351338, -87.650926895)" +3461217,HK502138,07/17/2004 02:55:00 PM,015XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167253,1856981,2004,04/15/2016 08:55:02 AM,41.763108174,-87.662548588,"(41.763108174, -87.662548588)" +3461275,HK511960,07/21/2004 11:26:00 PM,079XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0422,004,7,46,19,1195557,1852875,2004,04/15/2016 08:55:02 AM,41.751188501,-87.558946234,"(41.751188501, -87.558946234)" +3462784,HK192678,02/19/2004 06:54:00 PM,009XX N WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,1312,012,32,24,19,1160232,1906352,2004,04/15/2016 08:55:02 AM,41.898735224,-87.686920334,"(41.898735224, -87.686920334)" +3464512,HK519468,07/27/2004 07:00:00 PM,014XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149283,1892793,2004,04/15/2016 08:55:02 AM,41.861747148,-87.727487266,"(41.861747148, -87.727487266)" +3464825,HK001909,07/23/2004 10:00:00 AM,006XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151608,1903916,2004,04/15/2016 08:55:02 AM,41.892224535,-87.718660106,"(41.892224535, -87.718660106)" +3465288,HK507777,07/20/2004 06:50:59 AM,070XX N GLENWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2423,024,49,1,19,1165549,1946766,2004,04/15/2016 08:55:02 AM,42.009521437,-87.666235848,"(42.009521437, -87.666235848)" +3465802,HK526344,07/30/2004 08:20:42 PM,088XX S DANTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0412,004,8,48,19,1187331,1846603,2004,04/15/2016 08:55:02 AM,41.734176722,-87.589288683,"(41.734176722, -87.589288683)" +3465838,HK509315,07/20/2004 07:00:00 PM,067XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0332,003,5,43,19,1187366,1860401,2004,04/15/2016 08:55:02 AM,41.772038909,-87.588722974,"(41.772038909, -87.588722974)" +3466908,HK507280,07/19/2004 10:05:00 PM,008XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151896,1905436,2004,04/15/2016 08:55:02 AM,41.896389901,-87.717562334,"(41.896389901, -87.717562334)" +3467476,HK509196,07/20/2004 05:00:00 PM,036XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0211,002,3,35,19,1176895,1880737,2004,04/15/2016 08:55:02 AM,41.828085187,-87.626493103,"(41.828085187, -87.626493103)" +3467521,HK518498,07/27/2004 11:30:59 AM,080XX S HOUSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197890,1852096,2004,04/15/2016 08:55:02 AM,41.748992931,-87.550423115,"(41.748992931, -87.550423115)" +3467582,HK003876,07/24/2004 03:00:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1171762,1861495,2004,04/15/2016 08:55:02 AM,41.77539746,-87.645890058,"(41.77539746, -87.645890058)" +3467602,HK513331,07/24/2004 08:40:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,16,67,19,1168606,1867939,2004,04/15/2016 08:55:02 AM,41.793149218,-87.65727384,"(41.793149218, -87.65727384)" +3469686,HK521812,07/28/2004 07:30:00 PM,013XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167688,1894186,2004,04/15/2016 08:55:02 AM,41.865193385,-87.65988557,"(41.865193385, -87.65988557)" +3469913,HK524162,07/29/2004 08:33:14 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899708,2004,04/15/2016 08:55:02 AM,41.880853583,-87.752637234,"(41.880853583, -87.752637234)" +3469961,HK525486,11/12/2003 04:00:00 PM,017XX E 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1189175,1859580,2003,04/15/2016 08:55:02 AM,41.769742848,-87.582118129,"(41.769742848, -87.582118129)" +3473003,HK524456,07/29/2004 11:02:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1179993,1863678,2004,04/15/2016 08:55:02 AM,41.781203314,-87.615649592,"(41.781203314, -87.615649592)" +3473385,HK530168,08/01/2004 05:45:00 PM,007XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149163,1896533,2004,04/15/2016 08:55:02 AM,41.872012474,-87.727830934,"(41.872012474, -87.727830934)" +3473558,HK533894,08/03/2004 12:00:00 PM,001XX W 95TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176865,1841958,2004,04/15/2016 08:55:02 AM,41.721672122,-87.627770441,"(41.721672122, -87.627770441)" +3474273,HK528989,08/01/2004 02:34:43 AM,015XX E 67TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187528,1860537,2004,04/15/2016 08:55:02 AM,41.772408254,-87.588124821,"(41.772408254, -87.588124821)" +3474338,HK528990,08/01/2004 03:34:06 AM,013XX E 70TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,5,43,19,1186507,1858857,2004,04/15/2016 08:55:02 AM,41.767822402,-87.591920549,"(41.767822402, -87.591920549)" +3475408,HK531309,08/02/2004 09:53:00 AM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1182278,1864440,2004,04/15/2016 08:55:02 AM,41.783241673,-87.607248787,"(41.783241673, -87.607248787)" +3475563,HK545296,08/08/2004 07:30:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155879,1910487,2004,04/15/2016 08:55:02 AM,41.910170915,-87.702797091,"(41.910170915, -87.702797091)" +3476115,HK532461,08/02/2004 07:29:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1013,010,22,29,19,1147997,1888823,2004,04/15/2016 08:55:02 AM,41.850877774,-87.732310008,"(41.850877774, -87.732310008)" +3476755,HK524300,07/29/2004 09:00:00 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,44,19,1180619,1852493,2004,04/15/2016 08:55:02 AM,41.750496155,-87.613697642,"(41.750496155, -87.613697642)" +3478086,HK530200,08/01/2004 05:56:13 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161126,1862647,2004,04/15/2016 08:55:02 AM,41.778785401,-87.684848686,"(41.778785401, -87.684848686)" +3480167,HK488770,07/11/2004 04:11:16 PM,007XX S KENNETH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146803,1896446,2004,04/15/2016 08:55:02 AM,41.871819092,-87.736497786,"(41.871819092, -87.736497786)" +3480729,HK508364,07/20/2004 12:30:00 PM,064XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1183000,1862676,2004,04/15/2016 08:55:02 AM,41.778384336,-87.604656531,"(41.778384336, -87.604656531)" +3480850,HK001522,07/23/2004 02:44:00 AM,013XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151918,1893645,2004,04/15/2016 08:55:02 AM,41.864033702,-87.717792133,"(41.864033702, -87.717792133)" +3480858,HK499956,07/16/2004 03:10:56 PM,054XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1164283,1868519,2004,04/15/2016 08:55:02 AM,41.794833007,-87.673109531,"(41.794833007, -87.673109531)" +3481217,HK521071,07/28/2004 01:52:24 PM,057XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168968,1866746,2004,04/15/2016 08:55:02 AM,41.789867668,-87.655980891,"(41.789867668, -87.655980891)" +3481262,HK532653,08/02/2004 08:20:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153459,1899321,2004,04/15/2016 08:55:02 AM,41.879578801,-87.711984319,"(41.879578801, -87.711984319)" +3481336,HK523411,07/29/2004 03:05:02 PM,039XX S PRAIRIE AVE,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,0214,002,3,38,19,1178690,1878871,2004,04/15/2016 08:55:02 AM,41.82292402,-87.619964344,"(41.82292402, -87.619964344)" +3481401,HK524105,07/29/2004 08:21:51 PM,014XX W 58TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0713,007,16,67,19,1167532,1866277,2004,04/15/2016 08:55:02 AM,41.788611601,-87.66125973,"(41.788611601, -87.66125973)" +3481419,HK525459,07/30/2004 01:16:21 PM,065XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162200,1861186,2004,04/15/2016 08:55:02 AM,41.774753923,-87.680951932,"(41.774753923, -87.680951932)" +3482134,HK526639,07/30/2004 11:26:31 PM,045XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146167,1898302,2004,04/15/2016 08:55:02 AM,41.876924291,-87.738785625,"(41.876924291, -87.738785625)" +3482515,HK511738,07/21/2004 09:15:00 PM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176614,1858383,2004,04/15/2016 08:55:02 AM,41.766749982,-87.628196813,"(41.766749982, -87.628196813)" +3482601,HK530719,08/02/2004 12:05:00 AM,066XX S HALSTED ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,16,68,19,1172107,1861014,2004,04/15/2016 08:55:02 AM,41.774069965,-87.644639452,"(41.774069965, -87.644639452)" +3482830,HK525654,07/30/2004 03:24:18 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153524,1899323,2004,04/15/2016 08:55:02 AM,41.879582998,-87.711745595,"(41.879582998, -87.711745595)" +3483349,HK528469,07/31/2004 09:22:09 PM,056XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165975,1867217,2004,04/15/2016 08:55:02 AM,41.791224334,-87.666941977,"(41.791224334, -87.666941977)" +3483604,HK530590,08/01/2004 10:40:52 PM,113XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,49,19,1176961,1829804,2004,04/15/2016 08:55:02 AM,41.688317671,-87.627783544,"(41.688317671, -87.627783544)" +3486289,HK559769,08/15/2004 07:10:00 PM,017XX N LINDER AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2532,025,37,25,19,1139467,1910927,2004,04/15/2016 08:55:02 AM,41.911693567,-87.763078252,"(41.911693567, -87.763078252)" +3489615,HK538172,08/05/2004 11:00:00 AM,062XX S ARCHER AVE,1680,GAMBLING,OTHER,STREET,true,false,0811,008,23,56,19,1136499,1867935,2004,04/15/2016 08:55:02 AM,41.793770782,-87.775008882,"(41.793770782, -87.775008882)" +3490864,HK518393,07/27/2004 10:00:00 AM,002XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178501,1873910,2004,04/15/2016 08:55:02 AM,41.809314925,-87.620808615,"(41.809314925, -87.620808615)" +3492986,HK530428,08/01/2004 08:45:00 PM,048XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144141,1903555,2004,04/15/2016 08:55:02 AM,41.891377422,-87.746092589,"(41.891377422, -87.746092589)" +3493107,HK541263,08/06/2004 06:50:00 PM,013XX W 64TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,16,67,19,1168603,1862327,2004,04/15/2016 08:55:02 AM,41.777749283,-87.657446606,"(41.777749283, -87.657446606)" +3493473,HK531557,08/02/2004 12:30:00 PM,049XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143561,1898549,2004,04/15/2016 08:55:02 AM,41.877651228,-87.748348005,"(41.877651228, -87.748348005)" +3493588,HK555975,08/13/2004 08:10:00 PM,049XX W NORTH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1143125,1910181,2004,04/15/2016 08:55:02 AM,41.909578938,-87.749658362,"(41.909578938, -87.749658362)" +3493654,HK532642,08/02/2004 08:55:00 PM,084XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0622,006,21,71,19,1173739,1848799,2004,04/15/2016 08:55:02 AM,41.740514487,-87.639018264,"(41.740514487, -87.639018264)" +3493681,HK532169,08/02/2004 04:45:00 PM,001XX W 73RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176487,1856582,2004,04/15/2016 08:55:02 AM,41.76181069,-87.628716391,"(41.76181069, -87.628716391)" +3493816,HK551712,08/11/2004 06:45:00 PM,034XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153508,1893074,2004,04/15/2016 08:55:02 AM,41.862435382,-87.711970441,"(41.862435382, -87.711970441)" +3493920,HK567817,08/19/2004 02:15:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,26,23,19,1152010,1907755,2004,04/15/2016 08:55:02 AM,41.902751217,-87.717082449,"(41.902751217, -87.717082449)" +3495144,HK545666,08/08/2004 10:28:37 PM,018XX W MONTVALE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2212,022,19,75,19,1165748,1830110,2004,04/15/2016 08:55:02 AM,41.689402074,-87.668824981,"(41.689402074, -87.668824981)" +3495353,HK516186,07/26/2004 10:10:00 AM,064XX W 63RD ST,1680,GAMBLING,OTHER,STREET,true,false,0812,008,23,64,19,1134700,1862056,2004,04/15/2016 08:55:02 AM,41.777669599,-87.781744142,"(41.777669599, -87.781744142)" +3495363,HK518073,07/27/2004 06:30:00 AM,111XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,2233,022,34,49,19,1172968,1831037,2004,04/15/2016 08:55:02 AM,41.691790031,-87.642365396,"(41.691790031, -87.642365396)" +3495547,HK518075,07/27/2004 07:25:00 AM,004XX E 51ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0223,002,3,38,19,1179964,1871295,2004,04/15/2016 08:55:02 AM,41.802105731,-87.615522749,"(41.802105731, -87.615522749)" +3495557,HK518700,07/27/2004 12:45:00 PM,040XX W 63RD ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0813,008,13,65,19,1150350,1862514,2004,04/15/2016 08:55:02 AM,41.778636633,-87.72435822,"(41.778636633, -87.72435822)" +3495701,HK540657,08/06/2004 02:15:00 PM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142632,1906186,2004,04/15/2016 08:55:02 AM,41.898625399,-87.751568984,"(41.898625399, -87.751568984)" +3499043,HK520539,07/28/2004 09:30:00 AM,057XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,20,40,19,1178575,1867104,2004,04/15/2016 08:55:02 AM,41.790636954,-87.620744144,"(41.790636954, -87.620744144)" +3499065,HK291036,04/08/2004 08:43:55 PM,107XX S WABASH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,9,49,19,1178482,1833671,2004,04/15/2016 08:55:02 AM,41.698894954,-87.622098405,"(41.698894954, -87.622098405)" +3499127,HK549658,08/10/2004 06:25:00 PM,015XX S KENNETH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1146969,1892163,2004,04/15/2016 08:55:02 AM,41.860062844,-87.735997741,"(41.860062844, -87.735997741)" +3499431,HK541488,08/06/2004 08:20:00 PM,009XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153543,1905875,2004,04/15/2016 08:55:02 AM,41.897561962,-87.711501488,"(41.897561962, -87.711501488)" +3499582,HK541784,08/06/2004 11:30:00 PM,080XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,21,71,19,1172696,1851658,2004,04/15/2016 08:55:02 AM,41.748382987,-87.642755633,"(41.748382987, -87.642755633)" +3499618,HK517500,07/26/2004 08:40:00 PM,006XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151940,1903929,2004,04/15/2016 08:55:02 AM,41.892253675,-87.717440461,"(41.892253675, -87.717440461)" +3499679,HK510743,07/19/2004 09:00:00 PM,053XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,30,19,19,1140116,1920755,2004,04/15/2016 08:55:02 AM,41.938650783,-87.760452773,"(41.938650783, -87.760452773)" +3499760,HK549868,08/10/2004 07:55:00 PM,099XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,DRIVEWAY - RESIDENTIAL,true,false,2213,022,21,73,19,1168835,1838700,2004,04/15/2016 08:55:02 AM,41.712908508,-87.657276611,"(41.712908508, -87.657276611)" +3499832,HK526340,07/30/2004 06:45:00 PM,028XX N LARAMIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2514,025,31,19,19,1141225,1918287,2004,04/15/2016 08:55:02 AM,41.931857935,-87.756437914,"(41.931857935, -87.756437914)" +3499980,HK537387,08/04/2004 08:25:00 PM,083XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0834,008,18,70,19,1151190,1848759,2004,04/15/2016 08:55:02 AM,41.740874255,-87.721637255,"(41.740874255, -87.721637255)" +3500278,HK528233,07/31/2004 06:30:00 PM,055XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139496,1897134,2004,04/15/2016 08:55:02 AM,41.873843341,-87.763308349,"(41.873843341, -87.763308349)" +3500310,HK543366,08/07/2004 06:30:00 PM,017XX N TALMAN AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,1421,014,1,24,19,1158425,1911674,2004,04/15/2016 08:55:02 AM,41.913376397,-87.693411538,"(41.913376397, -87.693411538)" +3500388,HK537556,08/04/2004 11:30:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0331,003,5,43,19,1191432,1858600,2004,04/15/2016 08:55:02 AM,41.766999258,-87.573876821,"(41.766999258, -87.573876821)" +3501121,HK534917,08/03/2004 08:15:00 PM,067XX S GREEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,17,68,19,1171797,1860223,2004,04/15/2016 08:55:02 AM,41.771906173,-87.645799031,"(41.771906173, -87.645799031)" +3501434,HK536130,08/04/2004 11:45:00 AM,020XX W WEBSTER AVE,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,1432,014,32,22,19,1162435,1914620,2004,04/15/2016 08:55:02 AM,41.921377378,-87.678597024,"(41.921377378, -87.678597024)" +3501440,HK542928,08/07/2004 03:09:00 PM,036XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2122,002,4,36,19,1181898,1881128,2004,04/15/2016 08:55:02 AM,41.829043697,-87.608125719,"(41.829043697, -87.608125719)" +3501469,HK541520,08/06/2004 08:45:00 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160275,1857224,2004,04/15/2016 08:55:02 AM,41.763921478,-87.688117686,"(41.763921478, -87.688117686)" +3501489,HK535856,08/02/2004 12:55:00 PM,034XX W BRYN MAWR AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1712,017,39,13,19,1152625,1937005,2004,04/15/2016 08:55:02 AM,41.983003274,-87.714047209,"(41.983003274, -87.714047209)" +3501586,HK550047,08/10/2004 09:45:00 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1167780,1939847,2004,04/15/2016 08:55:02 AM,41.990487582,-87.658228054,"(41.990487582, -87.658228054)" +3501622,HK555833,08/13/2004 06:45:00 PM,073XX N ASHLAND BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,2423,024,49,1,19,1164431,1948886,2004,04/15/2016 08:55:02 AM,42.015362588,-87.670288894,"(42.015362588, -87.670288894)" +3501789,HK534900,08/03/2004 07:56:00 PM,060XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0712,007,16,68,19,1169684,1864787,2004,04/15/2016 08:55:02 AM,41.784476434,-87.653412334,"(41.784476434, -87.653412334)" +3501978,HK536384,08/04/2004 02:17:00 PM,078XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1183262,1853178,2004,04/15/2016 08:55:02 AM,41.752314797,-87.603991283,"(41.752314797, -87.603991283)" +3502061,HK544749,08/08/2004 02:00:00 PM,093XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,8,47,19,1185506,1843383,2004,04/15/2016 08:55:02 AM,41.725383786,-87.596075592,"(41.725383786, -87.596075592)" +3502207,HK548999,08/10/2004 02:06:28 PM,092XX S HARPER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,8,48,19,1188058,1844119,2004,04/15/2016 08:55:02 AM,41.72734309,-87.586704269,"(41.72734309, -87.586704269)" +3502579,HK537231,08/04/2004 07:45:00 PM,046XX S WESTERN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0914,009,12,58,19,1161144,1873894,2004,04/15/2016 08:55:02 AM,41.809648267,-87.68447148,"(41.809648267, -87.68447148)" +3502584,HK536865,08/04/2004 06:00:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138199,1904254,2004,04/15/2016 08:55:02 AM,41.893405086,-87.767898147,"(41.893405086, -87.767898147)" +3503845,HK551149,08/11/2004 02:00:00 PM,075XX S RHODES AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,69,19,1181210,1855130,2004,04/15/2016 08:55:02 AM,41.757718783,-87.611450883,"(41.757718783, -87.611450883)" +3504011,HK541532,08/06/2004 09:05:00 PM,010XX E 93RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184933,1843530,2004,04/15/2016 08:55:02 AM,41.725800619,-87.598169888,"(41.725800619, -87.598169888)" +3504015,HK527635,07/31/2004 01:10:00 PM,057XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167648,1866582,2004,04/15/2016 08:55:02 AM,41.789446069,-87.660825652,"(41.789446069, -87.660825652)" +3504060,HK527665,07/31/2004 01:09:00 PM,057XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163343,1866558,2004,04/15/2016 08:55:02 AM,41.789471532,-87.676611447,"(41.789471532, -87.676611447)" +3504221,HK536571,08/04/2004 03:55:00 PM,055XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1178988,1868191,2004,04/15/2016 08:55:02 AM,41.793610381,-87.619196679,"(41.793610381, -87.619196679)" +3504329,HK541701,08/06/2004 10:30:00 PM,067XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166501,1860080,2004,04/15/2016 08:55:02 AM,41.771628301,-87.665216581,"(41.771628301, -87.665216581)" +3504640,HK543722,08/07/2004 11:02:57 PM,092XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0633,006,9,44,19,1183173,1844063,2004,04/15/2016 08:55:02 AM,41.727304299,-87.604600275,"(41.727304299, -87.604600275)" +3505452,HK545282,08/08/2004 07:22:24 PM,083XX S WOOD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0614,006,18,71,19,1165798,1849479,2004,04/15/2016 08:55:02 AM,41.742552637,-87.668094044,"(41.742552637, -87.668094044)" +3505490,HK545319,08/08/2004 08:15:00 PM,083XX S LOOMIS BLVD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0613,006,21,71,19,1168447,1849549,2004,04/15/2016 08:55:02 AM,41.742688122,-87.658386049,"(41.742688122, -87.658386049)" +3505702,HK564825,08/18/2004 12:45:00 AM,048XX W 44TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144605,1875023,2004,04/15/2016 08:55:02 AM,41.813073061,-87.745106317,"(41.813073061, -87.745106317)" +3505737,HK558132,08/14/2004 09:45:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862600,2004,04/15/2016 08:55:02 AM,41.778656405,-87.684846319,"(41.778656405, -87.684846319)" +3506138,HK570769,08/20/2004 09:15:00 PM,077XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171316,1853530,2004,04/15/2016 08:55:02 AM,41.753550282,-87.647757761,"(41.753550282, -87.647757761)" +3506378,HK563137,08/17/2004 10:45:00 AM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182668,1862550,2004,04/15/2016 08:55:02 AM,41.778046293,-87.605877555,"(41.778046293, -87.605877555)" +3506393,HK563135,08/17/2004 09:00:00 AM,066XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182701,1861260,2004,04/15/2016 08:55:02 AM,41.774505646,-87.605796586,"(41.774505646, -87.605796586)" +3506733,HK545890,08/09/2004 02:51:56 AM,031XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155691,1893124,2004,04/15/2016 08:55:02 AM,41.862528952,-87.70395555,"(41.862528952, -87.70395555)" +3507986,HK568526,08/19/2004 07:44:43 PM,080XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0612,006,21,71,19,1167731,1851487,2004,04/15/2016 08:55:02 AM,41.748021648,-87.660954005,"(41.748021648, -87.660954005)" +3511621,HK555900,08/13/2004 07:15:00 PM,010XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142506,1906357,2004,04/15/2016 08:55:02 AM,41.899096987,-87.752027525,"(41.899096987, -87.752027525)" +3511888,HK549344,08/10/2004 04:30:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,17,69,19,1174952,1854189,2004,04/15/2016 08:55:02 AM,41.755278377,-87.634413562,"(41.755278377, -87.634413562)" +3511984,HK523590,07/29/2004 04:15:00 PM,004XX W 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174903,1852547,2004,04/15/2016 08:55:02 AM,41.750773621,-87.634642001,"(41.750773621, -87.634642001)" +3512053,HK542563,08/07/2004 11:30:00 AM,090XX S BURLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0424,004,10,46,19,1199242,1845609,2004,04/15/2016 08:55:02 AM,41.731158264,-87.545686555,"(41.731158264, -87.545686555)" +3512200,HK527853,07/31/2004 03:20:00 PM,096XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,6,49,19,1180277,1841229,2004,04/15/2016 08:55:02 AM,41.719594238,-87.615295242,"(41.719594238, -87.615295242)" +3512241,HK540667,08/06/2004 01:57:00 PM,068XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,69,19,1176577,1859656,2004,04/15/2016 08:55:02 AM,41.770244068,-87.628294183,"(41.770244068, -87.628294183)" +3512299,HK543011,08/07/2004 03:44:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153531,1899323,2004,04/15/2016 08:55:02 AM,41.879582859,-87.711719891,"(41.879582859, -87.711719891)" +3512399,HK574339,08/22/2004 05:44:00 PM,078XX S YATES BLVD,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0414,004,7,43,19,1193558,1853483,2004,04/15/2016 08:55:02 AM,41.752906041,-87.566251567,"(41.752906041, -87.566251567)" +3512404,HK544638,08/08/2004 01:26:21 PM,069XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161238,1858633,2004,04/15/2016 08:55:02 AM,41.767768101,-87.684549095,"(41.767768101, -87.684549095)" +3512479,HK574432,08/22/2004 06:50:00 PM,060XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1164390,1864705,2004,04/15/2016 08:55:02 AM,41.784364653,-87.67282461,"(41.784364653, -87.67282461)" +3512693,HK563713,08/17/2004 04:08:05 PM,0000X E 102ND PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,9,49,19,1178453,1837023,2004,04/15/2016 08:55:02 AM,41.708093964,-87.622103227,"(41.708093964, -87.622103227)" +3512760,HK564496,08/17/2004 09:35:14 PM,095XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,21,49,19,1176625,1841786,2004,04/15/2016 08:55:02 AM,41.721205526,-87.628654671,"(41.721205526, -87.628654671)" +3512809,HK576723,08/23/2004 06:25:00 PM,093XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0413,004,8,47,19,1185174,1843329,2004,04/15/2016 08:55:02 AM,41.725243401,-87.597293396,"(41.725243401, -87.597293396)" +3512834,HK555515,08/13/2004 04:00:00 PM,062XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1611,016,45,10,19,1133364,1940922,2004,04/15/2016 08:55:02 AM,41.994112154,-87.784793886,"(41.994112154, -87.784793886)" +3513071,HK551281,08/11/2004 03:10:00 PM,055XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1172247,1868076,2004,04/15/2016 08:55:02 AM,41.793445813,-87.643918673,"(41.793445813, -87.643918673)" +3513078,HK544705,08/08/2004 01:55:00 PM,097XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0431,004,7,51,19,1192968,1840580,2004,04/15/2016 08:55:02 AM,41.717513457,-87.568833653,"(41.717513457, -87.568833653)" +3513152,HK536517,08/04/2004 03:41:19 PM,009XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1531,015,37,25,19,1142187,1905791,2004,04/15/2016 08:55:02 AM,41.897549742,-87.753213275,"(41.897549742, -87.753213275)" +3513163,HK556013,08/13/2004 06:00:00 PM,058XX N NORTHWEST HWY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1611,016,41,10,19,1131942,1938426,2004,04/15/2016 08:55:02 AM,41.987287784,-87.790082952,"(41.987287784, -87.790082952)" +3513224,HK549791,08/10/2004 08:21:00 PM,081XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0622,006,21,44,19,1175038,1851033,2004,04/15/2016 08:55:02 AM,41.746616008,-87.634192379,"(41.746616008, -87.634192379)" +3513265,HK558179,08/14/2004 10:20:00 PM,079XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,21,71,19,1167716,1852055,2004,04/15/2016 08:55:02 AM,41.749580641,-87.660992706,"(41.749580641, -87.660992706)" +3513270,HK553821,08/12/2004 06:00:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2432,024,40,1,19,1164108,1943667,2004,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +3513272,HK541704,08/06/2004 10:45:00 PM,080XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0631,006,8,44,19,1184292,1851842,2004,04/15/2016 08:55:02 AM,41.748624654,-87.600258534,"(41.748624654, -87.600258534)" +3513278,HK558358,08/15/2004 12:05:00 AM,082XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0631,006,6,44,19,1182992,1850532,2004,04/15/2016 08:55:02 AM,41.745060167,-87.605062776,"(41.745060167, -87.605062776)" +3517345,HK551816,08/11/2004 05:00:00 PM,030XX N LARAMIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,31,19,19,1141170,1919891,2004,04/15/2016 08:55:02 AM,41.936260488,-87.756600381,"(41.936260488, -87.756600381)" +3517380,HK552081,08/11/2004 09:10:00 PM,029XX N CENTRAL PARK AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2523,025,35,21,19,1151880,1919296,2004,04/15/2016 08:55:02 AM,41.934423304,-87.717255427,"(41.934423304, -87.717255427)" +3517448,HK539413,08/05/2004 08:06:00 PM,062XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1182294,1863790,2004,04/15/2016 08:55:02 AM,41.781457643,-87.607210251,"(41.781457643, -87.607210251)" +3518417,HK436163,06/17/2004 12:33:25 AM,055XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176925,1868164,2004,04/15/2016 08:55:02 AM,41.793583068,-87.626762299,"(41.793583068, -87.626762299)" +3518446,HK568581,08/19/2004 08:25:46 PM,051XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,3,37,19,1175162,1870725,2004,04/15/2016 08:55:02 AM,41.80065029,-87.633150552,"(41.80065029, -87.633150552)" +3519476,HK589710,08/29/2004 06:25:00 PM,0000X N MAYFIELD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1513,015,29,25,19,1137161,1899744,2004,04/15/2016 08:55:02 AM,41.881047766,-87.771818798,"(41.881047766, -87.771818798)" +3519520,HK589793,08/29/2004 06:56:00 PM,007XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1138891,1904389,2004,04/15/2016 08:55:02 AM,41.893763001,-87.765353356,"(41.893763001, -87.765353356)" +3521466,HK537009,08/04/2004 07:15:00 PM,079XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1195558,1852814,2004,04/15/2016 08:55:02 AM,41.751021088,-87.558944581,"(41.751021088, -87.558944581)" +3521508,HK579131,08/24/2004 07:30:00 PM,083XX S HAMILTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0614,006,18,71,19,1163482,1849258,2004,04/15/2016 08:55:02 AM,41.741994997,-87.676586112,"(41.741994997, -87.676586112)" +3521518,HK537011,08/04/2004 07:00:00 PM,037XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151753,1891787,2004,04/15/2016 08:55:02 AM,41.858938378,-87.718446696,"(41.858938378, -87.718446696)" +3521538,HK564497,08/17/2004 09:08:00 PM,076XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1182545,1854611,2004,04/15/2016 08:55:02 AM,41.756263748,-87.606574391,"(41.756263748, -87.606574391)" +3526081,HK563718,08/17/2004 04:05:00 PM,003XX E 51ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1179065,1871272,2004,04/15/2016 08:55:02 AM,41.802063171,-87.61882042,"(41.802063171, -87.61882042)" +3526129,HK538537,08/05/2004 01:59:35 PM,062XX S WASHTENAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159445,1863253,2004,04/15/2016 08:55:02 AM,41.780482971,-87.690994805,"(41.780482971, -87.690994805)" +3526328,HK562311,08/16/2004 09:50:00 PM,033XX W MONROE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, GROUNDS",true,false,1124,011,28,27,19,1154248,1899340,2004,04/15/2016 08:55:02 AM,41.879615228,-87.709086706,"(41.879615228, -87.709086706)" +3526380,HK572523,08/21/2004 06:20:00 PM,038XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1150879,1894763,2004,04/15/2016 08:55:02 AM,41.867122003,-87.721577044,"(41.867122003, -87.721577044)" +3526634,HK581186,08/25/2004 06:11:48 PM,007XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149161,1896599,2004,04/15/2016 08:55:02 AM,41.872193625,-87.727836568,"(41.872193625, -87.727836568)" +3526665,HK567628,08/19/2004 12:45:00 PM,005XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,27,23,19,1151294,1903237,2004,04/15/2016 08:55:02 AM,41.890367456,-87.719831133,"(41.890367456, -87.719831133)" +3526821,HK566522,08/18/2004 08:30:00 PM,087XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195396,1847495,2004,04/15/2016 08:55:02 AM,41.736429323,-87.559713448,"(41.736429323, -87.559713448)" +3527011,HK566116,08/18/2004 05:34:04 PM,055XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2023,020,48,77,19,1167869,1936962,2004,04/15/2016 08:55:02 AM,41.982569148,-87.657984371,"(41.982569148, -87.657984371)" +3528431,HK553328,08/12/2004 03:00:00 PM,020XX E 68TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191187,1860293,2004,04/15/2016 08:55:02 AM,41.771650915,-87.574720096,"(41.771650915, -87.574720096)" +3528566,HK563669,08/17/2004 03:15:00 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165179,1859961,2004,04/15/2016 08:55:02 AM,41.771329829,-87.670065971,"(41.771329829, -87.670065971)" +3528840,HK575007,08/23/2004 12:48:10 AM,014XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2533,025,37,25,19,1141772,1909093,2004,04/15/2016 08:55:02 AM,41.9066185,-87.754655732,"(41.9066185, -87.754655732)" +3529713,HK576479,08/23/2004 05:00:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150362,1894752,2004,04/15/2016 08:55:02 AM,41.867101912,-87.723475324,"(41.867101912, -87.723475324)" +3529771,HK570574,08/20/2004 08:30:00 PM,007XX W 81ST ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0621,006,21,71,19,1172618,1851157,2004,04/15/2016 08:55:02 AM,41.747009895,-87.643056179,"(41.747009895, -87.643056179)" +3529790,HK570571,08/20/2004 07:20:00 PM,102XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,9,49,19,1177727,1837096,2004,04/15/2016 08:55:02 AM,41.70831071,-87.624759662,"(41.70831071, -87.624759662)" +3530554,HK593137,08/31/2004 11:00:00 AM,014XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166925,1894158,2004,04/15/2016 08:55:02 AM,41.865132942,-87.662687356,"(41.865132942, -87.662687356)" +3530592,HK583665,08/26/2004 08:10:00 PM,063XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1159169,1941957,2004,04/15/2016 08:55:02 AM,41.996459403,-87.689842859,"(41.996459403, -87.689842859)" +3530653,HK583637,08/26/2004 06:55:00 PM,085XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,0834,008,18,70,19,1151222,1847779,2004,04/15/2016 08:55:02 AM,41.738184338,-87.721545534,"(41.738184338, -87.721545534)" +3530699,HK583535,08/26/2004 06:45:00 PM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1154388,1942272,2004,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +3530723,HK592251,08/30/2004 08:15:00 PM,062XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,SMALL RETAIL STORE,true,false,2413,024,50,2,19,1159187,1941416,2004,04/15/2016 08:55:02 AM,41.994974508,-87.689791601,"(41.994974508, -87.689791601)" +3530995,HK612033,09/08/2004 07:30:00 PM,016XX W 50TH ST,1640,GAMBLING,REGISTER FED GAMBLING STAMP,STREET,true,false,0931,009,16,61,19,1166074,1871554,2004,04/15/2016 08:55:02 AM,41.803123473,-87.666455593,"(41.803123473, -87.666455593)" +3531849,HK579223,08/24/2004 08:32:27 PM,0000X W 104TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0512,005,34,49,19,1177847,1836011,2004,04/15/2016 08:55:02 AM,41.705330609,-87.62435293,"(41.705330609, -87.62435293)" +3531880,HK561636,08/16/2004 05:07:03 PM,028XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157452,1894581,2004,04/15/2016 08:55:02 AM,41.866491504,-87.697451501,"(41.866491504, -87.697451501)" +3532586,HK561423,08/16/2004 03:51:56 PM,004XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143617,1902657,2004,04/15/2016 08:55:02 AM,41.888923029,-87.748039512,"(41.888923029, -87.748039512)" +3532680,HK564118,08/17/2004 05:30:00 PM,007XX E 79TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0624,006,6,69,19,1182466,1852785,2004,04/15/2016 08:55:02 AM,41.751254843,-87.606920408,"(41.751254843, -87.606920408)" +3532872,HK575896,08/23/2004 12:48:30 PM,035XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152413,1905768,2004,04/15/2016 08:55:02 AM,41.897290744,-87.715654698,"(41.897290744, -87.715654698)" +3533062,HK543137,08/07/2004 04:45:00 PM,011XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157530,1894980,2004,04/15/2016 08:55:02 AM,41.867584815,-87.6971543,"(41.867584815, -87.6971543)" +3533646,HK539239,08/05/2004 07:00:00 PM,011XX N KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147503,1907235,2004,04/15/2016 08:55:02 AM,41.901411934,-87.733650962,"(41.901411934, -87.733650962)" +3533679,HK581208,08/25/2004 06:23:24 PM,078XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,43,19,1188596,1853397,2004,04/15/2016 08:55:02 AM,41.752790011,-87.584437765,"(41.752790011, -87.584437765)" +3533743,HK532003,08/02/2004 03:30:00 PM,050XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175137,1871619,2004,04/15/2016 08:55:02 AM,41.803104072,-87.633215529,"(41.803104072, -87.633215529)" +3533766,HK546941,08/09/2004 03:35:00 PM,047XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144840,1897273,2004,04/15/2016 08:55:02 AM,41.874125711,-87.74368398,"(41.874125711, -87.74368398)" +3536742,HK609161,09/07/2004 08:30:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192095,1858778,2004,04/15/2016 08:55:02 AM,41.767471614,-87.571440924,"(41.767471614, -87.571440924)" +3536989,HK520537,07/28/2004 08:20:00 AM,004XX E 71ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0322,003,6,69,19,1180582,1858047,2004,04/15/2016 08:55:02 AM,41.765737777,-87.613662966,"(41.765737777, -87.613662966)" +3537361,HK604247,09/05/2004 02:35:55 PM,072XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,8,43,19,1188487,1857357,2004,04/15/2016 08:55:02 AM,41.763659208,-87.584710917,"(41.763659208, -87.584710917)" +3537835,HK583069,08/26/2004 04:30:00 PM,004XX E 63RD ST,1661,GAMBLING,GAME/DICE,CTA TRAIN,true,false,0313,003,20,42,19,1180086,1863329,2004,04/15/2016 08:55:02 AM,41.780243493,-87.615319321,"(41.780243493, -87.615319321)" +3538459,HK622024,09/13/2004 10:15:00 PM,015XX N LONG AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140072,1909613,2004,04/15/2016 08:55:02 AM,41.908076741,-87.760887853,"(41.908076741, -87.760887853)" +3538823,HK560150,08/15/2004 10:45:00 PM,069XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0732,007,6,68,19,1172502,1858931,2004,04/15/2016 08:55:02 AM,41.768345277,-87.64325273,"(41.768345277, -87.64325273)" +3538964,HK613158,09/09/2004 06:39:18 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153269,1903952,2004,04/15/2016 08:55:02 AM,41.892290508,-87.712558965,"(41.892290508, -87.712558965)" +3539920,HK600992,09/03/2004 10:28:29 PM,063XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159796,1862605,2004,04/15/2016 08:55:02 AM,41.778697566,-87.689725751,"(41.778697566, -87.689725751)" +3541376,HK608134,09/07/2004 12:55:00 PM,011XX W ARGYLE ST,1680,GAMBLING,OTHER,CTA TRAIN,true,false,2033,020,48,3,19,1167773,1933570,2004,04/15/2016 08:55:02 AM,41.973263481,-87.658435722,"(41.973263481, -87.658435722)" +3543011,HK559696,08/15/2004 06:25:00 PM,059XX S MAPLEWOOD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0824,008,16,66,19,1160392,1865092,2004,04/15/2016 08:55:02 AM,41.785509976,-87.687472275,"(41.785509976, -87.687472275)" +3544184,HK598529,09/02/2004 06:40:00 PM,002XX E 131ST PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1180344,1818304,2004,04/15/2016 08:55:02 AM,41.656683249,-87.615749285,"(41.656683249, -87.615749285)" +3545530,HK616002,09/11/2004 02:39:23 AM,057XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1161349,1866596,2004,04/15/2016 08:55:02 AM,41.789617373,-87.683921802,"(41.789617373, -87.683921802)" +3545579,HK565423,08/18/2004 12:00:00 PM,048XX W DIVERSEY AVE,1680,GAMBLING,OTHER,GROCERY FOOD STORE,true,false,2521,025,31,19,19,1143668,1918182,2004,04/15/2016 08:55:02 AM,41.931524347,-87.747462784,"(41.931524347, -87.747462784)" +3549541,HK622059,09/13/2004 10:30:00 PM,015XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0725,007,17,67,19,1167383,1860303,2004,04/15/2016 08:55:02 AM,41.772221395,-87.661977076,"(41.772221395, -87.661977076)" +3549755,HK622018,09/13/2004 10:15:00 PM,007XX W 123RD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0523,005,34,53,19,1173430,1823299,2004,04/15/2016 08:55:02 AM,41.670545537,-87.640901641,"(41.670545537, -87.640901641)" +3549836,HK592257,08/30/2004 09:20:00 PM,020XX W 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163938,1859557,2004,04/15/2016 08:55:02 AM,41.77024737,-87.674626403,"(41.77024737, -87.674626403)" +3549846,HK605992,09/06/2004 12:38:43 PM,115XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0522,005,34,53,19,1176024,1828380,2004,04/15/2016 08:55:02 AM,41.684431007,-87.631256307,"(41.684431007, -87.631256307)" +3549947,HK560156,08/15/2004 09:40:00 PM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176614,1858370,2004,04/15/2016 08:55:02 AM,41.766714308,-87.628197204,"(41.766714308, -87.628197204)" +3550404,HK591672,08/30/2004 03:56:46 PM,006XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153269,1903952,2004,04/15/2016 08:55:02 AM,41.892290508,-87.712558965,"(41.892290508, -87.712558965)" +3550480,HK617350,09/11/2004 07:20:00 PM,056XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0713,007,16,67,19,1167299,1867358,2004,04/15/2016 08:55:02 AM,41.79158299,-87.66208311,"(41.79158299, -87.66208311)" +3550629,HK611294,09/08/2004 06:45:00 PM,022XX W TOUHY AVE,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,2411,024,49,2,19,1159998,1947715,2004,04/15/2016 08:55:02 AM,42.012242399,-87.686633337,"(42.012242399, -87.686633337)" +3550649,HK615181,09/03/2004 09:30:00 PM,070XX W ARCHER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0811,008,23,56,19,1130432,1867266,2004,04/15/2016 08:55:02 AM,41.792040893,-87.797272,"(41.792040893, -87.797272)" +3551714,HK601235,09/04/2004 12:39:06 AM,120XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,9,53,19,1178094,1825040,2004,04/15/2016 08:55:02 AM,41.675219001,-87.623779368,"(41.675219001, -87.623779368)" +3551716,HK600868,09/03/2004 08:15:00 PM,032XX W LAWRENCE AVE,1680,GAMBLING,OTHER,RESTAURANT,true,false,1713,017,33,14,19,1154045,1931710,2004,04/15/2016 08:55:02 AM,41.968445202,-87.70896666,"(41.968445202, -87.70896666)" +3551767,HK610885,09/08/2004 05:00:00 PM,030XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1155936,1910488,2004,04/15/2016 08:55:02 AM,41.910172509,-87.702587668,"(41.910172509, -87.702587668)" +3551826,HK602904,08/31/2004 11:15:00 AM,037XX N HARLEM AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1632,016,36,17,19,1127407,1923972,2004,04/15/2016 08:55:02 AM,41.947702172,-87.807089728,"(41.947702172, -87.807089728)" +3551839,HK619807,09/12/2004 10:56:42 PM,013XX S THROOP ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167979,1894109,2004,04/15/2016 08:55:02 AM,41.864975822,-87.658819527,"(41.864975822, -87.658819527)" +3551913,HK601069,09/03/2004 11:11:32 PM,119XX S YALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1176762,1825699,2004,04/15/2016 08:55:02 AM,41.677057396,-87.628634988,"(41.677057396, -87.628634988)" +3552050,HK613663,09/09/2004 11:30:00 PM,014XX W LUNT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165385,1946614,2004,04/15/2016 08:55:02 AM,42.009107852,-87.666843608,"(42.009107852, -87.666843608)" +3553013,HK578995,08/24/2004 06:20:00 PM,062XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182293,1863838,2004,04/15/2016 08:55:02 AM,41.781589382,-87.607212431,"(41.781589382, -87.607212431)" +3553899,HK562662,08/17/2004 05:25:00 AM,016XX S SAWYER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154963,1891728,2004,04/15/2016 08:55:02 AM,41.858712788,-87.706665364,"(41.858712788, -87.706665364)" +3553949,HK561962,08/16/2004 07:29:00 PM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1170661,1865431,2004,04/15/2016 08:55:02 AM,41.786222388,-87.649811495,"(41.786222388, -87.649811495)" +3554041,HK558128,08/14/2004 08:10:00 PM,063XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1159169,1941957,2004,04/15/2016 08:55:02 AM,41.996459403,-87.689842859,"(41.996459403, -87.689842859)" +3554346,HK583855,08/26/2004 10:51:13 PM,032XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1154918,1896851,2004,04/15/2016 08:55:02 AM,41.872771756,-87.706693278,"(41.872771756, -87.706693278)" +3554426,HK585845,08/27/2004 08:27:25 PM,059XX N WINTHROP AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,2433,024,48,77,19,1167780,1939847,2004,04/15/2016 08:55:02 AM,41.990487582,-87.658228054,"(41.990487582, -87.658228054)" +3554933,HK596811,09/01/2004 10:31:52 PM,013XX S FAIRFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158243,1893710,2004,04/15/2016 08:55:02 AM,41.864085277,-87.694571444,"(41.864085277, -87.694571444)" +3555030,HK585958,08/27/2004 09:30:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,8,47,19,1184832,1843856,2004,04/15/2016 08:55:02 AM,41.726697566,-87.598529659,"(41.726697566, -87.598529659)" +3555049,HK589209,08/29/2004 02:18:16 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166469,1860702,2004,04/15/2016 08:55:02 AM,41.773335833,-87.665316173,"(41.773335833, -87.665316173)" +3558077,HK611386,09/08/2004 08:30:00 PM,057XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,20,40,19,1179901,1867138,2004,04/15/2016 08:55:02 AM,41.790699991,-87.615881032,"(41.790699991, -87.615881032)" +3558492,HK567810,08/19/2004 01:45:00 PM,062XX S VERNON AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1180323,1863755,2004,04/15/2016 08:55:02 AM,41.781407045,-87.614437392,"(41.781407045, -87.614437392)" +3558827,HK572655,08/21/2004 08:20:00 PM,058XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,20,40,19,1178596,1866372,2004,04/15/2016 08:55:02 AM,41.788627798,-87.620689391,"(41.788627798, -87.620689391)" +3563143,HK626663,09/16/2004 01:12:00 AM,055XX S BISHOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0713,007,16,67,19,1167612,1867917,2004,04/15/2016 08:55:02 AM,41.79311024,-87.660919367,"(41.79311024, -87.660919367)" +3563134,HK592440,08/30/2004 10:57:00 PM,068XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,15,66,19,1159889,1859190,2004,04/15/2016 08:55:02 AM,41.769324407,-87.689478534,"(41.769324407, -87.689478534)" +3563964,HK559832,08/15/2004 07:10:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174929,1855043,2004,04/15/2016 08:55:02 AM,41.757622369,-87.634472427,"(41.757622369, -87.634472427)" +3564088,HK615671,09/10/2004 10:55:00 PM,050XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142870,1899556,2004,04/15/2016 08:55:02 AM,41.880427457,-87.750860116,"(41.880427457, -87.750860116)" +3564647,HK640483,09/22/2004 12:47:16 PM,057XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138038,1904422,2004,04/15/2016 08:55:02 AM,41.893869009,-87.76848539,"(41.893869009, -87.76848539)" +3564784,HK627372,09/16/2004 12:15:00 PM,020XX E 68TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191177,1860292,2004,04/15/2016 08:55:02 AM,41.771648413,-87.574756784,"(41.771648413, -87.574756784)" +3565110,HK534047,08/03/2004 01:20:00 PM,081XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183321,1851139,2004,04/15/2016 08:55:02 AM,41.746718193,-87.603838426,"(41.746718193, -87.603838426)" +3565355,HK636393,09/20/2004 04:40:00 PM,068XX S EAST END AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2004,04/15/2016 08:55:02 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +3565586,HK616663,09/11/2004 01:10:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138199,1904266,2004,04/15/2016 08:55:02 AM,41.893438015,-87.767897856,"(41.893438015, -87.767897856)" +3566145,HK619658,09/12/2004 09:45:00 PM,002XX W 26TH ST,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,11,34,19,1174695,1887061,2004,04/15/2016 08:55:02 AM,41.845488149,-87.634375812,"(41.845488149, -87.634375812)" +3566196,HK596770,09/01/2004 08:30:00 PM,031XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2523,025,31,21,19,1150124,1920942,2004,04/15/2016 08:55:02 AM,41.93897451,-87.723665748,"(41.93897451, -87.723665748)" +3566761,HK572829,08/21/2004 08:45:00 PM,088XX S ASHLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,TAVERN/LIQUOR STORE,true,false,2221,022,21,71,19,1167223,1845876,2004,04/15/2016 08:55:02 AM,41.732635131,-87.662975644,"(41.732635131, -87.662975644)" +3566778,HK572831,08/21/2004 09:45:00 PM,055XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,3,40,19,1178981,1868436,2004,04/15/2016 08:55:02 AM,41.794282844,-87.619214884,"(41.794282844, -87.619214884)" +3566807,HK580173,08/25/2004 10:30:00 AM,010XX N CALIFORNIA AVE,1622,GAMBLING,BOLITA OR BOLI PUL/WRITER,STREET,true,false,1311,012,26,24,19,1157539,1906715,2004,04/15/2016 08:55:02 AM,41.899786581,-87.696801713,"(41.899786581, -87.696801713)" +3567107,HK580323,08/25/2004 11:20:00 AM,031XX W LAWRENCE AVE,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,1713,017,33,14,19,1154760,1931725,2004,04/15/2016 08:55:02 AM,41.968472035,-87.706337225,"(41.968472035, -87.706337225)" +3567575,HK627570,09/16/2004 01:55:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174931,1854975,2004,04/15/2016 08:55:02 AM,41.757435724,-87.634467122,"(41.757435724, -87.634467122)" +3567577,HK578241,08/24/2004 01:10:00 PM,062XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179992,1863712,2004,04/15/2016 08:55:02 AM,41.781296636,-87.615652218,"(41.781296636, -87.615652218)" +3567620,HK614994,09/10/2004 04:20:04 PM,029XX W HARRISON ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1135,011,2,27,19,1156794,1897225,2004,04/15/2016 08:55:02 AM,41.873760261,-87.699795456,"(41.873760261, -87.699795456)" +3567676,HK632105,09/18/2004 02:23:05 PM,069XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,17,68,19,1170513,1858754,2004,04/15/2016 08:55:02 AM,41.767903127,-87.650548511,"(41.767903127, -87.650548511)" +3568456,HK578381,08/24/2004 02:30:00 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174385,1862249,2004,04/15/2016 08:55:02 AM,41.777408581,-87.636252076,"(41.777408581, -87.636252076)" +3568469,HK633576,09/19/2004 10:00:00 AM,032XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1154852,1891855,2004,04/15/2016 08:55:02 AM,41.859063512,-87.707069408,"(41.859063512, -87.707069408)" +3569029,HK642815,09/23/2004 02:10:00 PM,078XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1182586,1853131,2004,04/15/2016 08:55:02 AM,41.752201523,-87.60646996,"(41.752201523, -87.60646996)" +3569162,HK642775,09/23/2004 02:00:00 PM,007XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1172513,1853804,2004,04/15/2016 08:55:02 AM,41.754275914,-87.643363145,"(41.754275914, -87.643363145)" +3569191,HK597875,09/02/2004 01:35:00 PM,009XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171049,1868997,2004,04/15/2016 08:55:02 AM,41.795999418,-87.648284712,"(41.795999418, -87.648284712)" +3569220,HK578204,08/24/2004 01:00:00 PM,062XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1182635,1863835,2004,04/15/2016 08:55:02 AM,41.781573218,-87.605958685,"(41.781573218, -87.605958685)" +3571081,HK596980,09/02/2004 12:18:24 AM,005XX W DIVISION ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1821,018,27,8,19,1172309,1908265,2004,04/15/2016 08:55:02 AM,41.903726336,-87.64250581,"(41.903726336, -87.64250581)" +3574256,HK663767,10/03/2004 02:35:00 PM,051XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142029,1902791,2004,04/15/2016 08:55:02 AM,41.889320316,-87.753868014,"(41.889320316, -87.753868014)" +3574744,HK589396,08/29/2004 03:30:00 PM,020XX W 70TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1163973,1858233,2004,04/15/2016 08:55:02 AM,41.766613397,-87.67453528,"(41.766613397, -87.67453528)" +3574965,HK596002,09/01/2004 03:04:00 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1165180,1859948,2004,04/15/2016 08:55:02 AM,41.771294134,-87.670062673,"(41.771294134, -87.670062673)" +3575019,HK646925,09/25/2004 10:50:00 AM,063XX S KARLOV AVE,1680,GAMBLING,OTHER,STREET,true,false,0813,008,13,65,19,1150123,1862385,2004,04/15/2016 08:55:02 AM,41.778287045,-87.725193773,"(41.778287045, -87.725193773)" +3575048,HK642524,09/23/2004 12:00:00 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0232,002,3,40,19,1179363,1871074,2004,04/15/2016 08:55:02 AM,41.801513039,-87.617733588,"(41.801513039, -87.617733588)" +3575082,HK642521,09/23/2004 11:00:00 AM,068XX S CLYDE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0331,003,5,43,19,1191392,1859988,2004,04/15/2016 08:55:02 AM,41.770809007,-87.573978518,"(41.770809007, -87.573978518)" +3575107,HK637100,09/20/2004 08:30:00 PM,036XX W MONTROSE AVE,1650,GAMBLING,VIOL CHARITABLE GAME ACT,OTHER,true,false,1723,017,33,16,19,1151361,1928999,2004,04/15/2016 08:55:02 AM,41.961059285,-87.718907139,"(41.961059285, -87.718907139)" +3575163,HK636938,09/20/2004 07:20:00 PM,053XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,30,19,19,1140116,1920755,2004,04/15/2016 08:55:02 AM,41.938650783,-87.760452773,"(41.938650783, -87.760452773)" +3575495,HK634750,09/19/2004 08:25:00 PM,023XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175345,1888642,2004,04/15/2016 08:55:02 AM,41.849811991,-87.631943014,"(41.849811991, -87.631943014)" +3575515,HK590960,08/30/2004 12:00:00 PM,054XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167259,1868725,2004,04/15/2016 08:55:02 AM,41.795335057,-87.66219065,"(41.795335057, -87.66219065)" +3575624,HK591270,08/30/2004 02:15:00 PM,057XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160353,1866523,2004,04/15/2016 08:55:02 AM,41.789437638,-87.687575861,"(41.789437638, -87.687575861)" +3576908,HK651665,09/27/2004 05:56:37 PM,047XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0224,002,3,38,19,1178397,1873668,2004,04/15/2016 08:55:02 AM,41.808653221,-87.62119742,"(41.808653221, -87.62119742)" +3578023,HK630503,09/17/2004 07:35:00 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139436,1901846,2004,04/15/2016 08:55:02 AM,41.886774773,-87.763413758,"(41.886774773, -87.763413758)" +3578120,HK592236,08/30/2004 08:30:00 PM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873735,2004,04/15/2016 08:55:02 AM,41.808837098,-87.621199051,"(41.808837098, -87.621199051)" +3579012,HK632988,09/18/2004 11:50:00 PM,064XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1164464,1861891,2004,04/15/2016 08:55:02 AM,41.776641109,-87.672632569,"(41.776641109, -87.672632569)" +3579239,HK630813,09/17/2004 10:10:00 PM,059XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177731,1865672,2004,04/15/2016 08:55:02 AM,41.786726559,-87.623882188,"(41.786726559, -87.623882188)" +3580053,HK625319,09/15/2004 12:45:00 PM,071XX W BELMONT AVE,1651,GAMBLING,GAME/CARDS,SMALL RETAIL STORE,true,false,2511,025,36,18,19,1127762,1920442,2004,04/15/2016 08:55:02 AM,41.938009443,-87.80586465,"(41.938009443, -87.80586465)" +3581120,HK647351,09/25/2004 02:40:00 PM,050XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0224,002,3,38,19,1178452,1871684,2004,04/15/2016 08:55:02 AM,41.803207698,-87.621056,"(41.803207698, -87.621056)" +3581133,HK601138,09/04/2004 12:08:10 AM,056XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,16,67,19,1167299,1867345,2004,04/15/2016 08:55:02 AM,41.791547317,-87.662083482,"(41.791547317, -87.662083482)" +3588169,HK541859,08/07/2004 12:25:00 AM,036XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1152151,1896781,2004,04/15/2016 08:55:02 AM,41.872634651,-87.716854119,"(41.872634651, -87.716854119)" +3588246,HK596919,09/01/2004 11:15:00 PM,014XX W DIVISION ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1323,012,27,24,19,1166645,1908100,2004,04/15/2016 08:55:02 AM,41.903396846,-87.663315635,"(41.903396846, -87.663315635)" +3588809,HK646105,09/24/2004 10:10:00 PM,005XX N KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1313,012,27,23,19,1154949,1903386,2004,04/15/2016 08:55:02 AM,41.890703831,-87.70640419,"(41.890703831, -87.70640419)" +3589420,HK611957,09/19/2004 12:10:00 PM,037XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,36,19,1180863,1880137,2004,04/15/2016 08:55:02 AM,41.826348233,-87.611953567,"(41.826348233, -87.611953567)" +3589699,HK636458,09/20/2004 04:50:00 PM,066XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182034,1861110,2004,04/15/2016 08:55:02 AM,41.77410949,-87.608246307,"(41.77410949, -87.608246307)" +3591187,HK607172,09/07/2004 12:10:00 AM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174951,1854209,2004,04/15/2016 08:55:02 AM,41.755333282,-87.634416632,"(41.755333282, -87.634416632)" +3591239,HK577188,08/23/2004 10:35:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183280,1852520,2004,04/15/2016 08:55:02 AM,41.750508757,-87.603945763,"(41.750508757, -87.603945763)" +3591523,HK617351,09/11/2004 06:45:00 PM,080XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0414,004,8,46,19,1191258,1852167,2004,04/15/2016 08:55:02 AM,41.749350786,-87.57472252,"(41.749350786, -87.57472252)" +3593153,HK619467,09/12/2004 08:10:06 PM,004XX W 117TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,53,19,1175254,1827319,2004,04/15/2016 08:55:02 AM,41.681536643,-87.634106567,"(41.681536643, -87.634106567)" +3593500,HK598649,09/02/2004 08:00:00 PM,081XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,18,71,19,1166759,1850709,2004,04/15/2016 08:55:02 AM,41.745907494,-87.664537893,"(41.745907494, -87.664537893)" +3593770,HK620682,09/13/2004 12:09:01 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151275,1903948,2004,04/15/2016 08:55:02 AM,41.892318886,-87.719882242,"(41.892318886, -87.719882242)" +3593775,HK598581,09/02/2004 07:15:00 PM,082XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0622,006,21,44,19,1175724,1850184,2004,04/15/2016 08:55:02 AM,41.744270923,-87.631704085,"(41.744270923, -87.631704085)" +3596201,HK670143,10/06/2004 05:13:50 PM,104XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,50,19,1183752,1835903,2004,04/15/2016 08:55:02 AM,41.704898803,-87.602732983,"(41.704898803, -87.602732983)" +3599563,HK679921,10/11/2004 12:38:00 PM,061XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1164413,1863859,2004,04/15/2016 08:55:02 AM,41.782042634,-87.672764112,"(41.782042634, -87.672764112)" +3599570,HK627318,09/16/2004 12:10:00 PM,004XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142290,1902484,2004,04/15/2016 08:55:02 AM,41.888473031,-87.752917129,"(41.888473031, -87.752917129)" +3599833,HK682602,10/12/2004 05:10:00 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,16,61,19,1169505,1871400,2004,04/15/2016 08:55:02 AM,41.802627142,-87.653876989,"(41.802627142, -87.653876989)" +3600253,HK600649,09/03/2004 06:36:00 PM,052XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165569,1869887,2004,04/15/2016 08:55:02 AM,41.798559764,-87.668354963,"(41.798559764, -87.668354963)" +3600346,HK680492,10/11/2004 03:54:00 PM,059XX N MAGNOLIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2013,020,48,77,19,1166885,1939457,2004,04/15/2016 08:55:02 AM,41.989436726,-87.661531297,"(41.989436726, -87.661531297)" +3600449,HK681906,10/12/2004 11:50:00 AM,040XX W 18TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149915,1891081,2004,04/15/2016 08:55:02 AM,41.857036951,-87.725211795,"(41.857036951, -87.725211795)" +3602025,HK585161,08/27/2004 03:00:00 PM,041XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1148952,1897703,2004,04/15/2016 08:55:02 AM,41.875227172,-87.728575345,"(41.875227172, -87.728575345)" +3602198,HK589229,08/29/2004 01:10:00 PM,065XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182345,1861784,2004,04/15/2016 08:55:02 AM,41.775951809,-87.607085387,"(41.775951809, -87.607085387)" +3602917,HK650018,09/26/2004 10:30:00 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142518,1905859,2004,04/15/2016 08:55:02 AM,41.897730194,-87.751995844,"(41.897730194, -87.751995844)" +3605044,HK671430,10/07/2004 09:35:26 AM,066XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0722,007,6,68,19,1174223,1860622,2004,04/15/2016 08:55:02 AM,41.772947511,-87.636894268,"(41.772947511, -87.636894268)" +3606656,HK634514,09/19/2004 07:08:00 PM,087XX S THROOP ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,71,19,1169189,1846786,2004,04/15/2016 08:55:02 AM,41.735090058,-87.655747053,"(41.735090058, -87.655747053)" +3606735,HK624109,09/14/2004 08:55:00 PM,059XX S WABASH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,20,40,19,1177731,1865672,2004,04/15/2016 08:55:02 AM,41.786726559,-87.623882188,"(41.786726559, -87.623882188)" +3606848,HK629735,09/17/2004 01:40:00 PM,057XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1179901,1867144,2004,04/15/2016 08:55:02 AM,41.790716455,-87.615880848,"(41.790716455, -87.615880848)" +3606932,HK632472,09/18/2004 06:25:00 PM,040XX W 15TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149865,1892412,2004,04/15/2016 08:55:02 AM,41.860690348,-87.725360729,"(41.860690348, -87.725360729)" +3607636,HK610194,09/08/2004 12:25:00 PM,009XX N CAMBRIDGE AVE,1680,GAMBLING,OTHER,STREET,true,false,1823,018,27,8,19,1172508,1906392,2004,04/15/2016 08:55:02 AM,41.898582321,-87.641830299,"(41.898582321, -87.641830299)" +3612948,HK707587,10/24/2004 07:00:00 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152523,1906601,2004,04/15/2016 08:55:02 AM,41.899574402,-87.715228638,"(41.899574402, -87.715228638)" +3613445,HK646116,09/24/2004 10:40:00 PM,024XX E 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194019,1853728,2004,04/15/2016 08:55:02 AM,41.753567049,-87.564554197,"(41.753567049, -87.564554197)" +3613746,HK650967,09/27/2004 12:15:00 PM,006XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1122,011,27,23,19,1151939,1903984,2004,04/15/2016 08:55:02 AM,41.892404621,-87.717442683,"(41.892404621, -87.717442683)" +3614621,HK641566,09/22/2004 09:30:00 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1193155,1838877,2004,04/15/2016 08:55:02 AM,41.712835697,-87.56820419,"(41.712835697, -87.56820419)" +3614691,HK657061,09/30/2004 10:51:04 AM,032XX W ADAMS ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1124,011,28,27,19,1154752,1898890,2004,04/15/2016 08:55:02 AM,41.878370307,-87.707248137,"(41.878370307, -87.707248137)" +3614833,HK637573,09/21/2004 07:40:00 AM,069XX N GLENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165573,1946055,2004,04/15/2016 08:55:02 AM,42.007569927,-87.666167932,"(42.007569927, -87.666167932)" +3616750,HK647706,09/25/2004 06:10:00 PM,059XX S WABASH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0233,002,20,40,19,1177733,1865583,2004,04/15/2016 08:55:02 AM,41.786482289,-87.623877548,"(41.786482289, -87.623877548)" +3617253,HK624914,09/15/2004 09:30:00 AM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182686,1861855,2004,04/15/2016 08:55:02 AM,41.776138731,-87.605833122,"(41.776138731, -87.605833122)" +3617329,HK625325,09/15/2004 01:00:00 PM,065XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0321,003,20,42,19,1182684,1861922,2004,04/15/2016 08:55:02 AM,41.776322631,-87.605838376,"(41.776322631, -87.605838376)" +3617387,HK604201,09/05/2004 02:11:00 PM,084XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1196620,1849651,2004,04/15/2016 08:55:02 AM,41.74231528,-87.555157796,"(41.74231528, -87.555157796)" +3617628,HK701329,10/21/2004 07:15:00 PM,070XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,5,43,19,1186750,1858747,2004,04/15/2016 08:55:02 AM,41.7675148,-87.591033336,"(41.7675148, -87.591033336)" +3617918,HK711680,10/26/2004 03:50:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1532,015,28,25,19,1143257,1902557,2004,04/15/2016 08:55:02 AM,41.888655348,-87.749364087,"(41.888655348, -87.749364087)" +3618234,HK614452,09/10/2004 12:15:00 PM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0712,007,20,68,19,1171600,1867481,2004,04/15/2016 08:55:02 AM,41.791827281,-87.646308595,"(41.791827281, -87.646308595)" +3619183,HK634206,09/19/2004 04:11:25 PM,011XX E 80TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0411,004,8,45,19,1185359,1852182,2004,04/15/2016 08:55:02 AM,41.749532636,-87.596338041,"(41.749532636, -87.596338041)" +3619360,HK703343,10/22/2004 06:06:37 PM,075XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1195964,1855586,2004,04/15/2016 08:55:02 AM,41.758617623,-87.55736521,"(41.758617623, -87.55736521)" +3619683,HK642523,09/23/2004 12:25:39 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180760,1881423,2004,04/15/2016 08:55:02 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +3619745,HK705982,10/23/2004 09:52:19 PM,018XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152672,1890515,2004,04/15/2016 08:55:02 AM,41.855429752,-87.715106947,"(41.855429752, -87.715106947)" +3619972,HK662183,10/02/2004 05:15:00 PM,118XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1176411,1826436,2004,04/15/2016 08:55:02 AM,41.679087709,-87.629897721,"(41.679087709, -87.629897721)" +3620288,HK692463,10/17/2004 04:25:00 PM,060XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1170347,1864806,2004,04/15/2016 08:55:02 AM,41.78451416,-87.65098096,"(41.78451416, -87.65098096)" +3622475,HK619624,09/12/2004 09:45:00 PM,003XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1138981,1901770,2004,04/15/2016 08:55:02 AM,41.8865745,-87.765086511,"(41.8865745, -87.765086511)" +3623569,HK649477,09/26/2004 04:30:00 PM,090XX S DAUPHIN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0633,006,8,44,19,1183739,1845408,2004,04/15/2016 08:55:02 AM,41.730981965,-87.602485124,"(41.730981965, -87.602485124)" +3624089,HK696088,10/19/2004 12:42:06 PM,067XX N GREENVIEW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2432,024,40,1,19,1165051,1944780,2004,04/15/2016 08:55:02 AM,42.004082448,-87.668124918,"(42.004082448, -87.668124918)" +3624781,HK667505,10/05/2004 01:25:00 PM,067XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1187356,1860757,2004,04/15/2016 08:55:02 AM,41.773016041,-87.588748333,"(41.773016041, -87.588748333)" +3630190,HK714139,10/27/2004 06:00:00 PM,008XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142202,1905133,2004,04/15/2016 08:55:02 AM,41.895743835,-87.753174524,"(41.895743835, -87.753174524)" +3630288,HK664433,10/03/2004 09:30:00 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1165177,1860036,2004,04/15/2016 08:55:02 AM,41.771535681,-87.670071182,"(41.771535681, -87.670071182)" +3630467,HK714571,10/27/2004 09:15:00 PM,013XX W 109TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2234,022,34,75,19,1169363,1832152,2004,04/15/2016 08:55:02 AM,41.69492837,-87.655531644,"(41.69492837, -87.655531644)" +3630477,HK662649,10/02/2004 09:08:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194218,1853568,2004,04/15/2016 08:55:02 AM,41.753123114,-87.563830192,"(41.753123114, -87.563830192)" +3630781,HK707703,10/24/2004 08:15:00 PM,078XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170342,1852880,2004,04/15/2016 08:55:02 AM,41.751787839,-87.651345997,"(41.751787839, -87.651345997)" +3631066,HK668517,10/05/2004 08:45:00 PM,0000X S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154407,1899681,2004,04/15/2016 08:55:02 AM,41.880547792,-87.708493763,"(41.880547792, -87.708493763)" +3632887,HK661839,10/02/2004 01:59:45 PM,093XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0423,004,7,48,19,1195505,1843633,2004,04/15/2016 08:55:02 AM,41.725828973,-87.559441332,"(41.725828973, -87.559441332)" +3632923,HK606132,09/06/2004 02:15:00 PM,130XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1184659,1818786,2004,04/15/2016 08:55:02 AM,41.657906269,-87.599945251,"(41.657906269, -87.599945251)" +3633738,HK617391,09/11/2004 07:36:06 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162216,1860579,2004,04/15/2016 08:55:02 AM,41.773087898,-87.680910159,"(41.773087898, -87.680910159)" +3633755,HK618739,09/12/2004 01:23:46 PM,069XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167864,1858735,2004,04/15/2016 08:55:02 AM,41.767908284,-87.660258853,"(41.767908284, -87.660258853)" +3634575,HK676806,10/09/2004 05:05:00 PM,040XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149606,1897720,2004,04/15/2016 08:55:02 AM,41.875261152,-87.726173655,"(41.875261152, -87.726173655)" +3634633,HK667623,10/05/2004 01:45:00 PM,046XX N BROADWAY,1680,GAMBLING,OTHER,CTA TRAIN,true,false,2311,019,46,3,19,1167942,1930944,2004,04/15/2016 08:55:02 AM,41.966053999,-87.657890403,"(41.966053999, -87.657890403)" +3634646,HK676431,10/09/2004 02:00:00 PM,017XX E 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1189303,1852945,2004,04/15/2016 08:55:02 AM,41.751532765,-87.581861405,"(41.751532765, -87.581861405)" +3634897,HK676116,10/09/2004 11:30:00 AM,008XX W 86TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1172009,1847818,2004,04/15/2016 08:55:02 AM,41.737860618,-87.645385524,"(41.737860618, -87.645385524)" +3635204,HK676415,10/09/2004 01:45:00 PM,078XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,17,71,19,1166041,1852764,2004,04/15/2016 08:55:02 AM,41.751561991,-87.667110494,"(41.751561991, -87.667110494)" +3635238,HK676595,10/09/2004 03:10:00 PM,078XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1183592,1853213,2004,04/15/2016 08:55:02 AM,41.752403158,-87.6027809,"(41.752403158, -87.6027809)" +3635260,HK643785,09/23/2004 09:30:00 PM,066XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1187337,1861066,2004,04/15/2016 08:55:02 AM,41.773864414,-87.588808175,"(41.773864414, -87.588808175)" +3635264,HK676907,10/09/2004 06:15:00 PM,059XX S PEORIA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0712,007,16,68,19,1171322,1865482,2004,04/15/2016 08:55:02 AM,41.786347893,-87.647386451,"(41.786347893, -87.647386451)" +3635707,HK634116,09/19/2004 03:10:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141329,1902645,2004,04/15/2016 08:55:02 AM,41.888932617,-87.75644234,"(41.888932617, -87.75644234)" +3635741,HK630818,09/17/2004 10:30:00 PM,079XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166716,1852282,2004,04/15/2016 08:55:02 AM,41.750224946,-87.664650661,"(41.750224946, -87.664650661)" +3635791,HK625238,09/15/2004 12:30:00 PM,066XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,42,19,1183365,1861248,2004,04/15/2016 08:55:02 AM,41.774457277,-87.603362874,"(41.774457277, -87.603362874)" +3635849,HK621596,09/13/2004 07:00:00 PM,017XX E 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1189150,1859580,2004,04/15/2016 08:55:02 AM,41.769743447,-87.582209766,"(41.769743447, -87.582209766)" +3637043,HK649537,09/26/2004 05:10:00 PM,098XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174363,1839821,2004,04/15/2016 08:55:02 AM,41.715863801,-87.636998103,"(41.715863801, -87.636998103)" +3637089,HK658242,09/30/2004 07:45:00 PM,037XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151554,1891782,2004,04/15/2016 08:55:02 AM,41.858928566,-87.719177295,"(41.858928566, -87.719177295)" +3637201,HK647078,09/25/2004 12:10:00 PM,012XX W 72ND PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0734,007,17,67,19,1169193,1856704,2004,04/15/2016 08:55:02 AM,41.762306316,-87.655446131,"(41.762306316, -87.655446131)" +3637315,HK651388,09/27/2004 01:40:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188714,1860012,2004,04/15/2016 08:55:02 AM,41.770939329,-87.583794126,"(41.770939329, -87.583794126)" +3637369,HK591192,08/30/2004 01:30:00 PM,015XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166283,1894477,2004,04/15/2016 08:55:02 AM,41.866022043,-87.665035028,"(41.866022043, -87.665035028)" +3639139,HK734885,11/05/2004 09:00:00 AM,026XX S CALIFORNIA AVE,1650,GAMBLING,VIOL CHARITABLE GAME ACT,GOVERNMENT BUILDING/PROPERTY,true,true,1033,010,12,30,19,1158126,1886449,2004,04/15/2016 08:55:02 AM,41.844162699,-87.695199039,"(41.844162699, -87.695199039)" +3642158,HK669647,10/06/2004 01:15:00 PM,002XX W 117TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1176855,1827359,2004,04/15/2016 08:55:02 AM,41.681610603,-87.628244859,"(41.681610603, -87.628244859)" +3642325,HK670434,10/06/2004 07:40:00 PM,052XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1141265,1910137,2004,04/15/2016 08:55:02 AM,41.909492725,-87.75649238,"(41.909492725, -87.75649238)" +3644571,HK672976,10/07/2004 11:45:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188712,1860059,2004,04/15/2016 08:55:02 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +3644664,HK711523,10/26/2004 12:00:00 AM,042XX W CERMAK RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1148586,1889043,2004,04/15/2016 08:55:02 AM,41.851470149,-87.730142563,"(41.851470149, -87.730142563)" +3645899,HK691129,10/16/2004 08:10:00 PM,061XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0823,008,15,66,19,1157438,1863678,2004,04/15/2016 08:55:02 AM,41.781690138,-87.698341367,"(41.781690138, -87.698341367)" +3646723,HK671860,10/07/2004 01:17:00 PM,067XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0321,003,5,43,19,1186706,1860422,2004,04/15/2016 08:55:02 AM,41.77211219,-87.591141632,"(41.77211219, -87.591141632)" +3648652,HK682218,10/12/2004 02:43:31 PM,013XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140786,1908227,2004,04/15/2016 08:55:02 AM,41.904260292,-87.758299079,"(41.904260292, -87.758299079)" +3648843,HK722093,10/31/2004 12:00:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899791,2004,04/15/2016 08:55:02 AM,41.881099854,-87.756307159,"(41.881099854, -87.756307159)" +3650106,HK701309,10/21/2004 06:56:29 PM,011XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148166,1907479,2004,04/15/2016 08:55:02 AM,41.902068751,-87.731209383,"(41.902068751, -87.731209383)" +3653475,HK681855,10/12/2004 11:30:00 AM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1170662,1865397,2004,04/15/2016 08:55:02 AM,41.786129066,-87.649808819,"(41.786129066, -87.649808819)" +3653526,HK703529,10/22/2004 06:28:00 PM,062XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,15,67,19,1163766,1863345,2004,04/15/2016 08:55:02 AM,41.780645765,-87.675150616,"(41.780645765, -87.675150616)" +3653702,HK703758,10/22/2004 10:04:00 PM,057XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0715,007,15,67,19,1163343,1866565,2004,04/15/2016 08:55:02 AM,41.789490741,-87.676611251,"(41.789490741, -87.676611251)" +3654005,HK703167,10/22/2004 04:50:00 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160277,1857163,2004,04/15/2016 08:55:02 AM,41.763754044,-87.688112032,"(41.763754044, -87.688112032)" +3654039,HK682614,10/12/2004 04:57:26 PM,043XX W 79TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0834,008,13,70,19,1148764,1851854,2004,04/15/2016 08:55:02 AM,41.749414464,-87.730446597,"(41.749414464, -87.730446597)" +3654597,HK752105,11/15/2004 01:35:00 PM,012XX N KILDARE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147478,1908133,2004,04/15/2016 08:55:02 AM,41.903876619,-87.733719736,"(41.903876619, -87.733719736)" +3655701,HK712436,10/26/2004 09:40:00 PM,078XX S CREGIER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1189566,1853273,2004,04/15/2016 08:55:02 AM,41.752426519,-87.580887139,"(41.752426519, -87.580887139)" +3657061,HK705549,10/23/2004 05:00:00 PM,070XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164904,1857959,2004,04/15/2016 08:55:02 AM,41.765841885,-87.67113053,"(41.765841885, -87.67113053)" +3657616,HK621893,09/13/2004 09:30:00 PM,057XX N WESTERN AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2011,020,40,2,19,1159290,1937978,2004,04/15/2016 08:55:02 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +3659559,HK679961,10/11/2004 01:00:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160796,1862476,2004,04/15/2016 08:55:02 AM,41.778322975,-87.686063217,"(41.778322975, -87.686063217)" +3660234,HK677466,10/10/2004 01:05:00 AM,070XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172523,1858201,2004,04/15/2016 08:55:02 AM,41.766341606,-87.643197225,"(41.766341606, -87.643197225)" +3660262,HK700199,10/21/2004 10:15:00 AM,044XX S LA CROSSE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144697,1874925,2004,04/15/2016 08:55:02 AM,41.812802405,-87.744771314,"(41.812802405, -87.744771314)" +3660558,HK735422,11/06/2004 07:35:00 PM,076XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1169978,1854075,2004,04/15/2016 08:55:02 AM,41.755074987,-87.652645242,"(41.755074987, -87.652645242)" +3660671,HK676465,10/09/2004 02:00:00 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163471,1861892,2004,04/15/2016 08:55:02 AM,41.77666473,-87.676272847,"(41.77666473, -87.676272847)" +3662461,HK733494,11/05/2004 08:15:00 PM,016XX W 77TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0611,006,17,71,19,1166588,1853647,2004,04/15/2016 08:55:02 AM,41.753973426,-87.665080861,"(41.753973426, -87.665080861)" +3662624,HK586049,08/27/2004 09:35:00 PM,085XX S PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0834,008,18,70,19,1151233,1847435,2004,04/15/2016 08:55:02 AM,41.737240126,-87.721514192,"(41.737240126, -87.721514192)" +3662669,HK716639,10/28/2004 09:00:00 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0726,007,15,67,19,1165178,1860009,2004,04/15/2016 08:55:02 AM,41.771461568,-87.67006828,"(41.771461568, -87.67006828)" +3665935,HK707084,10/24/2004 01:45:00 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149923,1904668,2004,04/15/2016 08:55:02 AM,41.894321059,-87.724828857,"(41.894321059, -87.724828857)" +3665990,HK726243,11/02/2004 10:15:34 AM,079XX S JEFFERY BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,0414,004,8,46,19,1190912,1852820,2004,04/15/2016 08:55:02 AM,41.751151039,-87.575969317,"(41.751151039, -87.575969317)" +3666394,HK747233,11/12/2004 06:50:00 PM,011XX S CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1152545,1894953,2004,04/15/2016 08:55:02 AM,41.867610642,-87.715455866,"(41.867610642, -87.715455866)" +3666511,HK739520,11/09/2004 12:05:00 AM,029XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156974,1896894,2004,04/15/2016 08:55:02 AM,41.872848316,-87.69914356,"(41.872848316, -87.69914356)" +3667959,HK729341,11/03/2004 08:30:00 PM,068XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167514,1859402,2004,04/15/2016 08:55:02 AM,41.769746127,-87.661522667,"(41.769746127, -87.661522667)" +3668355,HK730937,11/04/2004 04:20:00 PM,070XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171188,1858253,2004,04/15/2016 08:55:02 AM,41.76651359,-87.648088962,"(41.76651359, -87.648088962)" +3668376,HK742350,11/10/2004 12:00:00 PM,060XX S WOOD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1165385,1864608,2004,04/15/2016 08:55:02 AM,41.78407744,-87.669179285,"(41.78407744, -87.669179285)" +3676157,HK643219,09/23/2004 05:30:00 PM,049XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1143803,1895517,2004,04/15/2016 08:55:02 AM,41.869326511,-87.747535411,"(41.869326511, -87.747535411)" +3676246,HK722198,10/31/2004 12:55:25 PM,011XX E 93RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185627,1843549,2004,04/15/2016 08:55:02 AM,41.725836464,-87.595627159,"(41.725836464, -87.595627159)" +3676332,HK734707,11/06/2004 01:11:42 PM,088XX S LOWE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2223,022,21,71,19,1173517,1846352,2004,04/15/2016 08:55:02 AM,41.733804506,-87.639903884,"(41.733804506, -87.639903884)" +3676484,HK646207,09/24/2004 11:20:00 PM,063XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1181656,1863201,2004,04/15/2016 08:55:02 AM,41.779856131,-87.609567456,"(41.779856131, -87.609567456)" +3676791,HK661895,10/02/2004 03:00:00 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192103,1858507,2004,04/15/2016 08:55:02 AM,41.766727775,-87.5714204,"(41.766727775, -87.5714204)" +3678184,HK735455,11/06/2004 07:15:00 PM,005XX E 48TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0223,002,3,38,19,1180597,1873309,2004,04/15/2016 08:55:02 AM,41.807617788,-87.613139412,"(41.807617788, -87.613139412)" +3678295,HK756558,11/17/2004 11:29:16 AM,005XX E PERSHING RD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180439,1879234,2004,04/15/2016 08:55:02 AM,41.823880092,-87.613536875,"(41.823880092, -87.613536875)" +3678763,HK682816,10/05/2004 06:45:00 PM,053XX N DAMEN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2012,020,40,4,19,1162040,1935306,2004,04/15/2016 08:55:02 AM,41.978149135,-87.679468499,"(41.978149135, -87.679468499)" +3680156,HK706851,10/24/2004 11:37:00 AM,052XX S GREEN ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0934,009,3,61,19,1171524,1870139,2004,04/15/2016 08:55:02 AM,41.799122789,-87.646509403,"(41.799122789, -87.646509403)" +3680260,HK678176,10/10/2004 12:50:00 PM,094XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1176612,1842287,2004,04/15/2016 08:55:02 AM,41.722580629,-87.628687267,"(41.722580629, -87.628687267)" +3680843,HK678121,10/10/2004 12:30:00 PM,078XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,69,19,1184253,1853180,2004,04/15/2016 08:55:02 AM,41.752297175,-87.600359675,"(41.752297175, -87.600359675)" +3680874,HK678129,10/10/2004 12:10:00 PM,076XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194520,1854777,2004,04/15/2016 08:55:02 AM,41.756433286,-87.562683814,"(41.756433286, -87.562683814)" +3681318,HK646044,09/24/2004 09:55:00 PM,034XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,27,19,1153447,1897147,2004,04/15/2016 08:55:02 AM,41.873613353,-87.712086162,"(41.873613353, -87.712086162)" +3681358,HK647493,09/25/2004 04:15:00 PM,038XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150857,1898081,2004,04/15/2016 08:55:02 AM,41.8762274,-87.721570996,"(41.8762274, -87.721570996)" +3681432,HK661432,10/02/2004 10:30:00 AM,063XX S KARLOV AVE,1680,GAMBLING,OTHER,STREET,true,false,0813,008,13,65,19,1150121,1862444,2004,04/15/2016 08:55:02 AM,41.778448989,-87.725199576,"(41.778448989, -87.725199576)" +3681443,HK661435,10/02/2004 10:30:00 AM,063XX S KARLOV AVE,1680,GAMBLING,OTHER,STREET,true,false,0813,008,13,65,19,1150121,1862468,2004,04/15/2016 08:55:02 AM,41.778514849,-87.725198954,"(41.778514849, -87.725198954)" +3682203,HK666495,10/04/2004 09:15:00 PM,021XX S ARCHER AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2111,009,25,34,19,1174881,1889964,2004,04/15/2016 08:55:02 AM,41.853450044,-87.633606409,"(41.853450044, -87.633606409)" +3682601,HK666401,10/04/2004 07:50:00 PM,038XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,30,21,19,1150282,1921005,2004,04/15/2016 08:55:02 AM,41.939144302,-87.723083405,"(41.939144302, -87.723083405)" +3682871,HK736826,11/07/2004 03:45:00 PM,072XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0735,007,17,67,19,1166265,1856703,2004,04/15/2016 08:55:02 AM,41.76236639,-87.666177698,"(41.76236639, -87.666177698)" +3682897,HK743437,11/10/2004 08:55:00 PM,070XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176615,1858329,2004,04/15/2016 08:55:02 AM,41.766601777,-87.62819477,"(41.766601777, -87.62819477)" +3682917,HK745262,11/11/2004 06:50:00 PM,066XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0726,007,15,67,19,1163840,1860612,2004,04/15/2016 08:55:02 AM,41.773144493,-87.674956028,"(41.773144493, -87.674956028)" +3683159,HK740864,11/09/2004 04:34:06 PM,055XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139376,1900200,2004,04/15/2016 08:55:02 AM,41.882259032,-87.763674222,"(41.882259032, -87.763674222)" +3687834,HK720919,10/30/2004 08:25:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182278,1864461,2004,04/15/2016 08:55:02 AM,41.783299299,-87.607248137,"(41.783299299, -87.607248137)" +3688158,HK744764,11/11/2004 02:00:00 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169147,1857034,2004,04/15/2016 08:55:02 AM,41.763212874,-87.655605198,"(41.763212874, -87.655605198)" +3690550,HK735018,11/06/2004 03:50:00 PM,053XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166911,1869320,2004,04/15/2016 08:55:02 AM,41.796975256,-87.663449772,"(41.796975256, -87.663449772)" +3692210,HK680892,10/11/2004 08:30:00 PM,069XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171503,1858816,2004,04/15/2016 08:55:02 AM,41.768051639,-87.646917902,"(41.768051639, -87.646917902)" +3693608,HK682754,10/12/2004 05:10:00 PM,062XX S WOOD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,15,67,19,1165418,1863361,2004,04/15/2016 08:55:02 AM,41.780654813,-87.669093613,"(41.780654813, -87.669093613)" +3693647,HK774562,11/26/2004 08:00:34 PM,068XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167515,1859362,2004,04/15/2016 08:55:02 AM,41.769636341,-87.661520147,"(41.769636341, -87.661520147)" +3694317,HK723083,10/31/2004 09:30:00 PM,067XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0332,003,5,43,19,1186706,1860430,2004,04/15/2016 08:55:02 AM,41.772134142,-87.591141379,"(41.772134142, -87.591141379)" +3694851,HK765230,11/21/2004 04:15:37 PM,050XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0224,002,3,38,19,1178451,1871697,2004,04/15/2016 08:55:02 AM,41.803243394,-87.621059272,"(41.803243394, -87.621059272)" +3700613,HK697247,10/19/2004 09:45:00 PM,0000X W 112TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177896,1830371,2004,04/15/2016 08:55:02 AM,41.689852537,-87.624343508,"(41.689852537, -87.624343508)" +3700759,HK698268,10/20/2004 12:35:00 PM,037XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0211,002,3,35,19,1178547,1880177,2004,04/15/2016 08:55:02 AM,41.826511045,-87.620449194,"(41.826511045, -87.620449194)" +3700834,HK698367,10/20/2004 12:00:00 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1523,015,28,25,19,1141363,1902646,2004,04/15/2016 08:55:02 AM,41.888934734,-87.756317452,"(41.888934734, -87.756317452)" +3700946,HK718648,10/29/2004 06:45:00 PM,082XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0622,006,21,44,19,1175724,1850184,2004,04/15/2016 08:55:02 AM,41.744270923,-87.631704085,"(41.744270923, -87.631704085)" +3701027,HK754404,11/16/2004 02:32:38 PM,062XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165089,1863317,2004,04/15/2016 08:55:02 AM,41.780541039,-87.670301034,"(41.780541039, -87.670301034)" +3701055,HK765536,11/21/2004 08:13:38 PM,063XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1181656,1863194,2004,04/15/2016 08:55:02 AM,41.779836923,-87.609567672,"(41.779836923, -87.609567672)" +3701190,HK755052,11/16/2004 07:30:40 PM,064XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0723,007,16,68,19,1171084,1862065,2004,04/15/2016 08:55:02 AM,41.776976454,-87.648358879,"(41.776976454, -87.648358879)" +3701784,HK699241,10/20/2004 05:30:00 PM,064XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0314,003,20,42,19,1183832,1862499,2004,04/15/2016 08:55:02 AM,41.777879245,-87.601611931,"(41.777879245, -87.601611931)" +3702109,HK701221,10/21/2004 04:10:00 PM,023XX S WENTWORTH AVE,1680,GAMBLING,OTHER,POOL ROOM,true,false,2111,009,25,34,19,1175345,1888618,2004,04/15/2016 08:55:02 AM,41.849746133,-87.631943733,"(41.849746133, -87.631943733)" +3702137,HK701139,10/21/2004 06:40:00 PM,040XX W 63RD ST,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0813,008,13,65,19,1150293,1862513,2004,04/15/2016 08:55:02 AM,41.778634997,-87.724567215,"(41.778634997, -87.724567215)" +3702973,HK605117,09/06/2004 12:15:00 AM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1163893,1951001,2004,04/15/2016 08:55:02 AM,42.021177601,-87.67220843,"(42.021177601, -87.67220843)" +3811714,HL123501,01/13/2005 08:45:00 PM,049XX W DIVERSEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2521,025,31,19,19,,,2005,08/17/2015 03:03:40 PM,,, +3703341,HK615565,09/10/2004 09:10:00 PM,026XX E 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1195008,1853754,2004,04/15/2016 08:55:02 AM,41.753614087,-87.560929087,"(41.753614087, -87.560929087)" +3703622,HK611243,09/08/2004 05:55:00 PM,022XX W TOUHY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2411,024,49,2,19,1159998,1947715,2004,04/15/2016 08:55:02 AM,42.012242399,-87.686633337,"(42.012242399, -87.686633337)" +3704619,HK791494,12/05/2004 05:06:24 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138190,1904518,2004,04/15/2016 08:55:02 AM,41.894129698,-87.767924812,"(41.894129698, -87.767924812)" +3705708,HK726347,11/02/2004 12:15:00 PM,076XX N MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2422,024,49,1,19,1163977,1950563,2004,04/15/2016 08:55:02 AM,42.019973942,-87.671911768,"(42.019973942, -87.671911768)" +3705756,HK729262,11/03/2004 05:45:00 PM,056XX W LAKE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138819,1902193,2004,04/15/2016 08:55:02 AM,41.887738208,-87.765671149,"(41.887738208, -87.765671149)" +3707568,HK594370,08/31/2004 12:00:00 AM,031XX W FIFTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155566,1899076,2004,04/15/2016 08:55:02 AM,41.878864377,-87.704254288,"(41.878864377, -87.704254288)" +3726623,HK641748,09/23/2004 11:40:00 PM,105XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0512,005,34,49,19,1177144,1834988,2004,04/15/2016 08:55:02 AM,41.702539206,-87.626957956,"(41.702539206, -87.626957956)" +3727110,HK594600,08/31/2004 10:30:39 PM,003XX S KILBOURN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146441,1898162,2004,04/15/2016 08:55:02 AM,41.876534902,-87.737783136,"(41.876534902, -87.737783136)" +3727735,HK651635,09/27/2004 05:00:00 PM,015XX N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140410,1909621,2004,04/15/2016 08:55:02 AM,41.908092498,-87.759646001,"(41.908092498, -87.759646001)" +3728562,HK803462,12/11/2004 04:49:49 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138190,1904518,2004,04/15/2016 08:55:02 AM,41.894129698,-87.767924812,"(41.894129698, -87.767924812)" +3734520,HK629703,09/17/2004 01:30:00 PM,028XX W AUGUSTA BLVD,1680,GAMBLING,OTHER,STREET,true,false,1311,012,26,24,19,1157301,1906528,2004,04/15/2016 08:55:02 AM,41.899278279,-87.697680981,"(41.899278279, -87.697680981)" +3734569,HK671994,10/07/2004 02:44:04 PM,069XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172502,1858938,2004,04/15/2016 08:55:02 AM,41.768364486,-87.643252524,"(41.768364486, -87.643252524)" +3734600,HK639454,09/21/2004 10:12:30 PM,002XX W 112TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1176648,1830669,2004,04/15/2016 08:55:02 AM,41.690698389,-87.628903514,"(41.690698389, -87.628903514)" +3735215,HK632077,09/18/2004 02:20:00 PM,002XX W 116TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0522,005,34,53,19,1176783,1828022,2004,04/15/2016 08:55:02 AM,41.683431593,-87.628488562,"(41.683431593, -87.628488562)" +3735565,HK640239,09/22/2004 11:33:57 AM,024XX W MONROE ST,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,1125,011,2,28,19,1159921,1899604,2004,04/15/2016 08:55:02 AM,41.880224549,-87.688248952,"(41.880224549, -87.688248952)" +3737045,HK670526,10/06/2004 06:45:00 PM,038XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,30,21,19,1150282,1921005,2004,04/15/2016 08:55:02 AM,41.939144302,-87.723083405,"(41.939144302, -87.723083405)" +3739851,HK676550,10/09/2004 02:15:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182278,1864440,2004,04/15/2016 08:55:02 AM,41.783241673,-87.607248787,"(41.783241673, -87.607248787)" +3739871,HK684920,10/13/2004 06:30:00 PM,054XX W MONTROSE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,45,15,19,1139266,1928722,2004,04/15/2016 08:55:02 AM,41.960528545,-87.763382055,"(41.960528545, -87.763382055)" +3740638,HK630531,09/17/2004 07:30:00 PM,019XX E 73RD PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0333,003,5,43,19,1190619,1856624,2004,04/15/2016 08:55:02 AM,41.761596613,-87.576920435,"(41.761596613, -87.576920435)" +3740999,HK711959,10/26/2004 04:50:42 PM,099XX S WINSTON AVE,1661,GAMBLING,GAME/DICE,BOWLING ALLEY,true,false,2213,022,21,73,19,1168835,1838700,2004,04/15/2016 08:55:02 AM,41.712908508,-87.657276611,"(41.712908508, -87.657276611)" +3741033,HK688160,10/15/2004 11:00:00 AM,071XX S VERNON AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0323,003,6,69,19,1180480,1857810,2004,04/15/2016 08:55:02 AM,41.765089765,-87.614044091,"(41.765089765, -87.614044091)" +3741053,HK690333,10/15/2004 10:20:00 AM,044XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1722,017,45,16,19,1145450,1931525,2004,04/15/2016 08:55:02 AM,41.968105076,-87.740575045,"(41.968105076, -87.740575045)" +3741420,HK709962,10/20/2004 05:45:00 PM,022XX N MANGO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2515,025,37,19,19,1137685,1914406,2004,04/15/2016 08:55:02 AM,41.921272669,-87.769540852,"(41.921272669, -87.769540852)" +3744021,HK691407,10/16/2004 12:30:00 AM,014XX W MARQUETTE RD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0725,007,17,67,19,1167727,1860313,2004,04/15/2016 08:55:02 AM,41.77224146,-87.660715786,"(41.77224146, -87.660715786)" +3744311,HK692388,10/17/2004 03:45:00 PM,051XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141802,1904132,2004,04/15/2016 08:55:02 AM,41.893004385,-87.75466845,"(41.893004385, -87.75466845)" +3744336,HK684998,10/13/2004 07:15:00 PM,003XX W 77TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0623,006,17,69,19,1175176,1853886,2004,04/15/2016 08:55:02 AM,41.754441912,-87.633601696,"(41.754441912, -87.633601696)" +3744574,HK721853,10/30/2004 09:30:00 AM,051XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0232,002,3,40,19,1178913,1870993,2004,04/15/2016 08:55:02 AM,41.801301036,-87.61938636,"(41.801301036, -87.61938636)" +3744621,HK731520,11/04/2004 12:25:00 AM,047XX W FULLERTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2521,025,31,19,19,1144193,1915534,2004,04/15/2016 08:55:02 AM,41.924248114,-87.745600178,"(41.924248114, -87.745600178)" +3744655,HK653283,09/23/2004 01:30:00 AM,059XX W DIVERSEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,30,19,19,1136114,1917995,2004,04/15/2016 08:55:02 AM,41.931149489,-87.77522735,"(41.931149489, -87.77522735)" +3744848,HK653153,09/28/2004 12:40:00 PM,049XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,12,19,1142285,1934118,2004,04/15/2016 08:55:02 AM,41.975279974,-87.752147994,"(41.975279974, -87.752147994)" +3745086,HK741022,11/09/2004 11:50:00 AM,031XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1724,017,33,16,19,1154535,1926422,2004,04/15/2016 08:55:02 AM,41.953924785,-87.707307,"(41.953924785, -87.707307)" +3745106,HK741053,11/09/2004 05:45:00 PM,024XX N CALIFORNIA AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,STREET,true,false,1414,014,35,22,19,1157300,1915997,2004,04/15/2016 08:55:02 AM,41.925262004,-87.697426794,"(41.925262004, -87.697426794)" +3745191,HK735616,11/06/2004 09:44:34 PM,062XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160113,1863135,2004,04/15/2016 08:55:02 AM,41.780145444,-87.688549029,"(41.780145444, -87.688549029)" +3745278,HK731766,11/05/2004 12:30:00 AM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180322,1863782,2004,04/15/2016 08:55:02 AM,41.781481159,-87.614440231,"(41.781481159, -87.614440231)" +3745914,HK678879,10/10/2004 08:30:00 PM,056XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0715,007,15,67,19,1165974,1867224,2004,04/15/2016 08:55:02 AM,41.791243564,-87.666945445,"(41.791243564, -87.666945445)" +3745361,HK692608,10/17/2004 06:00:00 PM,049XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1531,015,37,25,19,1143194,1906197,2004,04/15/2016 08:55:02 AM,41.898645108,-87.74950449,"(41.898645108, -87.74950449)" +3746404,HK733364,11/05/2004 07:10:00 PM,066XX S GREEN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0723,007,16,68,19,1171782,1860778,2004,04/15/2016 08:55:02 AM,41.773429489,-87.645837753,"(41.773429489, -87.645837753)" +3746446,HK728838,11/03/2004 03:40:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175325,1889423,2004,04/15/2016 08:55:02 AM,41.851955561,-87.631993005,"(41.851955561, -87.631993005)" +3746603,HK746794,11/12/2004 03:20:00 PM,022XX S KOLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,29,19,1147996,1888838,2004,04/15/2016 08:55:02 AM,41.850918955,-87.732313293,"(41.850918955, -87.732313293)" +3746800,HK703776,10/22/2004 10:07:00 PM,064XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0725,007,17,67,19,1167114,1861979,2004,04/15/2016 08:55:02 AM,41.776826312,-87.662915257,"(41.776826312, -87.662915257)" +3747420,HK707709,10/24/2004 08:15:00 PM,001XX N HOMAN BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153689,1900925,2004,04/15/2016 08:55:02 AM,41.88397577,-87.711097086,"(41.88397577, -87.711097086)" +3748548,HK750875,11/14/2004 07:07:46 PM,052XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,3,61,19,1172852,1870174,2004,04/15/2016 08:55:02 AM,41.799189612,-87.641638296,"(41.799189612, -87.641638296)" +3748967,HK673041,10/08/2004 12:15:00 AM,010XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149867,1906585,2004,04/15/2016 08:55:02 AM,41.899582593,-87.724984607,"(41.899582593, -87.724984607)" +3748970,HK749129,11/13/2004 06:45:00 PM,015XX W PRATT BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165099,1945267,2004,04/15/2016 08:55:02 AM,42.005417763,-87.667934401,"(42.005417763, -87.667934401)" +3749105,HK749480,11/13/2004 10:30:00 PM,079XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1182932,1852532,2004,04/15/2016 08:55:02 AM,41.750549775,-87.605220611,"(41.750549775, -87.605220611)" +3749162,HK749167,06/13/2004 07:13:00 PM,034XX S GILES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2112,002,2,35,19,1178830,1882174,2004,04/15/2016 08:55:02 AM,41.831984518,-87.619350041,"(41.831984518, -87.619350041)" +3749369,HK641540,09/22/2004 09:09:55 PM,039XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150018,1905056,2004,04/15/2016 08:55:02 AM,41.895383921,-87.724469836,"(41.895383921, -87.724469836)" +3749658,HK696059,10/19/2004 12:00:00 PM,063XX S CALUMET AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,69,19,1179551,1862816,2004,04/15/2016 08:55:02 AM,41.778848012,-87.61729636,"(41.778848012, -87.61729636)" +3750980,HK736729,11/07/2004 02:39:51 PM,001XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139932,1900395,2004,04/15/2016 08:55:02 AM,41.882783992,-87.761627787,"(41.882783992, -87.761627787)" +3751031,HK736439,11/07/2004 11:06:44 AM,069XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171503,1858809,2004,04/15/2016 08:55:02 AM,41.76803243,-87.646918107,"(41.76803243, -87.646918107)" +3751285,HK736943,11/07/2004 04:48:50 PM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140720,1899717,2004,04/15/2016 08:55:02 AM,41.880909032,-87.758750851,"(41.880909032, -87.758750851)" +3751423,HK748992,11/13/2004 04:57:47 PM,130XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0533,005,9,54,19,1185701,1818812,2004,04/15/2016 08:55:02 AM,41.657953225,-87.596131587,"(41.657953225, -87.596131587)" +3751689,HK739331,11/08/2004 09:13:46 PM,004XX W 79TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,69,19,1174815,1852546,2004,04/15/2016 08:55:02 AM,41.750772837,-87.634964504,"(41.750772837, -87.634964504)" +3751905,HK719036,10/29/2004 10:05:00 PM,068XX S PERRY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0722,007,6,69,19,1176579,1859596,2004,04/15/2016 08:55:02 AM,41.770079376,-87.628288655,"(41.770079376, -87.628288655)" +3753046,HK754764,11/16/2004 04:55:00 PM,001XX W 57TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,3,40,19,1176551,1867202,2004,04/15/2016 08:55:02 AM,41.790951671,-87.628162654,"(41.790951671, -87.628162654)" +3754201,HK740948,11/09/2004 04:45:00 PM,069XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0732,007,6,68,19,1172502,1858938,2004,04/15/2016 08:55:02 AM,41.768364486,-87.643252524,"(41.768364486, -87.643252524)" +3754261,HK741030,11/09/2004 05:50:00 PM,098XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174363,1839821,2004,04/15/2016 08:55:02 AM,41.715863801,-87.636998103,"(41.715863801, -87.636998103)" +3758420,HK711992,10/26/2004 05:00:00 PM,047XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178396,1873742,2004,04/15/2016 08:55:02 AM,41.808856306,-87.621198838,"(41.808856306, -87.621198838)" +3759278,HK706890,10/24/2004 11:47:40 AM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,true,1531,015,37,25,19,1143521,1905758,2004,04/15/2016 08:55:02 AM,41.89743433,-87.748314418,"(41.89743433, -87.748314418)" +3759368,HK706050,10/23/2004 10:26:25 PM,075XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170620,1854788,2004,04/15/2016 08:55:02 AM,41.757017588,-87.650271744,"(41.757017588, -87.650271744)" +3759512,HK709273,10/25/2004 02:43:00 PM,081XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170066,1850921,2004,04/15/2016 08:55:02 AM,41.746418078,-87.652414221,"(41.746418078, -87.652414221)" +3760628,HK779049,11/29/2004 11:30:00 AM,063XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182654,1863077,2004,04/15/2016 08:55:02 AM,41.779492755,-87.605912536,"(41.779492755, -87.605912536)" +3760666,HK776497,11/27/2004 10:00:00 PM,100XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177371,1838422,2004,04/15/2016 08:55:02 AM,41.711957468,-87.626023463,"(41.711957468, -87.626023463)" +3760797,HK767610,11/22/2004 09:00:00 PM,122XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0524,005,34,53,19,1172210,1823636,2004,04/15/2016 08:55:02 AM,41.671497135,-87.645356896,"(41.671497135, -87.645356896)" +3760952,HK751930,11/15/2004 10:55:00 AM,031XX N CICERO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2521,025,31,19,19,1143815,1920605,2004,04/15/2016 08:55:02 AM,41.938170533,-87.746861667,"(41.938170533, -87.746861667)" +3760981,HK771714,11/24/2004 09:15:00 PM,063XX S CHAMPLAIN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0312,003,20,42,19,1181656,1863181,2004,04/15/2016 08:55:02 AM,41.77980125,-87.609568074,"(41.77980125, -87.609568074)" +3761343,HK764831,11/21/2004 10:40:00 AM,063XX S KARLOV AVE,1627,GAMBLING,LOTTERY/OTHER,STREET,true,false,0813,008,13,65,19,1150121,1862468,2004,04/15/2016 08:55:02 AM,41.778514849,-87.725198954,"(41.778514849, -87.725198954)" +3761567,HK767888,11/23/2004 12:10:00 AM,014XX W 81ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168312,1851039,2004,04/15/2016 08:55:02 AM,41.746779796,-87.658837899,"(41.746779796, -87.658837899)" +3761589,HK744840,11/11/2004 03:00:00 PM,040XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149436,1897715,2004,04/15/2016 08:55:02 AM,41.875250729,-87.726797963,"(41.875250729, -87.726797963)" +3761647,HK709254,10/25/2004 02:50:00 PM,006XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153598,1904033,2004,04/15/2016 08:55:02 AM,41.892506242,-87.711348524,"(41.892506242, -87.711348524)" +3761649,HK752381,11/15/2004 03:45:00 PM,061XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1161093,1863848,2004,04/15/2016 08:55:02 AM,41.782081793,-87.684936467,"(41.782081793, -87.684936467)" +3762685,HK783843,12/01/2004 04:30:00 PM,089XX S NORMAL AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,2223,022,21,71,19,1174534,1845622,2004,04/15/2016 08:55:02 AM,41.731778744,-87.636199764,"(41.731778744, -87.636199764)" +3763202,HK781001,11/30/2004 10:50:00 AM,060XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0313,003,20,42,19,1181924,1865146,2004,04/15/2016 08:55:02 AM,41.785187197,-87.608524835,"(41.785187197, -87.608524835)" +3763573,HK781964,11/30/2004 06:30:00 PM,001XX E 47TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0224,002,3,38,19,1178068,1873899,2004,04/15/2016 08:55:02 AM,41.80929458,-87.622397101,"(41.80929458, -87.622397101)" +3763732,HK783191,12/01/2004 12:15:00 PM,055XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1169930,1867953,2004,04/15/2016 08:55:02 AM,41.793158962,-87.652418468,"(41.793158962, -87.652418468)" +3763737,HK778052,11/28/2004 08:30:00 PM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140047,1900217,2004,04/15/2016 08:55:02 AM,41.882293434,-87.761209855,"(41.882293434, -87.761209855)" +3764295,HK793966,12/06/2004 09:30:00 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188713,1860052,2004,04/15/2016 08:55:02 AM,41.771049116,-87.583796513,"(41.771049116, -87.583796513)" +3768221,HK795846,12/07/2004 07:00:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,RESIDENCE,true,false,2111,009,25,34,19,1175325,1889423,2004,04/15/2016 08:55:02 AM,41.851955561,-87.631993005,"(41.851955561, -87.631993005)" +3768229,HK795873,12/07/2004 07:57:00 PM,055XX S HALSTED ST,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,0711,007,3,68,19,1171915,1868079,2004,04/15/2016 08:55:02 AM,41.793461345,-87.645135997,"(41.793461345, -87.645135997)" +3768772,HK792111,12/05/2004 09:20:00 PM,002XX W 26TH ST,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,11,34,19,1175148,1887076,2004,04/15/2016 08:55:02 AM,41.845519181,-87.632712915,"(41.845519181, -87.632712915)" +3768903,HK792117,12/05/2004 11:05:00 PM,021XX N SAWYER AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,1413,014,26,22,19,1154164,1914001,2004,04/15/2016 08:55:02 AM,41.919848055,-87.709003379,"(41.919848055, -87.709003379)" +3772225,HK769693,11/23/2004 08:10:00 PM,064XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2432,024,40,1,19,1164377,1942660,2004,04/15/2016 08:55:02 AM,41.99827946,-87.670664922,"(41.99827946, -87.670664922)" +3772944,HK787694,12/03/2004 05:30:00 PM,103XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2212,022,21,72,19,1169151,1836304,2004,04/15/2016 08:55:02 AM,41.706326697,-87.656188319,"(41.706326697, -87.656188319)" +3773281,HK832993,12/28/2004 08:40:00 PM,061XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164531,1941072,2004,04/15/2016 08:55:02 AM,41.993918675,-87.670143652,"(41.993918675, -87.670143652)" +3773318,HK699007,10/20/2004 06:00:00 PM,023XX W MONTROSE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1912,019,47,5,19,1159818,1929158,2004,04/15/2016 08:55:02 AM,41.961324978,-87.687810279,"(41.961324978, -87.687810279)" +3773373,HK830274,12/27/2004 12:15:00 PM,023XX S WENTWORTH AVE,1680,GAMBLING,OTHER,COMMERCIAL / BUSINESS OFFICE,true,false,2111,009,25,34,19,1175345,1888618,2004,04/15/2016 08:55:02 AM,41.849746133,-87.631943733,"(41.849746133, -87.631943733)" +3773416,HK832677,12/28/2004 06:15:00 PM,023XX S WENTWORTH AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2111,009,25,34,19,1175345,1888608,2004,04/15/2016 08:55:02 AM,41.849718692,-87.631944033,"(41.849718692, -87.631944033)" +3773562,HK804612,12/12/2004 10:20:00 AM,086XX S KEDZIE AVE,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,0834,008,18,70,19,1156549,1847164,2004,04/15/2016 08:55:02 AM,41.736391101,-87.702044982,"(41.736391101, -87.702044982)" +3773612,HK759445,11/18/2004 09:10:00 PM,040XX W LAKE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149512,1901446,2004,04/15/2016 08:55:02 AM,41.885487535,-87.726422045,"(41.885487535, -87.726422045)" +3775551,HK819185,12/20/2004 01:40:00 PM,064XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1182670,1862483,2004,04/15/2016 08:55:02 AM,41.777862393,-87.605872301,"(41.777862393, -87.605872301)" +3775744,HK819030,12/20/2004 12:00:52 PM,004XX S CLINTON ST,1651,GAMBLING,GAME/CARDS,CTA TRAIN,true,false,0131,001,2,28,19,1172799,1898209,2004,04/15/2016 08:55:02 AM,41.876121224,-87.641003973,"(41.876121224, -87.641003973)" +3775812,HK751098,11/14/2004 08:45:00 PM,072XX S UNION AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0732,007,17,68,19,1173003,1856815,2004,04/15/2016 08:55:02 AM,41.762527673,-87.641478715,"(41.762527673, -87.641478715)" +3775947,HK814548,12/17/2004 06:45:00 PM,016XX S RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151635,1891607,2004,04/15/2016 08:55:02 AM,41.858446755,-87.718884566,"(41.858446755, -87.718884566)" +3777969,HK820178,12/21/2004 12:05:00 AM,055XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169927,1868066,2004,04/15/2016 08:55:02 AM,41.793469112,-87.652426187,"(41.793469112, -87.652426187)" +3783940,HK820897,12/20/2004 10:05:00 AM,004XX W PERSHING RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0925,009,11,60,19,1173808,1879063,2004,04/15/2016 08:55:02 AM,41.82356072,-87.637868624,"(41.82356072, -87.637868624)" +3783984,HK820899,12/21/2004 11:40:00 AM,006XX W PERSHING RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0925,009,11,60,19,1172855,1879040,2004,04/15/2016 08:55:02 AM,41.823518721,-87.641365495,"(41.823518721, -87.641365495)" +3785036,HK795767,12/07/2004 06:45:08 PM,057XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1513,015,29,25,19,1137958,1900162,2004,04/15/2016 08:55:02 AM,41.882180466,-87.768882124,"(41.882180466, -87.768882124)" +3785893,HK811100,12/15/2004 08:26:00 PM,011XX W 95TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2213,022,21,73,19,1170412,1841792,2004,04/15/2016 08:55:02 AM,41.721359294,-87.651411429,"(41.721359294, -87.651411429)" +3788679,HK823640,12/22/2004 09:50:00 PM,024XX W JACKSON BLVD,1611,GAMBLING,BOOKMAKING/SPORTS,OTHER,true,false,1125,011,2,28,19,1159944,1898622,2004,04/15/2016 08:55:02 AM,41.877529377,-87.688191603,"(41.877529377, -87.688191603)" +3791185,HK834361,12/29/2004 03:50:26 PM,083XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,7,46,19,1194952,1850202,2004,04/15/2016 08:55:02 AM,41.743868497,-87.561251105,"(41.743868497, -87.561251105)" +3791386,HL105389,01/03/2005 11:15:00 PM,052XX S GREEN ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0934,009,3,61,19,1171523,1870155,2005,04/15/2016 08:55:02 AM,41.799166717,-87.646512601,"(41.799166717, -87.646512601)" +3792478,HK751932,11/15/2004 12:20:00 PM,031XX N CICERO AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2521,025,31,19,19,1143815,1920605,2004,04/15/2016 08:55:02 AM,41.938170533,-87.746861667,"(41.938170533, -87.746861667)" +3792762,HK808850,12/14/2004 04:05:00 PM,023XX S WENTWORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175345,1888637,2004,04/15/2016 08:55:02 AM,41.84979827,-87.631943164,"(41.84979827, -87.631943164)" +3792777,HK808827,12/14/2004 06:00:00 PM,063XX S VERNON AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1180338,1863172,2004,04/15/2016 08:55:02 AM,41.779806892,-87.614400269,"(41.779806892, -87.614400269)" +3792829,HK782438,11/30/2004 11:50:00 PM,033XX W 79TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0834,008,18,70,19,1155268,1851996,2004,04/15/2016 08:55:02 AM,41.749676605,-87.706609251,"(41.749676605, -87.706609251)" +3794625,HL102590,01/02/2005 02:00:00 PM,073XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0334,003,7,43,19,1194395,1856968,2005,04/15/2016 08:55:02 AM,41.762448627,-87.56307001,"(41.762448627, -87.56307001)" +3657877,HK734878,11/06/2004 02:21:37 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,16,61,19,1169524,1870701,2004,04/15/2016 08:55:02 AM,41.800708597,-87.653827574,"(41.800708597, -87.653827574)" +3798000,HK791296,12/05/2004 02:45:00 PM,070XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191097,1858648,2004,04/15/2016 08:55:02 AM,41.767139085,-87.575103159,"(41.767139085, -87.575103159)" +3800357,HK758938,11/18/2004 04:55:00 PM,057XX S PRAIRIE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0234,002,20,40,19,1179023,1866935,2004,04/15/2016 08:55:02 AM,41.790163,-87.6191066,"(41.790163, -87.6191066)" +3801514,HK812645,12/16/2004 06:30:00 PM,042XX S ASHLAND AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0914,009,12,61,19,1166389,1876432,2004,04/15/2016 08:55:02 AM,41.816502542,-87.665161249,"(41.816502542, -87.665161249)" +3803411,HL107008,01/04/2005 05:30:00 PM,035XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,1723,017,33,14,19,1152063,1931669,2005,04/15/2016 08:55:02 AM,41.968372099,-87.716255505,"(41.968372099, -87.716255505)" +3803535,HL107004,01/04/2005 07:10:00 PM,069XX N GLENWOOD AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2431,024,49,1,19,1165577,1945961,2005,04/15/2016 08:55:02 AM,42.007311904,-87.66615591,"(42.007311904, -87.66615591)" +3803552,HL107026,01/04/2005 06:50:00 PM,027XX W LAWRENCE AVE,1680,GAMBLING,OTHER,STREET,true,false,1911,019,47,4,19,1157362,1931772,2005,04/15/2016 08:55:02 AM,41.968548354,-87.696768483,"(41.968548354, -87.696768483)" +3803598,HL108619,01/05/2005 06:00:00 PM,027XX W LAWRENCE AVE,1680,GAMBLING,OTHER,STREET,true,false,2031,020,40,4,19,1157422,1931773,2005,04/15/2016 08:55:02 AM,41.968549875,-87.696547837,"(41.968549875, -87.696547837)" +3803687,HK811104,12/15/2004 08:45:00 PM,011XX W 95TH ST,1661,GAMBLING,GAME/DICE,SMALL RETAIL STORE,true,false,2213,022,21,73,19,1170400,1841791,2004,04/15/2016 08:55:02 AM,41.721356811,-87.651455412,"(41.721356811, -87.651455412)" +3804786,HK791773,12/05/2004 07:45:00 PM,022XX W GRAND AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1313,012,26,24,19,1161284,1903439,2004,04/15/2016 08:55:02 AM,41.890719898,-87.683137473,"(41.890719898, -87.683137473)" +3804816,HL170307,02/08/2005 08:35:00 PM,025XX W JACKSON BLVD,1650,GAMBLING,VIOL CHARITABLE GAME ACT,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1125,011,2,28,19,1159609,1898614,2005,04/15/2016 08:55:02 AM,41.877514327,-87.689421855,"(41.877514327, -87.689421855)" +3805053,HK811071,12/15/2004 09:40:00 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,16,61,19,1169508,1871292,2004,04/15/2016 08:55:02 AM,41.802330713,-87.653869118,"(41.802330713, -87.653869118)" +3807274,HL113407,01/08/2005 02:05:34 PM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0621,006,17,71,19,1171650,1853431,2005,04/15/2016 08:55:02 AM,41.753271303,-87.64653667,"(41.753271303, -87.64653667)" +3811635,HL116565,01/10/2005 11:00:00 AM,048XX W DIVERSEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CONVENIENCE STORE,true,false,2521,025,31,19,19,1143668,1918182,2005,04/15/2016 08:55:02 AM,41.931524347,-87.747462784,"(41.931524347, -87.747462784)" +3812498,HL118981,01/11/2005 06:00:00 PM,017XX N ALBANY AVE,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,STREET,true,false,1421,014,26,23,19,1155387,1911293,2005,04/15/2016 08:55:02 AM,41.912392558,-87.704582806,"(41.912392558, -87.704582806)" +3813908,HL123089,01/13/2005 05:10:00 PM,002XX E 57TH ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,20,40,19,1178682,1867273,2005,04/15/2016 08:55:02 AM,41.791098272,-87.620346666,"(41.791098272, -87.620346666)" +3814850,HL121091,01/12/2005 06:15:00 PM,061XX S VERNON AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0313,003,20,42,19,1180302,1864502,2005,04/15/2016 08:55:02 AM,41.783457367,-87.614491487,"(41.783457367, -87.614491487)" +3814905,HL112280,01/07/2005 08:15:00 PM,057XX W HIGGINS AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1622,016,45,11,19,1137006,1932673,2005,04/15/2016 08:55:02 AM,41.971411403,-87.771595831,"(41.971411403, -87.771595831)" +3814934,HL112141,01/05/2005 07:15:00 PM,054XX W BELMONT AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2514,025,30,19,19,1139579,1920743,2005,04/15/2016 08:55:02 AM,41.938627685,-87.762426699,"(41.938627685, -87.762426699)" +3816205,HL122869,01/13/2005 04:10:00 PM,009XX W 59TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171233,1865714,2005,04/15/2016 08:55:02 AM,41.786986475,-87.647705986,"(41.786986475, -87.647705986)" +3816238,HL127764,01/10/2005 12:45:00 PM,049XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,45,11,19,1139202,1932530,2005,04/15/2016 08:55:02 AM,41.970979203,-87.763524248,"(41.970979203, -87.763524248)" +3826456,HK830431,12/27/2004 02:15:00 PM,026XX E 83RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195172,1850448,2004,04/15/2016 08:55:02 AM,41.744538122,-87.560436926,"(41.744538122, -87.560436926)" +3826484,HL116447,01/10/2005 12:07:00 PM,007XX W 76TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0621,006,17,71,19,1172760,1854473,2005,04/15/2016 08:55:02 AM,41.756106295,-87.642438283,"(41.756106295, -87.642438283)" +3826498,HL116824,01/10/2005 03:55:00 PM,068XX S NORMAL BLVD,1611,GAMBLING,BOOKMAKING/SPORTS,RESIDENCE PORCH/HALLWAY,true,false,0722,007,6,68,19,1174126,1859674,2005,04/15/2016 08:55:02 AM,41.770348245,-87.637277969,"(41.770348245, -87.637277969)" +3826511,HL116832,01/10/2005 04:00:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1182279,1864420,2005,04/15/2016 08:55:02 AM,41.783186768,-87.60724574,"(41.783186768, -87.60724574)" +3827586,HL140138,01/23/2005 07:07:00 PM,014XX W 79TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0612,006,21,71,19,1167865,1852354,2005,04/15/2016 08:55:02 AM,41.750397942,-87.660438139,"(41.750397942, -87.660438139)" +3827977,HL140206,01/23/2005 08:40:00 PM,003XX E 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179662,1863316,2005,04/15/2016 08:55:02 AM,41.780217525,-87.616874156,"(41.780217525, -87.616874156)" +3828581,HL131794,01/18/2005 06:00:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2005,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +3830558,HL106922,01/04/2005 05:05:00 PM,004XX W 26TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0923,009,11,60,19,1173468,1887030,2005,04/15/2016 08:55:02 AM,41.845430397,-87.638879659,"(41.845430397, -87.638879659)" +3833326,HL205472,02/27/2005 05:10:00 PM,042XX W DIVISION ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2534,025,37,23,19,1147986,1907664,2005,04/15/2016 08:55:02 AM,41.902579875,-87.73186579,"(41.902579875, -87.73186579)" +3834751,HL134933,01/20/2005 12:50:00 PM,040XX W 63RD ST,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,0813,008,13,65,19,1150307,1862514,2005,04/15/2016 08:55:02 AM,41.778637469,-87.724515863,"(41.778637469, -87.724515863)" +3834763,HL142590,01/25/2005 05:33:00 AM,012XX N LARRABEE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1822,018,27,8,19,1172105,1908543,2005,04/15/2016 08:55:02 AM,41.904493689,-87.643246928,"(41.904493689, -87.643246928)" +3835646,HL145177,01/26/2005 11:15:00 AM,079XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1170033,1852051,2005,04/15/2016 08:55:02 AM,41.749519667,-87.652502378,"(41.749519667, -87.652502378)" +3835742,HL131401,01/13/2005 01:00:00 PM,035XX S INDIANA AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0211,002,3,35,19,1178180,1881626,2005,04/15/2016 08:55:02 AM,41.830495564,-87.6217516,"(41.830495564, -87.6217516)" +3836451,HL145355,01/26/2005 12:50:00 PM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1115,011,28,26,19,1147592,1898661,2005,04/15/2016 08:55:02 AM,41.877882222,-87.73354419,"(41.877882222, -87.73354419)" +3836778,HL145428,01/26/2005 01:00:00 PM,011XX S STATE ST,1680,GAMBLING,OTHER,CTA TRAIN,true,false,0132,001,2,32,19,1176517,1895340,2005,04/15/2016 08:55:02 AM,41.868165405,-87.62743954,"(41.868165405, -87.62743954)" +3842929,HL150062,01/28/2005 10:05:00 PM,081XX W FOREST PRESERVE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1121003,1922075,2005,04/15/2016 08:55:02 AM,41.942602042,-87.83067076,"(41.942602042, -87.83067076)" +3842967,HL150065,01/28/2005 10:30:00 PM,075XX W ADDISON ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1631,016,36,17,19,1124982,1923014,2005,04/15/2016 08:55:02 AM,41.945113814,-87.816024901,"(41.945113814, -87.816024901)" +3845409,HL213845,03/03/2005 09:00:00 PM,060XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1158078,1864557,2005,04/15/2016 08:55:02 AM,41.784089245,-87.695971066,"(41.784089245, -87.695971066)" +3847915,HL122493,01/13/2005 11:58:00 AM,063XX S KARLOV AVE,1680,GAMBLING,OTHER,STREET,true,false,0813,008,13,65,19,1150121,1862468,2005,04/15/2016 08:55:02 AM,41.778514849,-87.725198954,"(41.778514849, -87.725198954)" +3847948,HL149087,01/28/2005 12:10:00 PM,011XX W ARGYLE ST,1651,GAMBLING,GAME/CARDS,SMALL RETAIL STORE,true,false,2033,020,48,3,19,1167751,1933570,2005,04/15/2016 08:55:02 AM,41.973263957,-87.65851662,"(41.973263957, -87.65851662)" +3848899,HL159939,02/03/2005 11:50:00 AM,020XX N HOWE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1812,018,43,7,19,1171612,1913716,2005,04/15/2016 08:55:02 AM,41.91869954,-87.644905324,"(41.91869954, -87.644905324)" +3850402,HL156895,02/01/2005 05:40:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175328,1889315,2005,04/15/2016 08:55:02 AM,41.851659133,-87.631985232,"(41.851659133, -87.631985232)" +3850643,HL158695,02/02/2005 04:35:00 PM,030XX N KIMBALL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CONVENIENCE STORE,true,false,1412,014,35,21,19,1153190,1920247,2005,04/15/2016 08:55:02 AM,41.937006989,-87.712415842,"(41.937006989, -87.712415842)" +3850677,HL159142,02/02/2005 09:24:07 PM,089XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1197318,1846295,2005,04/15/2016 08:55:02 AM,41.733088802,-87.552711915,"(41.733088802, -87.552711915)" +3850983,HL170173,02/08/2005 06:00:00 PM,002XX W CERMAK RD,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175088,1889743,2005,04/15/2016 08:55:02 AM,41.852838973,-87.63285327,"(41.852838973, -87.63285327)" +3850984,HL156956,02/01/2005 07:30:00 PM,056XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1173921,1867535,2005,04/15/2016 08:55:02 AM,41.79192425,-87.637796335,"(41.79192425, -87.637796335)" +3851491,HL155370,01/31/2005 10:00:00 PM,015XX N LINDER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2532,025,37,25,19,1139394,1909632,2005,04/15/2016 08:55:02 AM,41.908141269,-87.763378048,"(41.908141269, -87.763378048)" +3853379,HL173698,02/10/2005 02:50:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1184833,1843829,2005,04/15/2016 08:55:02 AM,41.726623452,-87.59852684,"(41.726623452, -87.59852684)" +3858300,HL177485,02/12/2005 02:21:19 PM,077XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1193873,1854112,2005,04/15/2016 08:55:02 AM,41.754624354,-87.565076657,"(41.754624354, -87.565076657)" +3861047,HL206583,02/28/2005 11:50:47 AM,021XX E 87TH ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0412,004,8,45,19,1191768,1847705,2005,04/15/2016 08:55:02 AM,41.737094305,-87.572998178,"(41.737094305, -87.572998178)" +3861227,HL200520,02/24/2005 10:30:00 PM,004XX W 79TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,69,19,1174903,1852547,2005,04/15/2016 08:55:02 AM,41.750773621,-87.634642001,"(41.750773621, -87.634642001)" +3861840,HL190715,02/19/2005 03:35:00 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0331,003,5,43,19,1191766,1858541,2005,04/15/2016 08:55:02 AM,41.766829259,-87.572654511,"(41.766829259, -87.572654511)" +3861920,HL203932,02/26/2005 06:20:00 PM,057XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0715,007,15,67,19,1163344,1866511,2005,04/15/2016 08:55:02 AM,41.789342537,-87.676609097,"(41.789342537, -87.676609097)" +3864062,HL190418,02/19/2005 12:33:02 PM,056XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1173922,1867482,2005,04/15/2016 08:55:02 AM,41.79177879,-87.637794241,"(41.79177879, -87.637794241)" +3865044,HL199440,02/24/2005 12:05:24 PM,014XX W ALBION AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2432,024,40,1,19,1165522,1943946,2005,04/15/2016 08:55:02 AM,42.00178388,-87.666416014,"(42.00178388, -87.666416014)" +3865486,HL167408,02/07/2005 11:45:00 AM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1021,010,24,29,19,1152976,1891491,2005,04/15/2016 08:55:02 AM,41.858101998,-87.713965276,"(41.858101998, -87.713965276)" +3866236,HL190992,02/19/2005 06:56:00 PM,057XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160020,1866493,2005,04/15/2016 08:55:02 AM,41.789362171,-87.688797699,"(41.789362171, -87.688797699)" +3872256,HL238758,03/16/2005 10:00:00 PM,100XX S WALLACE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,9,73,19,1174071,1838381,2005,04/15/2016 08:55:02 AM,41.71191871,-87.638110133,"(41.71191871, -87.638110133)" +3873352,HL160629,02/03/2005 05:40:00 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153502,1899322,2005,04/15/2016 08:55:02 AM,41.879580691,-87.711826402,"(41.879580691, -87.711826402)" +3877037,HL168087,02/07/2005 05:07:18 PM,048XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2124,002,4,39,19,1183002,1873181,2005,04/15/2016 08:55:02 AM,41.807210904,-87.604322622,"(41.807210904, -87.604322622)" +3877371,HL241568,03/18/2005 11:00:00 AM,032XX W ADAMS ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1124,011,28,27,19,1154752,1898890,2005,04/15/2016 08:55:02 AM,41.878370307,-87.707248137,"(41.878370307, -87.707248137)" +3877532,HL238188,03/16/2005 04:22:00 PM,027XX W OGDEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1023,010,28,29,19,1158463,1892956,2005,04/15/2016 08:55:02 AM,41.862011728,-87.69378445,"(41.862011728, -87.69378445)" +3878800,HL171443,02/09/2005 01:15:00 PM,070XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,43,19,1186750,1858747,2005,04/15/2016 08:55:02 AM,41.7675148,-87.591033336,"(41.7675148, -87.591033336)" +3885264,HL176064,02/11/2005 07:00:00 PM,064XX S EBERHART AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0312,003,20,42,19,1180688,1862331,2005,04/15/2016 08:55:02 AM,41.77749107,-87.613142956,"(41.77749107, -87.613142956)" +3885298,HL176132,02/11/2005 07:50:00 PM,004XX W 79TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,69,19,1174903,1852547,2005,04/15/2016 08:55:02 AM,41.750773621,-87.634642001,"(41.750773621, -87.634642001)" +3885461,HL177340,02/12/2005 01:07:00 PM,007XX N AVERS AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1150592,1904613,2005,04/15/2016 08:55:02 AM,41.894157087,-87.722373243,"(41.894157087, -87.722373243)" +3885635,HL177710,02/12/2005 04:20:07 PM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0332,003,5,43,19,1188712,1860059,2005,04/15/2016 08:55:02 AM,41.771068348,-87.583799955,"(41.771068348, -87.583799955)" +3885766,HL170222,02/08/2005 06:00:00 PM,002XX W CERMAK RD,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,2111,009,25,34,19,1175088,1889743,2005,04/15/2016 08:55:02 AM,41.852838973,-87.63285327,"(41.852838973, -87.63285327)" +3887790,HL176500,02/11/2005 11:45:26 PM,014XX S THROOP ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167931,1893399,2005,04/15/2016 08:55:02 AM,41.863028558,-87.659016208,"(41.863028558, -87.659016208)" +3890110,HL183580,02/15/2005 08:15:00 PM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,SMALL RETAIL STORE,true,false,1911,019,47,4,19,1157997,1931783,2005,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +3891235,HL188382,02/18/2005 12:00:00 PM,020XX N BURLING ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,1812,018,43,7,19,1170950,1913843,2005,04/15/2016 08:55:02 AM,41.919062591,-87.647333823,"(41.919062591, -87.647333823)" +3896055,HL186964,02/17/2005 03:00:00 PM,024XX S WENTWORTH AVE,1631,GAMBLING,WIREROOM/SPORTS,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175357,1888220,2005,04/15/2016 08:55:02 AM,41.848653722,-87.631911623,"(41.848653722, -87.631911623)" +3897438,HL193691,02/21/2005 12:45:00 PM,061XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182619,1864506,2005,04/15/2016 08:55:02 AM,41.783414875,-87.605996535,"(41.783414875, -87.605996535)" +3903039,HK375097,05/19/2004 07:57:00 PM,080XX S PAULINA ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0611,006,21,71,19,1166408,1851432,2004,04/15/2016 08:55:02 AM,41.747898988,-87.665803479,"(41.747898988, -87.665803479)" +3903163,HL199527,02/24/2005 12:45:00 PM,060XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170349,1864725,2005,04/15/2016 08:55:02 AM,41.784291843,-87.650975984,"(41.784291843, -87.650975984)" +3906475,HL204388,02/26/2005 11:30:00 PM,070XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0331,003,5,43,19,1191766,1858552,2005,04/15/2016 08:55:02 AM,41.766859444,-87.572654154,"(41.766859444, -87.572654154)" +3906494,HL204229,02/26/2005 09:45:00 PM,024XX W MONROE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,1125,011,2,28,19,1159921,1899604,2005,04/15/2016 08:55:02 AM,41.880224549,-87.688248952,"(41.880224549, -87.688248952)" +3911553,HL160830,02/03/2005 06:45:00 PM,006XX W IRVING PARK RD,1651,GAMBLING,GAME/CARDS,APARTMENT,true,false,2323,019,46,6,19,1170908,1926796,2005,04/15/2016 08:55:02 AM,41.954607083,-87.647107189,"(41.954607083, -87.647107189)" +3926455,HL300816,04/17/2005 01:00:00 PM,047XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1144295,1910209,2005,04/15/2016 08:55:02 AM,41.909633845,-87.745359528,"(41.909633845, -87.745359528)" +3927592,HL213676,03/03/2005 07:47:55 PM,008XX W 54TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171537,1869010,2005,04/15/2016 08:55:02 AM,41.796024406,-87.646494811,"(41.796024406, -87.646494811)" +3928204,HL215790,03/04/2005 08:36:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0421,004,7,43,19,1194219,1853488,2005,04/15/2016 08:55:02 AM,41.752903563,-87.56382915,"(41.752903563, -87.56382915)" +3933347,HL209244,03/01/2005 03:29:50 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180321,1863809,2005,04/15/2016 08:55:02 AM,41.781555272,-87.614443069,"(41.781555272, -87.614443069)" +3933384,HL214737,03/04/2005 12:10:00 PM,032XX W ADAMS ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1124,011,28,27,19,1154752,1898890,2005,04/15/2016 08:55:02 AM,41.878370307,-87.707248137,"(41.878370307, -87.707248137)" +3933775,HK575606,08/23/2004 11:20:14 AM,057XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1173939,1866930,2004,04/15/2016 08:55:02 AM,41.790263666,-87.637748282,"(41.790263666, -87.637748282)" +3936973,HL217794,03/05/2005 10:30:00 PM,005XX N ST LOUIS AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1121,011,27,23,19,1152952,1903432,2005,04/15/2016 08:55:02 AM,41.890869864,-87.71373697,"(41.890869864, -87.71373697)" +3937262,HK521411,07/28/2004 04:58:26 PM,032XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1422,014,26,23,19,1154562,1910454,2004,04/15/2016 08:55:02 AM,41.910106825,-87.707636133,"(41.910106825, -87.707636133)" +3937352,HL218066,03/06/2005 03:15:00 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,GROCERY FOOD STORE,true,false,1531,015,37,25,19,1141788,1904840,2005,04/15/2016 08:55:02 AM,41.89494748,-87.754702331,"(41.89494748, -87.754702331)" +3937353,HL215187,03/04/2005 03:50:00 PM,056XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1138357,1907431,2005,04/15/2016 08:55:02 AM,41.902120307,-87.767240871,"(41.902120307, -87.767240871)" +3938127,HL218682,03/06/2005 01:30:00 PM,066XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167148,1860747,2005,04/15/2016 08:55:02 AM,41.773444819,-87.662825828,"(41.773444819, -87.662825828)" +3938131,HL218670,03/06/2005 01:30:00 PM,014XX W 72ND PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0734,007,17,67,19,1167594,1856659,2005,04/15/2016 08:55:02 AM,41.76221726,-87.661307979,"(41.76221726, -87.661307979)" +3940604,HL218863,03/06/2005 03:25:00 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1164156,1950996,2005,04/15/2016 08:55:02 AM,42.021158303,-87.671240738,"(42.021158303, -87.671240738)" +3946240,HL317374,04/25/2005 04:40:00 PM,014XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139750,1909047,2005,04/15/2016 08:55:02 AM,41.906529462,-87.762084579,"(41.906529462, -87.762084579)" +3949713,HL319758,04/26/2005 06:40:00 PM,048XX W CONCORD PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,2533,025,37,25,19,1143795,1910531,2005,04/15/2016 08:55:02 AM,41.910526838,-87.747188253,"(41.910526838, -87.747188253)" +3951330,HL214042,03/03/2005 11:15:00 PM,082XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,7,46,19,1198250,1850960,2005,04/15/2016 08:55:02 AM,41.745866669,-87.549141907,"(41.745866669, -87.549141907)" +3952987,HL221444,03/07/2005 08:30:00 PM,055XX S HALSTED ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,3,68,19,1171915,1868079,2005,04/15/2016 08:55:02 AM,41.793461345,-87.645135997,"(41.793461345, -87.645135997)" +3953140,HL215552,03/04/2005 05:48:39 PM,015XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,2532,025,37,25,19,1140744,1909798,2005,04/15/2016 08:55:02 AM,41.908572069,-87.758414682,"(41.908572069, -87.758414682)" +3957717,HL240878,03/17/2005 11:02:00 PM,018XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1222,012,25,31,19,1167332,1891037,2005,04/15/2016 08:55:02 AM,41.856559915,-87.661282939,"(41.856559915, -87.661282939)" +3964528,HL239753,03/17/2005 12:30:00 PM,023XX S WENTWORTH AVE,1680,GAMBLING,OTHER,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175345,1888637,2005,04/15/2016 08:55:02 AM,41.84979827,-87.631943164,"(41.84979827, -87.631943164)" +3966522,HL232384,03/13/2005 05:42:11 PM,122XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1168885,1823521,2005,04/15/2016 08:55:02 AM,41.671253757,-87.657529632,"(41.671253757, -87.657529632)" +3970491,HL252756,03/24/2005 01:21:47 PM,014XX E 70TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187324,1858875,2005,04/15/2016 08:55:02 AM,41.767852431,-87.588925347,"(41.767852431, -87.588925347)" +3970566,HL252818,03/24/2005 01:58:22 PM,075XX S COLES AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0421,004,7,43,19,1195968,1855581,2005,04/15/2016 08:55:02 AM,41.758603804,-87.557350716,"(41.758603804, -87.557350716)" +3971481,HL242014,03/18/2005 03:10:11 PM,063XX S YALE AVE,1661,GAMBLING,GAME/DICE,GAS STATION,true,false,0722,007,20,68,19,1175585,1863128,2005,04/15/2016 08:55:02 AM,41.779793875,-87.631826613,"(41.779793875, -87.631826613)" +3971959,HL246736,03/20/2005 12:30:00 PM,071XX S RHODES AVE,1680,GAMBLING,OTHER,STREET,true,false,0323,003,6,69,19,1181140,1857871,2005,04/15/2016 08:55:02 AM,41.765241985,-87.611623142,"(41.765241985, -87.611623142)" +3972056,HL248088,03/21/2005 08:49:37 PM,082XX S COMMERCIAL AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0424,004,7,46,19,1197620,1851010,2005,04/15/2016 08:55:02 AM,41.746019604,-87.551448636,"(41.746019604, -87.551448636)" +3973254,HL336731,05/05/2005 11:50:00 AM,037XX W DIVISION ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1112,011,27,23,19,1151075,1907737,2005,04/15/2016 08:55:02 AM,41.902720203,-87.720517368,"(41.902720203, -87.720517368)" +3973416,HL249735,03/22/2005 06:35:00 PM,039XX W 63RD ST,1651,GAMBLING,GAME/CARDS,SMALL RETAIL STORE,true,false,0823,008,13,65,19,1151178,1862535,2005,04/15/2016 08:55:02 AM,41.77867813,-87.721322129,"(41.77867813, -87.721322129)" +3974647,HL224416,03/09/2005 02:00:00 PM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2005,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +3975358,HL252443,03/24/2005 10:49:19 AM,007XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182428,1864068,2005,04/15/2016 08:55:02 AM,41.782217394,-87.606710369,"(41.782217394, -87.606710369)" +3980061,HL256579,03/26/2005 02:00:00 PM,082XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,7,46,19,1198250,1850960,2005,04/15/2016 08:55:02 AM,41.745866669,-87.549141907,"(41.745866669, -87.549141907)" +3981262,HL243855,03/19/2005 01:08:16 PM,054XX S PEORIA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,20,61,19,1171222,1868924,2005,04/15/2016 08:55:02 AM,41.795795314,-87.647652447,"(41.795795314, -87.647652447)" +3986274,HL262872,03/29/2005 05:30:00 PM,031XX W DEVON AVE,1680,GAMBLING,OTHER,RESTAURANT,true,false,2413,024,50,2,19,1154388,1942272,2005,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +3986438,HL267223,03/31/2005 11:52:57 PM,056XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167628,1867312,2005,04/15/2016 08:55:02 AM,41.791449705,-87.660878049,"(41.791449705, -87.660878049)" +3986650,HL339786,05/06/2005 07:00:00 PM,003XX W 42ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174807,1877110,2005,04/15/2016 08:55:02 AM,41.818179265,-87.634261974,"(41.818179265, -87.634261974)" +3988879,HK502571,07/17/2004 06:03:00 PM,059XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,20,40,19,1179500,1865612,2004,04/15/2016 08:55:02 AM,41.786521675,-87.617397983,"(41.786521675, -87.617397983)" +3991304,HL258732,03/27/2005 07:50:00 PM,048XX W WABANSIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143684,1910861,2005,04/15/2016 08:55:02 AM,41.911434474,-87.747587752,"(41.911434474, -87.747587752)" +3991396,HL279061,04/06/2005 09:40:42 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141021,1900631,2005,04/15/2016 08:55:02 AM,41.883411628,-87.757623071,"(41.883411628, -87.757623071)" +3992176,HL277180,04/06/2005 01:20:52 AM,092XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,48,19,1195865,1844232,2005,04/15/2016 08:55:02 AM,41.727463792,-87.558102897,"(41.727463792, -87.558102897)" +3992739,HL276548,04/05/2005 04:32:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168605,1867960,2005,04/15/2016 08:55:02 AM,41.793206867,-87.657276902,"(41.793206867, -87.657276902)" +3998026,HL278139,04/06/2005 02:04:16 PM,020XX W 68TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1163920,1859227,2005,04/15/2016 08:55:02 AM,41.769342184,-87.674701647,"(41.769342184, -87.674701647)" +3998134,HL278032,04/06/2005 01:46:31 PM,078XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1197284,1853978,2005,04/15/2016 08:55:02 AM,41.754172384,-87.552581097,"(41.754172384, -87.552581097)" +3998266,HL278510,04/06/2005 05:01:16 PM,013XX E 70TH ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0321,003,5,43,19,1186515,1858858,2005,04/15/2016 08:55:02 AM,41.767824956,-87.591891194,"(41.767824956, -87.591891194)" +3998419,HL272202,04/03/2005 04:38:00 PM,033XX W MADISON ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1123,011,28,27,19,1154205,1899821,2005,04/15/2016 08:55:02 AM,41.880935999,-87.709231753,"(41.880935999, -87.709231753)" +4000437,HL278803,04/06/2005 06:15:00 PM,046XX W 63RD ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0813,008,13,64,19,1146319,1862423,2005,04/15/2016 08:55:02 AM,41.778464299,-87.73913867,"(41.778464299, -87.73913867)" +4000969,HL268476,04/01/2005 04:02:14 PM,043XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147557,1896684,2005,04/15/2016 08:55:02 AM,41.872457773,-87.733723414,"(41.872457773, -87.733723414)" +4001096,HL289488,04/11/2005 11:20:00 PM,004XX E 63RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180086,1863329,2005,04/15/2016 08:55:02 AM,41.780243493,-87.615319321,"(41.780243493, -87.615319321)" +4001118,HL283256,04/08/2005 08:52:44 PM,074XX S VERNON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0323,003,6,69,19,1180531,1855876,2005,04/15/2016 08:55:02 AM,41.759781495,-87.613916448,"(41.759781495, -87.613916448)" +4001230,HL270098,04/02/2005 12:07:03 PM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0934,009,16,61,19,1169522,1870796,2005,04/15/2016 08:55:02 AM,41.800969331,-87.653832154,"(41.800969331, -87.653832154)" +4001376,HL272504,04/03/2005 08:30:00 PM,070XX S DANTE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0332,003,5,43,19,1187172,1858714,2005,04/15/2016 08:55:02 AM,41.767414241,-87.589487591,"(41.767414241, -87.589487591)" +4001429,HL274877,04/05/2005 12:20:00 AM,006XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1141581,1903744,2005,04/15/2016 08:55:02 AM,41.891943754,-87.755489706,"(41.891943754, -87.755489706)" +4001691,HL280197,04/07/2005 02:10:00 PM,049XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143360,1905530,2005,04/15/2016 08:55:02 AM,41.896811683,-87.748911462,"(41.896811683, -87.748911462)" +4002837,HL257421,03/26/2005 10:38:00 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1522,015,28,25,19,1141387,1899710,2005,04/15/2016 08:55:02 AM,41.880877543,-87.756301815,"(41.880877543, -87.756301815)" +4002970,HL294963,04/14/2005 04:10:00 PM,014XX E 69TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,5,43,19,1186961,1859197,2005,04/15/2016 08:55:02 AM,41.76874464,-87.59024569,"(41.76874464, -87.59024569)" +4003120,HL284242,04/09/2005 11:45:00 AM,068XX S EAST END AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,5,43,19,1188713,1860026,2005,04/15/2016 08:55:02 AM,41.77097777,-87.583797344,"(41.77097777, -87.583797344)" +4003599,HL276491,04/05/2005 07:05:00 PM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165179,1859961,2005,04/15/2016 08:55:02 AM,41.771329829,-87.670065971,"(41.771329829, -87.670065971)" +4003772,HL272447,04/03/2005 07:30:00 PM,061XX S VERNON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1180308,1864305,2005,04/15/2016 08:55:02 AM,41.782916642,-87.614475527,"(41.782916642, -87.614475527)" +4004526,HL289201,04/11/2005 07:00:00 PM,019XX W 79TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,18,71,19,1164616,1852272,2005,04/15/2016 08:55:02 AM,41.750242033,-87.672346311,"(41.750242033, -87.672346311)" +4005754,HL293817,04/14/2005 01:42:23 AM,092XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0423,004,7,48,19,1195490,1844154,2005,04/15/2016 08:55:02 AM,41.727259013,-87.55947912,"(41.727259013, -87.55947912)" +4005941,HL261072,03/28/2005 11:20:07 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1171763,1861461,2005,04/15/2016 08:55:02 AM,41.775304138,-87.645887389,"(41.775304138, -87.645887389)" +4006320,HL299645,04/16/2005 09:05:00 PM,079XX S LANGLEY AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0624,006,6,44,19,1182270,1852579,2005,04/15/2016 08:55:02 AM,41.750694096,-87.607645011,"(41.750694096, -87.607645011)" +4007376,HL299542,04/16/2005 06:53:23 PM,072XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164608,1856660,2005,04/15/2016 08:55:02 AM,41.762283497,-87.672252066,"(41.762283497, -87.672252066)" +4007447,HL294463,04/14/2005 12:05:32 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180321,1863823,2005,04/15/2016 08:55:02 AM,41.78159369,-87.61444264,"(41.78159369, -87.61444264)" +4009621,HL260207,03/28/2005 03:45:00 PM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166468,1860715,2005,04/15/2016 08:55:02 AM,41.773371528,-87.665319468,"(41.773371528, -87.665319468)" +4010084,HL300791,04/17/2005 01:14:16 PM,011XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142154,1907141,2005,04/15/2016 08:55:02 AM,41.901254911,-87.753300958,"(41.901254911, -87.753300958)" +4010091,HL269990,04/02/2005 10:15:00 AM,026XX S WENTWORTH AVE,1680,GAMBLING,OTHER,STREET,true,false,2113,009,11,34,19,1175391,1887020,2005,04/15/2016 08:55:02 AM,41.845360069,-87.631822817,"(41.845360069, -87.631822817)" +4010152,HL296794,04/15/2005 02:15:00 PM,072XX S WOODLAWN AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0324,003,5,69,19,1185461,1857430,2005,04/15/2016 08:55:02 AM,41.76393126,-87.59579941,"(41.76393126, -87.59579941)" +4010328,HL274777,04/04/2005 11:00:00 PM,047XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144750,1897933,2005,04/15/2016 08:55:02 AM,41.875938528,-87.743997784,"(41.875938528, -87.743997784)" +4010340,HL296823,04/15/2005 02:30:00 PM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141769,1904840,2005,04/15/2016 08:55:02 AM,41.894947832,-87.754772114,"(41.894947832, -87.754772114)" +4013492,HL297051,04/15/2005 04:10:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174930,1855009,2005,04/15/2016 08:55:02 AM,41.757529047,-87.634469775,"(41.757529047, -87.634469775)" +4013683,HL302826,04/18/2005 02:15:00 PM,021XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152040,1889399,2005,04/15/2016 08:55:02 AM,41.852379778,-87.717456079,"(41.852379778, -87.717456079)" +4016039,HL348390,05/10/2005 09:15:00 PM,055XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0233,002,20,40,19,1177659,1868284,2005,04/15/2016 08:55:02 AM,41.793895774,-87.624067168,"(41.793895774, -87.624067168)" +4017276,HK718208,10/29/2004 03:20:31 PM,069XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1180779,1859006,2004,04/15/2016 08:55:02 AM,41.768364846,-87.612911461,"(41.768364846, -87.612911461)" +4017290,HL301181,04/17/2005 04:33:07 PM,011XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1156866,1894898,2005,04/15/2016 08:55:02 AM,41.867373276,-87.699594183,"(41.867373276, -87.699594183)" +4017864,HL292735,04/13/2005 02:30:00 PM,092XX S DOBSON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0413,004,8,47,19,1184830,1843931,2005,04/15/2016 08:55:02 AM,41.726903421,-87.59853464,"(41.726903421, -87.59853464)" +4017891,HL295544,04/14/2005 08:13:00 PM,045XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146167,1898302,2005,04/15/2016 08:55:02 AM,41.876924291,-87.738785625,"(41.876924291, -87.738785625)" +4018926,HL300600,04/17/2005 11:20:02 AM,042XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148048,1899322,2005,04/15/2016 08:55:02 AM,41.879687325,-87.731852845,"(41.879687325, -87.731852845)" +4019047,HL293320,04/13/2005 06:55:00 PM,065XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180698,1861838,2005,04/15/2016 08:55:02 AM,41.776137999,-87.613121433,"(41.776137999, -87.613121433)" +4019371,HL297394,04/15/2005 07:06:01 PM,038XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150408,1907060,2005,04/15/2016 08:55:02 AM,41.900875497,-87.722985087,"(41.900875497, -87.722985087)" +4020408,HL286838,04/10/2005 05:55:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150218,1897735,2005,04/15/2016 08:55:02 AM,41.875290412,-87.723926225,"(41.875290412, -87.723926225)" +4021201,HL297622,04/15/2005 07:00:00 PM,030XX N MILWAUKEE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2523,025,30,21,19,1150911,1920312,2005,04/15/2016 08:55:02 AM,41.937230344,-87.720789844,"(41.937230344, -87.720789844)" +4021583,HL298164,04/16/2005 03:45:58 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1531,015,37,25,19,1141972,1904844,2005,04/15/2016 08:55:02 AM,41.89495505,-87.754026441,"(41.89495505, -87.754026441)" +4021953,HL290546,04/12/2005 02:50:16 PM,031XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1022,010,24,29,19,1155677,1893124,2005,04/15/2016 08:55:02 AM,41.862529234,-87.704006942,"(41.862529234, -87.704006942)" +4022089,HL297930,04/16/2005 12:15:30 AM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165797,1861227,2005,04/15/2016 08:55:02 AM,41.774790799,-87.667764679,"(41.774790799, -87.667764679)" +4024123,HL303516,04/18/2005 06:46:00 PM,079XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,46,19,1191912,1852691,2005,04/15/2016 08:55:02 AM,41.750772838,-87.572309062,"(41.750772838, -87.572309062)" +4025159,HL298524,04/16/2005 10:00:00 AM,031XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1724,017,33,16,19,1154535,1926422,2005,04/15/2016 08:55:02 AM,41.953924785,-87.707307,"(41.953924785, -87.707307)" +4025249,HL298558,04/16/2005 11:29:38 AM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1180005,1863280,2005,04/15/2016 08:55:02 AM,41.780110888,-87.615617777,"(41.780110888, -87.615617777)" +4025548,HL305904,04/19/2005 09:30:00 PM,015XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155276,1892361,2005,04/15/2016 08:55:02 AM,41.860443535,-87.705499452,"(41.860443535, -87.705499452)" +4025793,HL304786,04/19/2005 12:38:56 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,44,19,1180619,1852513,2005,04/15/2016 08:55:02 AM,41.750551037,-87.613697029,"(41.750551037, -87.613697029)" +4026246,HL298734,04/16/2005 12:59:09 PM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142629,1904177,2005,04/15/2016 08:55:02 AM,41.893112525,-87.751630033,"(41.893112525, -87.751630033)" +4027589,HL310249,04/21/2005 11:09:01 PM,066XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182034,1861110,2005,04/15/2016 08:55:02 AM,41.77410949,-87.608246307,"(41.77410949, -87.608246307)" +4027789,HL309496,04/21/2005 04:40:00 PM,045XX W JACKSON BLVD,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1113,011,28,26,19,1146202,1898303,2005,04/15/2016 08:55:02 AM,41.87692637,-87.738657089,"(41.87692637, -87.738657089)" +4028040,HL298809,04/16/2005 01:07:38 PM,080XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,21,71,19,1166742,1851339,2005,04/15/2016 08:55:02 AM,41.747636666,-87.664582243,"(41.747636666, -87.664582243)" +4028199,HL286421,04/10/2005 12:44:00 PM,002XX E GARFIELD BLVD,1651,GAMBLING,GAME/CARDS,RESIDENCE,true,false,0232,002,3,40,19,1178668,1868597,2005,04/15/2016 08:55:02 AM,41.794731772,-87.620357737,"(41.794731772, -87.620357737)" +4028367,HL310113,04/21/2005 09:02:00 PM,057XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0234,002,20,40,19,1179019,1867064,2005,04/15/2016 08:55:02 AM,41.79051708,-87.619117338,"(41.79051708, -87.619117338)" +4028561,HL298847,04/16/2005 01:50:55 PM,009XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140854,1905693,2005,04/15/2016 08:55:02 AM,41.897305448,-87.758111706,"(41.897305448, -87.758111706)" +4028736,HL298935,04/16/2005 01:55:29 PM,014XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1021,010,24,29,19,1152937,1892898,2005,04/15/2016 08:55:02 AM,41.861963739,-87.71407118,"(41.861963739, -87.71407118)" +4030784,HL314021,04/23/2005 08:30:00 PM,0000X E 118TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0532,005,9,53,19,1178664,1826738,2005,04/15/2016 08:55:02 AM,41.67986567,-87.621641738,"(41.67986567, -87.621641738)" +4034695,HL353844,05/13/2005 11:13:48 AM,033XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1123,011,28,27,19,1154163,1900785,2005,04/15/2016 08:55:02 AM,41.883582151,-87.709360238,"(41.883582151, -87.709360238)" +4035567,HL316949,04/25/2005 01:25:17 PM,065XX W HURLBUT ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,1612,016,41,10,19,1131407,1937757,2005,04/15/2016 08:55:02 AM,41.985461281,-87.792066289,"(41.985461281, -87.792066289)" +4035642,HL362212,05/17/2005 05:30:00 PM,064XX S ELLIS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0314,003,20,42,19,1184163,1862524,2005,04/15/2016 08:55:02 AM,41.777940112,-87.600397711,"(41.777940112, -87.600397711)" +4035759,HL317098,04/25/2005 02:50:00 PM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171648,1853491,2005,04/15/2016 08:55:02 AM,41.753435994,-87.646542244,"(41.753435994, -87.646542244)" +4036021,HL317136,04/25/2005 02:25:00 PM,010XX N MOZART ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1311,012,26,24,19,1157201,1906648,2005,04/15/2016 08:55:02 AM,41.899609602,-87.698045016,"(41.899609602, -87.698045016)" +4036039,HL318058,04/25/2005 09:45:00 PM,071XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0333,003,5,43,19,1191442,1858193,2005,04/15/2016 08:55:02 AM,41.765882176,-87.57385334,"(41.765882176, -87.57385334)" +4036104,HL316927,04/25/2005 01:25:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174951,1854222,2005,04/15/2016 08:55:02 AM,41.755368956,-87.634416245,"(41.755368956, -87.634416245)" +4036267,HL315614,04/24/2005 08:00:00 PM,015XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1022,010,24,29,19,1155282,1892130,2005,04/15/2016 08:55:02 AM,41.859809525,-87.705483628,"(41.859809525, -87.705483628)" +4037948,HL316669,04/25/2005 11:40:00 AM,0000X N LOREL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140719,1899732,2005,04/15/2016 08:55:02 AM,41.880950212,-87.758754154,"(41.880950212, -87.758754154)" +4038852,HL322982,04/28/2005 11:40:00 AM,005XX E 37TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180533,1880226,2005,04/15/2016 08:55:02 AM,41.826600053,-87.613161519,"(41.826600053, -87.613161519)" +4039142,HL361908,04/25/2005 12:00:00 PM,114XX S RACINE AVE,1625,GAMBLING,NATIONAL LOTTERY,RESIDENCE,true,false,2234,022,34,75,19,1170373,1829023,2005,04/15/2016 08:55:02 AM,41.686320017,-87.651924346,"(41.686320017, -87.651924346)" +4039474,HL322085,04/27/2005 08:15:00 PM,057XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2011,020,40,2,19,1159290,1937978,2005,04/15/2016 08:55:02 AM,41.985538376,-87.689507793,"(41.985538376, -87.689507793)" +4039530,HL323274,04/28/2005 01:35:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1533,015,28,25,19,1144208,1899225,2005,04/15/2016 08:55:02 AM,41.879494129,-87.745955373,"(41.879494129, -87.745955373)" +4039745,HL322029,04/27/2005 08:42:20 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180760,1881423,2005,04/15/2016 08:55:02 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +4040906,HL320271,04/26/2005 11:23:57 PM,038XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,3,35,19,1179487,1879591,2005,04/15/2016 08:55:02 AM,41.824881561,-87.617018478,"(41.824881561, -87.617018478)" +4041700,HL330676,05/02/2005 01:13:00 PM,051XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2124,002,4,41,19,1183413,1871209,2005,04/15/2016 08:55:02 AM,41.801790005,-87.602876685,"(41.801790005, -87.602876685)" +4042035,HL324004,04/28/2005 07:30:00 PM,079XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1195557,1852855,2005,04/15/2016 08:55:02 AM,41.75113362,-87.558946894,"(41.75113362, -87.558946894)" +4042139,HL296634,04/15/2005 12:20:00 PM,057XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163342,1866578,2005,04/15/2016 08:55:02 AM,41.789526435,-87.676614554,"(41.789526435, -87.676614554)" +4042564,HL317323,04/25/2005 04:00:00 PM,080XX S WENTWORTH AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0623,006,17,44,19,1176333,1851654,2005,04/15/2016 08:55:02 AM,41.748291135,-87.629428592,"(41.748291135, -87.629428592)" +4042885,HL317528,04/25/2005 05:45:00 PM,011XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138469,1907125,2005,04/15/2016 08:55:02 AM,41.901278577,-87.766836895,"(41.901278577, -87.766836895)" +4042949,HL323785,04/28/2005 05:15:00 PM,063XX N WESTERN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1159169,1941957,2005,04/15/2016 08:55:02 AM,41.996459403,-87.689842859,"(41.996459403, -87.689842859)" +4044421,HL274508,04/04/2005 09:30:00 PM,060XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1179075,1865009,2005,04/15/2016 08:55:02 AM,41.784876685,-87.618974609,"(41.784876685, -87.618974609)" +4045052,HL326838,04/30/2005 08:54:32 AM,005XX E 37TH PL,1661,GAMBLING,GAME/DICE,FIRE STATION,true,false,0212,002,4,35,19,1180539,1880229,2005,04/15/2016 08:55:02 AM,41.826608147,-87.613139414,"(41.826608147, -87.613139414)" +4045911,HL326029,04/29/2005 07:50:00 PM,044XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146871,1898644,2005,04/15/2016 08:55:02 AM,41.877849368,-87.736191985,"(41.877849368, -87.736191985)" +4050528,HL315130,04/24/2005 02:55:21 PM,045XX S LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0814,008,23,56,19,1144785,1874196,2005,04/15/2016 08:55:02 AM,41.810800263,-87.744466846,"(41.810800263, -87.744466846)" +4051066,HL331775,05/02/2005 10:00:00 PM,030XX E 83RD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0424,004,7,46,19,1198047,1850526,2005,04/15/2016 08:55:02 AM,41.744680815,-87.549900201,"(41.744680815, -87.549900201)" +4051680,HL317777,04/25/2005 07:30:00 PM,006XX E 42ND ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0213,002,4,38,19,1181409,1877299,2005,04/15/2016 08:55:02 AM,41.818547952,-87.61003808,"(41.818547952, -87.61003808)" +4052967,HL333120,05/03/2005 04:10:00 PM,079XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1198197,1853074,2005,04/15/2016 08:55:02 AM,41.751668961,-87.549265519,"(41.751668961, -87.549265519)" +4053845,HL336682,05/05/2005 11:33:41 AM,084XX S JEFFERY BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0412,004,8,45,19,1190992,1849310,2005,04/15/2016 08:55:02 AM,41.741517352,-87.5757894,"(41.741517352, -87.5757894)" +4053879,HL337983,05/05/2005 09:59:00 PM,019XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153404,1890285,2005,04/15/2016 08:55:02 AM,41.854784111,-87.712426252,"(41.854784111, -87.712426252)" +4053947,HL335262,05/04/2005 04:15:00 PM,044XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2123,002,4,39,19,1184334,1875715,2005,04/15/2016 08:55:02 AM,41.814133279,-87.599357934,"(41.814133279, -87.599357934)" +4054516,HL338792,05/06/2005 10:30:00 AM,0000X E OAK ST,1631,GAMBLING,WIREROOM/SPORTS,SMALL RETAIL STORE,true,false,1824,018,42,8,19,1176617,1907224,2005,04/15/2016 08:55:02 AM,41.900773494,-87.626713182,"(41.900773494, -87.626713182)" +4056697,HL406628,06/07/2005 10:30:00 AM,029XX E 130TH ST,1620,GAMBLING,BOLITA OR BOLI PUL/OFFICE,RESIDENCE-GARAGE,true,false,0433,004,10,55,19,1197607,1819364,2005,04/15/2016 08:55:02 AM,41.659180291,-87.552547553,"(41.659180291, -87.552547553)" +4057456,HL333519,05/03/2005 06:54:01 PM,035XX W 16TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153051,1891815,2005,04/15/2016 08:55:02 AM,41.858989606,-87.713681395,"(41.858989606, -87.713681395)" +4058171,HL284269,04/09/2005 11:00:00 AM,021XX S ARCHER AVE,1631,GAMBLING,WIREROOM/SPORTS,OTHER,true,false,2111,009,25,34,19,1175022,1890056,2005,04/15/2016 08:55:02 AM,41.853699345,-87.63308614,"(41.853699345, -87.63308614)" +4059466,HL343387,05/08/2005 05:10:00 PM,066XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160849,1860621,2005,04/15/2016 08:55:02 AM,41.7732315,-87.685920111,"(41.7732315, -87.685920111)" +4059521,HL345915,05/09/2005 07:21:53 PM,001XX E 47TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0221,002,3,38,19,1178086,1873899,2005,04/15/2016 08:55:02 AM,41.809294171,-87.622331081,"(41.809294171, -87.622331081)" +4060030,HL337377,05/05/2005 04:37:53 PM,004XX E 62ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180408,1864003,2005,04/15/2016 08:55:02 AM,41.78208563,-87.614118161,"(41.78208563, -87.614118161)" +4060178,HL335598,05/04/2005 07:45:20 PM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1522,015,29,25,19,1140297,1898801,2005,04/15/2016 08:55:02 AM,41.878403171,-87.760326555,"(41.878403171, -87.760326555)" +4060574,HL339388,05/06/2005 03:50:00 PM,067XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,6,42,19,1182054,1860482,2005,04/15/2016 08:55:02 AM,41.772385734,-87.608192402,"(41.772385734, -87.608192402)" +4061019,HL409402,06/09/2005 03:00:00 PM,017XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136822,1910925,2005,04/15/2016 08:55:02 AM,41.911735924,-87.772795369,"(41.911735924, -87.772795369)" +4062044,HL335737,05/04/2005 08:19:11 PM,104XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0512,005,9,50,19,1183750,1835971,2005,04/15/2016 08:55:02 AM,41.70508545,-87.602738195,"(41.70508545, -87.602738195)" +4062822,HL339778,05/06/2005 06:10:02 PM,074XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0731,007,17,69,19,1175578,1855726,2005,04/15/2016 08:55:02 AM,41.75948211,-87.632073533,"(41.75948211, -87.632073533)" +4062952,HL335234,05/04/2005 04:00:00 PM,078XX S MARSHFIELD AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0611,006,17,71,19,1166703,1852821,2005,04/15/2016 08:55:02 AM,41.751704315,-87.664682949,"(41.751704315, -87.664682949)" +4062989,HL339308,05/06/2005 02:50:00 PM,042XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1148091,1898015,2005,04/15/2016 08:55:02 AM,41.87609994,-87.731728594,"(41.87609994, -87.731728594)" +4063648,HL282294,04/13/2005 06:15:00 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144000,1901233,2005,04/15/2016 08:55:02 AM,41.885008227,-87.746668723,"(41.885008227, -87.746668723)" +4063720,HL275663,04/05/2005 12:45:00 PM,067XX N BOSWORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2432,024,40,1,19,1164720,1944784,2005,04/15/2016 08:55:02 AM,42.004100475,-87.66934255,"(42.004100475, -87.66934255)" +4067684,HL346286,05/09/2005 10:29:58 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0623,006,17,69,19,1174951,1854229,2005,04/15/2016 08:55:02 AM,41.755388165,-87.634416036,"(41.755388165, -87.634416036)" +4067868,HL348252,05/10/2005 08:00:00 PM,071XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,8,43,19,1188769,1857990,2005,04/15/2016 08:55:02 AM,41.765389475,-87.583657122,"(41.765389475, -87.583657122)" +4068198,HL346399,05/10/2005 12:09:54 AM,011XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,0712,007,16,68,19,1169805,1868195,2005,04/15/2016 08:55:02 AM,41.793825753,-87.652869806,"(41.793825753, -87.652869806)" +4068333,HL347433,05/10/2005 02:05:00 PM,068XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,17,67,19,1164866,1859359,2005,04/15/2016 08:55:02 AM,41.769684478,-87.671230311,"(41.769684478, -87.671230311)" +4071549,HL347405,05/10/2005 02:10:00 PM,068XX N ASHLAND BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2431,024,49,1,19,1164546,1945409,2005,04/15/2016 08:55:02 AM,42.005819189,-87.669964878,"(42.005819189, -87.669964878)" +4071831,HL348219,05/10/2005 07:15:00 PM,075XX S DORCHESTER AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0411,004,5,43,19,1186846,1855378,2005,04/15/2016 08:55:02 AM,41.758267684,-87.590788058,"(41.758267684, -87.590788058)" +4072503,HL348526,05/10/2005 10:54:59 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176683,1888842,2005,04/15/2016 08:55:02 AM,41.850330711,-87.627026373,"(41.850330711, -87.627026373)" +4072511,HL340142,05/06/2005 09:57:29 PM,060XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1177015,1864964,2005,04/15/2016 08:55:02 AM,41.784799917,-87.626528745,"(41.784799917, -87.626528745)" +4074798,HL353975,05/13/2005 12:15:00 PM,074XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0333,003,7,43,19,1192172,1856049,2005,04/15/2016 08:55:02 AM,41.759981152,-87.571247312,"(41.759981152, -87.571247312)" +4074834,HL352046,05/12/2005 02:13:55 PM,074XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1193935,1856122,2005,04/15/2016 08:55:02 AM,41.76013843,-87.564783645,"(41.76013843, -87.564783645)" +4075535,HL354268,05/13/2005 03:30:00 PM,0000X E 95TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0511,005,6,49,19,1178532,1842005,2005,04/15/2016 08:55:02 AM,41.721763443,-87.621663126,"(41.721763443, -87.621663126)" +4075656,HL348525,05/10/2005 10:54:25 PM,024XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176701,1888193,2005,04/15/2016 08:55:02 AM,41.848549403,-87.626979903,"(41.848549403, -87.626979903)" +4075892,HL364915,05/18/2005 12:05:00 AM,100XX S WALLACE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2232,022,9,73,19,1174070,1838395,2005,04/15/2016 08:55:02 AM,41.71195715,-87.638113381,"(41.71195715, -87.638113381)" +4077035,HL327220,04/30/2005 12:05:49 PM,043XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1147530,1897670,2005,04/15/2016 08:55:02 AM,41.875163991,-87.733797258,"(41.875163991, -87.733797258)" +4077302,HL342987,05/08/2005 01:02:08 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169299,1866795,2005,04/15/2016 08:55:02 AM,41.789994968,-87.654765793,"(41.789994968, -87.654765793)" +4077581,HL352737,05/12/2005 08:00:00 PM,040XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1722,017,39,14,19,1148420,1931589,2005,04/15/2016 08:55:02 AM,41.968223792,-87.729652801,"(41.968223792, -87.729652801)" +4077660,HL327352,04/30/2005 02:00:00 PM,042XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1148084,1898015,2005,04/15/2016 08:55:02 AM,41.876100074,-87.731754295,"(41.876100074, -87.731754295)" +4077677,HL348721,05/11/2005 12:46:43 AM,079XX S ESSEX AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,0422,004,7,46,19,1194232,1852910,2005,04/15/2016 08:55:02 AM,41.751317167,-87.563800456,"(41.751317167, -87.563800456)" +4077751,HL352566,05/12/2005 07:13:16 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142140,1899433,2005,04/15/2016 08:55:02 AM,41.880103494,-87.753543689,"(41.880103494, -87.753543689)" +4078575,HL338870,05/06/2005 11:30:00 AM,048XX N SPAULDING AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,39,14,19,1153508,1931886,2005,04/15/2016 08:55:02 AM,41.968938879,-87.710936491,"(41.968938879, -87.710936491)" +4078615,HL360523,05/16/2005 08:32:18 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142565,1910502,2005,04/15/2016 08:55:02 AM,41.910470235,-87.751707591,"(41.910470235, -87.751707591)" +4078639,HL327660,04/30/2005 04:50:00 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143326,1904516,2005,04/15/2016 08:55:02 AM,41.894029785,-87.749061702,"(41.894029785, -87.749061702)" +4081091,HL360582,05/16/2005 07:30:00 PM,023XX S WENTWORTH AVE,1680,GAMBLING,OTHER,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175345,1888618,2005,04/15/2016 08:55:02 AM,41.849746133,-87.631943733,"(41.849746133, -87.631943733)" +4081319,HL360625,05/16/2005 09:30:00 PM,021XX S ARCHER AVE,1680,GAMBLING,OTHER,RESIDENCE,true,false,2111,009,25,34,19,1175041,1890069,2005,04/15/2016 08:55:02 AM,41.853734592,-87.633016015,"(41.853734592, -87.633016015)" +4081467,HL361664,05/17/2005 01:50:33 PM,004XX E 111TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0513,005,9,49,19,1180966,1831449,2005,04/15/2016 08:55:02 AM,41.692740831,-87.613071265,"(41.692740831, -87.613071265)" +4085371,HL359938,05/16/2005 03:53:36 PM,098XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2223,022,21,73,19,1174363,1839821,2005,04/15/2016 08:55:02 AM,41.715863801,-87.636998103,"(41.715863801, -87.636998103)" +4085663,HL364060,05/18/2005 03:40:00 PM,004XX W 57TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0711,007,20,68,19,1174141,1866806,2005,04/15/2016 08:55:02 AM,41.78991891,-87.637011288,"(41.78991891, -87.637011288)" +4085694,HL358264,05/15/2005 07:00:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143352,1900684,2005,04/15/2016 08:55:02 AM,41.883513836,-87.74906204,"(41.883513836, -87.74906204)" +4086234,HL364538,05/18/2005 07:30:32 PM,071XX S MOZART ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0831,008,18,66,19,1158607,1857175,2005,04/15/2016 08:55:02 AM,41.763821186,-87.694232668,"(41.763821186, -87.694232668)" +4086282,HL366520,05/19/2005 08:13:06 PM,036XX N NORDICA AVE,1621,GAMBLING,BOLITA OR BOLI PUL/RUNNER,RESIDENCE,true,false,1632,016,36,17,19,1128435,1923282,2005,04/15/2016 08:55:02 AM,41.94579135,-87.80332665,"(41.94579135, -87.80332665)" +4086551,HL364640,05/18/2005 07:00:00 PM,045XX W MARQUETTE RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0833,008,13,65,19,1147096,1859786,2005,04/15/2016 08:55:02 AM,41.771213162,-87.736357207,"(41.771213162, -87.736357207)" +4086580,HL365095,05/19/2005 01:40:00 AM,0000X W 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1177279,1859276,2005,04/15/2016 08:55:02 AM,41.769185486,-87.625732415,"(41.769185486, -87.625732415)" +4088622,HL360475,05/16/2005 08:00:46 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,1331,012,2,27,19,1155853,1899859,2005,04/15/2016 08:55:02 AM,41.881007229,-87.703179364,"(41.881007229, -87.703179364)" +4088881,HL359477,05/16/2005 11:46:00 AM,047XX W OHIO ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1144587,1903566,2005,04/15/2016 08:55:02 AM,41.891399219,-87.744454346,"(41.891399219, -87.744454346)" +4089506,HL350746,05/11/2005 09:00:00 PM,084XX S KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0834,008,18,70,19,1156514,1848601,2005,04/15/2016 08:55:02 AM,41.740335173,-87.702134598,"(41.740335173, -87.702134598)" +4090178,HL361811,05/17/2005 11:45:00 PM,053XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164592,1869271,2005,04/15/2016 08:55:02 AM,41.79689007,-87.671955212,"(41.79689007, -87.671955212)" +4093109,HL368383,05/20/2005 05:20:09 PM,006XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1524,015,28,25,19,1141580,1903770,2005,04/15/2016 08:55:02 AM,41.892015119,-87.755492736,"(41.892015119, -87.755492736)" +4093151,HL368397,05/20/2005 05:44:28 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141004,1901116,2005,04/15/2016 08:55:02 AM,41.884742842,-87.757673551,"(41.884742842, -87.757673551)" +4093366,HL368550,05/20/2005 04:55:00 PM,028XX N LARAMIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,OTHER,true,false,2514,025,31,19,19,1141225,1918287,2005,04/15/2016 08:55:02 AM,41.931857935,-87.756437914,"(41.931857935, -87.756437914)" +4093383,HL368810,05/20/2005 09:00:00 PM,086XX S WOOD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0614,006,18,71,19,1165856,1847327,2005,04/15/2016 08:55:02 AM,41.736646001,-87.667942496,"(41.736646001, -87.667942496)" +4093520,HL368452,05/20/2005 06:14:25 PM,124XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0523,005,34,53,19,1174892,1822470,2005,04/15/2016 08:55:02 AM,41.668238264,-87.635575414,"(41.668238264, -87.635575414)" +4093533,HL368453,05/20/2005 06:38:57 PM,115XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0532,005,9,53,19,1178884,1828608,2005,04/15/2016 08:55:02 AM,41.684992237,-87.620779831,"(41.684992237, -87.620779831)" +4093711,HL368549,05/20/2005 06:09:10 PM,090XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2222,022,21,73,19,1168914,1844847,2005,04/15/2016 08:55:02 AM,41.729775097,-87.656810376,"(41.729775097, -87.656810376)" +4093803,HL363695,05/18/2005 01:00:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153579,1904673,2005,04/15/2016 08:55:02 AM,41.894262843,-87.711401266,"(41.894262843, -87.711401266)" +4093804,HL368652,05/20/2005 06:09:10 PM,087XX S ADA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2222,022,21,71,19,1168857,1846756,2005,04/15/2016 08:55:02 AM,41.735014899,-87.656964228,"(41.735014899, -87.656964228)" +4093826,HL368659,05/20/2005 06:09:10 PM,091XX S THROOP ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2222,022,21,73,19,1169267,1844131,2005,04/15/2016 08:55:02 AM,41.727802668,-87.655537889,"(41.727802668, -87.655537889)" +4093917,HL368727,05/20/2005 06:09:10 PM,084XX S WOOD ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0614,006,18,71,19,1165816,1848815,2005,04/15/2016 08:55:02 AM,41.740730142,-87.6680469,"(41.740730142, -87.6680469)" +4095160,HL373006,05/23/2005 12:20:00 AM,070XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1168546,1857995,2005,04/15/2016 08:55:02 AM,41.765862956,-87.657780314,"(41.765862956, -87.657780314)" +4095425,HL376874,05/24/2005 08:16:12 PM,076XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,6,69,19,1178479,1854351,2005,04/15/2016 08:55:02 AM,41.755643569,-87.621483204,"(41.755643569, -87.621483204)" +4096513,HL366096,05/19/2005 04:02:41 PM,002XX W 113TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1176529,1830005,2005,04/15/2016 08:55:02 AM,41.688878944,-87.629359046,"(41.688878944, -87.629359046)" +4096750,HL368737,05/20/2005 08:20:00 PM,008XX N CAMBRIDGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1823,018,27,8,19,1172516,1906187,2005,04/15/2016 08:55:02 AM,41.898019612,-87.641806984,"(41.898019612, -87.641806984)" +4097314,HL373875,05/23/2005 12:50:00 PM,001XX E 104TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0512,005,9,49,19,1179089,1836046,2005,04/15/2016 08:55:02 AM,41.705398504,-87.619803822,"(41.705398504, -87.619803822)" +4100198,HL370605,05/21/2005 07:20:00 PM,079XX S DANTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1187232,1852615,2005,04/15/2016 08:55:02 AM,41.7506766,-87.589460977,"(41.7506766, -87.589460977)" +4101829,HL368724,05/20/2005 06:09:10 PM,088XX S WOOD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2221,022,21,71,19,1165887,1846160,2005,04/15/2016 08:55:02 AM,41.73344292,-87.66786198,"(41.73344292, -87.66786198)" +3934855,HL217589,03/05/2005 08:00:00 PM,051XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165547,1870660,2005,04/15/2016 08:55:02 AM,41.800681436,-87.668413714,"(41.800681436, -87.668413714)" +4104342,HL383076,05/27/2005 06:53:24 PM,005XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,37,25,19,1142926,1903364,2005,04/15/2016 08:55:02 AM,41.890876027,-87.750559529,"(41.890876027, -87.750559529)" +4104678,HL367967,05/20/2005 10:36:55 AM,078XX S YATES BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,7,43,19,1193558,1853476,2005,04/15/2016 08:55:02 AM,41.752886832,-87.566251796,"(41.752886832, -87.566251796)" +4104837,HL384339,05/28/2005 11:50:00 AM,001XX N HAMLIN BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,28,26,19,1151042,1900282,2005,04/15/2016 08:55:02 AM,41.882263564,-87.720834061,"(41.882263564, -87.720834061)" +4104849,HL368005,05/20/2005 03:42:53 PM,017XX E 72ND PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,8,43,19,1189284,1857243,2005,04/15/2016 08:55:02 AM,41.763327311,-87.581793438,"(41.763327311, -87.581793438)" +4105009,HL368033,05/20/2005 03:15:00 PM,094XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2221,022,21,73,19,1167656,1842221,2005,04/15/2016 08:55:02 AM,41.722595998,-87.661493876,"(41.722595998, -87.661493876)" +4107471,HL384800,05/28/2005 05:15:00 PM,073XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,69,19,1184822,1856619,2005,04/15/2016 08:55:02 AM,41.761720809,-87.598166867,"(41.761720809, -87.598166867)" +4107841,HL384914,05/08/2005 06:30:00 PM,007XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142229,1904270,2005,04/15/2016 08:55:02 AM,41.89337516,-87.753096793,"(41.89337516, -87.753096793)" +4108925,HL383570,05/27/2005 11:00:00 PM,027XX W OGDEN AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1023,010,28,29,19,1158463,1892956,2005,04/15/2016 08:55:02 AM,41.862011728,-87.69378445,"(41.862011728, -87.69378445)" +4111703,HL370095,05/21/2005 01:54:48 PM,100XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,9,73,19,1174732,1838450,2005,04/15/2016 08:55:02 AM,41.712093385,-87.635687333,"(41.712093385, -87.635687333)" +4112125,HL370109,05/21/2005 01:57:55 PM,023XX E 70TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0331,003,5,43,19,1192842,1858663,2005,04/15/2016 08:55:02 AM,41.767137855,-87.568706645,"(41.767137855, -87.568706645)" +4114646,HL385315,05/28/2005 10:32:00 PM,010XX N PULASKI RD,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1149530,1906687,2005,04/15/2016 08:55:02 AM,41.899869042,-87.726219766,"(41.899869042, -87.726219766)" +4116733,HL454092,06/30/2005 02:00:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140794,1907921,2005,04/15/2016 08:55:02 AM,41.903420446,-87.758277228,"(41.903420446, -87.758277228)" +4118433,HL387906,05/30/2005 12:45:00 PM,054XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165937,1868584,2005,04/15/2016 08:55:02 AM,41.794976356,-87.667042466,"(41.794976356, -87.667042466)" +4120750,HL376235,05/24/2005 03:30:00 PM,027XX W MAYPOLE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1331,012,2,27,19,1157992,1900841,2005,04/15/2016 08:55:02 AM,41.883658563,-87.695298269,"(41.883658563, -87.695298269)" +4124934,HL386523,05/29/2005 04:30:00 PM,002XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143671,1901133,2005,04/15/2016 08:55:02 AM,41.884739981,-87.747879385,"(41.884739981, -87.747879385)" +4129291,HL356622,05/14/2005 07:00:00 PM,119XX S NORMAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0524,005,34,53,19,1175112,1825824,2005,04/15/2016 08:55:02 AM,41.677437288,-87.634670739,"(41.677437288, -87.634670739)" +4130272,HL352370,05/12/2005 05:30:00 PM,010XX E 91ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,8,47,19,1184558,1844849,2005,04/15/2016 08:55:02 AM,41.729428884,-87.59950233,"(41.729428884, -87.59950233)" +4130630,HL394150,06/02/2005 11:50:00 AM,067XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1165180,1859948,2005,04/15/2016 08:55:02 AM,41.771294134,-87.670062673,"(41.771294134, -87.670062673)" +4131550,HL341487,05/07/2005 03:35:00 PM,044XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146862,1897321,2005,04/15/2016 08:55:02 AM,41.874219071,-87.736258824,"(41.874219071, -87.736258824)" +4132135,HL394383,06/02/2005 01:25:00 PM,051XX S HARPER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2132,002,4,41,19,1187157,1871298,2005,04/15/2016 08:55:02 AM,41.801946097,-87.58914335,"(41.801946097, -87.58914335)" +4132983,HL386283,05/29/2005 01:55:42 PM,056XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163987,1867292,2005,04/15/2016 08:55:02 AM,41.791472198,-87.67422946,"(41.791472198, -87.67422946)" +4133866,HL393302,06/01/2005 10:30:00 PM,073XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0731,007,17,69,19,1176174,1856407,2005,04/15/2016 08:55:02 AM,41.761337499,-87.629868809,"(41.761337499, -87.629868809)" +4134031,HL390307,05/31/2005 04:31:56 PM,115XX S PERRY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,53,19,1177648,1828351,2005,04/15/2016 08:55:02 AM,41.684314955,-87.625312215,"(41.684314955, -87.625312215)" +4134729,HL393343,06/01/2005 10:14:00 PM,060XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0311,003,20,40,19,1178632,1865048,2005,04/15/2016 08:55:02 AM,41.784993793,-87.620597636,"(41.784993793, -87.620597636)" +4136173,HL393245,06/01/2005 09:30:00 PM,078XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0623,006,6,69,19,1179391,1853052,2005,04/15/2016 08:55:02 AM,41.752058211,-87.618180542,"(41.752058211, -87.618180542)" +4136227,HL381361,05/26/2005 11:06:23 PM,023XX S STATE ST,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176682,1888876,2005,04/15/2016 08:55:02 AM,41.850424032,-87.627029017,"(41.850424032, -87.627029017)" +4138384,HL379137,05/25/2005 09:25:00 PM,023XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2412,024,50,2,19,1159628,1942434,2005,04/15/2016 08:55:02 AM,41.99775883,-87.688141176,"(41.99775883, -87.688141176)" +4138421,HL392918,06/01/2005 06:55:00 PM,061XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0313,003,20,42,19,1180637,1864355,2005,04/15/2016 08:55:02 AM,41.783046293,-87.613267787,"(41.783046293, -87.613267787)" +4138428,HL381244,05/26/2005 09:00:00 PM,048XX N CHRISTIANA AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,1713,017,39,14,19,1153176,1931879,2005,04/15/2016 08:55:02 AM,41.968926282,-87.712157442,"(41.968926282, -87.712157442)" +4139342,HL378168,05/25/2005 01:18:39 PM,036XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,29,19,1152321,1894798,2005,04/15/2016 08:55:02 AM,41.867189726,-87.716282303,"(41.867189726, -87.716282303)" +4139714,HL378628,05/25/2005 04:04:26 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150300,1894750,2005,04/15/2016 08:55:02 AM,41.867097632,-87.723702988,"(41.867097632, -87.723702988)" +4139873,HL378826,05/25/2005 07:32:12 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182279,1864406,2005,04/15/2016 08:55:02 AM,41.783148351,-87.607246174,"(41.783148351, -87.607246174)" +4140298,HL394465,06/02/2005 01:36:09 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1169705,1864024,2005,04/15/2016 08:55:02 AM,41.782382216,-87.653357462,"(41.782382216, -87.653357462)" +4140565,HL397289,06/03/2005 07:45:00 PM,047XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144879,1895943,2005,04/15/2016 08:55:02 AM,41.87047529,-87.74357434,"(41.87047529, -87.74357434)" +4140636,HL392354,06/01/2005 02:20:00 PM,075XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0414,004,8,43,19,1189845,1855351,2005,04/15/2016 08:55:02 AM,41.758122033,-87.579798041,"(41.758122033, -87.579798041)" +4140719,HL403295,06/06/2005 06:40:00 PM,050XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142632,1906186,2005,04/15/2016 08:55:02 AM,41.898625399,-87.751568984,"(41.898625399, -87.751568984)" +4140956,HL392510,06/01/2005 03:30:00 PM,017XX N MANGO AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,2531,025,29,25,19,1137809,1910806,2005,04/15/2016 08:55:02 AM,41.911391616,-87.769172251,"(41.911391616, -87.769172251)" +4141071,HL392744,06/01/2005 05:31:00 PM,009XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142189,1905675,2005,04/15/2016 08:55:02 AM,41.897231388,-87.75320881,"(41.897231388, -87.75320881)" +4141238,HL392877,06/01/2005 06:20:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150300,1894750,2005,04/15/2016 08:55:02 AM,41.867097632,-87.723702988,"(41.867097632, -87.723702988)" +4142166,HL398239,06/04/2005 10:00:00 AM,006XX W DIVISION ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1822,018,27,8,19,1171577,1908244,2005,04/15/2016 08:55:02 AM,41.903684856,-87.645195215,"(41.903684856, -87.645195215)" +4142373,HL395633,06/02/2005 11:20:22 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0623,006,17,69,19,1174951,1854209,2005,04/15/2016 08:55:02 AM,41.755333282,-87.634416632,"(41.755333282, -87.634416632)" +4142448,HL396647,06/03/2005 03:10:00 PM,013XX W 103RD ST,1661,GAMBLING,GAME/DICE,CTA GARAGE / OTHER PROPERTY,true,false,2232,022,21,73,19,1169372,1836477,2005,04/15/2016 08:55:02 AM,41.706796664,-87.655374039,"(41.706796664, -87.655374039)" +4142717,HL394690,06/02/2005 04:34:02 PM,064XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166432,1862002,2005,04/15/2016 08:55:02 AM,41.776903989,-87.665414794,"(41.776903989, -87.665414794)" +4142897,HL394769,06/02/2005 04:39:20 PM,003XX E 31ST ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,001,2,35,19,1178600,1884506,2005,04/15/2016 08:55:02 AM,41.838388942,-87.620122887,"(41.838388942, -87.620122887)" +4143094,HL395355,06/02/2005 07:30:00 PM,032XX N RACINE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1924,019,44,6,19,1167710,1921869,2005,04/15/2016 08:55:02 AM,41.941156851,-87.659005965,"(41.941156851, -87.659005965)" +4145176,HL399293,06/04/2005 07:04:20 PM,004XX W 119TH ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0522,005,34,53,19,1175532,1826000,2005,04/15/2016 08:55:02 AM,41.677910904,-87.633128177,"(41.677910904, -87.633128177)" +4145245,HL397322,06/03/2005 07:30:00 PM,027XX W DEVON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2413,024,50,2,19,1156745,1942345,2005,04/15/2016 08:55:02 AM,41.99757373,-87.698749139,"(41.99757373, -87.698749139)" +4145579,HL372469,05/22/2005 05:40:00 PM,043XX S CICERO AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1145087,1875366,2005,04/15/2016 08:55:02 AM,41.814005238,-87.743329658,"(41.814005238, -87.743329658)" +4146294,HL379156,05/25/2005 09:45:00 PM,031XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155456,1899850,2005,04/15/2016 08:55:02 AM,41.880990522,-87.70463737,"(41.880990522, -87.70463737)" +4146389,HL406349,06/08/2005 02:38:28 AM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174385,1862249,2005,04/15/2016 08:55:02 AM,41.777408581,-87.636252076,"(41.777408581, -87.636252076)" +4146532,HL405632,06/07/2005 07:19:16 PM,047XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,3,38,19,1180398,1873719,2005,04/15/2016 08:55:02 AM,41.808747436,-87.613856692,"(41.808747436, -87.613856692)" +4146657,HL378864,05/25/2005 07:15:00 PM,015XX W 72ND ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0734,007,17,67,19,1167253,1856981,2005,04/15/2016 08:55:02 AM,41.763108174,-87.662548588,"(41.763108174, -87.662548588)" +4146805,HL406829,06/08/2005 11:36:08 AM,083XX S HOUSTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1197937,1850399,2005,04/15/2016 08:55:02 AM,41.744335065,-87.550307481,"(41.744335065, -87.550307481)" +4147594,HL407070,06/08/2005 01:19:10 PM,054XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139716,1907462,2005,04/15/2016 08:55:02 AM,41.902180657,-87.762248237,"(41.902180657, -87.762248237)" +4147755,HL407923,06/08/2005 08:10:00 PM,011XX W 110TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1170566,1831852,2005,04/15/2016 08:55:02 AM,41.69407906,-87.651135791,"(41.69407906, -87.651135791)" +4148035,HL407961,06/08/2005 08:30:00 PM,078XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0835,008,18,70,19,1154741,1852475,2005,04/15/2016 08:55:02 AM,41.751001577,-87.708527674,"(41.751001577, -87.708527674)" +4149554,HL379073,05/25/2005 09:10:00 PM,009XX W ADDISON ST,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,2324,019,44,6,19,1169188,1924102,2005,04/15/2016 08:55:02 AM,41.947252263,-87.65350869,"(41.947252263, -87.65350869)" +4149644,HL409620,06/09/2005 04:38:57 PM,066XX S KENWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,5,42,19,1186209,1861273,2005,04/15/2016 08:55:02 AM,41.774459163,-87.592936602,"(41.774459163, -87.592936602)" +4149698,HL410489,06/10/2005 02:10:00 AM,010XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141839,1906370,2005,04/15/2016 08:55:02 AM,41.899145036,-87.754477106,"(41.899145036, -87.754477106)" +4150095,HL409030,06/09/2005 11:15:00 AM,060XX S INDIANA AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0311,003,20,40,19,1178632,1865035,2005,04/15/2016 08:55:02 AM,41.78495812,-87.620598031,"(41.78495812, -87.620598031)" +4150603,HL404730,06/07/2005 12:14:20 PM,048XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144155,1898232,2005,04/15/2016 08:55:02 AM,41.876770211,-87.746174927,"(41.876770211, -87.746174927)" +4151725,HL404669,06/07/2005 11:52:03 AM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139712,1898457,2005,04/15/2016 08:55:02 AM,41.877469888,-87.762482982,"(41.877469888, -87.762482982)" +4151792,HL404735,06/07/2005 12:59:15 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174952,1854189,2005,04/15/2016 08:55:02 AM,41.755278377,-87.634413562,"(41.755278377, -87.634413562)" +4153126,HL414458,06/11/2005 08:15:00 PM,018XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1150007,1890745,2005,04/15/2016 08:55:02 AM,41.856113138,-87.72488284,"(41.856113138, -87.72488284)" +4153272,HL414476,06/11/2005 08:30:00 PM,124XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0523,005,34,53,19,1176206,1822534,2005,04/15/2016 08:55:02 AM,41.668384595,-87.630764555,"(41.668384595, -87.630764555)" +4153300,HL415481,06/12/2005 11:14:08 AM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143311,1902558,2005,04/15/2016 08:55:02 AM,41.888657083,-87.749165751,"(41.888657083, -87.749165751)" +4153679,HL408146,06/08/2005 10:40:00 PM,048XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144230,1898565,2005,04/15/2016 08:55:02 AM,41.877682595,-87.745891179,"(41.877682595, -87.745891179)" +4156131,HL410187,06/09/2005 09:07:15 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156275,1899868,2005,04/15/2016 08:55:02 AM,41.881023413,-87.70162956,"(41.881023413, -87.70162956)" +4156425,HL410282,06/09/2005 10:00:00 PM,049XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,12,19,1142285,1934118,2005,04/15/2016 08:55:02 AM,41.975279974,-87.752147994,"(41.975279974, -87.752147994)" +4157408,HL417694,06/13/2005 12:30:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,1533,015,28,25,19,1142141,1899418,2005,04/15/2016 08:55:02 AM,41.880062314,-87.753540389,"(41.880062314, -87.753540389)" +4159101,HL421214,06/14/2005 09:00:00 PM,052XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163910,1869931,2005,04/15/2016 08:55:02 AM,41.798715563,-87.674437636,"(41.798715563, -87.674437636)" +4159773,HL380763,05/26/2005 04:55:24 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150191,1897734,2005,04/15/2016 08:55:02 AM,41.875288193,-87.724025385,"(41.875288193, -87.724025385)" +4159900,HL381371,05/26/2005 10:08:35 PM,047XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,25,19,1144900,1895943,2005,04/15/2016 08:55:02 AM,41.870474895,-87.743497241,"(41.870474895, -87.743497241)" +4160714,HL494372,07/19/2005 02:35:00 PM,017XX N MAYFIELD AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2531,025,29,25,19,1136824,1910864,2005,04/15/2016 08:55:02 AM,41.911568497,-87.772789486,"(41.911568497, -87.772789486)" +4162049,HL423270,06/15/2005 08:20:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154285,1892208,2005,04/15/2016 08:55:02 AM,41.860043514,-87.709141272,"(41.860043514, -87.709141272)" +4162362,HL418877,06/13/2005 07:59:00 PM,095XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0511,005,21,49,19,1175957,1841768,2005,04/15/2016 08:55:02 AM,41.72117111,-87.631101947,"(41.72117111, -87.631101947)" +4163463,HL381914,05/27/2005 10:30:00 AM,062XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0314,003,5,42,19,1187940,1864073,2005,04/15/2016 08:55:02 AM,41.78210152,-87.586502002,"(41.78210152, -87.586502002)" +4163664,HL401197,06/05/2005 06:50:00 PM,057XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,20,40,19,1179019,1867057,2005,04/15/2016 08:55:02 AM,41.790497871,-87.619117551,"(41.790497871, -87.619117551)" +4164912,HL382005,05/27/2005 09:46:50 AM,038XX W 80TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0834,008,18,70,19,1152148,1850931,2005,04/15/2016 08:55:02 AM,41.746815858,-87.718070278,"(41.746815858, -87.718070278)" +4165225,HL427399,06/17/2005 06:38:00 PM,072XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171888,1856898,2005,04/15/2016 08:55:02 AM,41.762779972,-87.645562915,"(41.762779972, -87.645562915)" +4165440,HL401229,06/05/2005 07:28:00 PM,058XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160368,1865953,2005,04/15/2016 08:55:02 AM,41.787873172,-87.68753656,"(41.787873172, -87.68753656)" +4165977,HL382542,05/27/2005 02:18:43 PM,007XX W 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1172822,1851828,2005,04/15/2016 08:55:02 AM,41.748846713,-87.642288924,"(41.748846713, -87.642288924)" +4166619,HL382564,05/27/2005 01:53:10 PM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0212,002,4,35,19,1180453,1881415,2005,04/15/2016 08:55:02 AM,41.829864596,-87.613418466,"(41.829864596, -87.613418466)" +4166754,HL403607,06/06/2005 08:50:00 PM,050XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1164202,1871352,2005,04/15/2016 08:55:02 AM,41.802608812,-87.673326793,"(41.802608812, -87.673326793)" +4166829,HL403614,06/06/2005 09:15:00 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140627,1899502,2005,04/15/2016 08:55:02 AM,41.880320753,-87.759097628,"(41.880320753, -87.759097628)" +4166886,HL403665,06/06/2005 09:30:00 PM,013XX W 98TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,2213,022,21,73,19,1169191,1839457,2005,04/15/2016 08:55:02 AM,41.714978154,-87.65595101,"(41.714978154, -87.65595101)" +4167935,HL411439,06/10/2005 01:07:49 PM,075XX S MERRILL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1191843,1855413,2005,04/15/2016 08:55:02 AM,41.758243908,-87.572473693,"(41.758243908, -87.572473693)" +4169421,HL423674,06/16/2005 12:46:27 AM,027XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1158156,1896588,2005,04/15/2016 08:55:02 AM,41.871984575,-87.694812234,"(41.871984575, -87.694812234)" +4169509,HL409890,06/09/2005 06:35:00 PM,077XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0611,006,18,71,19,1164370,1853320,2005,04/15/2016 08:55:02 AM,41.753123079,-87.673218304,"(41.753123079, -87.673218304)" +4170358,HL410082,06/09/2005 06:35:00 PM,055XX S INDIANA AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0233,002,3,40,19,1178540,1868393,2005,04/15/2016 08:55:02 AM,41.794174889,-87.620833308,"(41.794174889, -87.620833308)" +4170382,HL410074,06/09/2005 05:00:00 PM,028XX S WENTWORTH AVE,1631,GAMBLING,WIREROOM/SPORTS,RESTAURANT,true,false,2113,009,11,34,19,1175413,1885817,2005,04/15/2016 08:55:02 AM,41.842058451,-87.631778143,"(41.842058451, -87.631778143)" +4174184,HL419871,06/14/2005 11:17:46 AM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161224,1859141,2005,04/15/2016 08:55:02 AM,41.769162416,-87.684586367,"(41.769162416, -87.684586367)" +4174266,HL440808,06/24/2005 10:50:00 AM,018XX S KILDARE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1012,010,24,29,19,1147916,1890816,2005,04/15/2016 08:55:02 AM,41.856348375,-87.73255612,"(41.856348375, -87.73255612)" +4174479,HL437596,06/22/2005 06:34:49 PM,051XX S PRAIRIE AVE,1651,GAMBLING,GAME/CARDS,STREET,true,false,0232,002,3,40,19,1178913,1871000,2005,04/15/2016 08:55:02 AM,41.801320245,-87.619386147,"(41.801320245, -87.619386147)" +4174514,HL411218,06/10/2005 12:12:50 PM,056XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,20,68,19,1171601,1867475,2005,04/15/2016 08:55:02 AM,41.791810795,-87.646305104,"(41.791810795, -87.646305104)" +4174725,HL431211,06/19/2005 07:10:00 PM,0000X E 102ND PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0511,005,9,49,19,1178367,1837021,2005,04/15/2016 08:55:02 AM,41.708090424,-87.622418222,"(41.708090424, -87.622418222)" +4174729,HL005410,07/19/2005 09:11:52 AM,073XX N DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1161661,1948675,2005,04/15/2016 08:55:02 AM,42.014842024,-87.680487438,"(42.014842024, -87.680487438)" +4176121,HL437693,06/22/2005 06:20:00 PM,011XX W THORNDALE AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,2022,020,48,77,19,1167566,1939682,2005,04/15/2016 08:55:02 AM,41.990039445,-87.659019968,"(41.990039445, -87.659019968)" +4176526,HL424361,06/16/2005 12:20:00 PM,027XX S DEARBORN ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,2113,001,3,35,19,1176316,1886532,2005,04/15/2016 08:55:02 AM,41.844000177,-87.628442902,"(41.844000177, -87.628442902)" +4177553,HL410039,06/09/2005 08:10:00 PM,066XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0321,003,5,42,19,1184694,1861169,2005,04/15/2016 08:55:02 AM,41.774209435,-87.59849352,"(41.774209435, -87.59849352)" +4177780,HL422051,06/15/2005 10:20:00 AM,005XX E BROWNING AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180760,1881423,2005,04/15/2016 08:55:02 AM,41.829879483,-87.612291851,"(41.829879483, -87.612291851)" +4177824,HL405741,06/07/2005 07:40:00 PM,047XX N SAWYER AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,33,14,19,1153856,1931371,2005,04/15/2016 08:55:02 AM,41.967518743,-87.709670681,"(41.967518743, -87.709670681)" +4178803,HL431051,06/19/2005 04:55:00 PM,061XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0823,008,15,66,19,1157438,1863692,2005,04/15/2016 08:55:02 AM,41.781728556,-87.698340988,"(41.781728556, -87.698340988)" +4178960,HL432637,06/20/2005 01:40:00 PM,020XX W 69TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164039,1858566,2005,04/15/2016 08:55:02 AM,41.767525807,-87.674284012,"(41.767525807, -87.674284012)" +4179194,HL439104,06/23/2005 02:05:53 PM,044XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146913,1897988,2005,04/15/2016 08:55:02 AM,41.876048425,-87.736054532,"(41.876048425, -87.736054532)" +4180083,HL448411,06/27/2005 10:58:00 PM,099XX S PROSPECT AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2213,022,19,72,19,1167295,1838581,2005,04/15/2016 08:55:02 AM,41.712614996,-87.662919999,"(41.712614996, -87.662919999)" +4186062,HL424613,06/16/2005 02:45:00 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138203,1904159,2005,04/15/2016 08:55:02 AM,41.893144322,-87.767885755,"(41.893144322, -87.767885755)" +4187104,HL447325,06/27/2005 02:00:00 PM,068XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,17,68,19,1171485,1859545,2005,04/15/2016 08:55:02 AM,41.770052498,-87.646962556,"(41.770052498, -87.646962556)" +4187257,HL425598,06/16/2005 11:10:00 PM,040XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149501,1899707,2005,04/15/2016 08:55:02 AM,41.880715741,-87.726507595,"(41.880715741, -87.726507595)" +4189730,HL434960,06/21/2005 03:30:00 PM,092XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,8,47,19,1185490,1844010,2005,04/15/2016 08:55:02 AM,41.727104721,-87.59611453,"(41.727104721, -87.59611453)" +4193719,HL449704,06/28/2005 02:40:00 PM,068XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,69,19,1176579,1859603,2005,04/15/2016 08:55:02 AM,41.770098585,-87.628288445,"(41.770098585, -87.628288445)" +4195015,HL429271,06/18/2005 05:09:00 PM,068XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,67,19,1168839,1859385,2005,04/15/2016 08:55:02 AM,41.769670974,-87.656666287,"(41.769670974, -87.656666287)" +4195661,HL439730,06/23/2005 06:45:00 PM,075XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,17,71,19,1169962,1854679,2005,04/15/2016 08:55:02 AM,41.756732789,-87.652686365,"(41.756732789, -87.652686365)" +4196056,HL438365,06/23/2005 03:45:00 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1141998,1904844,2005,04/15/2016 08:55:02 AM,41.894954568,-87.753930948,"(41.894954568, -87.753930948)" +4196198,HL432908,06/20/2005 03:42:09 PM,052XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164575,1869859,2005,04/15/2016 08:55:02 AM,41.798503972,-87.672000964,"(41.798503972, -87.672000964)" +4196935,HL448118,06/27/2005 08:20:00 PM,057XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1173936,1867042,2005,04/15/2016 08:55:02 AM,41.790571073,-87.637755959,"(41.790571073, -87.637755959)" +4204598,HL435651,06/21/2005 08:30:00 PM,082XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195600,1850929,2005,04/15/2016 08:55:02 AM,41.745847464,-87.558852851,"(41.745847464, -87.558852851)" +4205293,HL428937,06/18/2005 03:20:00 PM,019XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,30,19,1155992,1890458,2005,04/15/2016 08:55:02 AM,41.855207096,-87.702922469,"(41.855207096, -87.702922469)" +4207225,HL429727,06/19/2005 11:10:00 PM,062XX N CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2413,024,50,2,19,1156540,1941196,2005,04/15/2016 08:55:02 AM,41.994424992,-87.699534545,"(41.994424992, -87.699534545)" +4207411,HL428875,06/18/2005 02:25:39 PM,058XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0233,002,20,40,19,1178598,1866311,2005,04/15/2016 08:55:02 AM,41.788460362,-87.620683912,"(41.788460362, -87.620683912)" +4207861,HL452699,06/29/2005 08:35:00 PM,069XX S CHAPPEL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0331,003,5,43,19,1191074,1859457,2005,04/15/2016 08:55:02 AM,41.769359601,-87.575161323,"(41.769359601, -87.575161323)" +4208937,HL436938,06/22/2005 12:55:00 PM,011XX W ARGYLE ST,1651,GAMBLING,GAME/CARDS,SMALL RETAIL STORE,true,false,2033,020,48,3,19,1167751,1933570,2005,04/15/2016 08:55:02 AM,41.973263957,-87.65851662,"(41.973263957, -87.65851662)" +4209247,HL444403,06/26/2005 01:20:00 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142088,1904846,2005,04/15/2016 08:55:02 AM,41.894958388,-87.753600348,"(41.894958388, -87.753600348)" +4210451,HL439149,06/23/2005 02:00:00 PM,090XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,10,46,19,1197335,1845691,2005,04/15/2016 08:55:02 AM,41.731430954,-87.552669707,"(41.731430954, -87.552669707)" +4211432,HL456840,07/01/2005 07:42:05 PM,028XX W LAKE ST,1680,GAMBLING,OTHER,OTHER RAILROAD PROP / TRAIN DEPOT,true,false,1331,012,2,27,19,1157617,1901047,2005,04/15/2016 08:55:02 AM,41.884231489,-87.696669693,"(41.884231489, -87.696669693)" +4215152,HL454525,06/30/2005 06:00:00 PM,045XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1131,011,24,26,19,1146208,1897305,2005,04/15/2016 08:55:02 AM,41.874187624,-87.738660446,"(41.874187624, -87.738660446)" +4215642,HL464289,07/05/2005 03:30:00 PM,061XX S EVANS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1182278,1864427,2005,04/15/2016 08:55:02 AM,41.783206,-87.60724919,"(41.783206, -87.60724919)" +4217857,HL458854,07/02/2005 06:57:32 PM,057XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168968,1866773,2005,04/15/2016 08:55:02 AM,41.78994176,-87.655980111,"(41.78994176, -87.655980111)" +4217940,HL458906,07/02/2005 08:38:50 PM,077XX S GREEN ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0621,006,17,71,19,1171976,1853629,2005,04/15/2016 08:55:02 AM,41.753807493,-87.645336203,"(41.753807493, -87.645336203)" +4218738,HL452502,06/29/2005 06:49:00 PM,082XX S PRINCETON AVE,1681,GAMBLING,LOTTERY/PARLAY CARDS,PARK PROPERTY,true,false,0622,006,21,44,19,1175724,1850184,2005,04/15/2016 08:55:02 AM,41.744270923,-87.631704085,"(41.744270923, -87.631704085)" +4218832,HL456096,07/01/2005 01:08:17 PM,028XX E 76TH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0421,004,7,43,19,1196244,1855483,2005,04/15/2016 08:55:02 AM,41.758328049,-87.556342462,"(41.758328049, -87.556342462)" +4218947,HL460506,07/03/2005 06:11:17 PM,019XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153404,1890280,2005,04/15/2016 08:55:02 AM,41.854770391,-87.712426385,"(41.854770391, -87.712426385)" +4220101,HL460955,07/03/2005 11:22:09 PM,070XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,69,19,1185621,1858530,2005,04/15/2016 08:55:02 AM,41.766945995,-87.595178382,"(41.766945995, -87.595178382)" +4220114,HL460857,07/03/2005 10:31:32 PM,050XX W THOMAS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142402,1906850,2005,04/15/2016 08:55:02 AM,41.900451769,-87.752397257,"(41.900451769, -87.752397257)" +4220130,HL460210,07/03/2005 03:03:49 PM,059XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172311,1865565,2005,04/15/2016 08:55:02 AM,41.786553945,-87.643757844,"(41.786553945, -87.643757844)" +4221057,HL547389,08/13/2005 07:00:00 PM,019XX N KEYSTONE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2534,025,30,20,19,1149075,1912517,2005,04/15/2016 08:55:02 AM,41.915875963,-87.727739817,"(41.915875963, -87.727739817)" +4222952,HL469352,07/07/2005 09:25:00 PM,029XX W LEXINGTON ST,1680,GAMBLING,OTHER,STREET,true,false,1135,011,2,27,19,1156847,1896560,2005,04/15/2016 08:55:02 AM,41.87193436,-87.699618891,"(41.87193436, -87.699618891)" +4223754,HL461276,07/04/2005 03:33:16 AM,044XX S LAPORTE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144072,1874842,2005,04/15/2016 08:55:02 AM,41.812586364,-87.74706594,"(41.812586364, -87.74706594)" +4223863,HL462437,07/04/2005 07:00:00 PM,080XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0414,004,8,46,19,1191261,1851997,2005,04/15/2016 08:55:02 AM,41.748884218,-87.574717019,"(41.748884218, -87.574717019)" +4225439,HL469458,07/07/2005 10:29:29 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0232,002,3,40,19,1179366,1870962,2005,04/15/2016 08:55:02 AM,41.801205632,-87.617726006,"(41.801205632, -87.617726006)" +4225605,HL457270,07/01/2005 11:45:00 PM,049XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143139,1906529,2005,04/15/2016 08:55:02 AM,41.899557181,-87.749698209,"(41.899557181, -87.749698209)" +4225645,HL457363,07/02/2005 01:10:00 AM,032XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154938,1897847,2005,04/15/2016 08:55:02 AM,41.875504483,-87.706593148,"(41.875504483, -87.706593148)" +4226259,HL462563,07/04/2005 08:27:28 PM,059XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0234,002,20,40,19,1179056,1865687,2005,04/15/2016 08:55:02 AM,41.786737616,-87.619023618,"(41.786737616, -87.619023618)" +4232027,HL471653,07/08/2005 11:55:00 PM,008XX E 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,8,44,19,1183142,1852139,2005,04/15/2016 08:55:02 AM,41.749466462,-87.604463281,"(41.749466462, -87.604463281)" +4232906,HL470213,07/08/2005 11:46:50 AM,009XX N MASSASOIT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1137851,1905787,2005,04/15/2016 08:55:02 AM,41.897618116,-87.769139223,"(41.897618116, -87.769139223)" +4236060,HL460445,07/03/2005 05:07:19 PM,014XX W GARFIELD BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167739,1868141,2005,04/15/2016 08:55:02 AM,41.793722196,-87.660447242,"(41.793722196, -87.660447242)" +4240082,HL472515,07/09/2005 12:35:00 PM,001XX W 113TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,49,19,1177282,1829691,2005,04/15/2016 08:55:02 AM,41.688000362,-87.626611785,"(41.688000362, -87.626611785)" +4240183,HL472790,07/09/2005 02:37:00 PM,043XX S EVANS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0222,002,4,38,19,1181991,1876310,2005,04/15/2016 08:55:02 AM,41.815820598,-87.607933753,"(41.815820598, -87.607933753)" +4242903,HL565266,08/22/2005 07:10:00 PM,016XX N LAMON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2533,025,37,25,19,1143241,1910422,2005,04/15/2016 08:55:02 AM,41.910238101,-87.749226193,"(41.910238101, -87.749226193)" +4243694,HL471296,07/08/2005 08:04:36 PM,078XX S DREXEL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0624,006,8,69,19,1183592,1853199,2005,04/15/2016 08:55:02 AM,41.75236474,-87.602781335,"(41.75236474, -87.602781335)" +4244013,HL471362,07/08/2005 09:00:00 PM,029XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,2113,001,3,35,19,1176759,1885436,2005,04/15/2016 08:55:02 AM,41.840982682,-87.626850277,"(41.840982682, -87.626850277)" +4244455,HL472499,07/09/2005 12:00:00 PM,061XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180635,1864463,2005,04/15/2016 08:55:02 AM,41.783342701,-87.613271804,"(41.783342701, -87.613271804)" +4244822,HL452484,06/29/2005 07:05:00 PM,078XX S YATES BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0414,004,7,43,19,1193559,1853415,2005,04/15/2016 08:55:02 AM,41.752719419,-87.566250124,"(41.752719419, -87.566250124)" +4245009,HL471536,07/08/2005 10:53:04 PM,013XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149594,1893569,2005,04/15/2016 08:55:02 AM,41.863870557,-87.726325488,"(41.863870557, -87.726325488)" +4246306,HL465014,07/05/2005 08:09:35 PM,001XX W 112TH PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,49,19,1177360,1830357,2005,04/15/2016 08:55:02 AM,41.689826208,-87.626306224,"(41.689826208, -87.626306224)" +4246355,HL487691,07/16/2005 08:30:00 AM,036XX W MONTROSE AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1723,017,33,16,19,1151361,1928999,2005,04/15/2016 08:55:02 AM,41.961059285,-87.718907139,"(41.961059285, -87.718907139)" +4246483,HL465118,07/05/2005 09:30:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160796,1862483,2005,04/15/2016 08:55:02 AM,41.778342184,-87.686063023,"(41.778342184, -87.686063023)" +4246792,HL436988,06/22/2005 02:15:47 PM,060XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0311,003,20,40,19,1178633,1865008,2005,04/15/2016 08:55:02 AM,41.784884007,-87.620595185,"(41.784884007, -87.620595185)" +4249428,HL460690,07/03/2005 08:03:50 PM,062XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1163766,1863359,2005,04/15/2016 08:55:02 AM,41.780684183,-87.675150223,"(41.780684183, -87.675150223)" +4250143,HL469563,07/08/2005 12:19:19 AM,083XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0632,006,8,44,19,1184004,1849959,2005,04/15/2016 08:55:02 AM,41.743464231,-87.601372552,"(41.743464231, -87.601372552)" +4250302,HL483896,07/14/2005 05:01:48 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153908,1904816,2005,04/15/2016 08:55:02 AM,41.894648698,-87.710189129,"(41.894648698, -87.710189129)" +4250370,HL439741,06/23/2005 07:15:00 PM,010XX N PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1149532,1906598,2005,04/15/2016 08:55:02 AM,41.899624779,-87.726214733,"(41.899624779, -87.726214733)" +4258060,HL480103,07/12/2005 10:51:12 PM,079XX S DANTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1187232,1852615,2005,04/15/2016 08:55:02 AM,41.7506766,-87.589460977,"(41.7506766, -87.589460977)" +4258107,HL474270,07/10/2005 09:20:00 AM,051XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0915,009,16,61,19,1164223,1870602,2005,04/15/2016 08:55:02 AM,41.800550279,-87.673270899,"(41.800550279, -87.673270899)" +4258176,HL449878,06/28/2005 04:45:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165797,1861227,2005,04/15/2016 08:55:02 AM,41.774790799,-87.667764679,"(41.774790799, -87.667764679)" +4258550,HL451139,06/29/2005 08:15:00 AM,008XX N MOHAWK ST,1680,GAMBLING,OTHER,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172682,1906125,2005,04/15/2016 08:55:02 AM,41.897845807,-87.641199124,"(41.897845807, -87.641199124)" +4258676,HL475246,07/10/2005 07:00:00 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150498,1903059,2005,04/15/2016 08:55:02 AM,41.889894586,-87.722759092,"(41.889894586, -87.722759092)" +4259021,HL484264,07/14/2005 07:30:00 PM,008XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152895,1905340,2005,04/15/2016 08:55:02 AM,41.896106734,-87.713895716,"(41.896106734, -87.713895716)" +4259231,HL495067,07/19/2005 07:45:00 PM,085XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170142,1848235,2005,04/15/2016 08:55:02 AM,41.739045675,-87.65221364,"(41.739045675, -87.65221364)" +4259501,HL486577,07/15/2005 07:25:59 PM,090XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2221,022,21,73,19,1166601,1844522,2005,04/15/2016 08:55:02 AM,41.728932823,-87.665292813,"(41.728932823, -87.665292813)" +4259514,HL486578,07/15/2005 07:25:59 PM,091XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,2221,022,21,73,19,1166608,1844256,2005,04/15/2016 08:55:02 AM,41.72820273,-87.665274733,"(41.72820273, -87.665274733)" +4259874,HL485484,07/15/2005 12:15:00 PM,076XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194190,1854742,2005,04/15/2016 08:55:02 AM,41.756345349,-87.563894322,"(41.756345349, -87.563894322)" +4259940,HL475421,07/10/2005 07:45:00 PM,008XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153226,1905387,2005,04/15/2016 08:55:02 AM,41.896229142,-87.712678764,"(41.896229142, -87.712678764)" +4261230,HL481760,07/13/2005 06:08:29 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153247,1904701,2005,04/15/2016 08:55:02 AM,41.894346275,-87.712619863,"(41.894346275, -87.712619863)" +4261303,HL486636,07/15/2005 08:49:48 PM,085XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0632,006,6,44,19,1181728,1848535,2005,04/15/2016 08:55:02 AM,41.739609437,-87.60975575,"(41.739609437, -87.60975575)" +4261508,HL475441,07/10/2005 07:45:00 PM,091XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0634,006,21,49,19,1175920,1844272,2005,04/15/2016 08:55:02 AM,41.728043249,-87.631162658,"(41.728043249, -87.631162658)" +4261864,HL495340,07/19/2005 10:20:18 PM,051XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142013,1899535,2005,04/15/2016 08:55:02 AM,41.880385748,-87.754007496,"(41.880385748, -87.754007496)" +4262255,HL494742,07/19/2005 04:57:46 PM,011XX S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136892,1894418,2005,04/15/2016 08:55:02 AM,41.866437316,-87.77293425,"(41.866437316, -87.77293425)" +4262466,HL508075,07/25/2005 11:30:51 PM,016XX W JONQUIL TER,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1164205,1950996,2005,04/15/2016 08:55:02 AM,42.021157262,-87.671060419,"(42.021157262, -87.671060419)" +4262768,HL488615,07/16/2005 07:41:41 PM,003XX W 124TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0523,005,34,53,19,1176282,1822701,2005,04/15/2016 08:55:02 AM,41.668841169,-87.630481427,"(41.668841169, -87.630481427)" +4262804,HL500630,07/22/2005 12:52:24 PM,050XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0931,009,16,61,19,1166855,1871392,2005,04/15/2016 08:55:02 AM,41.802662263,-87.663595929,"(41.802662263, -87.663595929)" +4262925,HL488998,07/16/2005 11:22:53 PM,070XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0832,008,17,66,19,1161949,1857990,2005,04/15/2016 08:55:02 AM,41.765988871,-87.681960796,"(41.765988871, -87.681960796)" +4265940,HL488152,07/16/2005 03:15:00 PM,048XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1143857,1904524,2005,04/15/2016 08:55:02 AM,41.894041799,-87.747111285,"(41.894041799, -87.747111285)" +4266149,HL487073,07/16/2005 01:25:00 AM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170661,1865444,2005,04/15/2016 08:55:02 AM,41.786258062,-87.649811116,"(41.786258062, -87.649811116)" +4267060,HL583930,08/31/2005 10:35:00 AM,014XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141770,1909174,2005,04/15/2016 08:55:02 AM,41.906840811,-87.754661071,"(41.906840811, -87.754661071)" +4267086,HL584317,09/01/2005 12:05:00 AM,017XX N KEATING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1144460,1911058,2005,04/15/2016 08:55:02 AM,41.911960485,-87.744731979,"(41.911960485, -87.744731979)" +4268571,HL504619,07/24/2005 11:05:26 AM,044XX S FEDERAL ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0221,002,3,38,19,1176436,1875603,2005,04/15/2016 08:55:02 AM,41.814007401,-87.628331665,"(41.814007401, -87.628331665)" +4268894,HL489250,07/17/2005 02:15:00 AM,012XX E 79TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1186034,1852870,2005,04/15/2016 08:55:02 AM,41.751404683,-87.593842928,"(41.751404683, -87.593842928)" +4268910,HL490496,07/17/2005 07:00:00 PM,018XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1150007,1890745,2005,04/15/2016 08:55:02 AM,41.856113138,-87.72488284,"(41.856113138, -87.72488284)" +4269016,HL500401,07/22/2005 10:50:32 AM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142752,1900033,2005,04/15/2016 08:55:02 AM,41.881738601,-87.751281527,"(41.881738601, -87.751281527)" +4269055,HL501508,07/22/2005 07:04:49 PM,003XX E 29TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2112,001,2,35,19,1178628,1885836,2005,04/15/2016 08:55:02 AM,41.842037919,-87.619979608,"(41.842037919, -87.619979608)" +4269229,HL489587,07/17/2005 08:55:09 AM,006XX N LARAMIE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1532,015,28,25,19,1141581,1903743,2005,04/15/2016 08:55:02 AM,41.891941009,-87.755489731,"(41.891941009, -87.755489731)" +4270870,HL501054,07/22/2005 03:33:19 PM,017XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136821,1910945,2005,04/15/2016 08:55:02 AM,41.911790824,-87.772798563,"(41.911790824, -87.772798563)" +4271002,HL488030,07/16/2005 02:15:00 PM,051XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165216,1870641,2005,04/15/2016 08:55:02 AM,41.800636317,-87.669628139,"(41.800636317, -87.669628139)" +4271062,HL504600,07/24/2005 11:00:00 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188698,1860527,2005,04/15/2016 08:55:02 AM,41.772352914,-87.583836323,"(41.772352914, -87.583836323)" +4271414,HL505616,07/24/2005 08:38:25 PM,029XX W 85TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0835,008,18,70,19,1158144,1848014,2005,04/15/2016 08:55:02 AM,41.738691386,-87.696178334,"(41.738691386, -87.696178334)" +4271582,HL512139,07/27/2005 10:20:00 PM,115XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1178310,1828616,2005,04/15/2016 08:55:02 AM,41.685027199,-87.622880843,"(41.685027199, -87.622880843)" +4271611,HL512142,07/27/2005 09:57:29 PM,078XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,8,43,19,1189897,1853335,2005,04/15/2016 08:55:02 AM,41.752588703,-87.579672194,"(41.752588703, -87.579672194)" +4276694,HL593050,09/05/2005 02:10:00 PM,015XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140748,1909636,2005,04/15/2016 08:55:02 AM,41.908127449,-87.758403976,"(41.908127449, -87.758403976)" +4277374,HL490827,07/17/2005 10:33:06 PM,029XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156820,1896560,2005,04/15/2016 08:55:02 AM,41.871934907,-87.69971802,"(41.871934907, -87.69971802)" +4277650,HL511056,07/27/2005 01:00:00 PM,0000X E 101ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1178700,1838027,2005,04/15/2016 08:55:02 AM,41.710843473,-87.621168297,"(41.710843473, -87.621168297)" +4277664,HL517860,07/30/2005 05:00:00 PM,003XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,26,19,1150573,1901772,2005,04/15/2016 08:55:02 AM,41.886361457,-87.722517301,"(41.886361457, -87.722517301)" +4277863,HL501852,07/22/2005 10:52:34 PM,051XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166873,1870728,2005,04/15/2016 08:55:02 AM,41.800839785,-87.663548891,"(41.800839785, -87.663548891)" +4277885,HL502127,07/23/2005 02:25:40 AM,050XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142476,1897863,2005,04/15/2016 08:55:02 AM,41.875788982,-87.752348945,"(41.875788982, -87.752348945)" +4277964,HL502473,07/23/2005 09:47:12 AM,041XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149182,1890102,2005,04/15/2016 08:55:02 AM,41.854364668,-87.727927676,"(41.854364668, -87.727927676)" +4277979,HL516776,07/30/2005 01:55:00 AM,048XX W 43RD ST,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144960,1875698,2005,04/15/2016 08:55:02 AM,41.814918688,-87.743787158,"(41.814918688, -87.743787158)" +4277992,HL516794,07/30/2005 03:40:00 AM,048XX W 43RD ST,1651,GAMBLING,GAME/CARDS,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1144960,1875698,2005,04/15/2016 08:55:02 AM,41.814918688,-87.743787158,"(41.814918688, -87.743787158)" +4278568,HL517660,07/30/2005 03:05:00 PM,093XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1175701,1843397,2005,04/15/2016 08:55:02 AM,41.725647032,-87.631991008,"(41.725647032, -87.631991008)" +4278576,HL490862,07/17/2005 10:50:00 PM,075XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,5,43,19,1186846,1855378,2005,04/15/2016 08:55:02 AM,41.758267684,-87.590788058,"(41.758267684, -87.590788058)" +4278730,HL522489,08/01/2005 10:11:39 PM,111XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2234,022,34,75,19,1167337,1830440,2005,04/15/2016 08:55:02 AM,41.690273866,-87.662998245,"(41.690273866, -87.662998245)" +4280235,HL516399,07/29/2005 10:55:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1011,010,24,29,19,1150905,1894214,2005,04/15/2016 08:55:02 AM,41.865614975,-87.721495958,"(41.865614975, -87.721495958)" +4280480,HL477853,07/11/2005 10:30:00 PM,074XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0323,003,6,69,19,1180535,1855713,2005,04/15/2016 08:55:02 AM,41.759334114,-87.613906784,"(41.759334114, -87.613906784)" +4281051,HL501617,07/22/2005 08:16:43 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176682,1888876,2005,04/15/2016 08:55:02 AM,41.850424032,-87.627029017,"(41.850424032, -87.627029017)" +4281110,HL490762,07/17/2005 09:12:53 PM,086XX S HONORE ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0614,006,18,71,19,1165522,1847359,2005,04/15/2016 08:55:02 AM,41.736740893,-87.669165263,"(41.736740893, -87.669165263)" +4281300,HL509522,07/26/2005 04:30:00 PM,072XX S YATES BLVD,1680,GAMBLING,OTHER,SIDEWALK,true,false,0334,003,7,43,19,1193463,1857417,2005,04/15/2016 08:55:02 AM,41.763703567,-87.566471186,"(41.763703567, -87.566471186)" +4283102,HL517930,07/30/2005 06:38:20 PM,042XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1147799,1905658,2005,04/15/2016 08:55:02 AM,41.897078796,-87.732604274,"(41.897078796, -87.732604274)" +4283154,HL492031,07/18/2005 12:58:23 PM,034XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2112,002,3,35,19,1178164,1882284,2005,04/15/2016 08:55:02 AM,41.83230153,-87.621790307,"(41.83230153, -87.621790307)" +4283553,HL477282,07/11/2005 06:19:56 PM,052XX W AUGUSTA BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,1524,015,37,25,19,1141088,1906157,2005,04/15/2016 08:55:02 AM,41.898574411,-87.757240799,"(41.898574411, -87.757240799)" +4284408,HL526356,08/03/2005 04:49:31 PM,083XX S BUFFALO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0424,004,10,46,19,1199591,1850299,2005,04/15/2016 08:55:02 AM,41.744019197,-87.544250543,"(41.744019197, -87.544250543)" +4284627,HL523543,08/02/2005 01:00:00 PM,057XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171619,1866805,2005,04/15/2016 08:55:02 AM,41.789971846,-87.646258736,"(41.789971846, -87.646258736)" +4284694,HL523596,08/02/2005 01:25:00 PM,019XX W 79TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,18,71,19,1164621,1852272,2005,04/15/2016 08:55:02 AM,41.750241927,-87.672327988,"(41.750241927, -87.672327988)" +4285915,HL517663,07/30/2005 03:15:00 PM,093XX S HARVARD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0634,006,21,49,19,1175701,1843397,2005,04/15/2016 08:55:02 AM,41.725647032,-87.631991008,"(41.725647032, -87.631991008)" +4286192,HL521570,08/01/2005 02:45:00 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156307,1899868,2005,04/15/2016 08:55:02 AM,41.881022767,-87.701512057,"(41.881022767, -87.701512057)" +4286337,HL528411,08/04/2005 06:00:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144171,1899224,2005,04/15/2016 08:55:02 AM,41.87949208,-87.746091258,"(41.87949208, -87.746091258)" +4286397,HL477376,07/11/2005 06:14:47 PM,001XX S KOSTNER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1147075,1899143,2005,04/15/2016 08:55:02 AM,41.879214785,-87.735430176,"(41.879214785, -87.735430176)" +4286569,HL511750,07/27/2005 07:06:41 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152157,1893044,2005,04/15/2016 08:55:02 AM,41.862379783,-87.716930608,"(41.862379783, -87.716930608)" +4286873,HL477422,07/11/2005 06:00:43 PM,006XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152937,1903959,2005,04/15/2016 08:55:02 AM,41.892316302,-87.713778083,"(41.892316302, -87.713778083)" +4286916,HL493158,07/18/2005 11:12:17 PM,009XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1153849,1895703,2005,04/15/2016 08:55:02 AM,41.869642868,-87.710648666,"(41.869642868, -87.710648666)" +4287290,HL528661,08/04/2005 05:00:00 PM,002XX W CERMAK RD,1680,GAMBLING,OTHER,SIDEWALK,true,false,2111,009,25,34,19,1175064,1889743,2005,04/15/2016 08:55:02 AM,41.85283951,-87.632941357,"(41.85283951, -87.632941357)" +4287320,HL521512,08/01/2005 02:04:14 PM,005XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150628,1903270,2005,04/15/2016 08:55:02 AM,41.890471052,-87.722276152,"(41.890471052, -87.722276152)" +4288253,HL527914,08/04/2005 01:45:00 PM,023XX S WENTWORTH AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,2111,009,25,34,19,1175345,1888623,2005,04/15/2016 08:55:02 AM,41.849759853,-87.631943583,"(41.849759853, -87.631943583)" +4288329,HL526166,08/03/2005 04:44:48 PM,015XX W 35TH ST,1650,GAMBLING,VIOL CHARITABLE GAME ACT,RESTAURANT,true,false,0922,009,11,59,19,1166457,1881538,2005,04/15/2016 08:55:02 AM,41.830512495,-87.664766062,"(41.830512495, -87.664766062)" +4291404,HL477134,07/11/2005 04:20:26 PM,009XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152208,1906066,2005,04/15/2016 08:55:02 AM,41.898112532,-87.71639977,"(41.898112532, -87.71639977)" +4292004,HL514082,07/28/2005 08:45:00 PM,108XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,9,49,19,1180502,1833172,2005,04/15/2016 08:55:02 AM,41.697479616,-87.614717411,"(41.697479616, -87.614717411)" +4292258,HL532073,08/06/2005 01:10:00 PM,007XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149921,1904736,2005,04/15/2016 08:55:02 AM,41.894507697,-87.724834431,"(41.894507697, -87.724834431)" +4292499,HL530830,08/05/2005 08:25:00 PM,062XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0823,008,15,66,19,1157452,1863211,2005,04/15/2016 08:55:02 AM,41.780408338,-87.698302683,"(41.780408338, -87.698302683)" +4293544,HL532109,08/06/2005 02:00:00 PM,072XX S RACINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169578,1856632,2005,04/15/2016 08:55:02 AM,41.762100405,-87.654037137,"(41.762100405, -87.654037137)" +4294798,HL543058,08/11/2005 04:45:00 PM,078XX S MUSKEGON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1196485,1853515,2005,04/15/2016 08:55:02 AM,41.752921738,-87.555524446,"(41.752921738, -87.555524446)" +4294887,HL524093,08/02/2005 05:25:00 PM,101XX S FOREST AVE,1611,GAMBLING,BOOKMAKING/SPORTS,ALLEY,true,false,0511,005,9,49,19,1180039,1837751,2005,04/15/2016 08:55:02 AM,41.710055598,-87.616273051,"(41.710055598, -87.616273051)" +4295279,HL528970,08/04/2005 11:00:00 PM,132XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0533,005,9,54,19,1182589,1817547,2005,04/15/2016 08:55:02 AM,41.654554346,-87.607557912,"(41.654554346, -87.607557912)" +4295351,HL528861,08/04/2005 09:45:00 PM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,71,19,1171650,1853431,2005,04/15/2016 08:55:02 AM,41.753271303,-87.64653667,"(41.753271303, -87.64653667)" +4295414,HL522566,08/01/2005 11:06:32 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161223,1859154,2005,04/15/2016 08:55:02 AM,41.76919811,-87.684589673,"(41.76919811, -87.684589673)" +4296438,HL528664,08/04/2005 06:00:00 PM,021XX S CHINA PL,1680,GAMBLING,OTHER,COMMERCIAL / BUSINESS OFFICE,true,false,2111,009,25,34,19,1174632,1890168,2005,04/15/2016 08:55:02 AM,41.854015399,-87.634514225,"(41.854015399, -87.634514225)" +4297056,HL539168,08/09/2005 09:15:00 PM,047XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1911,019,47,4,19,1159697,1931599,2005,04/15/2016 08:55:02 AM,41.968025707,-87.688187568,"(41.968025707, -87.688187568)" +4298374,HL526288,08/03/2005 05:47:24 PM,047XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,25,19,1144832,1898707,2005,04/15/2016 08:55:02 AM,41.878060932,-87.743677182,"(41.878060932, -87.743677182)" +4298429,HL538141,08/09/2005 01:00:00 PM,069XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,43,19,1186740,1859109,2005,04/15/2016 08:55:02 AM,41.768508397,-87.591058539,"(41.768508397, -87.591058539)" +4298628,HL526530,08/03/2005 07:31:46 PM,079XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0624,006,8,44,19,1182935,1852437,2005,04/15/2016 08:55:02 AM,41.750289015,-87.605212564,"(41.750289015, -87.605212564)" +4299003,HL531100,08/05/2005 11:42:00 PM,061XX S WASHTENAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159430,1863802,2005,04/15/2016 08:55:02 AM,41.781989812,-87.691034764,"(41.781989812, -87.691034764)" +4299147,HL539002,08/09/2005 07:47:30 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2422,024,49,1,19,1164298,1950863,2005,04/15/2016 08:55:02 AM,42.020790333,-87.67072197,"(42.020790333, -87.67072197)" +4299334,HL526451,08/03/2005 07:31:46 PM,008XX E 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183167,1852140,2005,04/15/2016 08:55:02 AM,41.749468625,-87.604371641,"(41.749468625, -87.604371641)" +4299734,HL531935,08/06/2005 12:01:47 PM,062XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0311,003,20,40,19,1179567,1863737,2005,04/15/2016 08:55:02 AM,41.781374962,-87.617209584,"(41.781374962, -87.617209584)" +4299791,HL498932,07/21/2005 02:05:00 PM,014XX E 70TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0332,003,5,43,19,1187381,1858876,2005,04/15/2016 08:55:02 AM,41.767853821,-87.588716387,"(41.767853821, -87.588716387)" +4299871,HL545843,08/13/2005 12:14:59 AM,056XX W CORCORAN PL,1661,GAMBLING,GAME/DICE,STREET,true,false,1512,015,29,25,19,1138802,1902001,2005,04/15/2016 08:55:02 AM,41.887211644,-87.765738243,"(41.887211644, -87.765738243)" +4300253,HL536308,08/08/2005 03:52:37 PM,054XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1178528,1868856,2005,04/15/2016 08:55:02 AM,41.795445677,-87.62086324,"(41.795445677, -87.62086324)" +4300407,HL534727,08/07/2005 08:50:00 PM,080XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0414,004,8,46,19,1191259,1852085,2005,04/15/2016 08:55:02 AM,41.749125746,-87.574721505,"(41.749125746, -87.574721505)" +4300978,HL543554,08/11/2005 07:40:00 PM,022XX S WENTWORTH AVE,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175328,1889315,2005,04/15/2016 08:55:02 AM,41.851659133,-87.631985232,"(41.851659133, -87.631985232)" +4301713,HL537912,08/09/2005 11:35:00 AM,066XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,42,19,1183035,1861173,2005,04/15/2016 08:55:02 AM,41.77425915,-87.604574914,"(41.77425915, -87.604574914)" +4301813,HL538971,08/09/2005 06:15:00 PM,050XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,2033,020,48,3,19,1167399,1933836,2005,04/15/2016 08:55:02 AM,41.97400147,-87.659803308,"(41.97400147, -87.659803308)" +4302178,HL530617,08/05/2005 07:15:00 PM,017XX W 61ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,15,67,19,1165614,1864238,2005,04/15/2016 08:55:02 AM,41.783057256,-87.668350174,"(41.783057256, -87.668350174)" +4302267,HL534674,08/07/2005 08:10:46 PM,077XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171649,1853464,2005,04/15/2016 08:55:02 AM,41.753361881,-87.646539369,"(41.753361881, -87.646539369)" +4303004,HL530010,08/05/2005 01:50:43 PM,009XX N KEDVALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148549,1905852,2005,04/15/2016 08:55:02 AM,41.897596709,-87.729844597,"(41.897596709, -87.729844597)" +4303120,HL545453,08/12/2005 06:52:09 PM,102XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0511,005,9,49,19,1177077,1837033,2005,04/15/2016 08:55:02 AM,41.708152482,-87.627141885,"(41.708152482, -87.627141885)" +4303169,HL536948,08/08/2005 09:10:34 PM,014XX S KOMENSKY AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1011,010,24,29,19,1149619,1892722,2005,04/15/2016 08:55:02 AM,41.861545802,-87.7262557,"(41.861545802, -87.7262557)" +4303245,HL537049,08/08/2005 09:59:21 PM,028XX W POLK ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157532,1896244,2005,04/15/2016 08:55:02 AM,41.871053319,-87.697112565,"(41.871053319, -87.697112565)" +4303351,HL546784,08/13/2005 01:35:00 PM,001XX E 60TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0311,003,20,40,19,1178318,1865263,2005,04/15/2016 08:55:02 AM,41.785590911,-87.621742363,"(41.785590911, -87.621742363)" +4303695,HL499153,07/21/2005 05:00:00 PM,002XX W CERMAK RD,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175088,1889743,2005,04/15/2016 08:55:02 AM,41.852838973,-87.63285327,"(41.852838973, -87.63285327)" +4303706,HL549262,08/14/2005 07:45:00 PM,079XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0612,006,21,71,19,1167388,1851941,2005,04/15/2016 08:55:02 AM,41.749274836,-87.662197894,"(41.749274836, -87.662197894)" +4303727,HL501751,07/22/2005 09:00:00 PM,062XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,48,77,19,1167171,1941496,2005,04/15/2016 08:55:02 AM,41.995025627,-87.660420418,"(41.995025627, -87.660420418)" +4305270,HL549379,08/14/2005 08:00:00 PM,081XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1195919,1851445,2005,04/15/2016 08:55:02 AM,41.747255523,-87.557666952,"(41.747255523, -87.557666952)" +4305286,HL530622,08/05/2005 06:26:06 PM,071XX S RIDGELAND AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0324,003,5,43,19,1189109,1857834,2005,04/15/2016 08:55:02 AM,41.764953259,-87.582415927,"(41.764953259, -87.582415927)" +4305406,HL530658,08/05/2005 07:15:00 PM,061XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165401,1863979,2005,04/15/2016 08:55:02 AM,41.782351045,-87.669138437,"(41.782351045, -87.669138437)" +4305685,HL545712,08/12/2005 10:09:06 PM,012XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169111,1857033,2005,04/15/2016 08:55:02 AM,41.763210908,-87.655737173,"(41.763210908, -87.655737173)" +4306229,HL541562,08/11/2005 12:44:10 AM,008XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142205,1905011,2005,04/15/2016 08:55:02 AM,41.895408997,-87.753166535,"(41.895408997, -87.753166535)" +4306270,HL539311,08/09/2005 11:10:39 PM,002XX E GARFIELD BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,0232,002,3,40,19,1178677,1868597,2005,04/15/2016 08:55:02 AM,41.794731567,-87.620324735,"(41.794731567, -87.620324735)" +4306275,HL541586,08/11/2005 12:23:31 AM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142141,1899414,2005,04/15/2016 08:55:02 AM,41.880051337,-87.753540489,"(41.880051337, -87.753540489)" +4306733,HL510135,07/26/2005 10:25:00 PM,036XX N CLARK ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1923,019,44,6,19,1168233,1924303,2005,04/15/2016 08:55:02 AM,41.947824547,-87.657013165,"(41.947824547, -87.657013165)" +4307246,HL534017,08/07/2005 02:18:29 PM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150541,1903060,2005,04/15/2016 08:55:02 AM,41.88989649,-87.722601149,"(41.88989649, -87.722601149)" +4307317,HL525399,08/03/2005 10:55:00 AM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143353,1900666,2005,04/15/2016 08:55:02 AM,41.883464424,-87.749058817,"(41.883464424, -87.749058817)" +4307961,HL551781,08/16/2005 12:50:00 AM,078XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171663,1852957,2005,04/15/2016 08:55:02 AM,41.751970301,-87.646502896,"(41.751970301, -87.646502896)" +4310948,HL545794,08/12/2005 11:15:00 PM,082XX S INGLESIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0631,006,8,44,19,1183999,1850522,2005,04/15/2016 08:55:02 AM,41.74500928,-87.601373325,"(41.74500928, -87.601373325)" +4311385,HL549038,08/14/2005 05:10:13 PM,063XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180005,1863280,2005,04/15/2016 08:55:02 AM,41.780110888,-87.615617777,"(41.780110888, -87.615617777)" +4311791,HL544888,08/12/2005 02:57:44 PM,087XX S SAGINAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195393,1847604,2005,04/15/2016 08:55:02 AM,41.736728503,-87.559720849,"(41.736728503, -87.559720849)" +4311849,HL499573,07/21/2005 09:08:40 PM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139712,1898457,2005,04/15/2016 08:55:02 AM,41.877469888,-87.762482982,"(41.877469888, -87.762482982)" +4311869,HL545437,08/12/2005 06:30:00 PM,054XX W MONTROSE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,45,15,19,1139266,1928722,2005,04/15/2016 08:55:02 AM,41.960528545,-87.763382055,"(41.960528545, -87.763382055)" +4311917,HL541390,08/10/2005 10:03:34 PM,082XX S CORNELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1188696,1850760,2005,04/15/2016 08:55:02 AM,41.745551447,-87.584155452,"(41.745551447, -87.584155452)" +4312319,HL547234,08/13/2005 05:31:46 PM,009XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152543,1905957,2005,04/15/2016 08:55:02 AM,41.897806809,-87.715172221,"(41.897806809, -87.715172221)" +4312612,HL547717,08/13/2005 11:30:00 PM,076XX N ASHLAND AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2422,024,49,1,19,1164298,1950668,2005,04/15/2016 08:55:02 AM,42.02025525,-87.670727526,"(42.02025525, -87.670727526)" +4314328,HL561252,08/20/2005 05:51:55 PM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0421,004,7,43,19,1194833,1855559,2005,04/15/2016 08:55:02 AM,41.758571453,-87.561511043,"(41.758571453, -87.561511043)" +4314523,HL561422,08/20/2005 07:40:00 PM,0000X E 102ND PL,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0511,005,9,49,19,1178347,1837020,2005,04/15/2016 08:55:02 AM,41.708088133,-87.622491493,"(41.708088133, -87.622491493)" +4314924,HL561568,08/20/2005 09:40:00 PM,042XX W DIVISION ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2534,025,37,23,19,1147911,1907662,2005,04/15/2016 08:55:02 AM,41.90257583,-87.732141331,"(41.90257583, -87.732141331)" +4315617,HL551434,08/15/2005 08:50:00 PM,055XX S LAFAYETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0233,002,3,40,19,1176924,1868182,2005,04/15/2016 08:55:02 AM,41.793632485,-87.626765424,"(41.793632485, -87.626765424)" +4315664,HL533772,08/07/2005 11:40:00 AM,042XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1148261,1898019,2005,04/15/2016 08:55:02 AM,41.876107645,-87.731104304,"(41.876107645, -87.731104304)" +4315673,HL551547,08/15/2005 09:50:00 PM,011XX W 82ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170329,1850429,2005,04/15/2016 08:55:02 AM,41.745062248,-87.651464814,"(41.745062248, -87.651464814)" +4315850,HL554736,08/17/2005 02:52:46 PM,024XX E 74TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0334,003,7,43,19,1194056,1856025,2005,04/15/2016 08:55:02 AM,41.759869287,-87.564343365,"(41.759869287, -87.564343365)" +4317980,HL565173,08/22/2005 06:10:00 PM,053XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140605,1899502,2005,04/15/2016 08:55:02 AM,41.880321157,-87.75917841,"(41.880321157, -87.75917841)" +4318097,HL565189,08/22/2005 06:35:00 PM,009XX N LAMON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143525,1905614,2005,04/15/2016 08:55:02 AM,41.897039102,-87.748303333,"(41.897039102, -87.748303333)" +4318565,HL565370,08/22/2005 07:30:00 PM,070XX S CHAPPEL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191093,1858802,2005,04/15/2016 08:55:02 AM,41.767561769,-87.575112845,"(41.767561769, -87.575112845)" +4318955,HL545656,08/12/2005 09:24:04 PM,056XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1179884,1867810,2005,04/15/2016 08:55:02 AM,41.79254441,-87.615922804,"(41.79254441, -87.615922804)" +4319104,HL565461,08/22/2005 08:40:00 PM,041XX W FIFTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149056,1896605,2005,04/15/2016 08:55:02 AM,41.872212121,-87.728221916,"(41.872212121, -87.728221916)" +4319434,HL557259,08/18/2005 07:04:40 PM,070XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1180797,1858361,2005,04/15/2016 08:55:02 AM,41.766594486,-87.612865286,"(41.766594486, -87.612865286)" +4319686,HL563582,08/21/2005 11:30:00 PM,068XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161913,1859271,2005,04/15/2016 08:55:02 AM,41.769504865,-87.682057196,"(41.769504865, -87.682057196)" +4321160,HL486347,07/15/2005 06:55:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160129,1862498,2005,04/15/2016 08:55:02 AM,41.778397097,-87.688507883,"(41.778397097, -87.688507883)" +4321306,HL559400,08/19/2005 07:33:18 PM,081XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0613,006,21,71,19,1171393,1850836,2005,04/15/2016 08:55:02 AM,41.746155908,-87.647554272,"(41.746155908, -87.647554272)" +4321348,HL553138,08/16/2005 05:31:25 PM,003XX W 75TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,17,69,19,1175142,1855216,2005,04/15/2016 08:55:02 AM,41.758092351,-87.633686657,"(41.758092351, -87.633686657)" +4321427,HL557021,08/18/2005 04:51:37 PM,007XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152582,1904715,2005,04/15/2016 08:55:02 AM,41.894397868,-87.71506185,"(41.894397868, -87.71506185)" +4321431,HL528277,08/04/2005 05:10:00 PM,104XX S STATE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0512,005,34,49,19,1178092,1835874,2005,04/15/2016 08:55:02 AM,41.704949124,-87.623459906,"(41.704949124, -87.623459906)" +4321432,HL522121,08/01/2005 07:00:00 PM,009XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,71,19,1171510,1853782,2005,04/15/2016 08:55:02 AM,41.754237558,-87.647039455,"(41.754237558, -87.647039455)" +4321510,HL554695,08/17/2005 01:22:04 PM,075XX S CONSTANCE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0414,004,8,43,19,1189845,1855351,2005,04/15/2016 08:55:02 AM,41.758122033,-87.579798041,"(41.758122033, -87.579798041)" +4321613,HL522400,08/01/2005 09:12:30 PM,050XX S WASHINGTON PARK CT,1661,GAMBLING,GAME/DICE,STREET,true,false,0223,002,3,38,19,1180107,1871549,2005,04/15/2016 08:55:02 AM,41.802799451,-87.614990529,"(41.802799451, -87.614990529)" +4322243,HL541018,08/10/2005 06:35:34 PM,010XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1152189,1906628,2005,04/15/2016 08:55:02 AM,41.89965509,-87.716454713,"(41.89965509, -87.716454713)" +4322626,HL564970,08/22/2005 04:31:58 PM,066XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,42,19,1183034,1861227,2005,04/15/2016 08:55:02 AM,41.774407354,-87.604576903,"(41.774407354, -87.604576903)" +4323079,HL567200,08/23/2005 06:30:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,17,69,19,1174932,1854941,2005,04/15/2016 08:55:02 AM,41.757342402,-87.634464469,"(41.757342402, -87.634464469)" +4323218,HL567257,08/23/2005 06:50:00 PM,053XX S PAULINA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1165915,1869392,2005,04/15/2016 08:55:02 AM,41.797194073,-87.667100177,"(41.797194073, -87.667100177)" +4323327,HL567306,08/23/2005 07:04:36 PM,009XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138839,1905931,2005,04/15/2016 08:55:02 AM,41.897995383,-87.765506857,"(41.897995383, -87.765506857)" +4324853,HL541110,08/10/2005 07:20:00 PM,051XX S PRAIRIE AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0232,002,3,40,19,1178912,1871021,2005,04/15/2016 08:55:02 AM,41.801377893,-87.619389174,"(41.801377893, -87.619389174)" +4326254,HL567560,08/23/2005 09:20:00 PM,080XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166741,1851372,2005,04/15/2016 08:55:02 AM,41.747727244,-87.664584967,"(41.747727244, -87.664584967)" +4326358,HL567595,08/23/2005 10:19:00 PM,061XX S ST LAWRENCE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0313,003,20,42,19,1181292,1864402,2005,04/15/2016 08:55:02 AM,41.783160188,-87.610864923,"(41.783160188, -87.610864923)" +4326849,HL578779,08/29/2005 11:52:28 AM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1511,015,29,25,19,1138199,1904266,2005,04/15/2016 08:55:02 AM,41.893438015,-87.767897856,"(41.893438015, -87.767897856)" +4327342,HL516072,07/29/2005 07:03:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0623,006,17,69,19,1174930,1854989,2005,04/15/2016 08:55:02 AM,41.757474164,-87.63447037,"(41.757474164, -87.63447037)" +4327417,HL550350,08/15/2005 12:15:00 PM,007XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142229,1904251,2005,04/15/2016 08:55:02 AM,41.893323022,-87.753097265,"(41.893323022, -87.753097265)" +4327799,HL551051,08/15/2005 05:10:00 PM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163310,1867744,2005,04/15/2016 08:55:02 AM,41.792726759,-87.676699234,"(41.792726759, -87.676699234)" +4330601,HL522220,08/01/2005 07:45:03 PM,066XX S LOWE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,false,false,0723,007,6,68,19,1173179,1860959,2005,04/15/2016 08:55:02 AM,41.773895414,-87.640711342,"(41.773895414, -87.640711342)" +4331306,HL551623,08/15/2005 10:30:00 PM,079XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,21,71,19,1168040,1852322,2005,04/15/2016 08:55:02 AM,41.750306372,-87.659797776,"(41.750306372, -87.659797776)" +4331360,HL532969,08/06/2005 11:00:00 PM,004XX W 119TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,53,19,1175620,1826002,2005,04/15/2016 08:55:02 AM,41.67791443,-87.632806009,"(41.67791443, -87.632806009)" +4331731,HL530530,08/05/2005 05:55:00 PM,117XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0524,005,34,53,19,1173086,1827373,2005,04/15/2016 08:55:02 AM,41.681732837,-87.642041028,"(41.681732837, -87.642041028)" +4331749,HL570621,08/25/2005 11:27:21 AM,118XX S LA SALLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1177387,1826465,2005,04/15/2016 08:55:02 AM,41.679145367,-87.62632431,"(41.679145367, -87.62632431)" +4331909,HL533910,08/07/2005 12:50:00 PM,082XX S HONORE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0614,006,18,71,19,1165457,1849803,2005,04/15/2016 08:55:02 AM,41.743448968,-87.669334316,"(41.743448968, -87.669334316)" +4332700,HL567820,08/24/2005 12:39:00 AM,019XX S ST LOUIS AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1024,010,24,29,19,1153405,1890265,2005,04/15/2016 08:55:02 AM,41.854729209,-87.712423113,"(41.854729209, -87.712423113)" +4334336,HL553605,08/16/2005 10:01:39 PM,074XX N WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2424,024,49,1,19,1162425,1949524,2005,04/15/2016 08:55:02 AM,42.017155674,-87.67765228,"(42.017155674, -87.67765228)" +4335045,HL553814,08/17/2005 12:26:43 AM,052XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1141379,1905495,2005,04/15/2016 08:55:02 AM,41.896752437,-87.756188316,"(41.896752437, -87.756188316)" +4335204,HL571581,08/25/2005 07:00:00 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150299,1892186,2005,04/15/2016 08:55:02 AM,41.860061733,-87.723773492,"(41.860061733, -87.723773492)" +4335423,HL571616,08/25/2005 06:40:00 PM,027XX W LAWRENCE AVE,1680,GAMBLING,OTHER,STREET,true,false,2031,020,40,4,19,1157422,1931773,2005,04/15/2016 08:55:02 AM,41.968549875,-87.696547837,"(41.968549875, -87.696547837)" +4335711,HL570964,08/25/2005 01:30:47 PM,064XX S DR MARTIN LUTHER KING JR DR,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,69,19,1180025,1862479,2005,04/15/2016 08:55:02 AM,41.777912407,-87.615568965,"(41.777912407, -87.615568965)" +4335763,HL579138,08/29/2005 03:30:00 PM,097XX S MERRION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0431,004,7,51,19,1192690,1840566,2005,04/15/2016 08:55:02 AM,41.71748181,-87.569852288,"(41.71748181, -87.569852288)" +4335934,HL567788,08/23/2005 11:58:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159819,1861777,2005,04/15/2016 08:55:02 AM,41.776424945,-87.689664151,"(41.776424945, -87.689664151)" +4337756,HL627113,09/21/2005 07:30:00 PM,078XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0835,008,18,70,19,1154743,1852397,2005,04/15/2016 08:55:02 AM,41.750787493,-87.70852242,"(41.750787493, -87.70852242)" +4338120,HL579471,08/29/2005 05:03:07 PM,016XX S HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153975,1891403,2005,04/15/2016 08:55:02 AM,41.857840682,-87.710300648,"(41.857840682, -87.710300648)" +4338669,HL570325,08/25/2005 08:56:43 AM,008XX N MOHAWK ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1823,018,27,8,19,1172682,1906116,2005,04/15/2016 08:55:02 AM,41.897821111,-87.641199391,"(41.897821111, -87.641199391)" +4339119,HL565764,08/22/2005 11:57:58 PM,041XX W CULLERTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149128,1890101,2005,04/15/2016 08:55:02 AM,41.854362969,-87.728125905,"(41.854362969, -87.728125905)" +4339384,HL573605,08/26/2005 07:30:00 PM,078XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0621,006,17,71,19,1172662,1852812,2005,04/15/2016 08:55:02 AM,41.75155046,-87.642846285,"(41.75155046, -87.642846285)" +4339512,HL573285,08/26/2005 04:40:00 PM,005XX N LAWLER AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1532,015,28,25,19,1142606,1902984,2005,04/15/2016 08:55:02 AM,41.889839219,-87.751744202,"(41.889839219, -87.751744202)" +4339573,HL573251,08/26/2005 03:55:00 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152973,1891622,2005,04/15/2016 08:55:02 AM,41.858461536,-87.713972819,"(41.858461536, -87.713972819)" +4341369,HL574025,08/27/2005 12:01:00 AM,081XX S PAULINA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0614,006,18,71,19,1166425,1850810,2005,04/15/2016 08:55:02 AM,41.746191769,-87.665758868,"(41.746191769, -87.665758868)" +4341681,HL574457,08/27/2005 06:45:00 AM,051XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164885,1870594,2005,04/15/2016 08:55:02 AM,41.800514351,-87.670843354,"(41.800514351, -87.670843354)" +4341904,HL557549,08/18/2005 09:37:46 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141384,1899799,2005,04/15/2016 08:55:02 AM,41.881121826,-87.756310633,"(41.881121826, -87.756310633)" +4342868,HL552555,08/16/2005 12:30:00 PM,050XX N CALIFORNIA AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2031,020,40,4,19,1156793,1933232,2005,04/15/2016 08:55:02 AM,41.972566255,-87.698820917,"(41.972566255, -87.698820917)" +4342914,HL552660,08/16/2005 02:00:00 PM,008XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150570,1905328,2005,04/15/2016 08:55:02 AM,41.89611955,-87.722435345,"(41.89611955, -87.722435345)" +4342934,HL552666,08/16/2005 02:00:00 PM,012XX W 13TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1168292,1894200,2005,04/15/2016 08:55:02 AM,41.865218779,-87.657667876,"(41.865218779, -87.657667876)" +4343029,HL574645,08/27/2005 10:00:00 AM,050XX W HURON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142663,1904177,2005,04/15/2016 08:55:02 AM,41.893111892,-87.751505162,"(41.893111892, -87.751505162)" +4343424,HL575291,08/27/2005 03:44:56 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153247,1904701,2005,04/15/2016 08:55:02 AM,41.894346275,-87.712619863,"(41.894346275, -87.712619863)" +4344851,HL573855,08/26/2005 09:30:00 PM,027XX S ELEANOR ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0923,009,11,60,19,1167584,1886631,2005,04/15/2016 08:55:02 AM,41.844464037,-87.660484686,"(41.844464037, -87.660484686)" +4344893,HL584077,08/31/2005 09:45:00 PM,070XX S CLYDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1191433,1858556,2005,04/15/2016 08:55:02 AM,41.766878495,-87.57387458,"(41.766878495, -87.57387458)" +4345268,HL575933,08/27/2005 10:41:00 PM,077XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,17,71,19,1166027,1853271,2005,04/15/2016 08:55:02 AM,41.752953568,-87.667147411,"(41.752953568, -87.667147411)" +4345869,HL579741,08/29/2005 08:15:32 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153552,1899323,2005,04/15/2016 08:55:02 AM,41.879582441,-87.711642782,"(41.879582441, -87.711642782)" +4345919,HL575496,08/27/2005 06:08:42 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1169705,1864024,2005,04/15/2016 08:55:02 AM,41.782382216,-87.653357462,"(41.782382216, -87.653357462)" +4346047,HL562853,08/21/2005 03:23:12 PM,086XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1171155,1847632,2005,04/15/2016 08:55:02 AM,41.737368899,-87.648519781,"(41.737368899, -87.648519781)" +4346236,HL575587,08/27/2005 06:50:00 PM,076XX N MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2422,024,49,1,19,1163977,1950563,2005,04/15/2016 08:55:02 AM,42.019973942,-87.671911768,"(42.019973942, -87.671911768)" +4346248,HL579809,08/29/2005 08:56:08 PM,042XX W KAMERLING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147768,1908647,2005,04/15/2016 08:55:02 AM,41.90528152,-87.732641264,"(41.90528152, -87.732641264)" +4346280,HL582185,08/30/2005 11:17:23 PM,118XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1176411,1826409,2005,04/15/2016 08:55:02 AM,41.679013617,-87.629898528,"(41.679013617, -87.629898528)" +4346353,HL578494,08/29/2005 10:00:00 AM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142653,1904503,2005,04/15/2016 08:55:02 AM,41.894006661,-87.75153377,"(41.894006661, -87.75153377)" +4346453,HL585097,09/01/2005 12:12:33 PM,028XX E 87TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196920,1847844,2005,04/15/2016 08:55:02 AM,41.73734928,-87.554118568,"(41.73734928, -87.554118568)" +4348193,HL584379,09/01/2005 12:58:26 AM,011XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,HOTEL/MOTEL,true,false,1511,015,29,25,19,1136819,1906959,2005,04/15/2016 08:55:02 AM,41.900852791,-87.772901582,"(41.900852791, -87.772901582)" +4350070,HL514353,07/28/2005 10:54:02 PM,077XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0612,006,17,71,19,1167904,1853340,2005,04/15/2016 08:55:02 AM,41.753102825,-87.66026696,"(41.753102825, -87.66026696)" +4350258,HL586527,09/02/2005 04:10:00 AM,062XX S ASHLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,16,67,19,1166740,1863335,2005,04/15/2016 08:55:02 AM,41.78055534,-87.664247652,"(41.78055534, -87.664247652)" +4351294,HL583191,08/31/2005 02:50:58 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143306,1904515,2005,04/15/2016 08:55:02 AM,41.894027415,-87.749135182,"(41.894027415, -87.749135182)" +4351322,HL581808,08/30/2005 07:52:56 PM,030XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,2,27,19,1156289,1899868,2005,04/15/2016 08:55:02 AM,41.88102313,-87.701578152,"(41.88102313, -87.701578152)" +4351343,HL636540,09/26/2005 12:50:00 PM,046XX N MARINE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2312,019,46,3,19,1170388,1931141,2005,04/15/2016 08:55:02 AM,41.966541308,-87.648891192,"(41.966541308, -87.648891192)" +4351620,HL586843,09/02/2005 09:25:00 AM,044XX W ADAMS ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1113,011,28,26,19,1146905,1898645,2005,04/15/2016 08:55:02 AM,41.877851463,-87.736067119,"(41.877851463, -87.736067119)" +4352035,HL586454,09/02/2005 01:41:44 AM,001XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143036,1900160,2005,04/15/2016 08:55:02 AM,41.882081814,-87.750235504,"(41.882081814, -87.750235504)" +4352114,HL585882,09/01/2005 07:11:23 PM,010XX E 132ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0533,005,9,54,19,1185752,1818037,2005,04/15/2016 08:55:02 AM,41.655825315,-87.595969228,"(41.655825315, -87.595969228)" +4353723,HL583854,08/31/2005 07:30:00 PM,011XX S MASON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1513,015,29,25,19,1136889,1894500,2005,04/15/2016 08:55:02 AM,41.866662389,-87.772943298,"(41.866662389, -87.772943298)" +4353876,HL582170,08/30/2005 11:45:00 PM,052XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1165233,1870032,2005,04/15/2016 08:55:02 AM,41.798964788,-87.66958304,"(41.798964788, -87.66958304)" +4354024,HL582196,08/30/2005 11:35:11 PM,042XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,28,26,19,1148091,1898015,2005,04/15/2016 08:55:02 AM,41.87609994,-87.731728594,"(41.87609994, -87.731728594)" +4354338,HL594958,09/06/2005 01:40:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174934,1854866,2005,04/15/2016 08:55:02 AM,41.757136548,-87.634459373,"(41.757136548, -87.634459373)" +4354683,HL575521,08/27/2005 06:08:28 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161221,1859222,2005,04/15/2016 08:55:02 AM,41.769384753,-87.684595124,"(41.769384753, -87.684595124)" +4355101,HL519936,07/31/2005 07:14:45 PM,006XX N LECLAIRE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1532,015,28,25,19,1142237,1904032,2005,04/15/2016 08:55:02 AM,41.892721912,-87.753073323,"(41.892721912, -87.753073323)" +4357068,HL592672,09/05/2005 09:50:00 AM,070XX S GREEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0733,007,17,68,19,1171853,1858074,2005,04/15/2016 08:55:02 AM,41.766007829,-87.645656737,"(41.766007829, -87.645656737)" +4358446,HL592077,09/04/2005 10:50:00 PM,024XX E 78TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1193970,1853727,2005,04/15/2016 08:55:02 AM,41.753565506,-87.564733793,"(41.753565506, -87.564733793)" +4358655,HL591959,09/04/2005 09:28:44 PM,050XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,16,61,19,1169506,1871380,2005,04/15/2016 08:55:02 AM,41.802572238,-87.653873901,"(41.802572238, -87.653873901)" +4358776,HL585888,09/01/2005 06:00:00 PM,021XX S CHINA PL,1650,GAMBLING,VIOL CHARITABLE GAME ACT,COMMERCIAL / BUSINESS OFFICE,true,false,2111,009,25,34,19,1174632,1890168,2005,04/15/2016 08:55:02 AM,41.854015399,-87.634514225,"(41.854015399, -87.634514225)" +4361392,HL559757,08/19/2005 11:38:05 PM,014XX W MORSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2431,024,49,1,19,1165435,1946172,2005,04/15/2016 08:55:02 AM,42.007893927,-87.666672308,"(42.007893927, -87.666672308)" +4361514,HL587797,09/02/2005 04:38:35 PM,012XX W 109TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2234,022,34,75,19,1169998,1832498,2005,04/15/2016 08:55:02 AM,41.695864114,-87.65319671,"(41.695864114, -87.65319671)" +4361985,HL593510,09/05/2005 07:12:01 PM,040XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149436,1897715,2005,04/15/2016 08:55:02 AM,41.875250729,-87.726797963,"(41.875250729, -87.726797963)" +4362046,HL589252,09/03/2005 10:55:00 AM,039XX W 111TH ST,1680,GAMBLING,OTHER,PARKING LOT/GARAGE(NON.RESID.),true,false,2211,022,19,74,19,1152242,1830700,2005,04/15/2016 08:55:02 AM,41.691296418,-87.718255457,"(41.691296418, -87.718255457)" +4362060,HL593186,09/05/2005 02:19:43 PM,072XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,69,19,1185461,1857430,2005,04/15/2016 08:55:02 AM,41.76393126,-87.59579941,"(41.76393126, -87.59579941)" +4364265,HL592986,09/05/2005 01:42:22 PM,059XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0824,008,16,66,19,1160724,1865115,2005,04/15/2016 08:55:02 AM,41.785566241,-87.686254369,"(41.785566241, -87.686254369)" +4364346,HL593511,09/05/2005 07:29:29 PM,052XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141377,1902646,2005,04/15/2016 08:55:02 AM,41.888934476,-87.756266038,"(41.888934476, -87.756266038)" +4365063,HL589469,09/03/2005 02:32:12 PM,060XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180311,1865000,2005,04/15/2016 08:55:02 AM,41.78482372,-87.614443225,"(41.78482372, -87.614443225)" +4366557,HL596904,09/07/2005 12:50:00 PM,041XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1114,011,28,26,19,1148662,1901129,2005,04/15/2016 08:55:02 AM,41.884634106,-87.729551624,"(41.884634106, -87.729551624)" +4370216,HL597851,09/07/2005 07:55:45 PM,064XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0312,003,20,42,19,1183009,1862305,2005,04/15/2016 08:55:02 AM,41.777366068,-87.604635062,"(41.777366068, -87.604635062)" +4370618,HL587846,09/02/2005 05:39:37 PM,067XX S EAST END AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0332,003,5,43,19,1188695,1860644,2005,04/15/2016 08:55:02 AM,41.772674043,-87.583843583,"(41.772674043, -87.583843583)" +4370820,HL597168,09/07/2005 02:30:00 PM,068XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,20,69,19,1179661,1859675,2005,04/15/2016 08:55:02 AM,41.770226275,-87.616989011,"(41.770226275, -87.616989011)" +4371472,HL600292,09/08/2005 11:29:00 PM,073XX S GREENWOOD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0324,003,5,69,19,1184822,1856613,2005,04/15/2016 08:55:02 AM,41.761704344,-87.598167055,"(41.761704344, -87.598167055)" +4371729,HL590452,09/04/2005 12:30:00 AM,004XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1149978,1902733,2005,04/15/2016 08:55:02 AM,41.889010145,-87.724677269,"(41.889010145, -87.724677269)" +4371859,HL566624,08/23/2005 11:30:00 AM,031XX W DEVON AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2413,024,50,2,19,1154388,1942272,2005,04/15/2016 08:55:02 AM,41.997421019,-87.707421661,"(41.997421019, -87.707421661)" +4371880,HL666778,10/11/2005 03:15:00 PM,015XX N CAMPBELL AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,1423,014,26,24,19,1159463,1910059,2005,04/15/2016 08:55:02 AM,41.908923397,-87.689642668,"(41.908923397, -87.689642668)" +4372486,HL585782,09/01/2005 05:49:30 PM,068XX S RIDGELAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,5,43,19,1189049,1859866,2005,04/15/2016 08:55:02 AM,41.770530675,-87.582570831,"(41.770530675, -87.582570831)" +4372524,HL600239,09/08/2005 10:00:00 PM,030XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1713,017,33,14,19,1155073,1931731,2005,04/15/2016 08:55:02 AM,41.968482208,-87.705186172,"(41.968482208, -87.705186172)" +4372654,HL607521,09/12/2005 02:05:54 PM,013XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1167249,1893970,2005,04/15/2016 08:55:02 AM,41.864610102,-87.66150335,"(41.864610102, -87.66150335)" +4372840,HL568649,08/24/2005 01:30:00 PM,048XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144226,1899225,2005,04/15/2016 08:55:02 AM,41.879493791,-87.745889279,"(41.879493791, -87.745889279)" +4372950,HL597776,09/07/2005 06:49:56 PM,062XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167070,1863406,2005,04/15/2016 08:55:02 AM,41.780743121,-87.663035783,"(41.780743121, -87.663035783)" +4373078,HL568859,08/24/2005 02:45:00 PM,013XX S WASHTENAW AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1023,010,28,29,19,1158580,1893629,2005,04/15/2016 08:55:02 AM,41.863856117,-87.693336543,"(41.863856117, -87.693336543)" +4373374,HL569305,08/24/2005 06:20:00 PM,070XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171850,1858162,2005,04/15/2016 08:55:02 AM,41.766249377,-87.645665154,"(41.766249377, -87.645665154)" +4373580,HL588259,09/02/2005 07:40:00 PM,015XX N PULASKI RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,2534,025,30,23,19,1149435,1909966,2005,04/15/2016 08:55:02 AM,41.908868791,-87.726483503,"(41.908868791, -87.726483503)" +4373627,HL569390,08/24/2005 06:45:00 PM,0000X E ROOSEVELT RD,1661,GAMBLING,GAME/DICE,CTA PLATFORM,true,false,0132,001,2,32,19,1176818,1895074,2005,04/15/2016 08:55:02 AM,41.867428687,-87.626342565,"(41.867428687, -87.626342565)" +4373851,HL601715,09/09/2005 05:00:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150211,1897734,2005,04/15/2016 08:55:02 AM,41.875287804,-87.723951952,"(41.875287804, -87.723951952)" +4374072,HL600125,09/08/2005 09:37:28 PM,075XX N RIDGE BLVD,1661,GAMBLING,GAME/DICE,OTHER,true,false,2424,024,49,1,19,1160546,1950080,2005,04/15/2016 08:55:02 AM,42.018720639,-87.68455103,"(42.018720639, -87.68455103)" +4374106,HL600131,09/08/2005 07:30:00 PM,049XX N KEDZIE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,1713,017,33,14,19,1154155,1932542,2005,04/15/2016 08:55:02 AM,41.970726059,-87.708539884,"(41.970726059, -87.708539884)" +4374314,HL669328,10/12/2005 07:10:00 PM,049XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1143107,1910515,2005,04/15/2016 08:55:02 AM,41.910495806,-87.749716138,"(41.910495806, -87.749716138)" +4376165,HL601163,09/09/2005 01:42:56 PM,048XX W MAYPOLE AVE,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1532,015,28,25,19,1143909,1901022,2005,04/15/2016 08:55:02 AM,41.884430925,-87.747008188,"(41.884430925, -87.747008188)" +4376175,HL602402,09/09/2005 11:55:08 PM,003XX N PINE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1139443,1901655,2005,04/15/2016 08:55:02 AM,41.886250518,-87.76339271,"(41.886250518, -87.76339271)" +4377118,HL592863,09/05/2005 12:15:00 PM,053XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1179390,1869672,2005,04/15/2016 08:55:02 AM,41.797665208,-87.617677378,"(41.797665208, -87.617677378)" +4377162,HL606386,09/11/2005 10:50:00 PM,078XX S YATES BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0414,004,7,43,19,1193559,1853415,2005,04/15/2016 08:55:02 AM,41.752719419,-87.566250124,"(41.752719419, -87.566250124)" +4377214,HL588257,09/02/2005 07:00:00 PM,032XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1733,017,33,16,19,1154247,1926417,2005,04/15/2016 08:55:02 AM,41.953916833,-87.70836586,"(41.953916833, -87.70836586)" +4377269,HL593840,09/05/2005 10:15:16 PM,022XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0134,001,3,33,19,1176666,1889469,2005,04/15/2016 08:55:02 AM,41.852051628,-87.627069839,"(41.852051628, -87.627069839)" +4377284,HL606472,09/12/2005 12:45:00 AM,067XX S RIDGELAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1189029,1860562,2005,04/15/2016 08:55:02 AM,41.772441035,-87.582621873,"(41.772441035, -87.582621873)" +4377487,HL593014,09/05/2005 02:00:00 PM,063XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160130,1862478,2005,04/15/2016 08:55:02 AM,41.778342194,-87.688504766,"(41.778342194, -87.688504766)" +4486809,HL713701,11/03/2005 06:30:00 PM,070XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,17,66,19,,,2005,08/17/2015 03:03:40 PM,,, +4378290,HL606034,09/11/2005 07:21:58 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,17,69,19,1174952,1854182,2005,04/15/2016 08:55:02 AM,41.755259169,-87.634413771,"(41.755259169, -87.634413771)" +4378302,HL609549,09/13/2005 12:50:00 PM,039XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150325,1896741,2005,04/15/2016 08:55:02 AM,41.872560678,-87.723559287,"(41.872560678, -87.723559287)" +4378655,HL604743,09/11/2005 02:43:14 AM,005XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1522,015,29,25,19,1139141,1897020,2005,04/15/2016 08:55:02 AM,41.873536972,-87.764614532,"(41.873536972, -87.764614532)" +4378803,HL673507,10/14/2005 07:20:00 PM,015XX N ROCKWELL ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,1423,014,26,24,19,1158796,1910140,2005,04/15/2016 08:55:02 AM,41.909159377,-87.692090693,"(41.909159377, -87.692090693)" +4382943,HL593381,09/05/2005 05:02:27 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153247,1904701,2005,04/15/2016 08:55:02 AM,41.894346275,-87.712619863,"(41.894346275, -87.712619863)" +4383381,HL604325,09/10/2005 10:35:31 PM,079XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0411,004,8,45,19,1186258,1852546,2005,04/15/2016 08:55:02 AM,41.750510309,-87.593032303,"(41.750510309, -87.593032303)" +4383415,HL595077,09/06/2005 02:20:00 PM,044XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1113,011,28,26,19,1146741,1900125,2005,04/15/2016 08:55:02 AM,41.881915886,-87.73663151,"(41.881915886, -87.73663151)" +4384066,HL577162,08/28/2005 03:15:00 PM,066XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,20,69,19,1178085,1860886,2005,04/15/2016 08:55:02 AM,41.773585263,-87.622729259,"(41.773585263, -87.622729259)" +4384856,HL628804,09/22/2005 03:45:54 PM,005XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1513,015,29,25,19,1139141,1897035,2005,04/15/2016 08:55:02 AM,41.873578134,-87.764614167,"(41.873578134, -87.764614167)" +4384900,HL628840,09/22/2005 04:01:52 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1152394,1888650,2005,04/15/2016 08:55:02 AM,41.850317457,-87.716176544,"(41.850317457, -87.716176544)" +4385195,HL614553,09/15/2005 06:57:21 PM,100XX S LUELLA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0431,004,7,51,19,1193156,1838857,2005,04/15/2016 08:55:02 AM,41.712780791,-87.568201178,"(41.712780791, -87.568201178)" +4385304,HL610307,09/13/2005 05:15:00 PM,016XX W 81ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,21,71,19,1166893,1851001,2005,04/15/2016 08:55:02 AM,41.746705924,-87.664038566,"(41.746705924, -87.664038566)" +4385713,HL680863,10/18/2005 03:45:00 PM,017XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137162,1910928,2005,04/15/2016 08:55:02 AM,41.911738052,-87.771546221,"(41.911738052, -87.771546221)" +4386862,HL620786,09/18/2005 09:45:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860569,2005,04/15/2016 08:55:02 AM,41.772468189,-87.583838647,"(41.772468189, -87.583838647)" +4387629,HL620838,09/18/2005 10:09:17 PM,059XX N WINTHROP AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2433,024,48,77,19,1167780,1939842,2005,04/15/2016 08:55:02 AM,41.990473862,-87.658228199,"(41.990473862, -87.658228199)" +4388069,HL581839,08/30/2005 07:55:00 PM,065XX N CLARK ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2432,024,40,1,19,1164108,1943667,2005,04/15/2016 08:55:02 AM,42.001048402,-87.671625853,"(42.001048402, -87.671625853)" +4388155,HL631856,09/24/2005 01:38:13 AM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1160835,1861163,2005,04/15/2016 08:55:02 AM,41.774719114,-87.685956476,"(41.774719114, -87.685956476)" +4388240,HL631876,09/24/2005 12:54:26 AM,036XX W 85TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0834,008,18,70,19,1153562,1847636,2005,04/15/2016 08:55:02 AM,41.737745954,-87.712975998,"(41.737745954, -87.712975998)" +4388653,HL620509,09/18/2005 06:26:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157199,1894918,2005,04/15/2016 08:55:02 AM,41.867421406,-87.698371142,"(41.867421406, -87.698371142)" +4390002,HL623785,09/20/2005 11:00:00 AM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165797,1861227,2005,04/15/2016 08:55:02 AM,41.774790799,-87.667764679,"(41.774790799, -87.667764679)" +4390409,HL633902,09/25/2005 02:38:39 AM,016XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1151009,1891513,2005,04/15/2016 08:55:02 AM,41.858201078,-87.721184865,"(41.858201078, -87.721184865)" +4390438,HL633147,09/24/2005 04:51:51 PM,118XX S YALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0522,005,34,53,19,1176740,1826396,2005,04/15/2016 08:55:02 AM,41.678970565,-87.62869465,"(41.678970565, -87.62869465)" +4390537,HL617210,09/17/2005 12:21:15 AM,004XX E 50TH PL,1661,GAMBLING,GAME/DICE,STREET,true,false,0223,002,3,38,19,1180011,1871629,2005,04/15/2016 08:55:02 AM,41.803021179,-87.61534015,"(41.803021179, -87.61534015)" +4390650,HL622755,09/19/2005 07:24:30 PM,001XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138579,1900398,2005,04/15/2016 08:55:02 AM,41.88281685,-87.766596053,"(41.88281685, -87.766596053)" +4390810,HL632430,09/24/2005 11:18:11 AM,002XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1114,011,28,26,19,1149027,1900898,2005,04/15/2016 08:55:02 AM,41.883993161,-87.728217262,"(41.883993161, -87.728217262)" +4390812,HL595473,09/06/2005 04:00:00 PM,064XX S COTTAGE GROVE AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0312,003,20,42,19,1182667,1862584,2005,04/15/2016 08:55:02 AM,41.778139616,-87.605880167,"(41.778139616, -87.605880167)" +4390875,HL629178,09/22/2005 05:45:00 PM,063XX S STONY ISLAND AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0314,003,20,42,19,1187963,1863192,2005,04/15/2016 08:55:02 AM,41.779683438,-87.586445734,"(41.779683438, -87.586445734)" +4391474,HL624915,09/20/2005 07:40:00 PM,009XX N LAWLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142518,1905845,2005,04/15/2016 08:55:02 AM,41.897691777,-87.751996192,"(41.897691777, -87.751996192)" +4391532,HL613574,09/15/2005 10:31:00 AM,112XX S WALLACE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,2233,022,34,49,19,1174313,1830380,2005,04/15/2016 08:55:02 AM,41.68995741,-87.637460623,"(41.68995741, -87.637460623)" +4391587,HL617274,09/17/2005 01:20:42 AM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1188697,1860555,2005,04/15/2016 08:55:02 AM,41.772429772,-87.583839095,"(41.772429772, -87.583839095)" +4391715,HL519428,07/31/2005 02:25:00 PM,089XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,73,19,1170223,1845447,2005,04/15/2016 08:55:02 AM,41.73139325,-87.651997736,"(41.73139325, -87.651997736)" +4392191,HL622804,09/19/2005 07:45:00 PM,006XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151272,1904037,2005,04/15/2016 08:55:02 AM,41.89256317,-87.719890923,"(41.89256317, -87.719890923)" +4392298,HL631343,09/23/2005 07:40:00 PM,022XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1211,012,2,28,19,1161282,1899496,2005,04/15/2016 08:55:02 AM,41.879900007,-87.683254514,"(41.879900007, -87.683254514)" +4392697,HL631541,09/23/2005 09:19:33 PM,013XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149597,1893467,2005,04/15/2016 08:55:02 AM,41.863590598,-87.726317123,"(41.863590598, -87.726317123)" +4392975,HL687060,10/21/2005 02:10:00 PM,017XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137165,1910839,2005,04/15/2016 08:55:02 AM,41.911493772,-87.771537341,"(41.911493772, -87.771537341)" +4393050,HL633670,09/24/2005 11:47:01 PM,022XX S STATE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0134,001,3,33,19,1176664,1889529,2005,04/15/2016 08:55:02 AM,41.852216317,-87.627075368,"(41.852216317, -87.627075368)" +4394461,HL688835,10/22/2005 11:30:00 AM,012XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150825,1907775,2005,04/15/2016 08:55:02 AM,41.902829376,-87.721434673,"(41.902829376, -87.721434673)" +4396285,HL614652,09/15/2005 05:16:30 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904646,2005,04/15/2016 08:55:02 AM,41.894182102,-87.7101753,"(41.894182102, -87.7101753)" +4397062,HL633569,09/24/2005 10:00:00 PM,011XX S MASON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1136892,1894418,2005,04/15/2016 08:55:02 AM,41.866437316,-87.77293425,"(41.866437316, -87.77293425)" +4397224,HL634318,09/25/2005 10:50:05 AM,041XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174982,1877322,2005,04/15/2016 08:55:02 AM,41.818757103,-87.633613687,"(41.818757103, -87.633613687)" +4397319,HL633708,09/25/2005 12:14:50 AM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142757,1904852,2005,04/15/2016 08:55:02 AM,41.894962422,-87.751143109,"(41.894962422, -87.751143109)" +4397568,HL633441,09/24/2005 08:45:00 PM,019XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155333,1890362,2005,04/15/2016 08:55:02 AM,41.854956912,-87.705343887,"(41.854956912, -87.705343887)" +4397621,HL632682,09/24/2005 12:51:16 PM,105XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,50,19,1183772,1835306,2005,04/15/2016 08:55:02 AM,41.703260094,-87.602678295,"(41.703260094, -87.602678295)" +4397807,HL632593,09/24/2005 12:20:00 PM,011XX S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,29,19,1150553,1894877,2005,04/15/2016 08:55:02 AM,41.867441201,-87.722770867,"(41.867441201, -87.722770867)" +4398886,HL644569,09/30/2005 12:15:01 PM,032XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1123,011,28,27,19,1154713,1900798,2005,04/15/2016 08:55:02 AM,41.883606833,-87.707340236,"(41.883606833, -87.707340236)" +4399122,HL635454,09/25/2005 09:40:55 PM,061XX S WOOD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0714,007,15,67,19,1165404,1863871,2005,04/15/2016 08:55:02 AM,41.782054615,-87.669130497,"(41.782054615, -87.669130497)" +4399712,HL643306,09/29/2005 05:07:53 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150219,1894749,2005,04/15/2016 08:55:02 AM,41.867096466,-87.724000378,"(41.867096466, -87.724000378)" +4399788,HL637303,09/26/2005 06:56:41 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157199,1894918,2005,04/15/2016 08:55:02 AM,41.867421406,-87.698371142,"(41.867421406, -87.698371142)" +4399867,HL643594,09/29/2005 08:30:00 PM,037XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,35,19,1180183,1880470,2005,04/15/2016 08:55:02 AM,41.827277651,-87.614438098,"(41.827277651, -87.614438098)" +4400055,HL639617,09/27/2005 08:30:00 PM,034XX S ASHLAND AVE,1651,GAMBLING,GAME/CARDS,TAVERN/LIQUOR STORE,true,false,0922,009,11,59,19,1166228,1882035,2005,04/15/2016 08:55:02 AM,41.831881201,-87.665592096,"(41.831881201, -87.665592096)" +4400062,HL636828,09/26/2005 03:50:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150225,1897735,2005,04/15/2016 08:55:02 AM,41.875290275,-87.723900523,"(41.875290275, -87.723900523)" +4400935,HL653774,10/04/2005 08:35:00 PM,037XX W ARMITAGE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2535,025,26,22,19,1150916,1913025,2005,04/15/2016 08:55:02 AM,41.91723409,-87.720962732,"(41.91723409, -87.720962732)" +4401158,HL637557,09/26/2005 09:12:04 PM,043XX W HIRSCH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1147361,1908965,2005,04/15/2016 08:55:02 AM,41.906161956,-87.734128161,"(41.906161956, -87.734128161)" +4401295,HL645309,09/30/2005 06:11:59 PM,025XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1125,011,2,28,19,1159609,1898614,2005,04/15/2016 08:55:02 AM,41.877514327,-87.689421855,"(41.877514327, -87.689421855)" +4401596,HL643433,09/29/2005 06:45:00 PM,054XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0232,002,3,40,19,1178524,1868985,2005,04/15/2016 08:55:02 AM,41.795799756,-87.620873987,"(41.795799756, -87.620873987)" +4401907,HL639309,09/27/2005 06:06:05 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1161222,1859195,2005,04/15/2016 08:55:02 AM,41.769310641,-87.684592205,"(41.769310641, -87.684592205)" +4401937,HL639331,09/27/2005 05:55:00 PM,057XX S PRAIRIE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0234,002,20,40,19,1179019,1867064,2005,04/15/2016 08:55:02 AM,41.79051708,-87.619117338,"(41.79051708, -87.619117338)" +4402188,HL639750,09/27/2005 09:10:00 PM,033XX W FOSTER AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1712,017,39,13,19,1152970,1934347,2005,04/15/2016 08:55:02 AM,41.975702719,-87.712849177,"(41.975702719, -87.712849177)" +4402242,HL641844,09/28/2005 10:07:19 PM,015XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142092,1909762,2005,04/15/2016 08:55:02 AM,41.908448381,-87.753463615,"(41.908448381, -87.753463615)" +4402884,HL645970,10/01/2005 12:00:11 AM,008XX E 65TH ST,1651,GAMBLING,GAME/CARDS,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,42,19,1183143,1862099,2005,04/15/2016 08:55:02 AM,41.776797668,-87.604150228,"(41.776797668, -87.604150228)" +4402922,HL653647,10/04/2005 06:30:00 PM,014XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1022,010,24,29,19,1154596,1892948,2005,04/15/2016 08:55:02 AM,41.862067946,-87.707979883,"(41.862067946, -87.707979883)" +4403492,HL637687,09/26/2005 11:06:03 PM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142793,1904852,2005,04/15/2016 08:55:02 AM,41.894961752,-87.751010889,"(41.894961752, -87.751010889)" +4403637,HL653548,10/04/2005 07:36:00 PM,051XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141895,1907507,2005,04/15/2016 08:55:02 AM,41.902264058,-87.754243227,"(41.902264058, -87.754243227)" +4403756,HL646772,10/01/2005 01:04:55 PM,050XX S ABERDEEN ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0921,009,16,61,19,1169838,1871342,2005,04/15/2016 08:55:02 AM,41.802460754,-87.652657418,"(41.802460754, -87.652657418)" +4403783,HL643408,09/29/2005 05:45:00 PM,057XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0234,002,20,40,19,1179462,1867064,2005,04/15/2016 08:55:02 AM,41.79050697,-87.617492983,"(41.79050697, -87.617492983)" +4403793,HL647021,10/01/2005 03:05:35 PM,070XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161952,1857896,2005,04/15/2016 08:55:02 AM,41.765730859,-87.681952409,"(41.765730859, -87.681952409)" +4403885,HL647235,10/01/2005 04:48:26 PM,078XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0835,008,18,70,19,1154743,1852391,2005,04/15/2016 08:55:02 AM,41.750771028,-87.70852258,"(41.750771028, -87.70852258)" +4403957,HL643605,09/29/2005 07:45:00 PM,039XX W 63RD ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,0823,008,13,65,19,1151178,1862535,2005,04/15/2016 08:55:02 AM,41.77867813,-87.721322129,"(41.77867813, -87.721322129)" +4403963,HL653432,10/04/2005 06:30:00 PM,063XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159802,1862408,2005,04/15/2016 08:55:02 AM,41.778156847,-87.68970916,"(41.778156847, -87.68970916)" +4404169,HL631640,09/23/2005 10:10:00 PM,054XX N BROADWAY,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2013,020,48,77,19,1167330,1936245,2005,04/15/2016 08:55:02 AM,41.980613325,-87.659987405,"(41.980613325, -87.659987405)" +4404235,HL639480,09/27/2005 07:26:05 PM,015XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142094,1909660,2005,04/15/2016 08:55:02 AM,41.908168445,-87.753458801,"(41.908168445, -87.753458801)" +4404285,HL654608,10/05/2005 09:57:18 AM,075XX N DAMEN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2424,024,49,1,19,1161660,1949988,2005,04/15/2016 08:55:02 AM,42.018444945,-87.680454267,"(42.018444945, -87.680454267)" +4404287,HL646538,10/01/2005 10:43:26 AM,003XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1175161,1853886,2005,04/15/2016 08:55:02 AM,41.754442247,-87.633656666,"(41.754442247, -87.633656666)" +4404306,HL655117,10/05/2005 02:21:57 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138199,1904278,2005,04/15/2016 08:55:02 AM,41.893470945,-87.767897566,"(41.893470945, -87.767897566)" +4404329,HL646676,10/01/2005 12:05:43 PM,080XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1198220,1852156,2005,04/15/2016 08:55:02 AM,41.749149329,-87.549211894,"(41.749149329, -87.549211894)" +4404342,HL646712,10/01/2005 12:16:31 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150219,1894749,2005,04/15/2016 08:55:02 AM,41.867096466,-87.724000378,"(41.867096466, -87.724000378)" +4404375,HL646872,10/01/2005 01:54:53 PM,041XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148751,1901131,2005,04/15/2016 08:55:02 AM,41.884637875,-87.729224749,"(41.884637875, -87.729224749)" +4404540,HL648580,10/02/2005 12:54:14 PM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170661,1865438,2005,04/15/2016 08:55:02 AM,41.786241597,-87.649811291,"(41.786241597, -87.649811291)" +4404597,HL648701,10/02/2005 12:59:45 PM,031XX W WARREN BLVD,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1331,012,28,27,19,1155408,1900183,2005,04/15/2016 08:55:02 AM,41.881905272,-87.704804668,"(41.881905272, -87.704804668)" +4404667,HL699161,10/27/2005 04:50:00 PM,012XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,27,23,19,1150825,1907775,2005,04/15/2016 08:55:02 AM,41.902829376,-87.721434673,"(41.902829376, -87.721434673)" +4405368,HL648424,10/02/2005 10:35:00 AM,043XX W ADAMS ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,1115,011,28,26,19,1147592,1898661,2005,04/15/2016 08:55:02 AM,41.877882222,-87.73354419,"(41.877882222, -87.73354419)" +4405450,HL653682,10/04/2005 08:15:00 PM,039XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150223,1899725,2005,04/15/2016 08:55:02 AM,41.880751096,-87.723855981,"(41.880751096, -87.723855981)" +4405475,HL653336,10/04/2005 05:46:09 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153502,1899322,2005,04/15/2016 08:55:02 AM,41.879580691,-87.711826402,"(41.879580691, -87.711826402)" +4405601,HL653824,10/04/2005 09:15:53 PM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163467,1862027,2005,04/15/2016 08:55:02 AM,41.777035272,-87.67628373,"(41.777035272, -87.67628373)" +4405634,HL643643,09/29/2005 08:20:00 PM,070XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174494,1858346,2005,04/15/2016 08:55:02 AM,41.766695879,-87.635968504,"(41.766695879, -87.635968504)" +4405727,HL654017,10/04/2005 11:22:52 PM,011XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151173,1907240,2005,04/15/2016 08:55:02 AM,41.901354465,-87.720170442,"(41.901354465, -87.720170442)" +4405753,HL653127,10/04/2005 04:25:00 PM,058XX S PEORIA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1171310,1865943,2005,04/15/2016 08:55:02 AM,41.787613192,-87.647416964,"(41.787613192, -87.647416964)" +4405764,HL653258,10/04/2005 05:15:00 PM,016XX N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1136839,1910396,2005,04/15/2016 08:55:02 AM,41.91028398,-87.772745617,"(41.91028398, -87.772745617)" +4405815,HL654767,10/05/2005 02:15:00 PM,0000X N MAYFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1137160,1899774,2005,04/15/2016 08:55:02 AM,41.881130108,-87.771821749,"(41.881130108, -87.771821749)" +4405841,HL655545,10/05/2005 05:30:00 PM,004XX W 57TH PL,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0711,007,20,68,19,1174212,1866808,2005,04/15/2016 08:55:02 AM,41.78992282,-87.636750893,"(41.78992282, -87.636750893)" +4405844,HL650521,10/03/2005 01:11:16 PM,052XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1167555,1870008,2005,04/15/2016 08:55:02 AM,41.798849412,-87.661068418,"(41.798849412, -87.661068418)" +4405897,HL644839,09/30/2005 02:15:00 PM,077XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,69,19,1174970,1853510,2005,04/15/2016 08:55:02 AM,41.753414718,-87.634367814,"(41.753414718, -87.634367814)" +4405944,HL655116,10/05/2005 02:00:00 PM,078XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0621,006,17,71,19,1171332,1852948,2005,04/15/2016 08:55:02 AM,41.751952848,-87.647716123,"(41.751952848, -87.647716123)" +4406130,HL654081,10/05/2005 12:10:43 AM,085XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0614,006,21,71,19,1168157,1848072,2005,04/15/2016 08:55:02 AM,41.738641261,-87.659490991,"(41.738641261, -87.659490991)" +4406147,HL655494,10/05/2005 05:08:00 PM,057XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0715,007,15,67,19,1163342,1866592,2005,04/15/2016 08:55:02 AM,41.789564853,-87.676614162,"(41.789564853, -87.676614162)" +4406464,HL645439,09/30/2005 07:05:00 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160275,1857237,2005,04/15/2016 08:55:02 AM,41.763957152,-87.688117328,"(41.763957152, -87.688117328)" +4406485,HL645050,09/30/2005 04:30:00 PM,011XX S FRANCISCO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1157199,1894905,2005,04/15/2016 08:55:02 AM,41.867385732,-87.698371495,"(41.867385732, -87.698371495)" +4407438,HL649267,10/02/2005 08:00:39 PM,071XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1160275,1857230,2005,04/15/2016 08:55:02 AM,41.763937943,-87.688117521,"(41.763937943, -87.688117521)" +4407310,HL647129,10/01/2005 04:20:50 PM,051XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0932,009,16,61,19,1166214,1870543,2005,04/15/2016 08:55:02 AM,41.800346189,-87.665970935,"(41.800346189, -87.665970935)" +4407456,HL649288,10/02/2005 08:18:18 PM,070XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0321,003,5,43,19,1186750,1858747,2005,04/15/2016 08:55:02 AM,41.7675148,-87.591033336,"(41.7675148, -87.591033336)" +4407846,HL649570,10/02/2005 11:28:14 PM,110XX S VERNON AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0513,005,9,49,19,1181203,1831889,2005,04/15/2016 08:55:02 AM,41.69394281,-87.612190086,"(41.69394281, -87.612190086)" +4520493,HL721472,11/07/2005 03:25:00 PM,049XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,,,2005,08/17/2015 03:03:40 PM,,, +4410058,HL650375,10/03/2005 12:11:36 PM,075XX S KINGSTON AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0421,004,7,43,19,1194502,1855546,2005,04/15/2016 08:55:02 AM,41.758543923,-87.562724535,"(41.758543923, -87.562724535)" +4410106,HL650590,10/03/2005 01:38:24 PM,074XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0334,003,7,43,19,1194643,1856170,2005,04/15/2016 08:55:02 AM,41.760252758,-87.562187291,"(41.760252758, -87.562187291)" +4410245,HL650726,10/03/2005 02:25:45 PM,015XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1231,012,2,28,19,1166318,1894478,2005,04/15/2016 08:55:02 AM,41.86602404,-87.664906512,"(41.86602404, -87.664906512)" +4410340,HL651308,10/03/2005 06:51:17 PM,059XX S EMERALD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,20,68,19,1172311,1865565,2005,04/15/2016 08:55:02 AM,41.786553945,-87.643757844,"(41.786553945, -87.643757844)" +4410388,HL651504,10/03/2005 08:08:00 PM,065XX S GREEN ST,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0723,007,20,68,19,1171760,1861549,2005,04/15/2016 08:55:02 AM,41.775545687,-87.645895807,"(41.775545687, -87.645895807)" +4410481,HL651871,10/03/2005 11:55:16 PM,001XX E 104TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0512,005,9,49,19,1179105,1836047,2005,04/15/2016 08:55:02 AM,41.705400885,-87.619745201,"(41.705400885, -87.619745201)" +4410719,HL655742,10/05/2005 06:35:00 PM,070XX S MORGAN ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0733,007,17,68,19,1170860,1858142,2005,04/15/2016 08:55:02 AM,41.766216157,-87.64929444,"(41.766216157, -87.64929444)" +4411005,HL651156,10/03/2005 04:22:02 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153244,1904783,2005,04/15/2016 08:55:02 AM,41.89457135,-87.712628702,"(41.89457135, -87.712628702)" +4411282,HL651809,10/03/2005 11:43:40 PM,002XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141003,1901138,2005,04/15/2016 08:55:02 AM,41.884803231,-87.757676681,"(41.884803231, -87.757676681)" +4411345,HL650421,10/03/2005 11:51:15 AM,072XX S PAULINA ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0735,007,17,67,19,1166265,1856710,2005,04/15/2016 08:55:02 AM,41.762385599,-87.666177499,"(41.762385599, -87.666177499)" +4411433,HL650305,10/03/2005 11:42:20 AM,006XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1149947,1903799,2005,04/15/2016 08:55:02 AM,41.891935965,-87.724763349,"(41.891935965, -87.724763349)" +4411507,HL651563,10/03/2005 09:04:43 PM,028XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1157454,1896573,2005,04/15/2016 08:55:02 AM,41.871957714,-87.697389983,"(41.871957714, -87.697389983)" +4411566,HL651615,10/03/2005 09:20:20 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174386,1862194,2005,04/15/2016 08:55:02 AM,41.777257633,-87.636250045,"(41.777257633, -87.636250045)" +4411584,HL651651,10/03/2005 09:52:56 PM,041XX S WELLS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1175306,1877353,2005,04/15/2016 08:55:02 AM,41.818834924,-87.632424219,"(41.818834924, -87.632424219)" +4412016,HL653033,10/04/2005 03:10:52 PM,001XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149042,1900391,2005,04/15/2016 08:55:02 AM,41.882601607,-87.728175309,"(41.882601607, -87.728175309)" +4413177,HL645147,09/30/2005 04:45:00 PM,006XX E 43RD ST,1661,GAMBLING,GAME/DICE,GOVERNMENT BUILDING/PROPERTY,true,false,0222,002,4,38,19,1181405,1876647,2005,04/15/2016 08:55:02 AM,41.816758906,-87.610072885,"(41.816758906, -87.610072885)" +4413414,HL645718,09/30/2005 09:50:00 PM,014XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,30,23,19,1150449,1909245,2005,04/15/2016 08:55:02 AM,41.906870551,-87.722777368,"(41.906870551, -87.722777368)" +4413465,HL661044,10/08/2005 12:40:05 PM,048XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143867,1902568,2005,04/15/2016 08:55:02 AM,41.88867412,-87.747123637,"(41.88867412, -87.747123637)" +4414269,HL605255,09/11/2005 10:54:25 AM,066XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166468,1860715,2005,04/15/2016 08:55:02 AM,41.773371528,-87.665319468,"(41.773371528, -87.665319468)" +4414300,HL665053,10/10/2005 04:35:00 PM,056XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE-GARAGE,true,false,0715,007,15,67,19,1165639,1867358,2005,04/15/2016 08:55:02 AM,41.791618396,-87.668170019,"(41.791618396, -87.668170019)" +4415475,HL626843,09/21/2005 04:50:00 PM,050XX W FULLERTON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2521,025,31,19,19,1142474,1915492,2005,04/15/2016 08:55:02 AM,41.924165019,-87.751917617,"(41.924165019, -87.751917617)" +4415764,HL635030,09/25/2005 06:03:00 PM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2534,025,37,23,19,1148156,1907816,2005,04/15/2016 08:55:02 AM,41.902993707,-87.731237427,"(41.902993707, -87.731237427)" +4416550,HL664804,10/10/2005 02:24:29 PM,038XX S RHODES AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0212,002,4,35,19,1180199,1879817,2005,04/15/2016 08:55:02 AM,41.825485402,-87.614399445,"(41.825485402, -87.614399445)" +4416876,HL664907,10/10/2005 03:54:25 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899791,2005,04/15/2016 08:55:02 AM,41.881099854,-87.756307159,"(41.881099854, -87.756307159)" +4418020,HL652887,10/04/2005 01:39:57 PM,075XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0411,004,5,43,19,1186846,1855378,2005,04/15/2016 08:55:02 AM,41.758267684,-87.590788058,"(41.758267684, -87.590788058)" +4418049,HL647850,10/02/2005 12:08:15 AM,087XX S MANISTEE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1196148,1847590,2005,04/15/2016 08:55:02 AM,41.736671429,-87.556955291,"(41.736671429, -87.556955291)" +4419206,HL652032,10/04/2005 03:49:27 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142024,1904845,2005,04/15/2016 08:55:02 AM,41.89495683,-87.753835431,"(41.89495683, -87.753835431)" +4419251,HL640729,09/28/2005 12:30:00 PM,122XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0523,005,34,53,19,1173864,1823710,2005,04/15/2016 08:55:02 AM,41.671663808,-87.639301123,"(41.671663808, -87.639301123)" +4419264,HL645742,09/30/2005 10:20:00 PM,064XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160147,1861837,2005,04/15/2016 08:55:02 AM,41.77658285,-87.688460065,"(41.77658285, -87.688460065)" +4419415,HL639828,09/27/2005 10:15:12 PM,023XX S STATE ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0134,001,3,33,19,1176683,1888842,2005,04/15/2016 08:55:02 AM,41.850330711,-87.627026373,"(41.850330711, -87.627026373)" +4419445,HL667242,10/11/2005 07:41:00 PM,061XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169704,1864030,2005,04/15/2016 08:55:02 AM,41.782398702,-87.653360955,"(41.782398702, -87.653360955)" +4419805,HL636650,09/26/2005 01:31:00 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1162213,1860674,2005,04/15/2016 08:55:02 AM,41.773348654,-87.680918515,"(41.773348654, -87.680918515)" +4419937,HL666903,10/11/2005 04:15:00 PM,062XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0313,003,20,42,19,1180322,1863762,2005,04/15/2016 08:55:02 AM,41.781426277,-87.614440844,"(41.781426277, -87.614440844)" +4419960,HL652957,10/04/2005 02:50:00 PM,092XX S HARPER AVE,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0413,004,8,48,19,1188062,1843990,2005,04/15/2016 08:55:02 AM,41.726989005,-87.586693715,"(41.726989005, -87.586693715)" +4420053,HL667350,10/11/2005 08:45:00 PM,035XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152910,1893226,2005,04/15/2016 08:55:02 AM,41.862864343,-87.71416161,"(41.862864343, -87.71416161)" +4420114,HL636213,09/26/2005 10:29:41 AM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150239,1897735,2005,04/15/2016 08:55:02 AM,41.875290002,-87.72384912,"(41.875290002, -87.72384912)" +4420127,HL673102,10/14/2005 04:47:06 PM,003XX W 57TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0711,007,20,68,19,1175022,1867158,2005,04/15/2016 08:55:02 AM,41.790865209,-87.633770428,"(41.790865209, -87.633770428)" +4420140,HL673340,10/14/2005 05:56:45 PM,089XX S MAY ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2222,022,21,73,19,1170222,1845482,2005,04/15/2016 08:55:02 AM,41.731489317,-87.652000384,"(41.731489317, -87.652000384)" +4420309,HL671693,10/13/2005 10:10:00 PM,062XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1160778,1863134,2005,04/15/2016 08:55:02 AM,41.78012899,-87.68611105,"(41.78012899, -87.68611105)" +4423166,HL719398,11/06/2005 02:00:00 PM,016XX N MONITOR AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2531,025,29,25,19,1137180,1910397,2005,04/15/2016 08:55:02 AM,41.910280601,-87.771492871,"(41.910280601, -87.771492871)" +4423681,HL627431,09/21/2005 10:10:00 PM,051XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142243,1900021,2005,04/15/2016 08:55:02 AM,41.881715129,-87.753150884,"(41.881715129, -87.753150884)" +4424091,HL625267,09/20/2005 10:42:54 PM,051XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164884,1870648,2005,04/15/2016 08:55:02 AM,41.800662554,-87.670845495,"(41.800662554, -87.670845495)" +4424831,HL668487,10/12/2005 01:08:01 PM,008XX W 50TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0921,009,3,61,19,1171518,1871362,2005,04/15/2016 08:55:02 AM,41.802478963,-87.646495568,"(41.802478963, -87.646495568)" +4424444,HL668338,10/12/2005 11:55:00 AM,042XX W WEST END AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1114,011,28,26,19,1148157,1900638,2005,04/15/2016 08:55:02 AM,41.883296482,-87.731418718,"(41.883296482, -87.731418718)" +4424715,HL627105,09/21/2005 07:00:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150239,1894749,2005,04/15/2016 08:55:02 AM,41.867096076,-87.723926955,"(41.867096076, -87.723926955)" +4424792,HL668398,10/12/2005 12:29:43 PM,078XX S YATES BLVD,1651,GAMBLING,GAME/CARDS,APARTMENT,true,false,0421,004,7,43,19,1193556,1853551,2005,04/15/2016 08:55:02 AM,41.753092687,-87.566256674,"(41.753092687, -87.566256674)" +4424818,HL626319,09/21/2005 01:35:08 PM,077XX S OGLESBY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0414,004,7,43,19,1193209,1854170,2005,04/15/2016 08:55:02 AM,41.754799756,-87.567508079,"(41.754799756, -87.567508079)" +4424951,HL628494,09/22/2005 01:15:00 PM,054XX W CORTEZ ST,1611,GAMBLING,BOOKMAKING/SPORTS,SIDEWALK,true,false,1524,015,37,25,19,1139771,1906464,2005,04/15/2016 08:55:02 AM,41.899441021,-87.762070622,"(41.899441021, -87.762070622)" +4424997,HL628709,09/22/2005 02:40:00 PM,011XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1224,012,25,28,19,1160548,1895114,2005,04/15/2016 08:55:02 AM,41.867890615,-87.686071002,"(41.867890615, -87.686071002)" +4425183,HL673770,10/14/2005 11:24:24 PM,050XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142729,1907525,2005,04/15/2016 08:55:02 AM,41.902297963,-87.751179331,"(41.902297963, -87.751179331)" +4425533,HL721438,11/07/2005 03:20:00 PM,012XX N KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2534,025,37,23,19,1148149,1908096,2005,04/15/2016 08:55:02 AM,41.90376219,-87.731255921,"(41.90376219, -87.731255921)" +4425721,HL722404,11/07/2005 11:30:00 PM,036XX W ARMITAGE AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PRIVATE, GROUNDS",true,false,2525,025,26,22,19,1151641,1913041,2005,04/15/2016 08:55:02 AM,41.917263759,-87.718298636,"(41.917263759, -87.718298636)" +4425960,HL673371,10/14/2005 07:00:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899723,2005,04/15/2016 08:55:02 AM,41.880894745,-87.752636861,"(41.880894745, -87.752636861)" +4426126,HL652807,10/04/2005 01:00:00 PM,002XX W 95TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0634,006,21,49,19,1176077,1841936,2005,04/15/2016 08:55:02 AM,41.721629438,-87.630657391,"(41.721629438, -87.630657391)" +4426133,HL673782,10/14/2005 10:52:59 PM,064XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160480,1861932,2005,04/15/2016 08:55:02 AM,41.776836684,-87.687236679,"(41.776836684, -87.687236679)" +4426539,HL676588,10/16/2005 01:20:00 PM,003XX N CENTRAL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1138981,1901770,2005,04/15/2016 08:55:02 AM,41.8865745,-87.765086511,"(41.8865745, -87.765086511)" +4426608,HL661572,10/08/2005 05:30:43 PM,072XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0735,007,17,67,19,1164609,1856633,2005,04/15/2016 08:55:02 AM,41.762209384,-87.672249161,"(41.762209384, -87.672249161)" +4426765,HL676504,10/16/2005 12:37:17 PM,034XX S INDIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2112,002,3,35,19,1178168,1882113,2005,04/15/2016 08:55:02 AM,41.831832202,-87.621780828,"(41.831832202, -87.621780828)" +4426796,HL661682,10/08/2005 06:50:00 PM,062XX S ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1154136,1863206,2005,04/15/2016 08:55:02 AM,41.780461174,-87.710459953,"(41.780461174, -87.710459953)" +4426890,HL640895,09/28/2005 02:15:00 PM,002XX N LA CROSSE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144003,1901142,2005,04/15/2016 08:55:02 AM,41.884758456,-87.746659991,"(41.884758456, -87.746659991)" +4427048,HL670677,10/13/2005 01:30:00 PM,053XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1164921,1869366,2005,04/15/2016 08:55:02 AM,41.797143809,-87.670746044,"(41.797143809, -87.670746044)" +4427340,HL675649,10/15/2005 10:30:00 PM,062XX S SACRAMENTO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0823,008,15,66,19,1157452,1863191,2005,04/15/2016 08:55:02 AM,41.780353456,-87.698303224,"(41.780353456, -87.698303224)" +4427361,HL669760,10/12/2005 11:35:00 PM,056XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165975,1867210,2005,04/15/2016 08:55:02 AM,41.791205125,-87.666942176,"(41.791205125, -87.666942176)" +4427580,HL674853,10/15/2005 02:09:18 PM,039XX W ADAMS ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1122,011,28,26,19,1150199,1898722,2005,04/15/2016 08:55:02 AM,41.87799922,-87.723970257,"(41.87799922, -87.723970257)" +4428180,HL658295,10/07/2005 12:47:17 AM,070XX S WOODLAWN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,5,69,19,1185620,1858557,2005,04/15/2016 08:55:02 AM,41.767020109,-87.595181198,"(41.767020109, -87.595181198)" +4428513,HL661975,10/08/2005 09:25:00 PM,070XX S EBERHART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0322,003,6,69,19,1180794,1858463,2005,04/15/2016 08:55:02 AM,41.766874454,-87.612873151,"(41.766874454, -87.612873151)" +4428643,HL684933,10/20/2005 02:06:18 PM,043XX S WOOD ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0914,009,12,61,19,1165075,1875896,2005,04/15/2016 08:55:02 AM,41.815059634,-87.669996488,"(41.815059634, -87.669996488)" +4436467,HL645911,10/01/2005 12:10:00 AM,031XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0911,009,14,63,19,1156124,1870644,2005,04/15/2016 08:55:02 AM,41.800832358,-87.702971593,"(41.800832358, -87.702971593)" +4436565,HL670967,10/13/2005 03:30:00 PM,053XX S ELLIS AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,2131,002,5,41,19,1183853,1870209,2005,04/15/2016 08:55:02 AM,41.799035653,-87.601294286,"(41.799035653, -87.601294286)" +4436590,HL670798,10/13/2005 02:30:00 PM,071XX S MOZART ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0831,008,18,66,19,1158605,1857242,2005,04/15/2016 08:55:02 AM,41.764005085,-87.694238174,"(41.764005085, -87.694238174)" +4436603,HL657244,10/06/2005 01:28:14 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0624,006,8,44,19,1183282,1852459,2005,04/15/2016 08:55:02 AM,41.750341321,-87.603940329,"(41.750341321, -87.603940329)" +4436805,HL659991,10/07/2005 07:52:27 PM,064XX S DR MARTIN LUTHER KING JR DR,1651,GAMBLING,GAME/CARDS,RESIDENCE PORCH/HALLWAY,true,false,0312,003,20,69,19,1180026,1862472,2005,04/15/2016 08:55:02 AM,41.777893176,-87.615565514,"(41.777893176, -87.615565514)" +4436840,HL660291,10/07/2005 11:52:44 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139439,1897791,2005,04/15/2016 08:55:02 AM,41.875647275,-87.763501614,"(41.875647275, -87.763501614)" +4436846,HL671820,10/13/2005 10:05:00 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162215,1860633,2005,04/15/2016 08:55:02 AM,41.773236103,-87.680912323,"(41.773236103, -87.680912323)" +4436875,HL671774,10/14/2005 11:05:00 PM,049XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143245,1902877,2005,04/15/2016 08:55:02 AM,41.88953369,-87.749400159,"(41.88953369, -87.749400159)" +4436908,HL669245,10/12/2005 06:33:26 PM,016XX S KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1149320,1891555,2005,04/15/2016 08:55:02 AM,41.858349209,-87.727383518,"(41.858349209, -87.727383518)" +4436937,HL657603,10/06/2005 05:23:10 PM,018XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152997,1890744,2005,04/15/2016 08:55:02 AM,41.856051727,-87.713907974,"(41.856051727, -87.713907974)" +4437007,HL657815,10/06/2005 07:03:09 PM,058XX S PEORIA ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0712,007,16,68,19,1171310,1865933,2005,04/15/2016 08:55:02 AM,41.78758575,-87.647417257,"(41.78758575, -87.647417257)" +4437363,HL657262,10/06/2005 02:00:37 PM,017XX W 61ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165586,1864237,2005,04/15/2016 08:55:02 AM,41.783055106,-87.668452859,"(41.783055106, -87.668452859)" +4437372,HL657578,10/06/2005 05:00:34 PM,041XX W FIFTH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,24,26,19,1149067,1896609,2005,04/15/2016 08:55:02 AM,41.872222885,-87.728181426,"(41.872222885, -87.728181426)" +4437398,HL657758,10/06/2005 06:35:15 PM,064XX S EGGLESTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,20,68,19,1174383,1862318,2005,04/15/2016 08:55:02 AM,41.777597969,-87.636257358,"(41.777597969, -87.636257358)" +4437409,HL657780,10/06/2005 06:44:12 PM,006XX W 61ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0711,007,20,68,19,1172994,1864438,2005,04/15/2016 08:55:02 AM,41.783446273,-87.641286877,"(41.783446273, -87.641286877)" +4438355,HL679370,10/17/2005 08:30:00 PM,076XX S STEWART AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0623,006,17,69,19,1174951,1854209,2005,04/15/2016 08:55:02 AM,41.755333282,-87.634416632,"(41.755333282, -87.634416632)" +4440323,HL687919,10/21/2005 09:27:46 PM,041XX W FIFTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1148946,1896564,2005,04/15/2016 08:55:02 AM,41.87210174,-87.728626837,"(41.87210174, -87.728626837)" +4440849,HL680605,10/18/2005 01:03:00 PM,057XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1164337,1866596,2005,04/15/2016 08:55:02 AM,41.789554916,-87.672965679,"(41.789554916, -87.672965679)" +4441961,HL679739,10/17/2005 11:39:00 PM,002XX S LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143292,1898708,2005,04/15/2016 08:55:02 AM,41.878092571,-87.749331743,"(41.878092571, -87.749331743)" +4442639,HL673717,10/14/2005 07:20:00 PM,059XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,SMALL RETAIL STORE,true,false,1622,016,45,15,19,1135731,1931300,2005,04/15/2016 08:55:02 AM,41.967666608,-87.776317064,"(41.967666608, -87.776317064)" +4443891,HL681195,10/18/2005 05:46:32 PM,016XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1152974,1891590,2005,04/15/2016 08:55:02 AM,41.858373705,-87.713969996,"(41.858373705, -87.713969996)" +4444708,HL674569,10/15/2005 10:35:00 AM,055XX W FULTON ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1523,015,28,25,19,1139241,1901464,2005,04/15/2016 08:55:02 AM,41.885730068,-87.764139165,"(41.885730068, -87.764139165)" +4444729,HL681336,10/18/2005 07:00:00 PM,021XX E 97TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1191961,1841059,2005,04/15/2016 08:55:02 AM,41.71885236,-87.57250631,"(41.71885236, -87.57250631)" +4444763,HL674665,10/15/2005 12:13:58 PM,038XX W ARTHINGTON ST,1611,GAMBLING,BOOKMAKING/SPORTS,STREET,true,false,1133,011,24,26,19,1150848,1895759,2005,04/15/2016 08:55:02 AM,41.869855747,-87.721664796,"(41.869855747, -87.721664796)" +4444801,HL679410,10/17/2005 08:20:00 PM,054XX W ADAMS ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,1522,015,29,25,19,1140204,1898799,2005,04/15/2016 08:55:02 AM,41.878399386,-87.760668085,"(41.878399386, -87.760668085)" +4444883,HL671830,10/14/2005 12:01:12 AM,057XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1165993,1866546,2005,04/15/2016 08:55:02 AM,41.789382645,-87.666895047,"(41.789382645, -87.666895047)" +4445310,HL679433,10/17/2005 09:00:00 PM,018XX S PULASKI RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1150007,1890745,2005,04/15/2016 08:55:02 AM,41.856113138,-87.72488284,"(41.856113138, -87.72488284)" +4446006,HL671835,10/14/2005 12:13:35 AM,062XX N TALMAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,2413,024,50,2,19,1157533,1941267,2005,04/15/2016 08:55:02 AM,41.994599593,-87.695879895,"(41.994599593, -87.695879895)" +4449707,HL678892,10/17/2005 04:54:13 PM,072XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0735,007,17,67,19,1166596,1856697,2005,04/15/2016 08:55:02 AM,41.762342874,-87.664964705,"(41.762342874, -87.664964705)" +4450062,HL662669,10/09/2005 10:14:00 AM,049XX W CORTEZ ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143227,1906531,2005,04/15/2016 08:55:02 AM,41.899561026,-87.749374931,"(41.899561026, -87.749374931)" +4452236,HL662864,10/09/2005 12:50:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168606,1867933,2005,04/15/2016 08:55:02 AM,41.793132754,-87.657274013,"(41.793132754, -87.657274013)" +4452254,HL662871,10/09/2005 01:15:00 PM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1140144,1900219,2005,04/15/2016 08:55:02 AM,41.882297147,-87.760853616,"(41.882297147, -87.760853616)" +4452266,HL681624,10/18/2005 09:17:56 PM,034XX S GILES AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2112,002,2,35,19,1178830,1882177,2005,04/15/2016 08:55:02 AM,41.83199275,-87.61934995,"(41.83199275, -87.61934995)" +4452296,HL681727,10/18/2005 10:49:01 PM,033XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154157,1893254,2005,04/15/2016 08:55:02 AM,41.862916408,-87.709583233,"(41.862916408, -87.709583233)" +4452314,HL681550,10/18/2005 08:52:59 PM,061XX S WASHTENAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159427,1863897,2005,04/15/2016 08:55:02 AM,41.782250567,-87.691043161,"(41.782250567, -87.691043161)" +4452620,HL663017,10/09/2005 02:40:00 PM,056XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138317,1901440,2005,04/15/2016 08:55:02 AM,41.885680977,-87.767532915,"(41.885680977, -87.767532915)" +4453812,HL685983,10/20/2005 11:25:00 PM,092XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185491,1843976,2005,04/15/2016 08:55:02 AM,41.727011397,-87.596111934,"(41.727011397, -87.596111934)" +4460093,HL663111,10/09/2005 03:05:00 PM,012XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151446,1894247,2005,04/15/2016 08:55:02 AM,41.865694933,-87.719509038,"(41.865694933, -87.719509038)" +4460474,HL663821,10/10/2005 12:38:00 AM,069XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167865,1858687,2005,04/15/2016 08:55:02 AM,41.767776544,-87.660256564,"(41.767776544, -87.660256564)" +4460632,HL691288,10/23/2005 05:35:15 PM,029XX W 85TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0835,008,18,70,19,1158144,1848014,2005,04/15/2016 08:55:02 AM,41.738691386,-87.696178334,"(41.738691386, -87.696178334)" +4461302,HL690774,10/23/2005 12:59:51 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153913,1904633,2005,04/15/2016 08:55:02 AM,41.894146429,-87.710175647,"(41.894146429, -87.710175647)" +4461348,HL688250,10/22/2005 12:50:00 AM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899699,2005,04/15/2016 08:55:02 AM,41.880828867,-87.752633786,"(41.880828867, -87.752633786)" +4461407,HL688316,10/22/2005 01:39:09 AM,069XX S STONY ISLAND AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0332,003,5,43,19,1188037,1859316,2005,04/15/2016 08:55:02 AM,41.769045609,-87.586297878,"(41.769045609, -87.586297878)" +4462794,HL685408,10/20/2005 06:24:56 PM,037XX S RHODES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0212,002,4,35,19,1180191,1880126,2005,04/15/2016 08:55:02 AM,41.826333505,-87.614419308,"(41.826333505, -87.614419308)" +4462962,HL691452,10/23/2005 07:28:04 PM,001XX N PARKSIDE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1512,015,29,25,19,1138578,1900413,2005,04/15/2016 08:55:02 AM,41.88285803,-87.766599362,"(41.88285803, -87.766599362)" +4464006,HL690573,10/23/2005 10:40:00 AM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139439,1897791,2005,04/15/2016 08:55:02 AM,41.875647275,-87.763501614,"(41.875647275, -87.763501614)" +4464562,HL687137,10/27/2005 01:45:00 PM,105XX S BENSLEY AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0434,004,10,51,19,1194536,1835716,2005,04/15/2016 08:55:02 AM,41.704127811,-87.563250148,"(41.704127811, -87.563250148)" +4464875,HL699208,10/27/2005 05:00:00 PM,008XX W SHERIDAN RD,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,2324,019,46,6,19,1170010,1926106,2005,04/15/2016 08:55:02 AM,41.952733383,-87.650428565,"(41.952733383, -87.650428565)" +4465362,HL697611,10/26/2005 07:49:00 PM,071XX S NORMAL BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1174197,1857519,2005,04/15/2016 08:55:02 AM,41.764433097,-87.637081657,"(41.764433097, -87.637081657)" +4465969,HL684984,10/20/2005 02:34:03 PM,043XX S MICHIGAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0221,002,3,38,19,1177879,1876339,2005,04/15/2016 08:55:02 AM,41.81599444,-87.62301634,"(41.81599444, -87.62301634)" +4466033,HL684472,10/20/2005 11:20:50 AM,017XX W PRYOR AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2212,022,19,75,19,1166533,1831078,2005,04/15/2016 08:55:02 AM,41.692041778,-87.665923635,"(41.692041778, -87.665923635)" +4466110,HL686707,10/21/2005 12:45:00 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139431,1897790,2005,04/15/2016 08:55:02 AM,41.875644676,-87.763531012,"(41.875644676, -87.763531012)" +4468666,HL675109,10/15/2005 03:17:14 PM,085XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0614,006,21,71,19,1167825,1848076,2005,04/15/2016 08:55:02 AM,41.738659364,-87.660707256,"(41.738659364, -87.660707256)" +4468946,HL687206,10/21/2005 03:16:54 PM,057XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0824,008,16,63,19,1160353,1866523,2005,04/15/2016 08:55:02 AM,41.789437638,-87.687575861,"(41.789437638, -87.687575861)" +4469248,HL685250,10/20/2005 04:57:42 PM,004XX S CENTRAL AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1139130,1897338,2005,04/15/2016 08:55:02 AM,41.874409806,-87.764647184,"(41.874409806, -87.764647184)" +4469459,HL689411,10/22/2005 04:51:50 PM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142697,1900032,2005,04/15/2016 08:55:02 AM,41.88173688,-87.751483513,"(41.88173688, -87.751483513)" +4469520,HL697179,10/26/2005 04:19:39 PM,014XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1021,010,24,29,19,1153601,1892883,2005,04/15/2016 08:55:02 AM,41.861909409,-87.711634125,"(41.861909409, -87.711634125)" +4472208,HL697369,10/26/2005 03:10:00 PM,117XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0532,005,9,53,19,1178941,1827227,2005,04/15/2016 08:55:02 AM,41.681201275,-87.620612992,"(41.681201275, -87.620612992)" +4472240,HL697371,10/26/2005 06:20:00 PM,115XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0524,005,34,53,19,1173050,1828446,2005,04/15/2016 08:55:02 AM,41.684678113,-87.642141296,"(41.684678113, -87.642141296)" +4472656,HL699400,10/27/2005 05:20:00 PM,002XX W CERMAK RD,1680,GAMBLING,OTHER,SMALL RETAIL STORE,true,false,2111,009,25,34,19,1175088,1889743,2005,04/15/2016 08:55:02 AM,41.852838973,-87.63285327,"(41.852838973, -87.63285327)" +4473202,HL699593,10/27/2005 08:30:00 PM,079XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1195555,1852943,2005,04/15/2016 08:55:02 AM,41.751375148,-87.55895132,"(41.751375148, -87.55895132)" +4473424,HK686401,10/14/2004 03:09:43 PM,078XX S SEELEY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0611,006,18,71,19,1164059,1852588,2004,04/15/2016 08:55:02 AM,41.751120907,-87.674378549,"(41.751120907, -87.674378549)" +4473481,HL699748,10/27/2005 09:16:00 PM,115XX S PERRY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0522,005,34,53,19,1177649,1828330,2005,04/15/2016 08:55:02 AM,41.684257305,-87.625309186,"(41.684257305, -87.625309186)" +4474624,HL686981,10/21/2005 01:20:00 PM,066XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1162214,1860647,2005,04/15/2016 08:55:02 AM,41.773274541,-87.6809156,"(41.773274541, -87.6809156)" +4474496,HL683877,10/19/2005 11:44:20 PM,029XX E 91ST ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0423,004,10,46,19,1197216,1845187,2005,04/15/2016 08:55:02 AM,41.730050897,-87.553122375,"(41.730050897, -87.553122375)" +4474645,HL686997,10/21/2005 01:01:00 PM,085XX S RACINE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0613,006,21,71,19,1169813,1848179,2005,04/15/2016 08:55:02 AM,41.738899142,-87.653420656,"(41.738899142, -87.653420656)" +4476453,HL684570,10/20/2005 12:13:11 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899791,2005,04/15/2016 08:55:02 AM,41.881099854,-87.756307159,"(41.881099854, -87.756307159)" +4476629,HL744969,11/19/2005 06:39:36 PM,001XX N LAVERGNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143036,1900160,2005,04/15/2016 08:55:02 AM,41.882081814,-87.750235504,"(41.882081814, -87.750235504)" +4477051,HL693713,10/24/2005 08:30:00 PM,052XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163910,1869931,2005,04/15/2016 08:55:02 AM,41.798715563,-87.674437636,"(41.798715563, -87.674437636)" +4477580,HL644751,09/30/2005 01:54:44 PM,040XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1149659,1895809,2005,04/15/2016 08:55:02 AM,41.870016119,-87.726028701,"(41.870016119, -87.726028701)" +4477710,HL689749,10/22/2005 08:02:18 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0723,007,20,68,19,1171760,1861542,2005,04/15/2016 08:55:02 AM,41.775526478,-87.645896013,"(41.775526478, -87.645896013)" +4477800,HL688056,10/21/2005 10:19:50 PM,080XX S MARYLAND AVE,1680,GAMBLING,OTHER,STREET,true,false,0631,006,8,44,19,1183295,1851976,2005,04/15/2016 08:55:02 AM,41.749015615,-87.603907696,"(41.749015615, -87.603907696)" +4477921,HL688915,10/22/2005 12:24:31 PM,014XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150278,1892873,2005,04/15/2016 08:55:02 AM,41.861947352,-87.723832676,"(41.861947352, -87.723832676)" +4478380,HL742969,11/18/2005 05:38:42 PM,015XX W LAKE ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1333,012,27,28,19,1165961,1901518,2005,04/15/2016 08:55:02 AM,41.885349994,-87.666016147,"(41.885349994, -87.666016147)" +4478694,HL705153,10/30/2005 05:20:39 PM,048XX W IOWA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143837,1905536,2005,04/15/2016 08:55:02 AM,41.896819218,-87.747159347,"(41.896819218, -87.747159347)" +4479886,HL702132,10/29/2005 05:54:42 AM,033XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154121,1899819,2005,04/15/2016 08:55:02 AM,41.880932187,-87.70954025,"(41.880932187, -87.70954025)" +4483074,HL693703,10/24/2005 08:16:23 PM,071XX S EAST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,8,43,19,1188769,1857977,2005,04/15/2016 08:55:02 AM,41.765353802,-87.583657537,"(41.765353802, -87.583657537)" +4483171,HL695105,10/25/2005 03:20:00 PM,031XX W FULTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1331,012,27,27,19,1155312,1901834,2005,04/15/2016 08:55:02 AM,41.886437708,-87.7051128,"(41.886437708, -87.7051128)" +4483575,HL703237,10/29/2005 06:00:00 PM,059XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1137011,1901406,2005,04/15/2016 08:55:02 AM,41.885611206,-87.772329703,"(41.885611206, -87.772329703)" +4484044,HL711656,11/02/2005 06:05:00 PM,008XX W 69TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,6,68,19,1172004,1859103,2005,04/15/2016 08:55:02 AM,41.768828215,-87.64507309,"(41.768828215, -87.64507309)" +4487237,HL713929,11/03/2005 08:52:00 PM,056XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138476,1900177,2005,04/15/2016 08:55:02 AM,41.882212263,-87.766979634,"(41.882212263, -87.766979634)" +4488147,HL713695,11/03/2005 06:40:00 PM,090XX S EXCHANGE AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0423,004,10,46,19,1197339,1845521,2005,04/15/2016 08:55:02 AM,41.73096436,-87.552660702,"(41.73096436, -87.552660702)" +4488399,HL695194,10/25/2005 03:45:00 PM,087XX S MARQUETTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1195771,1847594,2005,04/15/2016 08:55:02 AM,41.736691729,-87.558336336,"(41.736691729, -87.558336336)" +4488440,HL694949,10/25/2005 02:00:00 PM,012XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149582,1893985,2005,04/15/2016 08:55:02 AM,41.865012343,-87.726358743,"(41.865012343, -87.726358743)" +4488970,HL711994,11/02/2005 08:45:00 PM,054XX S BISHOP ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0933,009,16,61,19,1167594,1868587,2005,04/15/2016 08:55:02 AM,41.794949186,-87.660966156,"(41.794949186, -87.660966156)" +4489120,HL713856,11/03/2005 07:30:00 PM,092XX S UNIVERSITY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,47,19,1185491,1843976,2005,04/15/2016 08:55:02 AM,41.727011397,-87.596111934,"(41.727011397, -87.596111934)" +4489188,HL713754,11/03/2005 06:20:00 PM,031XX W LAWRENCE AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,1713,017,33,14,19,1154683,1931724,2005,04/15/2016 08:55:02 AM,41.968470837,-87.706620378,"(41.968470837, -87.706620378)" +4489698,HL707288,10/31/2005 05:23:19 PM,034XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153523,1899806,2005,04/15/2016 08:55:02 AM,41.88090842,-87.711736421,"(41.88090842, -87.711736421)" +4490248,HL714223,11/03/2005 11:22:11 PM,091XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1187714,1844578,2005,04/15/2016 08:55:02 AM,41.728610816,-87.587949814,"(41.728610816, -87.587949814)" +4490395,HL705160,10/30/2005 05:55:39 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150205,1897734,2005,04/15/2016 08:55:02 AM,41.875287921,-87.723973982,"(41.875287921, -87.723973982)" +4493377,HL685509,10/20/2005 07:41:06 PM,037XX S RHODES AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0212,002,4,35,19,1180191,1880112,2005,04/15/2016 08:55:02 AM,41.826295088,-87.614419738,"(41.826295088, -87.614419738)" +4493809,HL712379,11/03/2005 03:46:52 AM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152170,1893209,2005,04/15/2016 08:55:02 AM,41.862832306,-87.716878538,"(41.862832306, -87.716878538)" +4494228,HL687036,10/21/2005 01:26:02 PM,050XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0921,009,16,61,19,1169838,1871335,2005,04/15/2016 08:55:02 AM,41.802441545,-87.652657622,"(41.802441545, -87.652657622)" +4494273,HL697398,10/26/2005 06:00:00 PM,075XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,69,19,1180553,1855041,2005,04/15/2016 08:55:02 AM,41.757489661,-87.613861412,"(41.757489661, -87.613861412)" +4495931,HL715036,11/04/2005 12:00:00 PM,053XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0932,009,16,61,19,1166247,1869399,2005,04/15/2016 08:55:02 AM,41.797206215,-87.66588249,"(41.797206215, -87.66588249)" +4496306,HL712259,11/02/2005 11:11:20 PM,079XX S VERNON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0624,006,6,44,19,1180620,1852473,2005,04/15/2016 08:55:02 AM,41.75044125,-87.613694591,"(41.75044125, -87.613694591)" +4496224,HL740532,11/17/2005 12:57:23 PM,007XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1511,015,29,25,19,1138203,1904159,2005,04/15/2016 08:55:02 AM,41.893144322,-87.767885755,"(41.893144322, -87.767885755)" +4496266,HL712855,11/03/2005 11:07:51 AM,110XX S HOMEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2212,022,19,75,19,1165648,1831346,2005,04/15/2016 08:55:02 AM,41.692795987,-87.669156192,"(41.692795987, -87.669156192)" +4496840,HL717945,11/05/2005 07:02:58 PM,050XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167521,1871281,2005,04/15/2016 08:55:02 AM,41.8023434,-87.661156597,"(41.8023434, -87.661156597)" +4497487,HL717251,11/05/2005 01:09:01 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161223,1859181,2005,04/15/2016 08:55:02 AM,41.769272202,-87.684588927,"(41.769272202, -87.684588927)" +4497811,HL663327,10/09/2005 06:06:05 PM,111XX S DOTY AVE E,1661,GAMBLING,GAME/DICE,STREET,true,false,0513,005,10,51,19,1185381,1831438,2005,04/15/2016 08:55:02 AM,41.692608203,-87.596907663,"(41.692608203, -87.596907663)" +4497994,HL708467,11/01/2005 09:33:59 AM,006XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151940,1903929,2005,04/15/2016 08:55:02 AM,41.892253675,-87.717440461,"(41.892253675, -87.717440461)" +4498092,HL709216,11/01/2005 03:24:49 PM,066XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0832,008,15,66,19,1160849,1860648,2005,04/15/2016 08:55:02 AM,41.773305592,-87.685919366,"(41.773305592, -87.685919366)" +4498475,HL709976,11/01/2005 08:37:53 PM,014XX S DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152937,1892898,2005,04/15/2016 08:55:02 AM,41.861963739,-87.71407118,"(41.861963739, -87.71407118)" +4499736,HL678904,10/17/2005 04:37:08 PM,059XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1169007,1865339,2005,04/15/2016 08:55:02 AM,41.786005851,-87.65587854,"(41.786005851, -87.65587854)" +4499752,HL679027,10/17/2005 05:44:20 PM,054XX S PAYNE DR,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0234,002,20,40,19,1182237,1869218,2005,04/15/2016 08:55:02 AM,41.796353877,-87.607251162,"(41.796353877, -87.607251162)" +4499772,HL709780,11/01/2005 07:32:32 PM,037XX S WABASH AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,3,35,19,1177337,1880401,2005,04/15/2016 08:55:02 AM,41.827153185,-87.624881632,"(41.827153185, -87.624881632)" +4500084,HL663380,10/09/2005 07:01:02 PM,055XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139541,1897793,2005,04/15/2016 08:55:02 AM,41.875650904,-87.763127054,"(41.875650904, -87.763127054)" +4500159,HL709613,11/01/2005 06:15:00 PM,001XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141019,1900701,2005,04/15/2016 08:55:02 AM,41.883603754,-87.757628691,"(41.883603754, -87.757628691)" +4500358,HL679144,10/17/2005 06:48:00 PM,029XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,2,27,19,1156783,1896889,2005,04/15/2016 08:55:02 AM,41.872838465,-87.699844948,"(41.872838465, -87.699844948)" +4500395,HL679283,10/17/2005 07:58:52 PM,119XX S PARNELL AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0524,005,34,53,19,1174783,1825790,2005,04/15/2016 08:55:02 AM,41.677351301,-87.635875986,"(41.677351301, -87.635875986)" +4500553,HL717719,11/05/2005 04:03:50 PM,063XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0726,007,15,67,19,1164446,1862562,2005,04/15/2016 08:55:02 AM,41.778482801,-87.672679658,"(41.778482801, -87.672679658)" +4500586,HL717846,11/05/2005 06:26:30 PM,031XX W MADISON ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1124,011,28,27,19,1155407,1899849,2005,04/15/2016 08:55:02 AM,41.880988763,-87.704817322,"(41.880988763, -87.704817322)" +4504793,HL715799,11/04/2005 05:30:00 PM,117XX S MICHIGAN AVE,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0532,005,9,53,19,1178939,1827284,2005,04/15/2016 08:55:02 AM,41.681357737,-87.620618587,"(41.681357737, -87.620618587)" +4505419,HL667277,10/11/2005 06:25:00 PM,021XX S CHINA PL,1680,GAMBLING,OTHER,COMMERCIAL / BUSINESS OFFICE,true,false,2111,009,25,34,19,1174632,1890168,2005,04/15/2016 08:55:02 AM,41.854015399,-87.634514225,"(41.854015399, -87.634514225)" +4505436,HL655668,10/05/2005 06:15:00 PM,031XX W NORTH AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1423,014,26,24,19,1154975,1910462,2005,04/15/2016 08:55:02 AM,41.9101205,-87.706118715,"(41.9101205, -87.706118715)" +4505545,HL716952,11/05/2005 10:00:00 AM,062XX N LEGETT AVE,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,1621,016,45,12,19,1141948,1941061,2005,04/15/2016 08:55:02 AM,41.994338352,-87.753214341,"(41.994338352, -87.753214341)" +4506358,HL574189,08/27/2005 01:30:00 AM,022XX E 93RD ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0413,004,7,48,19,1192611,1843736,2005,04/15/2016 08:55:02 AM,41.726182521,-87.570038686,"(41.726182521, -87.570038686)" +4506763,HL597805,09/07/2005 06:59:26 PM,005XX E 40TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0213,002,4,38,19,1180714,1878345,2005,04/15/2016 08:55:02 AM,41.821434282,-87.612555366,"(41.821434282, -87.612555366)" +4506771,HL716323,11/04/2005 11:43:06 PM,033XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154059,1899817,2005,04/15/2016 08:55:02 AM,41.880927935,-87.709767964,"(41.880927935, -87.709767964)" +4506920,HL703346,10/29/2005 07:00:00 PM,053XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140654,1904817,2005,04/15/2016 08:55:02 AM,41.894905276,-87.758867832,"(41.894905276, -87.758867832)" +4506957,HL715782,11/04/2005 06:45:00 PM,008XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1140867,1905170,2005,04/15/2016 08:55:02 AM,41.895870035,-87.758076837,"(41.895870035, -87.758076837)" +4506975,HL736707,11/15/2005 12:58:58 PM,050XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142874,1900036,2005,04/15/2016 08:55:02 AM,41.881744562,-87.750833465,"(41.881744562, -87.750833465)" +4507207,HL704361,10/30/2005 09:15:25 AM,050XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1167521,1871281,2005,04/15/2016 08:55:02 AM,41.8023434,-87.661156597,"(41.8023434, -87.661156597)" +4507236,HL702826,10/29/2005 01:30:00 PM,017XX E 71ST PL,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0324,003,5,43,19,1189224,1857920,2005,04/15/2016 08:55:02 AM,41.765186495,-87.581991672,"(41.765186495, -87.581991672)" +4507266,HL715971,11/04/2005 08:14:00 PM,036XX S STATE ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0211,002,3,35,19,1176895,1880737,2005,04/15/2016 08:55:02 AM,41.828085187,-87.626493103,"(41.828085187, -87.626493103)" +4507857,HL702666,10/29/2005 12:30:00 PM,015XX S HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1150299,1892179,2005,04/15/2016 08:55:02 AM,41.860042524,-87.723773675,"(41.860042524, -87.723773675)" +4508287,HL702960,10/29/2005 02:50:00 PM,054XX W HIRSCH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139933,1908786,2005,04/15/2016 08:55:02 AM,41.905809902,-87.76141873,"(41.905809902, -87.76141873)" +4510056,HL734609,11/14/2005 11:25:00 AM,080XX S COTTAGE GROVE AVE,1681,GAMBLING,LOTTERY/PARLAY CARDS,STREET,true,false,0631,006,6,44,19,1182949,1851967,2005,04/15/2016 08:55:02 AM,41.74899896,-87.605175838,"(41.74899896, -87.605175838)" +4510401,HL735076,11/14/2005 03:54:34 PM,006XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152936,1903979,2005,04/15/2016 08:55:02 AM,41.892371204,-87.713781225,"(41.892371204, -87.713781225)" +4514313,HL732962,11/13/2005 12:59:00 PM,063XX S ROCKWELL ST,1680,GAMBLING,OTHER,STREET,true,false,0825,008,15,66,19,1160128,1862532,2005,04/15/2016 08:55:02 AM,41.778490419,-87.688510614,"(41.778490419, -87.688510614)" +4514440,HL735786,11/14/2005 10:40:00 PM,048XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2124,002,4,39,19,1183133,1873130,2005,04/15/2016 08:55:02 AM,41.807067906,-87.603843747,"(41.807067906, -87.603843747)" +4514887,HL687892,10/21/2005 09:06:48 PM,019XX S KEDZIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1022,010,24,29,19,1155335,1890274,2005,04/15/2016 08:55:02 AM,41.85471539,-87.705338909,"(41.85471539, -87.705338909)" +4514968,HL685603,10/20/2005 07:44:35 PM,081XX S COLES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1198236,1851534,2005,04/15/2016 08:55:02 AM,41.747442116,-87.549174037,"(41.747442116, -87.549174037)" +4515074,HL663192,10/09/2005 04:45:00 PM,055XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1169598,1867938,2005,04/15/2016 08:55:02 AM,41.79312501,-87.653636311,"(41.79312501, -87.653636311)" +4515399,HL663769,10/09/2005 11:42:12 PM,001XX N WALLER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138140,1900401,2005,04/15/2016 08:55:02 AM,41.882833027,-87.76820803,"(41.882833027, -87.76820803)" +4515612,HL710205,11/01/2005 11:20:03 PM,046XX S DREXEL BLVD,1661,GAMBLING,GAME/DICE,STREET,true,false,2123,002,4,39,19,1183100,1874483,2005,04/15/2016 08:55:02 AM,41.810781411,-87.603922663,"(41.810781411, -87.603922663)" +4516065,HL721492,11/07/2005 03:58:52 PM,014XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1153600,1892913,2005,04/15/2016 08:55:02 AM,41.861991752,-87.711636999,"(41.861991752, -87.711636999)" +4518304,HL731974,11/12/2005 09:43:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2535,025,26,23,19,1152069,1907756,2005,04/15/2016 08:55:02 AM,41.902752798,-87.716865704,"(41.902752798, -87.716865704)" +4518479,HL723792,11/08/2005 04:33:16 PM,055XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0715,007,15,67,19,1163309,1867799,2005,04/15/2016 08:55:02 AM,41.792877707,-87.67670136,"(41.792877707, -87.67670136)" +4518742,HL724100,11/08/2005 07:42:47 PM,0000X E 43RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0221,002,3,38,19,1177608,1876530,2005,04/15/2016 08:55:02 AM,41.816524703,-87.624004631,"(41.816524703, -87.624004631)" +4518829,HL719424,11/06/2005 01:47:00 PM,071XX S MOZART ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,0831,008,18,66,19,1158607,1857175,2005,04/15/2016 08:55:02 AM,41.763821186,-87.694232668,"(41.763821186, -87.694232668)" +4519092,HL723601,11/08/2005 03:13:14 PM,062XX S HONORE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1165091,1863269,2005,04/15/2016 08:55:02 AM,41.780409278,-87.670295058,"(41.780409278, -87.670295058)" +4519104,HL719945,11/06/2005 08:50:00 PM,007XX W 72ND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0732,007,6,68,19,1172810,1857138,2005,04/15/2016 08:55:02 AM,41.763418282,-87.642176575,"(41.763418282, -87.642176575)" +4519127,HL719967,11/06/2005 08:50:00 PM,069XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,17,66,19,1161930,1858678,2005,04/15/2016 08:55:02 AM,41.767877236,-87.682011342,"(41.767877236, -87.682011342)" +4519750,HL663553,10/09/2005 08:40:00 PM,014XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1149618,1892742,2005,04/15/2016 08:55:02 AM,41.861600704,-87.726258852,"(41.861600704, -87.726258852)" +4520470,HL721546,11/07/2005 04:30:25 PM,065XX S UNION AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0723,007,20,68,19,1172634,1861505,2005,04/15/2016 08:55:02 AM,41.775405729,-87.642693122,"(41.775405729, -87.642693122)" +4522388,HL724135,11/08/2005 07:30:00 PM,047XX N ALBANY AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,1713,017,33,14,19,1154854,1931391,2005,04/15/2016 08:55:02 AM,41.967553631,-87.706000582,"(41.967553631, -87.706000582)" +4522751,HL729106,11/11/2005 12:41:42 PM,050XX W ADAMS ST,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,1533,015,28,25,19,1142970,1898865,2005,04/15/2016 08:55:02 AM,41.878529405,-87.750510152,"(41.878529405, -87.750510152)" +4525340,HL723122,11/08/2005 11:21:17 AM,050XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,28,25,19,1142626,1904503,2005,04/15/2016 08:55:02 AM,41.894007163,-87.751632934,"(41.894007163, -87.751632934)" +4527082,HL729349,11/11/2005 03:03:21 PM,064XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0825,008,15,66,19,1161145,1861984,2005,04/15/2016 08:55:02 AM,41.776965643,-87.684797361,"(41.776965643, -87.684797361)" +4528048,HL726348,11/09/2005 09:25:00 PM,041XX W WEST END AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1148764,1900652,2005,04/15/2016 08:55:02 AM,41.883323195,-87.729189393,"(41.883323195, -87.729189393)" +4528061,HL396809,06/03/2005 04:20:00 PM,065XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160833,1861230,2005,04/15/2016 08:55:02 AM,41.774903013,-87.685961959,"(41.774903013, -87.685961959)" +4528393,HL718288,11/05/2005 10:10:00 PM,038XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0211,002,3,35,19,1179158,1879508,2005,04/15/2016 08:55:02 AM,41.824661323,-87.618228006,"(41.824661323, -87.618228006)" +4528863,HL723432,11/08/2005 01:49:39 PM,024XX W 66TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1161046,1860819,2005,04/15/2016 08:55:02 AM,41.773770768,-87.685192482,"(41.773770768, -87.685192482)" +4529041,HL723178,11/08/2005 12:26:13 PM,076XX S UNION AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0621,006,17,71,19,1172956,1854286,2005,04/15/2016 08:55:02 AM,41.755588822,-87.641725496,"(41.755588822, -87.641725496)" +4529683,HL723253,11/08/2005 12:36:53 PM,030XX E 80TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197768,1852174,2005,04/15/2016 08:55:02 AM,41.749210014,-87.550867559,"(41.749210014, -87.550867559)" +4530345,HL718145,11/05/2005 07:50:00 PM,004XX W 57TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0711,007,3,68,19,1174294,1867135,2005,04/15/2016 08:55:02 AM,41.790818319,-87.636440505,"(41.790818319, -87.636440505)" +4530695,HL687516,10/21/2005 05:28:15 PM,014XX W 73RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1167657,1856330,2005,04/15/2016 08:55:02 AM,41.761313089,-87.661086499,"(41.761313089, -87.661086499)" +4531762,HL705276,10/30/2005 07:08:37 PM,097XX S YATES AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0431,004,7,51,19,1194108,1840854,2005,04/15/2016 08:55:02 AM,41.718237486,-87.564649421,"(41.718237486, -87.564649421)" +4532065,HL742663,11/18/2005 03:58:49 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1168845,1871322,2005,04/15/2016 08:55:02 AM,41.802427393,-87.656299749,"(41.802427393, -87.656299749)" +4532324,HL390693,05/31/2005 07:00:00 PM,050XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1142410,1904845,2005,04/15/2016 08:55:02 AM,41.894949667,-87.752417738,"(41.894949667, -87.752417738)" +4534401,HL771749,12/04/2005 05:00:00 PM,078XX S ESSEX AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0421,004,7,43,19,1194219,1853494,2005,04/15/2016 08:55:02 AM,41.752920028,-87.563828953,"(41.752920028, -87.563828953)" +4539445,HL753543,11/24/2005 10:51:25 AM,039XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,STREET,true,false,1132,011,24,29,19,1150472,1894425,2005,04/15/2016 08:55:02 AM,41.866202441,-87.723080029,"(41.866202441, -87.723080029)" +4540933,HL750123,11/22/2005 03:45:00 PM,069XX S DORCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0332,003,5,43,19,1186741,1859080,2005,04/15/2016 08:55:02 AM,41.768428795,-87.591055791,"(41.768428795, -87.591055791)" +4541203,HM101657,01/01/2006 10:32:48 PM,056XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1512,015,29,25,19,1138340,1901441,2006,04/15/2016 08:55:02 AM,41.885683305,-87.767448428,"(41.885683305, -87.767448428)" +4541748,HL746067,11/20/2005 12:04:20 PM,049XX W SUPERIOR ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1531,015,37,25,19,1143258,1904514,2005,04/15/2016 08:55:02 AM,41.894025567,-87.749311497,"(41.894025567, -87.749311497)" +4541969,HL689146,10/22/2005 02:22:12 PM,006XX N MONTICELLO AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151941,1903922,2005,04/15/2016 08:55:02 AM,41.892234447,-87.717436972,"(41.892234447, -87.717436972)" +4542002,HL689271,10/22/2005 03:29:24 PM,054XX W WASHINGTON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1140131,1900219,2005,04/15/2016 08:55:02 AM,41.882297385,-87.760901352,"(41.882297385, -87.760901352)" +4542696,HL706839,10/31/2005 02:00:00 PM,013XX E 70TH ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0321,003,5,43,19,1186522,1858858,2005,04/15/2016 08:55:02 AM,41.767824791,-87.591865536,"(41.767824791, -87.591865536)" +4543461,HL752344,11/23/2005 05:01:01 PM,005XX E 67TH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0321,003,20,42,19,1180811,1860702,2005,04/15/2016 08:55:02 AM,41.773018105,-87.612742081,"(41.773018105, -87.612742081)" +4544650,HL756713,11/26/2005 04:08:00 PM,036XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1152145,1893209,2005,04/15/2016 08:55:02 AM,41.862832799,-87.716970311,"(41.862832799, -87.716970311)" +4551059,HL728067,11/10/2005 06:45:00 PM,050XX N BROADWAY,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2033,020,48,3,19,1167408,1933496,2005,04/15/2016 08:55:02 AM,41.973068306,-87.659780043,"(41.973068306, -87.659780043)" +4551212,HL728175,11/10/2005 08:45:00 PM,042XX S KEDZIE AVE,1651,GAMBLING,GAME/CARDS,POOL ROOM,true,false,0912,009,14,58,19,1155714,1876473,2005,04/15/2016 08:55:02 AM,41.816836158,-87.704318755,"(41.816836158, -87.704318755)" +4551242,HL731218,11/12/2005 01:15:00 PM,069XX W NORTH AVE,1610,GAMBLING,BOOKMAKING/HORSES,STREET,true,false,2513,025,36,25,19,1129725,1909872,2005,04/15/2016 08:55:02 AM,41.908970668,-87.798892191,"(41.908970668, -87.798892191)" +4551257,HL737497,11/15/2005 05:20:00 PM,044XX N CENTRAL AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1623,016,45,15,19,1138209,1928924,2005,04/15/2016 08:55:02 AM,41.961102078,-87.767263264,"(41.961102078, -87.767263264)" +4552195,HL794653,12/17/2005 11:15:00 AM,049XX N WESTERN AVE,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,2031,020,47,4,19,1159472,1932682,2005,04/15/2016 08:55:02 AM,41.971002158,-87.688984928,"(41.971002158, -87.688984928)" +4553087,HL804133,12/22/2005 03:10:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150232,1897735,2005,04/15/2016 08:55:02 AM,41.875290139,-87.723874822,"(41.875290139, -87.723874822)" +4554542,HL790508,12/15/2005 11:00:00 AM,086XX S MORGAN ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0613,006,21,71,19,1171155,1847632,2005,04/15/2016 08:55:02 AM,41.737368899,-87.648519781,"(41.737368899, -87.648519781)" +4554574,HL781676,12/10/2005 10:35:00 AM,002XX W 22ND PL,1680,GAMBLING,OTHER,RESIDENCE,true,false,2111,009,25,34,19,1175071,1889495,2005,04/15/2016 08:55:02 AM,41.852158823,-87.632923089,"(41.852158823, -87.632923089)" +4556968,HL755522,11/25/2005 05:30:00 PM,022XX S WENTWORTH AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,2111,009,25,34,19,1175325,1889412,2005,04/15/2016 08:55:02 AM,41.851925376,-87.631993335,"(41.851925376, -87.631993335)" +4557007,HL755653,11/25/2005 10:07:34 PM,029XX S DEARBORN ST,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,2113,001,3,35,19,1176241,1885750,2005,04/15/2016 08:55:02 AM,41.841855999,-87.628741678,"(41.841855999, -87.628741678)" +4558817,HL766654,12/01/2005 09:11:28 PM,076XX N SHERIDAN RD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,2422,024,49,1,19,1165528,1950513,2005,04/15/2016 08:55:02 AM,42.01980371,-87.666205668,"(42.01980371, -87.666205668)" +10508056,HZ249715,05/03/2016 01:15:00 PM,007XX N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,28,25,19,1141223,1904471,2016,05/10/2016 03:56:50 PM,41.893945338,-87.75678656,"(41.893945338, -87.75678656)" +4562761,HL712363,11/03/2005 02:59:22 AM,059XX S MORGAN ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0712,007,16,68,19,1170659,1865526,2005,04/15/2016 08:55:02 AM,41.786483123,-87.649816059,"(41.786483123, -87.649816059)" +4563063,HL760091,11/28/2005 02:06:19 PM,012XX W 103RD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2232,022,21,73,19,1169739,1836488,2005,04/15/2016 08:55:02 AM,41.706818914,-87.654029774,"(41.706818914, -87.654029774)" +4563761,HL773844,12/05/2005 08:10:17 PM,034XX W DOUGLAS BLVD,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1021,010,24,29,19,1153714,1893079,2005,04/15/2016 08:55:02 AM,41.862445009,-87.711214105,"(41.862445009, -87.711214105)" +4566102,HL747085,11/21/2005 12:55:00 AM,068XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0724,007,17,68,19,1169832,1859405,2005,04/15/2016 08:55:02 AM,41.76970436,-87.653025811,"(41.76970436, -87.653025811)" +4567410,HL744308,11/19/2005 12:23:31 PM,022XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1013,010,22,30,19,1152383,1888994,2005,04/15/2016 08:55:02 AM,41.851261652,-87.716207843,"(41.851261652, -87.716207843)" +4567426,HL786884,12/13/2005 11:40:00 AM,013XX S INDEPENDENCE BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151466,1893604,2005,04/15/2016 08:55:02 AM,41.863930074,-87.719452496,"(41.863930074, -87.719452496)" +4568865,HL769433,12/03/2005 10:15:00 AM,033XX W LAWRENCE AVE,1680,GAMBLING,OTHER,STREET,true,false,1713,017,39,14,19,1153073,1931690,2005,04/15/2016 08:55:02 AM,41.968409703,-87.712541208,"(41.968409703, -87.712541208)" +4568895,HL769436,12/03/2005 10:30:00 AM,033XX W LAWRENCE AVE,1680,GAMBLING,OTHER,STREET,true,false,1713,017,39,14,19,1153068,1931690,2005,04/15/2016 08:55:02 AM,41.968409802,-87.712559593,"(41.968409802, -87.712559593)" +4570273,HL812115,12/27/2005 04:08:12 PM,035XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1133,011,24,27,19,1152985,1896805,2005,04/15/2016 08:55:02 AM,41.872684032,-87.713791472,"(41.872684032, -87.713791472)" +4570567,HL814373,12/28/2005 08:02:44 PM,004XX E 62ND ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0313,003,20,42,19,1180408,1864003,2005,04/15/2016 08:55:02 AM,41.78208563,-87.614118161,"(41.78208563, -87.614118161)" +4570826,HL750772,11/22/2005 09:40:00 PM,050XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0223,002,4,38,19,1182434,1871952,2005,04/15/2016 08:55:02 AM,41.803851632,-87.606443973,"(41.803851632, -87.606443973)" +4571125,HL801724,12/21/2005 11:05:00 AM,026XX W LAWRENCE AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1911,019,47,4,19,1157997,1931783,2005,04/15/2016 08:55:02 AM,41.968565569,-87.694433309,"(41.968565569, -87.694433309)" +4571237,HL750866,11/22/2005 05:10:00 PM,071XX W HIGGINS AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,1613,016,41,10,19,1127843,1936011,2005,04/15/2016 08:55:02 AM,41.98073114,-87.805214304,"(41.98073114, -87.805214304)" +4571286,HL750868,11/22/2005 10:00:00 PM,061XX W DIVERSEY AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2511,025,29,19,19,1135146,1917970,2005,04/15/2016 08:55:02 AM,41.931098121,-87.778785219,"(41.931098121, -87.778785219)" +4574641,HL801876,12/21/2005 12:36:00 PM,011XX W BERWYN AVE,1680,GAMBLING,OTHER,CTA TRAIN,true,false,2023,020,48,77,19,1167718,1935356,2005,04/15/2016 08:55:02 AM,41.978165506,-87.658586238,"(41.978165506, -87.658586238)" +4577159,HL815961,12/29/2005 05:54:00 PM,066XX S NORMAL BLVD,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,0722,007,6,68,19,1174240,1860789,2005,04/15/2016 08:55:02 AM,41.773405401,-87.636826993,"(41.773405401, -87.636826993)" +4578897,HL768671,12/02/2005 08:00:00 PM,063XX N CLARK ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2433,024,40,77,19,1164439,1942389,2005,04/15/2016 08:55:02 AM,41.997534513,-87.670444563,"(41.997534513, -87.670444563)" +4578915,HL745274,11/19/2005 10:03:50 PM,053XX S DAMEN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0915,009,16,61,19,1163934,1869073,2005,04/15/2016 08:55:02 AM,41.7963606,-87.674373743,"(41.7963606, -87.674373743)" +4579103,HL784255,12/12/2005 01:20:00 AM,051XX W CHICAGO AVE,1661,GAMBLING,GAME/DICE,RESTAURANT,true,false,1531,015,37,25,19,1141960,1904844,2005,04/15/2016 08:55:02 AM,41.894955272,-87.754070514,"(41.894955272, -87.754070514)" +4579110,HL410075,06/02/2005 09:02:00 PM,002XX W 24TH PL,1680,GAMBLING,OTHER,OTHER,true,false,2111,009,25,34,19,1175171,1888068,2005,04/15/2016 08:55:02 AM,41.84824079,-87.632598803,"(41.84824079, -87.632598803)" +4579320,HL521826,08/01/2005 04:32:20 PM,070XX S PAXTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0331,003,5,43,19,1192111,1858331,2005,04/15/2016 08:55:02 AM,41.766244623,-87.571396792,"(41.766244623, -87.571396792)" +4579585,HL811051,12/26/2005 12:01:00 AM,065XX S LANGLEY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0321,003,20,42,19,1182019,1861712,2005,04/15/2016 08:55:02 AM,41.775761783,-87.608282688,"(41.775761783, -87.608282688)" +4579602,HL818634,12/31/2005 05:43:18 AM,062XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,CHA HALLWAY/STAIRWELL/ELEVATOR,true,false,0311,003,20,40,19,1179567,1863737,2005,04/15/2016 08:55:02 AM,41.781374962,-87.617209584,"(41.781374962, -87.617209584)" +4581287,HL811040,12/26/2005 11:50:00 PM,050XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142505,1902801,2005,04/15/2016 08:55:02 AM,41.889338923,-87.752119676,"(41.889338923, -87.752119676)" +4581324,HL818148,12/30/2005 10:10:00 PM,029XX E 80TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0422,004,7,46,19,1197455,1852498,2005,04/15/2016 08:55:02 AM,41.750106898,-87.552003706,"(41.750106898, -87.552003706)" +4588502,HM113419,01/08/2006 04:40:00 PM,002XX W 105TH ST,1651,GAMBLING,GAME/CARDS,ALLEY,true,false,0512,005,34,49,19,1176460,1835312,2006,04/15/2016 08:55:02 AM,41.703443677,-87.629452877,"(41.703443677, -87.629452877)" +4588537,HM127369,01/16/2006 02:24:51 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144183,1898894,2006,04/15/2016 08:55:02 AM,41.878586294,-87.746055487,"(41.878586294, -87.746055487)" +4588680,HM128150,01/16/2006 09:09:53 PM,074XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176684,1855576,2006,04/15/2016 08:55:02 AM,41.75904568,-87.628024599,"(41.75904568, -87.628024599)" +4588800,HL760861,11/28/2005 08:30:48 PM,006XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152933,1904095,2005,04/15/2016 08:55:02 AM,41.892689579,-87.713789167,"(41.892689579, -87.713789167)" +4589856,HL817929,12/30/2005 06:31:36 PM,077XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194862,1854246,2005,04/15/2016 08:55:02 AM,41.754967768,-87.561447938,"(41.754967768, -87.561447938)" +4589891,HL777601,12/07/2005 09:40:00 PM,063XX W 65TH ST,1680,GAMBLING,OTHER,TAVERN/LIQUOR STORE,true,false,0812,008,13,64,19,1135325,1860739,2005,04/15/2016 08:55:02 AM,41.77404448,-87.779483926,"(41.77404448, -87.779483926)" +4590589,HL777602,12/07/2005 10:00:00 PM,063XX W 65TH ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,0812,008,13,64,19,1135325,1860739,2005,04/15/2016 08:55:02 AM,41.77404448,-87.779483926,"(41.77404448, -87.779483926)" +4591480,HL622680,09/19/2005 06:25:56 PM,048XX W 45TH ST,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,0814,008,23,56,19,1145003,1874369,2005,04/15/2016 08:55:02 AM,41.8112709,-87.743662876,"(41.8112709, -87.743662876)" +4591540,HL748092,11/21/2005 02:08:17 PM,050XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1168845,1871315,2005,04/15/2016 08:55:02 AM,41.802408184,-87.656299951,"(41.802408184, -87.656299951)" +4592031,HL774826,12/06/2005 01:05:00 PM,009XX S MAY ST,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1213,012,25,28,19,1168912,1896009,2005,04/15/2016 08:55:02 AM,41.870169406,-87.655339401,"(41.870169406, -87.655339401)" +4592034,HM105098,01/03/2006 09:05:25 PM,016XX N AUSTIN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2531,025,29,25,19,1136159,1910199,2006,04/15/2016 08:55:02 AM,41.909755556,-87.775248423,"(41.909755556, -87.775248423)" +4592219,HL789622,12/14/2005 06:00:00 PM,031XX W 51ST ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,0911,009,14,63,19,1156124,1870644,2005,04/15/2016 08:55:02 AM,41.800832358,-87.702971593,"(41.800832358, -87.702971593)" +4592240,HL793847,12/16/2005 09:45:00 PM,025XX W PETERSON AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,GROCERY FOOD STORE,true,false,2413,024,50,2,19,1158144,1939768,2005,04/15/2016 08:55:02 AM,41.990473774,-87.693673541,"(41.990473774, -87.693673541)" +4593569,HM115344,01/09/2006 07:45:00 PM,065XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,0725,007,15,67,19,1165796,1861234,2006,04/15/2016 08:55:02 AM,41.774810029,-87.667768146,"(41.774810029, -87.667768146)" +4598701,HM126317,01/15/2006 08:32:22 PM,035XX S WASHTENAW AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0913,009,12,58,19,1158945,1880882,2006,04/15/2016 08:55:02 AM,41.828869474,-87.692345902,"(41.828869474, -87.692345902)" +4598982,HL703499,10/29/2005 07:34:04 PM,057XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,STREET,true,false,0713,007,16,67,19,1168969,1866726,2005,04/15/2016 08:55:02 AM,41.789812764,-87.655977802,"(41.789812764, -87.655977802)" +4599029,HL756459,11/26/2005 12:38:16 PM,007XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150254,1904756,2005,04/15/2016 08:55:02 AM,41.894556091,-87.723610888,"(41.894556091, -87.723610888)" +4599059,HM116708,01/10/2006 03:35:00 PM,055XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168606,1867922,2006,04/15/2016 08:55:02 AM,41.793102569,-87.65727433,"(41.793102569, -87.65727433)" +4600471,HM115112,01/09/2006 05:17:16 PM,084XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,7,46,19,1194965,1849567,2006,04/15/2016 08:55:02 AM,41.742125685,-87.561224349,"(41.742125685, -87.561224349)" +4603457,HM119005,01/11/2006 06:30:00 PM,068XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0832,008,17,66,19,1161221,1859235,2006,04/15/2016 08:55:02 AM,41.769420427,-87.684594765,"(41.769420427, -87.684594765)" +4603530,HM124863,01/14/2006 10:34:26 PM,0000X N LATROBE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,28,25,19,1141385,1899770,2006,04/15/2016 08:55:02 AM,41.881042228,-87.756307677,"(41.881042228, -87.756307677)" +4606006,HM200425,02/25/2006 12:24:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142578,1910502,2006,04/15/2016 08:55:02 AM,41.910469993,-87.751659833,"(41.910469993, -87.751659833)" +4608246,HM101528,01/01/2006 08:17:01 PM,003XX E PERSHING RD,1661,GAMBLING,GAME/DICE,TAVERN/LIQUOR STORE,true,false,0211,002,3,35,19,1179273,1879203,2006,04/15/2016 08:55:02 AM,41.823821752,-87.617815429,"(41.823821752, -87.617815429)" +4608339,HM113667,01/08/2006 07:55:50 PM,061XX S KIMBARK AVE,1661,GAMBLING,GAME/DICE,RESIDENCE,true,false,0314,003,20,42,19,1185698,1864503,2006,04/15/2016 08:55:02 AM,41.783334618,-87.594708112,"(41.783334618, -87.594708112)" +4609153,HM121103,01/12/2006 08:40:00 PM,099XX S CRANDON AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0431,004,7,51,19,1193472,1839522,2006,04/15/2016 08:55:02 AM,41.714597905,-87.567022232,"(41.714597905, -87.567022232)" +4610385,HM123849,01/14/2006 10:30:00 AM,028XX S THOMAS BARCLAY DR,1631,GAMBLING,WIREROOM/SPORTS,RESIDENCE,true,false,0923,009,11,60,19,1167869,1886062,2006,04/15/2016 08:55:02 AM,41.842896516,-87.65945517,"(41.842896516, -87.65945517)" +4610750,HM119169,01/11/2006 07:10:00 PM,039XX W IRVING PARK RD,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1732,017,39,16,19,1149190,1926286,2006,04/15/2016 08:55:02 AM,41.95365705,-87.726959518,"(41.95365705, -87.726959518)" +4610765,HM119173,01/11/2006 06:30:00 PM,021XX S CHINA PL,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,2111,009,25,34,19,1174576,1890131,2006,04/15/2016 08:55:02 AM,41.853915119,-87.634720869,"(41.853915119, -87.634720869)" +4611065,HM111072,01/07/2006 09:15:00 AM,045XX S NORMAL AVE,1631,GAMBLING,WIREROOM/SPORTS,STREET,true,false,0935,009,11,61,19,1173712,1875004,2006,04/15/2016 08:55:02 AM,41.812424578,-87.638341252,"(41.812424578, -87.638341252)" +4612471,HM146943,01/26/2006 10:25:57 PM,017XX W 63RD ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0714,007,15,67,19,1165975,1862912,2006,04/15/2016 08:55:02 AM,41.779410874,-87.667064299,"(41.779410874, -87.667064299)" +4612514,HM148038,01/27/2006 01:28:21 PM,078XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1164722,1852637,2006,04/15/2016 08:55:02 AM,41.75124141,-87.671947596,"(41.75124141, -87.671947596)" +4614941,HM133074,01/19/2006 03:30:00 PM,078XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,PARKING LOT/GARAGE(NON.RESID.),true,false,0624,006,6,69,19,1183264,1853110,2006,04/15/2016 08:55:02 AM,41.752128151,-87.603986066,"(41.752128151, -87.603986066)" +4615573,HM117126,01/10/2006 07:15:00 PM,002XX E 51ST ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,3,40,19,1178650,1871260,2006,04/15/2016 08:55:02 AM,41.802039699,-87.620342746,"(41.802039699, -87.620342746)" +4615669,HM105074,01/03/2006 08:10:00 PM,049XX W FOSTER AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,RESTAURANT,true,false,1623,016,45,12,19,1142285,1934118,2006,04/15/2016 08:55:02 AM,41.975279974,-87.752147994,"(41.975279974, -87.752147994)" +4615695,HM106575,01/04/2006 05:30:00 PM,048XX N SPAULDING AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1713,017,39,14,19,1153508,1931886,2006,04/15/2016 08:55:02 AM,41.968938879,-87.710936491,"(41.968938879, -87.710936491)" +4615778,HM106872,01/04/2006 07:20:00 PM,033XX N CENTRAL AVE,1651,GAMBLING,GAME/CARDS,OTHER,true,false,1633,016,38,15,19,1138442,1921593,2006,04/15/2016 08:55:02 AM,41.940980874,-87.766584853,"(41.940980874, -87.766584853)" +4615905,HM130408,01/17/2006 11:30:00 PM,049XX W DIVERSEY AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,TAVERN/LIQUOR STORE,true,false,2521,025,31,19,19,1143034,1918165,2006,04/15/2016 08:55:02 AM,41.931489562,-87.74979308,"(41.931489562, -87.74979308)" +4615937,HM130415,01/17/2006 09:45:00 PM,053XX N LINCOLN AVE,1670,GAMBLING,GAME/AMUSEMENT DEVICE,POOL ROOM,true,false,2011,020,40,4,19,1158456,1935539,2006,04/15/2016 08:55:02 AM,41.978862812,-87.692642294,"(41.978862812, -87.692642294)" +4616021,HM102586,01/02/2006 04:01:14 PM,075XX S COLFAX AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1194835,1855450,2006,04/15/2016 08:55:02 AM,41.7582723,-87.561507298,"(41.7582723, -87.561507298)" +4620319,HM138609,01/22/2006 12:30:00 PM,053XX S LAFLIN ST,1651,GAMBLING,GAME/CARDS,STREET,true,false,0933,009,16,61,19,1167242,1869336,2006,04/15/2016 08:55:02 AM,41.797012077,-87.662235498,"(41.797012077, -87.662235498)" +4620950,HM129682,01/17/2006 04:30:00 PM,123XX S HALSTED ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0523,005,34,53,19,1173227,1823129,2006,04/15/2016 08:55:02 AM,41.670083502,-87.641649599,"(41.670083502, -87.641649599)" +4622346,HM145052,01/25/2006 10:45:00 PM,060XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1164722,1864632,2006,04/15/2016 08:55:02 AM,41.784157326,-87.671609424,"(41.784157326, -87.671609424)" +4623072,HM145728,01/26/2006 09:53:00 AM,100XX W OHARE ST,1661,GAMBLING,GAME/DICE,AIRPORT/AIRCRAFT,true,false,1651,016,41,76,19,1100658,1934241,2006,04/15/2016 08:55:02 AM,41.976290414,-87.905227221,"(41.976290414, -87.905227221)" +4623348,HL532302,08/06/2005 03:32:42 PM,034XX W MONROE ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,1123,011,28,27,19,1153502,1899322,2005,04/15/2016 08:55:02 AM,41.879580691,-87.711826402,"(41.879580691, -87.711826402)" +4625019,HM114839,01/09/2006 03:31:47 PM,058XX S ADA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168329,1865894,2006,04/15/2016 08:55:02 AM,41.78754347,-87.658348444,"(41.78754347, -87.658348444)" +4625130,HM144697,01/25/2006 05:45:00 PM,049XX N PULASKI RD,1631,GAMBLING,WIREROOM/SPORTS,RESTAURANT,true,false,1712,017,39,14,19,1148838,1932435,2006,04/15/2016 08:55:02 AM,41.970537183,-87.728093852,"(41.970537183, -87.728093852)" +4625142,HM144204,01/25/2006 02:00:00 PM,017XX W 71ST ST,1626,GAMBLING,ILLEGAL ILL LOTTERY,STREET,true,false,0735,007,17,67,19,1166144,1857617,2006,04/15/2016 08:55:02 AM,41.764877104,-87.666595215,"(41.764877104, -87.666595215)" +4625927,HM133166,01/19/2006 02:00:00 PM,077XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0611,006,18,71,19,1164702,1853314,2006,04/15/2016 08:55:02 AM,41.753099617,-87.672001817,"(41.753099617, -87.672001817)" +4631159,HM123969,01/14/2006 11:58:40 AM,051XX S MAY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0934,009,16,61,19,1169524,1870707,2006,04/15/2016 08:55:02 AM,41.800725062,-87.6538274,"(41.800725062, -87.6538274)" +4637913,HM167801,02/07/2006 10:50:28 AM,002XX E PERSHING RD,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, BUILDING",true,false,0211,002,3,35,19,1178744,1879190,2006,04/15/2016 08:55:02 AM,41.823798151,-87.619756522,"(41.823798151, -87.619756522)" +4643187,HM167903,01/07/2006 11:00:00 AM,103XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,OTHER,true,false,2232,022,21,73,19,1169846,1836251,2006,04/15/2016 08:55:02 AM,41.706166232,-87.653644792,"(41.706166232, -87.653644792)" +4645781,HM174793,02/10/2006 11:25:00 PM,004XX N LARAMIE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1523,015,28,25,19,1141627,1902408,2006,04/15/2016 08:55:02 AM,41.888276758,-87.755353816,"(41.888276758, -87.755353816)" +4646350,HL666657,10/11/2005 02:29:00 PM,054XX N HARLEM AVE,1680,GAMBLING,OTHER,OTHER,true,false,1613,016,41,10,19,1127365,1935654,2005,04/15/2016 08:55:02 AM,41.97975957,-87.806980331,"(41.97975957, -87.806980331)" +4647012,HM170968,02/08/2006 10:04:36 PM,078XX S ESSEX AVE,1651,GAMBLING,GAME/CARDS,RESIDENCE PORCH/HALLWAY,true,false,0421,004,7,43,19,1194219,1853488,2006,04/15/2016 08:55:02 AM,41.752903563,-87.56382915,"(41.752903563, -87.56382915)" +10543935,HZ289641,06/01/2016 10:11:00 PM,033XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1154081,1899336,2016,06/08/2016 03:59:54 PM,41.879607583,-87.709700016,"(41.879607583, -87.709700016)" +10546660,HZ292442,06/03/2016 07:42:00 PM,073XX S VINCENNES AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0731,007,6,69,19,1176111,1856222,2016,06/10/2016 03:52:39 PM,41.760831252,-87.63010525,"(41.760831252, -87.63010525)" +10547268,HZ293165,06/04/2016 10:45:00 AM,063XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166413,1862667,2016,06/11/2016 03:53:19 PM,41.778729239,-87.665465514,"(41.778729239, -87.665465514)" +10547747,HZ293877,06/04/2016 10:00:00 AM,007XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151254,1904694,2016,06/11/2016 03:53:19 PM,41.894366398,-87.719939781,"(41.894366398, -87.719939781)" +10548536,HZ294984,06/05/2016 08:17:00 PM,040XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,1132,011,24,26,19,1149493,1898049,2016,06/12/2016 03:52:19 PM,41.876166158,-87.726580011,"(41.876166158, -87.726580011)" +10554277,HZ300670,06/09/2016 08:01:00 PM,080XX S GREEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,21,71,19,1172033,1851605,2016,06/16/2016 03:50:42 PM,41.748252124,-87.645186641,"(41.748252124, -87.645186641)" +10556417,HZ303145,06/11/2016 02:55:00 PM,074XX S KENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186501,1855866,2016,06/18/2016 03:54:19 PM,41.759614966,-87.592037022,"(41.759614966, -87.592037022)" +10557478,HZ304733,06/12/2016 07:00:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156221,1896546,2016,06/19/2016 03:51:26 PM,41.871908601,-87.701917582,"(41.871908601, -87.701917582)" +10557550,HZ304783,06/12/2016 06:43:00 PM,049XX W HUBBARD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143365,1902559,2016,06/19/2016 03:51:26 PM,41.888658818,-87.748967416,"(41.888658818, -87.748967416)" +10558343,HZ305465,06/13/2016 11:21:00 AM,069XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0735,007,17,67,19,1165879,1858637,2016,06/20/2016 03:56:02 PM,41.767681754,-87.667537579,"(41.767681754, -87.667537579)" +10560539,HZ307690,06/14/2016 07:12:00 PM,063XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159800,1862464,2016,06/21/2016 03:56:51 PM,41.77831056,-87.689714955,"(41.77831056, -87.689714955)" +10561910,HZ308690,06/15/2016 02:20:00 PM,050XX W ADAMS ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1533,015,28,25,19,1142522,1898854,2016,06/22/2016 03:52:12 PM,41.878507556,-87.752155409,"(41.878507556, -87.752155409)" +10562167,HZ309208,06/15/2016 07:44:00 PM,068XX S BISHOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167846,1859364,2016,06/22/2016 03:52:12 PM,41.769634728,-87.66030679,"(41.769634728, -87.66030679)" +10564993,HZ312161,06/17/2016 08:28:00 PM,051XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1141903,1901454,2016,06/24/2016 03:51:41 PM,41.885653759,-87.754363872,"(41.885653759, -87.754363872)" +10565938,HZ313524,06/18/2016 08:06:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161296,1856561,2016,06/25/2016 03:51:43 PM,41.762081033,-87.684393797,"(41.762081033, -87.684393797)" +10566006,HZ313592,06/18/2016 10:10:00 PM,067XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161896,1859851,2016,06/25/2016 03:51:43 PM,41.77109682,-87.682103413,"(41.77109682, -87.682103413)" +10572386,HZ320255,06/23/2016 02:35:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161129,1862546,2016,06/30/2016 03:51:05 PM,41.778508181,-87.68484048,"(41.778508181, -87.68484048)" +10574155,HZ322040,06/24/2016 06:40:00 PM,005XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1151293,1903265,2016,07/01/2016 03:50:51 PM,41.89044431,-87.71983407,"(41.89044431, -87.71983407)" +10574237,HZ322147,06/24/2016 08:48:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144194,1901500,2016,07/01/2016 03:50:51 PM,41.885737265,-87.745949604,"(41.885737265, -87.745949604)" +10575106,HZ323342,06/25/2016 04:08:00 PM,004XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150643,1902782,2016,07/02/2016 03:52:13 PM,41.889131636,-87.722233828,"(41.889131636, -87.722233828)" +10575119,HZ323455,06/25/2016 07:36:00 PM,004XX E 43RD ST,1680,GAMBLING,OTHER,SIDEWALK,true,false,0214,002,3,38,19,1180128,1876604,2016,07/02/2016 03:52:13 PM,41.81667031,-87.614758505,"(41.81667031, -87.614758505)" +10576001,HZ324678,06/26/2016 07:15:00 PM,063XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160796,1862490,2016,07/03/2016 03:50:56 PM,41.778361393,-87.68606283,"(41.778361393, -87.68606283)" +10578623,HZ327471,06/28/2016 06:16:00 PM,012XX N LOCKWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1140793,1907954,2016,07/05/2016 03:58:21 PM,41.90351102,-87.758280089,"(41.90351102, -87.758280089)" +10580149,HZ329146,06/29/2016 10:38:00 PM,015XX S KOMENSKY AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1012,010,24,29,19,1149634,1892212,2016,07/06/2016 03:58:02 PM,41.86014601,-87.726213876,"(41.86014601, -87.726213876)" +10581298,HZ330480,06/30/2016 09:02:00 PM,055XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2532,025,37,25,19,1139217,1910088,2016,07/07/2016 03:51:23 PM,41.909395811,-87.764017147,"(41.909395811, -87.764017147)" +10582197,HZ331259,07/01/2016 01:20:00 PM,070XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0734,007,17,67,19,1167224,1857978,2016,07/08/2016 03:50:42 PM,41.765844695,-87.662626385,"(41.765844695, -87.662626385)" +10582253,HZ331371,07/01/2016 02:28:00 PM,113XX S EDBROOKE AVE,1680,GAMBLING,OTHER,SIDEWALK,true,false,0531,005,9,49,19,1179226,1829716,2016,07/08/2016 03:50:42 PM,41.688024981,-87.619494255,"(41.688024981, -87.619494255)" +10583452,HZ333002,07/02/2016 05:50:00 PM,064XX S ROCKWELL ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160148,1861804,2016,07/09/2016 03:49:25 PM,41.776492273,-87.688457306,"(41.776492273, -87.688457306)" +10584036,HZ333761,07/03/2016 11:19:00 AM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151587,1904667,2016,07/10/2016 03:56:37 PM,41.894285768,-87.718717474,"(41.894285768, -87.718717474)" +10584064,HZ333744,07/03/2016 10:15:00 AM,038XX W FERDINAND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150536,1903060,2016,07/10/2016 03:56:37 PM,41.889896588,-87.722619512,"(41.889896588, -87.722619512)" +10584133,HZ333861,07/03/2016 01:00:00 PM,041XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1148711,1899689,2016,07/10/2016 03:56:37 PM,41.880681639,-87.729408899,"(41.880681639, -87.729408899)" +10584489,HZ334340,07/03/2016 09:20:00 PM,067XX S CLAREMONT AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,17,66,19,1161894,1859939,2016,07/10/2016 03:56:37 PM,41.771338346,-87.682108302,"(41.771338346, -87.682108302)" +10585670,HZ335854,07/05/2016 02:55:00 AM,083XX S KINGSTON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0423,004,7,46,19,1194622,1850152,2016,07/12/2016 03:53:40 PM,41.743739412,-87.56246187,"(41.743739412, -87.56246187)" +10586209,HZ336573,07/05/2016 02:15:00 PM,001XX N CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,1222,012,27,27,19,1157702,1900913,2016,07/12/2016 03:53:40 PM,41.883862049,-87.696361214,"(41.883862049, -87.696361214)" +10588056,HZ338794,07/06/2016 10:23:00 PM,083XX S PEORIA ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0613,006,21,71,19,1171747,1849558,2016,07/13/2016 03:50:12 PM,41.742641156,-87.646294529,"(41.742641156, -87.646294529)" +10589197,HZ339911,07/07/2016 06:43:00 PM,063XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159800,1862471,2016,07/14/2016 03:51:03 PM,41.778329769,-87.689714763,"(41.778329769, -87.689714763)" +10589274,HZ339978,07/07/2016 07:25:00 PM,063XX S CALIFORNIA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1158801,1862530,2016,07/14/2016 03:51:03 PM,41.778512133,-87.693375564,"(41.778512133, -87.693375564)" +10592333,HZ343560,07/10/2016 04:04:00 PM,092XX S BLACKSTONE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0413,004,8,48,19,1187726,1844111,2016,07/17/2016 03:49:30 PM,41.727329033,-87.58792067,"(41.727329033, -87.58792067)" +10592477,HZ343976,07/10/2016 11:23:00 PM,031XX W HARRISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155457,1897193,2016,07/17/2016 03:49:30 PM,41.873699424,-87.704705156,"(41.873699424, -87.704705156)" +10593499,HZ344762,07/11/2016 03:00:00 PM,056XX S MAY ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0712,007,16,68,19,1169613,1867427,2016,07/18/2016 03:55:46 PM,41.791722442,-87.653596123,"(41.791722442, -87.653596123)" +10597937,HZ349259,07/14/2016 08:08:00 PM,064XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0825,008,15,66,19,1160814,1861887,2016,07/21/2016 03:55:21 PM,41.776706305,-87.686013481,"(41.776706305, -87.686013481)" +10600926,HZ352812,07/17/2016 03:26:00 PM,070XX S ADA ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0734,007,17,67,19,1168543,1858117,2016,07/24/2016 03:50:31 PM,41.766197804,-87.657787798,"(41.766197804, -87.657787798)" +10603550,HZ355358,07/19/2016 01:01:00 PM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143647,1898881,2016,07/26/2016 03:54:57 PM,41.878560668,-87.748023918,"(41.878560668, -87.748023918)" +10606815,HZ358824,07/21/2016 08:15:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141504,1898830,2016,07/28/2016 03:54:39 PM,41.878460552,-87.755893934,"(41.878460552, -87.755893934)" +10608053,HZ360210,07/22/2016 07:58:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142386,1899694,2016,07/29/2016 03:54:32 PM,41.880815147,-87.75263391,"(41.880815147, -87.75263391)" +10608114,HZ360244,07/22/2016 08:05:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141489,1898830,2016,07/29/2016 03:54:32 PM,41.878460829,-87.755949012,"(41.878460829, -87.755949012)" +10611211,HZ364214,07/25/2016 06:24:00 PM,015XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142093,1909721,2016,08/01/2016 03:55:50 PM,41.908335854,-87.753460959,"(41.908335854, -87.753460959)" +10611395,HZ364480,07/25/2016 09:45:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0723,007,20,68,19,1171764,1861427,2016,08/01/2016 03:55:50 PM,41.775210816,-87.645884719,"(41.775210816, -87.645884719)" +10611486,HZ364601,07/26/2016 12:17:00 AM,057XX S ELIZABETH ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0713,007,16,67,19,1168971,1866651,2016,08/03/2016 03:52:15 PM,41.789606912,-87.655972636,"(41.789606912, -87.655972636)" +10612956,HZ365884,07/26/2016 08:05:00 PM,063XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1166413,1862660,2016,08/03/2016 03:52:15 PM,41.778710031,-87.665465714,"(41.778710031, -87.665465714)" +10617457,HZ370222,07/29/2016 07:20:00 PM,038XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150789,1898736,2016,08/05/2016 03:49:55 PM,41.878026122,-87.721803536,"(41.878026122, -87.721803536)" +10617514,HZ370308,07/29/2016 09:54:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141489,1898830,2016,08/05/2016 03:49:55 PM,41.878460829,-87.755949012,"(41.878460829, -87.755949012)" +10618137,HZ371229,07/30/2016 03:18:00 PM,059XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0712,007,16,68,19,1170993,1865365,2016,08/06/2016 03:51:32 PM,41.786034028,-87.648596146,"(41.786034028, -87.648596146)" +10619449,HZ372856,07/31/2016 07:23:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154797,1901447,2016,08/07/2016 03:48:40 PM,41.885386072,-87.707014386,"(41.885386072, -87.707014386)" +10622618,HZ375769,08/02/2016 08:13:00 PM,061XX S CAMPBELL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160757,1863873,2016,08/09/2016 04:02:00 PM,41.782157342,-87.686167649,"(41.782157342, -87.686167649)" +10623884,HZ376497,08/03/2016 01:05:00 PM,056XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1166969,1867383,2016,08/10/2016 03:55:25 PM,41.791658657,-87.663292443,"(41.791658657, -87.663292443)" +10624158,HZ377049,08/03/2016 07:10:00 PM,050XX S ABERDEEN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0933,009,16,61,19,1169836,1871436,2016,08/10/2016 03:55:25 PM,41.802718744,-87.652662023,"(41.802718744, -87.652662023)" +10624399,HZ377270,08/03/2016 10:30:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150993,1894437,2016,08/10/2016 03:55:25 PM,41.866225191,-87.721167065,"(41.866225191, -87.721167065)" +10625801,HZ378105,08/04/2016 03:28:00 PM,047XX S SHIELDS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0935,009,3,37,19,1174753,1873557,2016,08/11/2016 03:53:07 PM,41.808430707,-87.634566043,"(41.808430707, -87.634566043)" +10625852,HZ378204,08/04/2016 04:00:00 PM,087XX S WABASH AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0632,006,6,44,19,1178238,1847080,2016,08/11/2016 03:53:07 PM,41.735696551,-87.622586501,"(41.735696551, -87.622586501)" +10627764,HZ379929,08/05/2016 07:26:00 PM,056XX S THROOP ST,1661,GAMBLING,GAME/DICE,ABANDONED BUILDING,true,false,0713,007,16,67,19,1168620,1867373,2016,08/12/2016 03:47:26 PM,41.791595746,-87.657238826,"(41.791595746, -87.657238826)" +10627785,HZ380019,08/05/2016 08:34:00 PM,062XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170713,1863495,2016,08/12/2016 03:47:26 PM,41.780908644,-87.649677275,"(41.780908644, -87.649677275)" +10629680,HZ382581,08/07/2016 08:05:00 PM,051XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141988,1910154,2016,08/14/2016 03:50:45 PM,41.909526002,-87.753835935,"(41.909526002, -87.753835935)" +10629766,HZ382720,08/07/2016 10:35:00 PM,034XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153363,1899803,2016,08/14/2016 03:50:45 PM,41.880903366,-87.712324013,"(41.880903366, -87.712324013)" +10630766,HZ383671,08/08/2016 04:03:00 PM,002XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1153012,1901346,2016,08/15/2016 03:50:44 PM,41.88514448,-87.713571949,"(41.88514448, -87.713571949)" +10632731,HZ385421,08/09/2016 07:10:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143351,1900712,2016,08/16/2016 03:49:23 PM,41.88359069,-87.749065012,"(41.88359069, -87.749065012)" +10635178,HZ387347,08/11/2016 09:50:00 AM,007XX N LOTUS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139784,1904282,2016,08/18/2016 03:53:14 PM,41.893453111,-87.762076236,"(41.893453111, -87.762076236)" +10635889,HZ388218,08/11/2016 08:33:00 PM,006XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1152271,1903957,2016,08/18/2016 03:53:14 PM,41.892323984,-87.71622409,"(41.892323984, -87.71622409)" +10639918,HZ391819,08/14/2016 02:46:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150904,1894241,2016,08/21/2016 03:53:28 PM,41.865689085,-87.721498922,"(41.865689085, -87.721498922)" +10642727,HZ394167,08/16/2016 10:20:00 AM,055XX W QUINCY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1139627,1898455,2016,08/23/2016 03:51:31 PM,41.877465951,-87.762795132,"(41.877465951, -87.762795132)" +10647306,HZ398212,08/19/2016 07:06:00 AM,007XX S ALBANY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155810,1896722,2016,08/26/2016 03:55:26 PM,41.87239985,-87.703421797,"(41.87239985, -87.703421797)" +10648481,HZ399320,08/19/2016 09:50:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159817,1861837,2016,08/26/2016 03:55:26 PM,41.776589634,-87.689669837,"(41.776589634, -87.689669837)" +10651497,HZ401852,08/21/2016 09:24:00 PM,012XX S LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1151905,1894122,2016,08/28/2016 03:49:25 PM,41.8653429,-87.717827302,"(41.8653429, -87.717827302)" +10653798,HZ403919,08/23/2016 11:57:00 AM,003XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1225,012,2,28,19,1160450,1898483,2016,08/30/2016 04:01:15 PM,41.877137496,-87.686337551,"(41.877137496, -87.686337551)" +10654018,HZ403991,08/23/2016 12:41:00 PM,103XX S CORLISS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0512,005,9,50,19,1183399,1836672,2016,08/30/2016 04:01:15 PM,41.707017247,-87.604001762,"(41.707017247, -87.604001762)" +10654372,HZ404610,08/23/2016 08:14:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,18,66,19,1161295,1856609,2016,08/30/2016 04:01:15 PM,41.762212773,-87.684396135,"(41.762212773, -87.684396135)" +10658998,HZ408627,08/26/2016 09:29:00 PM,015XX S KOSTNER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1147304,1892104,2016,09/02/2016 03:51:20 PM,41.859894538,-87.734769543,"(41.859894538, -87.734769543)" +10659881,HZ409956,08/27/2016 10:34:00 PM,032XX W CONGRESS PKWY,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154775,1897563,2016,09/03/2016 03:50:11 PM,41.874728422,-87.707199231,"(41.874728422, -87.707199231)" +10661843,HZ412588,08/29/2016 08:43:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142561,1910502,2016,09/05/2016 03:50:19 PM,41.91047031,-87.751722286,"(41.91047031, -87.751722286)" +10661964,HZ412734,08/29/2016 10:43:00 PM,062XX S MORGAN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0712,007,16,68,19,1170717,1863346,2016,09/05/2016 03:50:19 PM,41.780499684,-87.649666954,"(41.780499684, -87.649666954)" +10663153,HZ413978,08/30/2016 07:33:00 PM,016XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142305,1910386,2016,09/06/2016 03:55:40 PM,41.910156752,-87.75266563,"(41.910156752, -87.75266563)" +10663351,HZ414093,08/30/2016 09:00:00 PM,057XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0232,002,20,40,19,1179462,1867064,2016,09/06/2016 03:55:40 PM,41.79050697,-87.617492983,"(41.79050697, -87.617492983)" +10666095,HZ416890,09/01/2016 09:14:00 PM,010XX N DRAKE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152523,1906601,2016,09/08/2016 03:48:43 PM,41.899574402,-87.715228638,"(41.899574402, -87.715228638)" +10666973,HZ417460,09/02/2016 11:09:00 AM,074XX S KENWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0324,003,5,43,19,1186500,1855873,2016,09/09/2016 03:51:29 PM,41.759634198,-87.592040466,"(41.759634198, -87.592040466)" +10667077,HZ417712,09/02/2016 02:11:00 PM,073XX S WINCHESTER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1164627,1855981,2016,09/09/2016 03:51:29 PM,41.760419826,-87.672201555,"(41.760419826, -87.672201555)" +10667582,HZ418419,09/03/2016 12:30:00 AM,064XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0726,007,15,67,19,1163470,1861926,2016,09/10/2016 03:51:50 PM,41.776758052,-87.676275561,"(41.776758052, -87.676275561)" +10668052,HZ418980,09/03/2016 01:37:00 PM,021XX S MILLARD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1014,010,24,29,19,1152371,1889437,2016,09/10/2016 03:51:50 PM,41.852477533,-87.716240201,"(41.852477533, -87.716240201)" +10671258,HZ422901,09/06/2016 03:17:00 PM,088XX S HERMITAGE AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,2221,022,21,71,19,1166222,1846093,2016,09/13/2016 03:55:40 PM,41.733251948,-87.666636608,"(41.733251948, -87.666636608)" +10671322,HZ422969,09/06/2016 03:37:00 PM,051XX S CALUMET AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,0231,002,3,40,19,1179363,1871074,2016,09/13/2016 03:55:40 PM,41.801513039,-87.617733588,"(41.801513039, -87.617733588)" +10671767,HZ423628,09/06/2016 09:26:00 PM,005XX E 40TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0214,002,4,38,19,1180703,1878345,2016,09/13/2016 03:55:40 PM,41.821434535,-87.61259572,"(41.821434535, -87.61259572)" +10676915,HZ429670,09/11/2016 02:50:00 PM,039XX W WILCOX ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150236,1899048,2016,09/18/2016 03:49:46 PM,41.87889308,-87.7238259,"(41.87889308, -87.7238259)" +10678113,HZ430899,09/12/2016 01:12:00 PM,002XX S HOYNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1225,012,2,28,19,1162441,1898955,2016,09/19/2016 03:50:56 PM,41.878391287,-87.679013964,"(41.878391287, -87.679013964)" +10678170,HZ430835,09/12/2016 12:20:00 PM,057XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168639,1866676,2016,09/19/2016 03:50:56 PM,41.789682687,-87.657189257,"(41.789682687, -87.657189257)" +10678531,HZ431435,09/12/2016 07:03:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1522,015,29,25,19,1141497,1898830,2016,09/19/2016 03:50:56 PM,41.878460682,-87.755919637,"(41.878460682, -87.755919637)" +10680065,HZ432940,09/13/2016 07:35:00 PM,094XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0634,006,21,49,19,1177275,1842271,2016,09/20/2016 03:49:56 PM,41.722521805,-87.626259274,"(41.722521805, -87.626259274)" +10680238,HZ433170,09/14/2016 12:15:00 AM,070XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0734,007,17,67,19,1167223,1858005,2016,09/21/2016 03:52:21 PM,41.765918808,-87.662629278,"(41.765918808, -87.662629278)" +10681428,HZ434429,09/14/2016 08:52:00 PM,051XX W NORTH AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141853,1910151,2016,09/21/2016 03:52:21 PM,41.909520271,-87.754331948,"(41.909520271, -87.754331948)" +10681529,HZ434572,09/14/2016 10:53:00 PM,078XX S BURNHAM AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0421,004,7,43,19,1196080,1853598,2016,09/21/2016 03:52:21 PM,41.753159534,-87.557005833,"(41.753159534, -87.557005833)" +10682410,HZ435238,09/15/2016 01:10:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142141,1899417,2016,09/22/2016 03:56:38 PM,41.88005957,-87.753540414,"(41.88005957, -87.753540414)" +10684012,HZ437140,09/16/2016 05:51:00 PM,114XX S PRINCETON AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0522,005,34,49,19,1176327,1829077,2016,09/23/2016 03:50:53 PM,41.686336899,-87.630126289,"(41.686336899, -87.630126289)" +10685741,HZ439544,09/18/2016 03:45:00 PM,003XX S SPAULDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154439,1898035,2016,09/25/2016 03:50:24 PM,41.876030358,-87.708420268,"(41.876030358, -87.708420268)" +10686063,HZ439904,09/18/2016 09:00:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161297,1856541,2016,09/25/2016 03:50:24 PM,41.762026129,-87.684390684,"(41.762026129, -87.684390684)" +10686811,HZ440696,09/19/2016 01:26:00 PM,033XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1134,011,28,27,19,1154318,1898102,2016,09/26/2016 03:54:00 PM,41.87621663,-87.70886275,"(41.87621663, -87.70886275)" +10690631,HZ444923,09/22/2016 01:05:00 PM,061XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0714,007,15,67,19,1166395,1863930,2016,09/29/2016 03:47:59 PM,41.782195455,-87.665495543,"(41.782195455, -87.665495543)" +10692457,HZ446996,09/23/2016 08:49:00 PM,051XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141971,1910488,2016,09/30/2016 03:52:35 PM,41.91044285,-87.753890098,"(41.91044285, -87.753890098)" +10697100,HZ452435,09/27/2016 09:43:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144194,1901500,2016,10/04/2016 03:52:50 PM,41.885737265,-87.745949604,"(41.885737265, -87.745949604)" +10492471,HZ213594,04/04/2016 06:04:00 PM,011XX W ARGYLE ST,1670,GAMBLING,GAME/AMUSEMENT DEVICE,CONVENIENCE STORE,true,false,2033,020,48,3,19,,,2016,10/08/2016 03:45:01 PM,,, +10709577,HZ466932,10/08/2016 11:35:00 PM,013XX S TROY ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1022,010,24,29,19,1155572,1893691,2016,10/15/2016 03:46:46 PM,41.864087255,-87.704377137,"(41.864087255, -87.704377137)" +10710211,HZ467782,10/09/2016 06:57:00 PM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177950,1831695,2016,10/16/2016 03:51:57 PM,41.693484566,-87.624105905,"(41.693484566, -87.624105905)" +10710252,HZ467832,10/09/2016 07:15:00 PM,079XX S MARYLAND AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0624,006,8,44,19,1183278,1852595,2016,10/16/2016 03:51:57 PM,41.750714612,-87.603950762,"(41.750714612, -87.603950762)" +10715079,HZ473062,10/13/2016 06:08:00 PM,003XX S LOOMIS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1231,012,2,28,19,1167112,1898580,2016,10/20/2016 03:52:17 PM,41.877263258,-87.661873894,"(41.877263258, -87.661873894)" +10715883,HZ473879,10/14/2016 12:22:00 PM,031XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155648,1899371,2016,10/21/2016 03:58:01 PM,41.879672237,-87.703945255,"(41.879672237, -87.703945255)" +10717364,HZ475915,10/15/2016 10:35:00 PM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150903,1894261,2016,10/22/2016 03:48:37 PM,41.865743987,-87.72150207,"(41.865743987, -87.72150207)" +10719194,HZ477897,10/17/2016 02:36:00 PM,050XX W CONCORD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1142549,1910501,2016,10/24/2016 04:01:11 PM,41.910467789,-87.751766395,"(41.910467789, -87.751766395)" +10720758,HZ479318,10/18/2016 01:50:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144170,1901499,2016,10/25/2016 03:52:01 PM,41.885734972,-87.746037763,"(41.885734972, -87.746037763)" +10721134,HZ479866,10/18/2016 07:24:00 PM,068XX S JUSTINE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167182,1859434,2016,10/25/2016 03:52:01 PM,41.769841049,-87.662738721,"(41.769841049, -87.662738721)" +10721743,HZ480474,10/19/2016 11:09:00 AM,031XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1155648,1899371,2016,10/26/2016 03:50:11 PM,41.879672237,-87.703945255,"(41.879672237, -87.703945255)" +10728076,HZ487316,10/24/2016 03:50:00 PM,067XX S OAKLEY AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,17,66,19,1162229,1859845,2016,10/31/2016 03:49:40 PM,41.771073429,-87.680882916,"(41.771073429, -87.680882916)" +10734782,HZ494404,10/29/2016 05:18:00 PM,063XX S WOOD ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,15,67,19,1165431,1862561,2016,11/05/2016 03:47:16 PM,41.778459234,-87.669068608,"(41.778459234, -87.669068608)" +10746283,HZ507324,11/08/2016 08:15:00 AM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142140,1899421,2016,11/15/2016 03:54:59 PM,41.880070565,-87.753543987,"(41.880070565, -87.753543987)" +10746470,HZ507648,11/08/2016 01:27:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150785,1894432,2016,11/15/2016 03:54:59 PM,41.866215538,-87.721930788,"(41.866215538, -87.721930788)" +10748691,HZ510114,11/10/2016 02:08:00 PM,038XX W ROOSEVELT RD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150785,1894432,2016,11/17/2016 03:55:00 PM,41.866215538,-87.721930788,"(41.866215538, -87.721930788)" +10750024,HZ511976,11/11/2016 09:30:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150266,1897736,2016,11/18/2016 03:49:39 PM,41.87529222,-87.72374996,"(41.87529222, -87.72374996)" +10752714,HZ515157,11/14/2016 02:58:00 PM,057XX S THROOP ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1168639,1866697,2016,11/21/2016 03:51:50 PM,41.789740313,-87.657188651,"(41.789740313, -87.657188651)" +10755222,HZ517690,11/16/2016 02:50:00 PM,013XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,CHA PARKING LOT/GROUNDS,true,false,1233,012,2,28,19,1167650,1894516,2016,11/23/2016 03:49:18 PM,41.866099751,-87.660015567,"(41.866099751, -87.660015567)" +10824140,JA125390,01/22/2017 10:00:00 AM,039XX W LAWRENCE AVE,1680,GAMBLING,OTHER,RESTAURANT,true,false,1723,017,39,14,19,1149058,1931603,2017,02/14/2017 03:49:42 PM,41.968249849,-87.727306531,"(41.968249849, -87.727306531)" +10835996,JA137871,02/01/2017 01:47:00 PM,015XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1233,012,2,28,19,1166057,1894467,2017,02/14/2017 03:49:42 PM,41.865999427,-87.665864974,"(41.865999427, -87.665864974)" +10844263,JA146716,02/08/2017 04:25:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1821,018,27,8,19,1173068,1909520,2017,02/15/2017 03:56:10 PM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +10844545,JA147622,02/09/2017 02:35:00 PM,0000X S SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150397,1899626,2017,02/16/2017 03:49:36 PM,41.880476036,-87.723219647,"(41.880476036, -87.723219647)" +10844837,JA148011,02/09/2017 07:49:00 PM,009XX W 83RD ST,1661,GAMBLING,GAME/DICE,APARTMENT,true,false,0613,006,21,71,19,1171511,1849799,2017,02/16/2017 03:49:36 PM,41.74330766,-87.647152195,"(41.74330766, -87.647152195)" +10853833,JA158458,02/18/2017 12:30:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150328,1894751,2017,02/25/2017 03:56:47 PM,41.86709983,-87.723600169,"(41.86709983, -87.723600169)" +10855528,JA160757,02/20/2017 12:33:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150300,1894750,2017,02/27/2017 03:56:40 PM,41.867097632,-87.723702988,"(41.867097632, -87.723702988)" +10856885,JA162341,02/21/2017 04:16:00 PM,069XX S WOLCOTT AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0735,007,17,67,19,1164887,1858588,2017,02/28/2017 04:05:09 PM,41.767568306,-87.671175092,"(41.767568306, -87.671175092)" +10857762,JA163293,02/22/2017 01:40:00 PM,001XX N LAPORTE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1143350,1900754,2017,03/01/2017 03:52:50 PM,41.883705962,-87.749067634,"(41.883705962, -87.749067634)" +10860496,JA166192,02/24/2017 07:45:00 PM,0000X E 112TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0531,005,9,49,19,1178610,1830387,2017,03/03/2017 03:50:55 PM,41.689880287,-87.621729073,"(41.689880287, -87.621729073)" +10870992,JA178861,03/07/2017 07:45:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154739,1901446,2017,03/14/2017 03:58:07 PM,41.885384489,-87.707227401,"(41.885384489, -87.707227401)" +10875220,JA183551,03/11/2017 02:25:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150335,1894751,2017,03/18/2017 03:49:14 PM,41.867099694,-87.723574471,"(41.867099694, -87.723574471)" +10890521,JA201323,03/26/2017 03:05:00 PM,019XX S TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1024,010,24,29,19,1153728,1890309,2017,04/02/2017 03:54:47 PM,41.854843535,-87.711236387,"(41.854843535, -87.711236387)" +10895897,JA206656,03/30/2017 09:15:00 PM,058XX N LINCOLN AVE,1651,GAMBLING,GAME/CARDS,RESTAURANT,true,false,2011,020,40,2,19,1155978,1938484,2017,04/06/2017 03:56:56 PM,41.986994535,-87.701675419,"(41.986994535, -87.701675419)" +10897301,JA208535,04/01/2017 11:51:00 AM,031XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1155637,1895870,2017,04/08/2017 03:49:53 PM,41.870065355,-87.70407989,"(41.870065355, -87.70407989)" +10897514,JA208944,04/01/2017 05:34:00 PM,015XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,2533,025,37,25,19,1141756,1909795,2017,04/08/2017 03:49:53 PM,41.908545164,-87.754697111,"(41.908545164, -87.754697111)" +10898631,JA210303,04/02/2017 10:15:00 PM,052XX W ADAMS ST,1661,GAMBLING,GAME/DICE,RESIDENCE PORCH/HALLWAY,true,false,1522,015,29,25,19,1141351,1898827,2017,04/09/2017 03:57:12 PM,41.878455143,-87.7564558,"(41.878455143, -87.7564558)" +10900782,JA212383,04/04/2017 03:44:00 PM,048XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1144257,1898896,2017,04/11/2017 03:57:40 PM,41.878590393,-87.74578372,"(41.878590393, -87.74578372)" +10903661,JA215537,04/07/2017 03:17:00 AM,004XX N CLARK ST,1680,GAMBLING,OTHER,BAR OR TAVERN,true,false,1831,018,42,8,19,1175463,1903198,2017,04/14/2017 03:50:04 PM,41.889751946,-87.631072891,"(41.889751946, -87.631072891)" +10905404,JA217705,04/08/2017 07:30:00 PM,030XX W LEXINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1156228,1896546,2017,04/15/2017 03:52:51 PM,41.87190846,-87.701891882,"(41.87190846, -87.701891882)" +10907505,JA220124,04/10/2017 06:43:00 PM,033XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1154242,1896836,2017,04/17/2017 04:10:24 PM,41.87274411,-87.709175599,"(41.87274411, -87.709175599)" +10908752,JA221490,04/11/2017 09:15:00 PM,038XX W MAYPOLE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150686,1900938,2017,04/18/2017 03:59:10 PM,41.884070664,-87.722124148,"(41.884070664, -87.722124148)" +10911731,JA224340,04/14/2017 10:48:00 AM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153909,1904776,2017,04/21/2017 03:50:30 PM,41.894538914,-87.710186524,"(41.894538914, -87.710186524)" +10912308,JA225122,04/14/2017 08:40:00 PM,038XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150817,1898737,2017,04/21/2017 03:50:30 PM,41.878028319,-87.721700699,"(41.878028319, -87.721700699)" +10913156,JA226314,04/15/2017 08:05:00 PM,033XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154253,1897830,2017,04/22/2017 03:52:16 PM,41.875471531,-87.709108672,"(41.875471531, -87.709108672)" +10913964,JA227360,04/16/2017 06:30:00 PM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154797,1901447,2017,04/23/2017 03:49:01 PM,41.885386072,-87.707014386,"(41.885386072, -87.707014386)" +10919938,JA233253,04/21/2017 10:10:00 AM,070XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166227,1858056,2017,04/28/2017 03:58:42 PM,41.766080013,-87.666278518,"(41.766080013, -87.666278518)" +10923389,JA237675,04/24/2017 06:39:00 PM,015XX W WASHBURNE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1233,012,2,28,19,1166283,1894477,2017,05/01/2017 03:53:39 PM,41.866022043,-87.665035028,"(41.866022043, -87.665035028)" +10923428,JA237757,04/24/2017 07:54:00 PM,011XX N HAMLIN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150837,1907397,2017,05/01/2017 03:53:39 PM,41.901791872,-87.721400499,"(41.901791872, -87.721400499)" +10923537,JA237907,04/24/2017 09:57:00 PM,062XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160441,1863266,2017,05/01/2017 03:53:39 PM,41.780498171,-87.687342915,"(41.780498171, -87.687342915)" +10924879,JA239380,04/25/2017 11:50:00 PM,054XX W ADAMS ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1522,015,29,25,19,1140309,1898802,2017,05/02/2017 03:50:33 PM,41.878405695,-87.760282469,"(41.878405695, -87.760282469)" +10926028,JA240461,04/26/2017 06:50:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862600,2017,05/03/2017 03:53:47 PM,41.778656405,-87.684846319,"(41.778656405, -87.684846319)" +10928211,JA242791,04/28/2017 02:35:00 PM,048XX W FULTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1144218,1901500,2017,05/05/2017 03:50:30 PM,41.885736814,-87.74586147,"(41.885736814, -87.74586147)" +10928234,JA242734,04/28/2017 01:19:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150341,1894751,2017,05/05/2017 03:50:30 PM,41.867099577,-87.723552444,"(41.867099577, -87.723552444)" +10928626,JA243374,04/28/2017 09:30:00 PM,039XX W ARTHINGTON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150180,1895743,2017,05/05/2017 03:50:30 PM,41.869824877,-87.724117657,"(41.869824877, -87.724117657)" +10934612,JA250908,05/04/2017 06:52:00 PM,025XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160725,1858818,2017,05/11/2017 03:49:38 PM,41.768286371,-87.686424382,"(41.768286371, -87.686424382)" +10934766,JA250998,05/04/2017 08:00:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899723,2017,05/11/2017 03:49:38 PM,41.880894745,-87.752636861,"(41.880894745, -87.752636861)" +10936764,JA253441,05/06/2017 06:34:00 PM,040XX W CARROLL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1114,011,28,26,19,1149404,1901929,2017,05/13/2017 03:48:31 PM,41.886815035,-87.726806109,"(41.886815035, -87.726806109)" +10938662,JA255958,05/08/2017 07:17:00 PM,078XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0835,008,18,70,19,1161741,1852550,2017,05/15/2017 03:54:29 PM,41.751065032,-87.682873958,"(41.751065032, -87.682873958)" +10939630,JA257255,05/09/2017 06:58:00 PM,065XX S GREEN ST,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0723,007,20,68,19,1171764,1861420,2017,05/16/2017 03:52:21 PM,41.775191608,-87.645884924,"(41.775191608, -87.645884924)" +10943009,JA261232,05/12/2017 06:00:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150335,1894751,2017,05/19/2017 03:52:48 PM,41.867099694,-87.723574471,"(41.867099694, -87.723574471)" +10943842,JA262457,05/13/2017 05:15:00 PM,085XX S CARPENTER ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0613,006,21,71,19,1170808,1848158,2017,05/20/2017 03:49:22 PM,41.738819886,-87.649775783,"(41.738819886, -87.649775783)" +10943997,JA262561,05/13/2017 06:50:00 PM,025XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,15,66,19,1160712,1858818,2017,05/20/2017 03:49:22 PM,41.768286639,-87.686472033,"(41.768286639, -87.686472033)" +10945609,JA264812,05/15/2017 03:44:00 PM,007XX N CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153910,1904742,2017,05/22/2017 03:58:12 PM,41.894445595,-87.710183758,"(41.894445595, -87.710183758)" +10946869,JA266188,05/16/2017 02:30:00 PM,008XX N RIDGEWAY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151236,1905273,2017,05/23/2017 03:50:10 PM,41.895955585,-87.719990688,"(41.895955585, -87.719990688)" +10948365,JA267783,05/17/2017 03:44:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150355,1894752,2017,05/24/2017 03:52:36 PM,41.867102048,-87.723501022,"(41.867102048, -87.723501022)" +10950176,JA269765,05/18/2017 06:30:00 PM,004XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150643,1902782,2017,05/25/2017 03:51:51 PM,41.889131636,-87.722233828,"(41.889131636, -87.722233828)" +10950364,JA270023,05/19/2017 01:06:00 AM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150266,1897736,2017,05/26/2017 03:49:56 PM,41.87529222,-87.72374996,"(41.87529222, -87.72374996)" +10951481,JA271139,05/19/2017 06:35:00 PM,015XX S CHRISTIANA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1154285,1892181,2017,05/26/2017 03:49:56 PM,41.859969423,-87.709141993,"(41.859969423, -87.709141993)" +10952285,JA272277,05/20/2017 06:01:00 PM,075XX S STEWART AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0623,006,17,69,19,1174930,1855016,2017,05/27/2017 03:52:34 PM,41.757548256,-87.634469566,"(41.757548256, -87.634469566)" +10954410,JA275023,05/22/2017 07:30:00 PM,0000X N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142385,1899733,2017,05/29/2017 03:53:27 PM,41.880922186,-87.752636613,"(41.880922186, -87.752636613)" +10958861,JA280223,05/26/2017 04:05:00 PM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169300,1866734,2017,06/02/2017 03:54:37 PM,41.789827555,-87.654763892,"(41.789827555, -87.654763892)" +10960639,JA282703,05/28/2017 03:22:00 PM,012XX W 73RD PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0734,007,17,67,19,1169094,1856038,2017,06/04/2017 03:51:15 PM,41.760480866,-87.655828204,"(41.760480866, -87.655828204)" +10960811,JA282964,05/28/2017 07:37:00 PM,039XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150169,1898397,2017,06/04/2017 03:51:15 PM,41.877107968,-87.724088882,"(41.877107968, -87.724088882)" +10960884,JA283059,05/28/2017 09:26:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159818,1861804,2017,06/04/2017 03:51:15 PM,41.776499057,-87.689667076,"(41.776499057, -87.689667076)" +10965204,JA287762,06/01/2017 10:07:00 AM,057XX S RACINE AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0712,007,16,68,19,1169300,1866734,2017,06/08/2017 03:47:46 PM,41.789827555,-87.654763892,"(41.789827555, -87.654763892)" +10966645,JA289415,06/02/2017 01:00:00 PM,0000X S WHIPPLE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1124,011,28,27,19,1156166,1899670,2017,06/09/2017 03:57:47 PM,41.880482282,-87.70203515,"(41.880482282, -87.70203515)" +10967145,JA290155,06/02/2017 10:22:00 PM,063XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1161127,1862600,2017,06/09/2017 03:57:47 PM,41.778656405,-87.684846319,"(41.778656405, -87.684846319)" +10967814,JA291068,06/03/2017 03:40:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150341,1894751,2017,06/10/2017 03:49:36 PM,41.867099577,-87.723552444,"(41.867099577, -87.723552444)" +10967847,JA291124,06/03/2017 04:27:00 PM,004XX W 77TH ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0621,006,17,69,19,1174711,1853873,2017,06/10/2017 03:49:36 PM,41.754416604,-87.635306156,"(41.754416604, -87.635306156)" +10968596,JA292179,06/04/2017 01:20:00 PM,033XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1134,011,28,27,19,1154354,1898103,2017,06/11/2017 03:48:17 PM,41.876218655,-87.708730543,"(41.876218655, -87.708730543)" +10969062,JA292862,06/04/2017 10:30:00 PM,046XX W ERIE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,28,25,19,1145176,1903909,2017,06/11/2017 03:48:17 PM,41.892329337,-87.742282525,"(41.892329337, -87.742282525)" +10969872,JA293626,06/05/2017 02:15:00 PM,062XX S MAY ST,1661,GAMBLING,GAME/DICE,VACANT LOT/LAND,true,false,0712,007,16,68,19,1169723,1863368,2017,06/12/2017 03:54:53 PM,41.780581683,-87.653310489,"(41.780581683, -87.653310489)" +10971322,JA295266,06/06/2017 03:33:00 PM,008XX N CENTRAL PARK AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,1121,011,27,23,19,1152230,1905375,2017,06/13/2017 03:52:27 PM,41.896215926,-87.716337217,"(41.896215926, -87.716337217)" +10974493,JA298650,06/08/2017 08:59:00 PM,004XX W 75TH ST,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0732,007,17,68,19,1174481,1855196,2017,06/15/2017 03:50:34 PM,41.758052195,-87.636109738,"(41.758052195, -87.636109738)" +10975512,JA299962,06/09/2017 07:23:00 PM,025XX W LITHUANIAN PLAZA CT,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,15,66,19,1160712,1858818,2017,06/16/2017 03:52:30 PM,41.768286639,-87.686472033,"(41.768286639, -87.686472033)" +10976150,JA300829,06/10/2017 01:36:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150355,1894752,2017,06/17/2017 03:52:27 PM,41.867102048,-87.723501022,"(41.867102048, -87.723501022)" +10977415,JA302627,06/11/2017 06:51:00 PM,0000X W 110TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0513,005,34,49,19,1177900,1831694,2017,06/18/2017 03:50:54 PM,41.693482951,-87.624288995,"(41.693482951, -87.624288995)" +10977609,JA302927,06/12/2017 12:13:00 AM,032XX W WALNUT ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1123,011,28,27,19,1154843,1901448,2017,06/19/2017 03:53:20 PM,41.885387895,-87.706845438,"(41.885387895, -87.706845438)" +10980111,JA305204,06/13/2017 02:30:00 PM,001XX N LECLAIRE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1532,015,28,25,19,1142368,1900216,2017,06/20/2017 03:51:28 PM,41.882247914,-87.752687037,"(41.882247914, -87.752687037)" +10980529,JA305844,06/13/2017 08:10:00 PM,055XX W OHIO ST,1651,GAMBLING,GAME/CARDS,PARKING LOT/GARAGE(NON.RESID.),true,false,1524,015,37,25,19,1139173,1903421,2017,06/20/2017 03:51:28 PM,41.891101561,-87.764341225,"(41.891101561, -87.764341225)" +10982010,JA307373,06/14/2017 10:41:00 PM,064XX S TALMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1159819,1861777,2017,06/21/2017 03:52:13 PM,41.776424945,-87.689664151,"(41.776424945, -87.689664151)" +10982821,JA308023,06/15/2017 01:15:00 PM,013XX N HUDSON AVE,1661,GAMBLING,GAME/DICE,STREET,true,false,1821,018,27,8,19,1173068,1909520,2017,06/22/2017 03:56:17 PM,41.907153315,-87.639680572,"(41.907153315, -87.639680572)" +10983183,JA308552,06/15/2017 06:25:00 PM,062XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0713,007,16,67,19,1167401,1863415,2017,06/22/2017 03:56:17 PM,41.780760731,-87.661822015,"(41.780760731, -87.661822015)" +10983207,JA308641,06/15/2017 07:35:00 PM,078XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0835,008,18,70,19,1161741,1852550,2017,06/22/2017 03:56:17 PM,41.751065032,-87.682873958,"(41.751065032, -87.682873958)" +10984622,JA310191,06/16/2017 07:49:00 PM,064XX S LAFLIN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0725,007,17,67,19,1167440,1862103,2017,06/23/2017 03:52:20 PM,41.777159603,-87.661716601,"(41.777159603, -87.661716601)" +10985251,JA311059,06/17/2017 01:51:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0832,008,18,66,19,1161297,1856541,2017,06/24/2017 03:50:57 PM,41.762026129,-87.684390684,"(41.762026129, -87.684390684)" +10987612,JA314225,06/19/2017 06:03:00 PM,054XX W HADDON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1524,015,37,25,19,1139814,1907131,2017,06/26/2017 04:00:12 PM,41.901270563,-87.761896363,"(41.901270563, -87.761896363)" +10989948,JA316599,06/21/2017 01:27:00 PM,078XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0835,008,18,70,19,1161741,1852550,2017,06/28/2017 03:55:12 PM,41.751065032,-87.682873958,"(41.751065032, -87.682873958)" +10991733,JA318546,06/22/2017 08:19:00 PM,049XX W ADAMS ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1143631,1898881,2017,06/29/2017 03:52:44 PM,41.878560968,-87.748082667,"(41.878560968, -87.748082667)" +10992737,JA319286,06/23/2017 12:27:00 PM,010XX N AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1150528,1906671,2017,06/30/2017 03:55:30 PM,41.899805698,-87.722554488,"(41.899805698, -87.722554488)" +10994508,JA321899,06/25/2017 12:05:00 PM,088XX S COTTAGE GROVE AVE,1661,GAMBLING,GAME/DICE,OTHER,true,false,0632,006,8,44,19,1183113,1846339,2017,07/02/2017 03:55:24 PM,41.733551299,-87.604749489,"(41.733551299, -87.604749489)" +10994814,JA322390,06/25/2017 06:37:00 PM,020XX W 69TH PL,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0735,007,17,67,19,1163937,1858564,2017,07/02/2017 03:55:24 PM,41.767522463,-87.674657944,"(41.767522463, -87.674657944)" +10998996,JA326231,06/28/2017 02:25:00 PM,036XX W DIVISION ST,1661,GAMBLING,GAME/DICE,STREET,true,false,1112,011,27,23,19,1151683,1907749,2017,07/05/2017 03:54:44 PM,41.902741192,-87.718283745,"(41.902741192, -87.718283745)" +10999320,JA326658,06/28/2017 06:20:00 PM,039XX W JACKSON BLVD,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,28,26,19,1150169,1898397,2017,07/05/2017 03:54:44 PM,41.877107968,-87.724088882,"(41.877107968, -87.724088882)" +11003370,JA331544,07/02/2017 02:15:00 PM,007XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151587,1904667,2017,07/09/2017 03:51:20 PM,41.894285768,-87.718717474,"(41.894285768, -87.718717474)" +11003463,JA331696,07/02/2017 04:15:00 PM,072XX S ARTESIAN AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,0832,008,18,66,19,1161297,1856534,2017,07/09/2017 03:51:20 PM,41.76200692,-87.684390878,"(41.76200692, -87.684390878)" +11003509,JA331736,07/02/2017 04:21:00 PM,070XX S PAULINA ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0735,007,17,67,19,1166228,1858016,2017,07/09/2017 03:51:20 PM,41.765970227,-87.666275989,"(41.765970227, -87.666275989)" +11004370,JA332754,07/03/2017 01:23:00 PM,056XX W MADISON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1513,015,29,25,19,1138782,1899457,2017,07/10/2017 03:57:27 PM,41.880230942,-87.765873466,"(41.880230942, -87.765873466)" +11004509,JA332984,07/03/2017 03:25:00 PM,020XX W 69TH PL,1680,GAMBLING,OTHER,SIDEWALK,true,false,0735,007,17,67,19,1164039,1858566,2017,07/10/2017 03:57:27 PM,41.767525807,-87.674284012,"(41.767525807, -87.674284012)" +11010618,JA340191,07/08/2017 09:20:00 PM,088XX S ESCANABA AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0423,004,10,46,19,1196923,1846896,2017,07/15/2017 03:51:24 PM,41.734747817,-87.554139022,"(41.734747817, -87.554139022)" +11012826,JA342762,07/10/2017 08:03:00 PM,008XX N MONTICELLO AVE,1651,GAMBLING,GAME/CARDS,SIDEWALK,true,false,1112,011,27,23,19,1151901,1905266,2017,07/17/2017 03:54:55 PM,41.895923306,-87.717548451,"(41.895923306, -87.717548451)" +11014207,JA344125,07/11/2017 07:20:00 PM,033XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,1134,011,28,27,19,1154354,1898103,2017,07/18/2017 03:52:43 PM,41.876218655,-87.708730543,"(41.876218655, -87.708730543)" +11016809,JA346846,07/13/2017 07:39:00 PM,033XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,24,27,19,1154276,1896837,2017,07/20/2017 03:55:01 PM,41.872746175,-87.709050742,"(41.872746175, -87.709050742)" +11019037,JA349503,07/15/2017 06:40:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142141,1899417,2017,07/22/2017 03:52:17 PM,41.88005957,-87.753540414,"(41.88005957, -87.753540414)" +11027320,JA358702,07/22/2017 12:39:00 PM,0000X S LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,28,25,19,1142141,1899414,2017,07/29/2017 03:56:00 PM,41.880051337,-87.753540489,"(41.880051337, -87.753540489)" +11028682,JA360618,07/23/2017 09:39:00 PM,007XX N HOMAN AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153575,1904816,2017,07/30/2017 03:51:44 PM,41.894655328,-87.71141215,"(41.894655328, -87.71141215)" +11031824,JA364424,07/26/2017 03:35:00 PM,040XX W MONROE ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1115,011,28,26,19,1149519,1899355,2017,08/02/2017 03:54:51 PM,41.879749464,-87.72645064,"(41.879749464, -87.72645064)" +11031854,JA364402,07/26/2017 02:30:00 PM,009XX N KARLOV AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1111,011,37,23,19,1148883,1905889,2017,08/02/2017 03:54:51 PM,41.897691787,-87.728616886,"(41.897691787, -87.728616886)" +11032191,JA364882,07/26/2017 08:45:00 PM,007XX N TRUMBULL AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1153245,1904769,2017,08/02/2017 03:54:51 PM,41.894532913,-87.712625401,"(41.894532913, -87.712625401)" +11032958,JA365675,07/27/2017 12:55:00 PM,039XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150222,1896739,2017,08/03/2017 03:52:36 PM,41.872557197,-87.723937501,"(41.872557197, -87.723937501)" +11034205,JA367201,07/28/2017 01:38:00 PM,080XX S MARSHFIELD AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0611,006,21,71,19,1166741,1851359,2017,08/04/2017 03:50:34 PM,41.74769157,-87.664585338,"(41.74769157, -87.664585338)" +11034372,JA367665,07/28/2017 08:25:00 PM,078XX S WESTERN AVE,1661,GAMBLING,GAME/DICE,CTA BUS STOP,true,false,0835,008,18,70,19,1161741,1852550,2017,08/04/2017 03:50:34 PM,41.751065032,-87.682873958,"(41.751065032, -87.682873958)" +11035370,JA369045,07/29/2017 08:07:00 PM,048XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1533,015,24,25,19,1144095,1897901,2017,08/05/2017 03:50:08 PM,41.875863032,-87.746403542,"(41.875863032, -87.746403542)" +11036374,JA370338,07/30/2017 08:30:00 PM,010XX N LAWNDALE AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1151525,1906649,2017,08/06/2017 03:53:31 PM,41.899725792,-87.71889305,"(41.899725792, -87.71889305)" +11037239,JA371281,07/31/2017 02:40:00 PM,015XX N LEAMINGTON AVE,1661,GAMBLING,GAME/DICE,ALLEY,true,false,2533,025,37,25,19,1141759,1909680,2017,08/07/2017 03:52:24 PM,41.908229535,-87.75468894,"(41.908229535, -87.75468894)" +11039021,JA373387,08/01/2017 09:05:00 PM,005XX N SPRINGFIELD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1122,011,27,23,19,1150294,1903297,2017,08/08/2017 03:53:58 PM,41.890551663,-87.723502064,"(41.890551663, -87.723502064)" +11039892,JA374258,08/02/2017 02:44:00 PM,006XX N ST LOUIS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1121,011,27,23,19,1152933,1904074,2017,08/09/2017 03:51:49 PM,41.892631953,-87.713789724,"(41.892631953, -87.713789724)" +11039931,JA374319,08/02/2017 03:15:00 PM,039XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150222,1896739,2017,08/09/2017 03:51:49 PM,41.872557197,-87.723937501,"(41.872557197, -87.723937501)" +11040152,JA374691,08/02/2017 07:35:00 PM,061XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0825,008,15,66,19,1160423,1863945,2017,08/09/2017 03:51:49 PM,41.782361812,-87.687390207,"(41.782361812, -87.687390207)" +11045200,JA380429,08/06/2017 09:27:00 PM,068XX S PERRY AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0722,007,6,69,19,1176578,1859630,2017,08/13/2017 03:52:59 PM,41.770172698,-87.628291299,"(41.770172698, -87.628291299)" +11046651,JA381829,08/07/2017 07:15:00 PM,087XX S WALLACE ST,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,2223,022,21,71,19,1173832,1846929,2017,08/14/2017 04:00:25 PM,41.735380901,-87.638732821,"(41.735380901, -87.638732821)" +11048648,JA384133,08/09/2017 02:03:00 PM,014XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150944,1892834,2017,08/16/2017 04:03:48 PM,41.861827331,-87.721388897,"(41.861827331, -87.721388897)" +11049158,JA384702,08/09/2017 08:48:00 PM,039XX W VAN BUREN ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,26,19,1150266,1897736,2017,08/16/2017 04:03:48 PM,41.87529222,-87.72374996,"(41.87529222, -87.72374996)" +11050295,JA386134,08/10/2017 09:20:00 PM,011XX S RICHMOND ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1135,011,28,29,19,1156862,1895027,2017,08/17/2017 03:54:34 PM,41.867727347,-87.699605371,"(41.867727347, -87.699605371)" +11050491,JA386333,08/11/2017 02:12:00 AM,012XX S AVERS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1011,010,24,29,19,1150903,1894261,2017,08/18/2017 03:50:53 PM,41.865743987,-87.72150207,"(41.865743987, -87.72150207)" +11051286,JA387335,08/11/2017 07:10:00 PM,039XX W GRENSHAW ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1132,011,24,29,19,1150362,1894752,2017,08/18/2017 03:50:53 PM,41.867101912,-87.723475324,"(41.867101912, -87.723475324)" +11051368,JA387395,08/11/2017 07:32:00 PM,060XX S MAPLEWOOD AVE,1661,GAMBLING,GAME/DICE,"SCHOOL, PUBLIC, GROUNDS",true,false,0825,008,15,66,19,1160409,1864447,2017,08/18/2017 03:50:53 PM,41.783739657,-87.68742771,"(41.783739657, -87.68742771)" +11051986,JA388197,08/12/2017 01:15:00 PM,015XX S KEELER AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1012,010,24,29,19,1148635,1892173,2017,08/19/2017 03:50:07 PM,41.860058315,-87.729881983,"(41.860058315, -87.729881983)" +11052253,JA388595,08/12/2017 06:47:00 PM,024XX W 56TH ST,1661,GAMBLING,GAME/DICE,PARK PROPERTY,true,false,0824,008,16,63,19,1161095,1867469,2017,08/19/2017 03:50:07 PM,41.792018262,-87.684829002,"(41.792018262, -87.684829002)" +11053827,JA390473,08/14/2017 11:10:00 AM,033XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1154009,1898095,2017,08/21/2017 03:52:56 PM,41.876203585,-87.709997485,"(41.876203585, -87.709997485)" +11055846,JA392813,08/15/2017 09:29:00 PM,009XX N HARDING AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1112,011,27,23,19,1149883,1906035,2017,08/22/2017 03:55:50 PM,41.898073026,-87.724940164,"(41.898073026, -87.724940164)" +11055881,JA392819,08/15/2017 09:43:00 PM,067XX S EAST END AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0332,003,5,43,19,1188697,1860548,2017,08/22/2017 03:55:50 PM,41.772410563,-87.583839318,"(41.772410563, -87.583839318)" +11059348,JA396884,08/18/2017 06:57:00 PM,070XX S SANGAMON ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,0733,007,17,68,19,1171190,1858158,2017,08/25/2017 03:49:58 PM,41.766252855,-87.648084406,"(41.766252855, -87.648084406)" +11059367,JA396909,08/18/2017 07:27:00 PM,038XX W FLOURNOY ST,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1133,011,24,26,19,1150902,1896755,2017,08/25/2017 03:49:58 PM,41.872587828,-87.721440478,"(41.872587828, -87.721440478)" +11060180,JA397819,08/19/2017 02:10:00 PM,035XX W 13TH PL,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1021,010,24,29,19,1152965,1893676,2017,08/26/2017 03:52:47 PM,41.864098105,-87.713947792,"(41.864098105, -87.713947792)" +11060990,JA398886,08/20/2017 11:00:00 AM,033XX W GLADYS AVE,1661,GAMBLING,GAME/DICE,SIDEWALK,true,false,1134,011,28,27,19,1153985,1898094,2017,08/27/2017 03:48:51 PM,41.876201319,-87.710085632,"(41.876201319, -87.710085632)" +11061029,JA398952,08/20/2017 12:00:00 PM,072XX S PHILLIPS AVE,1661,GAMBLING,GAME/DICE,RESIDENTIAL YARD (FRONT/BACK),true,false,0334,003,7,43,19,1193739,1857443,2017,08/27/2017 03:48:51 PM,41.763768156,-87.565458756,"(41.763768156, -87.565458756)" diff --git a/Module5/Datasets/Wholesale customers data.csv b/Module6/Datasets/Wholesale customers data.csv similarity index 100% rename from Module5/Datasets/Wholesale customers data.csv rename to Module6/Datasets/Wholesale customers data.csv diff --git a/Module5/Datasets/breast-cancer-wisconsin.data b/Module6/Datasets/breast-cancer-wisconsin.data similarity index 100% rename from Module5/Datasets/breast-cancer-wisconsin.data rename to Module6/Datasets/breast-cancer-wisconsin.data diff --git a/Module2/Datasets/census.data b/Module6/Datasets/census.data similarity index 100% rename from Module2/Datasets/census.data rename to Module6/Datasets/census.data diff --git a/Module6/Datasets/dataset-har-PUC-Rio-ugulino.csv b/Module6/Datasets/dataset-har-PUC-Rio-ugulino.csv new file mode 100644 index 0000000..33d17a4 --- /dev/null +++ b/Module6/Datasets/dataset-har-PUC-Rio-ugulino.csv @@ -0,0 +1,165634 @@ 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b/Module6/Datasets/free-spoken-digit-dataset-master/.gitignore @@ -0,0 +1,4 @@ +*.pyc +.DS_store +.idea +venv \ No newline at end of file diff --git a/Module6/Datasets/free-spoken-digit-dataset-master/README.md b/Module6/Datasets/free-spoken-digit-dataset-master/README.md new file mode 100755 index 0000000..7f855a1 --- /dev/null +++ b/Module6/Datasets/free-spoken-digit-dataset-master/README.md @@ -0,0 +1,35 @@ +# Free Spoken Digit Dataset (FSDD) + +A simple audio/speech dataset consisting of recordings of spoken digits in `wav` files at 8kHz. The recordings are trimmed so that they have near minimal silence at the beginnings and ends. + +FSDD is an open dataset, which means it will grow overtime as data is contributed. Thus in order to enable reproducibility and accurate citation in scientific journals the dataset is versioned using `git tags`. + +### Current status +- 2 speakers +- 1,000 recordings (50 of each digit) +- English pronunciations + +### Organization +Files are named in the following format: +`{digitLabel}_{speakerName}_{index}.wav` +Example: `7_jackson_32.wav` + +### Metadata +`metadata.py` contains meta-data regarding the speakers gender and accents. + + +### Included utilities +`trimmer.py` +Trims silences at beginning and end of an audio file. Splits an audio file into multiple audio files by periods of silence. + +`fsdd.py` +A simple class that provides an easy to use API to access the data. + +`spectogramer.py` +Used for creating spectrograms of the audio data. Spectrograms are often a useful pre-processing step. + +### Usage +The test set officially consists of the first 10% of the recordings. Recordings numbered `0-4` (inclusive) are in the test and `5-49` are in the training set. + +### Contributions +Please contribute your homemade recordings. All recordings should be 8kHz `wav ` files and be trimmed to have minimal silence. Don't forget to update `metadata.py` with the speaker meta-data. diff --git a/Module6/Datasets/free-spoken-digit-dataset-master/__init__.py b/Module6/Datasets/free-spoken-digit-dataset-master/__init__.py new file mode 100755 index 0000000..e69de29 diff --git a/Module6/Datasets/free-spoken-digit-dataset-master/metadata.py b/Module6/Datasets/free-spoken-digit-dataset-master/metadata.py new file mode 100755 index 0000000..b0737bd --- /dev/null +++ b/Module6/Datasets/free-spoken-digit-dataset-master/metadata.py @@ -0,0 +1,14 @@ +"""A python dictionary to store meta-data about the speakers.""" + +metadata = { + 'jackson': { + 'gender': 'male', + 'accent': 'USA/neutral', + 'language': 'english' + }, + 'nicolas': { + 'gender': 'male', + 'accent': 'BE/French', + 'language': 'english' + } +} diff --git a/Module6/Datasets/free-spoken-digit-dataset-master/pip_requirements.txt b/Module6/Datasets/free-spoken-digit-dataset-master/pip_requirements.txt new file mode 100755 index 0000000..5869414 --- /dev/null +++ b/Module6/Datasets/free-spoken-digit-dataset-master/pip_requirements.txt @@ -0,0 +1,10 @@ +cycler==0.10.0 +matplotlib==1.5.1 +numpy==1.11.0 +pyparsing==2.1.5 +python-dateutil==2.5.3 +pytz==2016.4 +scipy==0.17.1 +six==1.10.0 +Wand==0.4.3 +wheel==0.24.0 diff --git a/Module6/Datasets/free-spoken-digit-dataset-master/utils/__init__.py b/Module6/Datasets/free-spoken-digit-dataset-master/utils/__init__.py new file mode 100755 index 0000000..e69de29 diff --git a/Module6/Datasets/free-spoken-digit-dataset-master/utils/fsdd.py b/Module6/Datasets/free-spoken-digit-dataset-master/utils/fsdd.py new file mode 100755 index 0000000..5d5f955 --- /dev/null +++ b/Module6/Datasets/free-spoken-digit-dataset-master/utils/fsdd.py @@ -0,0 +1,63 @@ +import os +from collections import defaultdict +import scipy.io.wavfile +import scipy.ndimage + + +class FSDD: + """Summary + + Attributes: + file_paths (TYPE): Description + recording_paths (TYPE): Description + """ + + def __init__(self, data_dir): + """Initializes the FSDD data helper which is used for fetching FSDD data. + + :param data_dir: The directory where the audiodata is located. + :return: None + + Args: + data_dir (TYPE): Description + """ + + # A dict containing lists of file paths, where keys are the label and vals. + self.recording_paths = defaultdict(list) + file_paths = [f for f in os.listdir(data_dir) if os.path.isfile(os.path.join(data_dir, f))] + self.file_paths = file_paths + + for digit in range(0, 10): + # fetch all the file paths that start with this digit + digit_paths = [os.path.join(data_dir, f) for f in file_paths if f[0] == str(digit)] + self.recording_paths[digit] = digit_paths + + @staticmethod + def get_spectrograms(data_dir=None): + """ + + Args: + data_dir (string): Path to the directory containing the spectrograms. + + Returns: + (spectrograms, labels): a tuple of containing lists of spectrograms images(as numpy arrays) and their corresponding labels as strings + """ + spectrograms = [] + labels = [] + + if data_dir is None: + data_dir = os.path.dirname(__file__) + '/../spectrograms' + print data_dir + + file_paths = [f for f in os.listdir(data_dir) if os.path.isfile(os.path.join(data_dir, f)) and '.png' in f] + + if len(file_paths) == 0: + raise Exception('There are no files in the spectrogram directory. Make sure to run the spectrogram.py before calling this function.') + + for file_name in file_paths: + label = file_name[0] + spectrogram = scipy.ndimage.imread(data_dir + '/' + file_name, flatten=True).flatten() + spectrograms.append(spectrogram) + labels.append(label) + + return spectrograms, labels diff --git a/Module6/Datasets/free-spoken-digit-dataset-master/utils/spectogramer.py b/Module6/Datasets/free-spoken-digit-dataset-master/utils/spectogramer.py new file mode 100755 index 0000000..babce92 --- /dev/null +++ b/Module6/Datasets/free-spoken-digit-dataset-master/utils/spectogramer.py @@ -0,0 +1,60 @@ +from __future__ import division +from os import listdir +from os.path import isfile, join +from wand.image import Image + +from matplotlib import pyplot as plt +import scipy.io.wavfile as wav + + +def wav_to_spectrogram(audio_path, save_path, spectrogram_dimensions=(64, 64), noverlap=16, cmap='grey_r'): + """ Creates a spectrogram of a wav file. + + :param audio_path: path of wav file + :param save_path: path of spectrogram to save + :param spectrogram_dimensions: number of pixels the spectrogram should be. Defaults (64,64) + :param noverlap: See http://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.spectrogram.html + :param cmap: the color scheme to use for the spectrogram. Defaults to 'gray_r' + :return: + """ + + sample_rate, samples = wav.read(audio_path) + + plt.specgram(samples, cmap=cmap, noverlap=noverlap) + plt.axis('off') + plt.tight_layout() + plt.savefig(save_path, bbox_inches="tight", pad_inches=0) + plt.tight_layout() + + # TODO: Because I cant figure out how to create a plot without padding + # I am using `.trim()`, It would be better to do this in the plot itself. + # Also probably better to do the sizing in the plot too. + with Image(filename=save_path) as i: + i.trim() + i.resize(spectrogram_dimensions[0], spectrogram_dimensions[1]) + i.save(filename=save_path) + + +def dir_to_spectrogram(audio_dir, spectrogram_dir, spectrogram_dimensions=(64, 64), noverlap=16, cmap='gray_r'): + """ Creates spectrograms of all the audio files in a dir + + :param audio_dir: path of directory with audio files + :param spectrogram_dir: path to save spectrograms + :param spectrogram_dimensions: tuple specifying the dimensions in pixes of the created spectrogram. default:(64,64) + :param noverlap: See http://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.spectrogram.html + :param cmap: the color scheme to use for the spectrogram. Defaults to 'gray_r' + :return: + """ + file_names = [f for f in listdir(audio_dir) if isfile(join(audio_dir, f)) and '.wav' in f] + + for file_name in file_names: + print file_name + audio_path = audio_dir + file_name + spectogram_path = spectrogram_dir + file_name.replace('.wav', '.png') + wav_to_spectrogram(audio_path, spectogram_path, spectrogram_dimensions=spectrogram_dimensions, noverlap=noverlap, cmap=cmap) + + +if __name__ == '__main__': + audio_dir = "/Users/Jackson/development/free-spoken-digit-dataset/recordings/" + spectrogram_dir = "/Users/Jackson/development/free-spoken-digit-dataset/spectrograms/" + dir_to_spectrogram(audio_dir, spectrogram_dir) diff --git a/Module6/Datasets/free-spoken-digit-dataset-master/utils/trimmer.py b/Module6/Datasets/free-spoken-digit-dataset-master/utils/trimmer.py new file mode 100755 index 0000000..215e8fa --- /dev/null +++ b/Module6/Datasets/free-spoken-digit-dataset-master/utils/trimmer.py @@ -0,0 +1,103 @@ +import scipy.io.wavfile + + +def split_multiple_recordings(audio, min_silence_duration=0.25, noise_threshold=150, sample_rate_hz=8e3): + """ Accepts a numpy array of audio data and splits it at the points of silence into multiple arrays of data. + + :param audio: numpy array of audio data + :param min_silence_duration: the required period of silence to split the recording + :param sample_rate_hz: the sample rate of the audio + :return: a list of split numpy arrays + """ + # A list of tuples (start, stop) + min_silence_frame = sample_rate_hz * min_silence_duration + silence_zones = [] + + zone_start = None + zone_end = None + + for idx, point in enumerate(audio): + if abs(point) < noise_threshold and zone_start is None: + zone_start = idx + + if abs(point) > noise_threshold and zone_start is not None: + zone_end = idx + + # If we are in a silent zone and we come to the end point + if zone_start is not None and zone_end and abs(point) > noise_threshold: + if (zone_end - zone_start) > min_silence_frame: + silence_zones.append((zone_start, zone_end)) + + zone_start = None + zone_end = None + + # Split the recording by the zones + split_recordings = [] + for idx, zone in enumerate(silence_zones): + if idx == 0: + start = 0 + else: + start = silence_zones[idx - 1][1] + + end = zone[0] + split_recordings.append(audio[start:end]) + + return split_recordings + + +def trim_silence(audio, noise_threshold=150): + """ Removes the silence at the beginning and end of the passed audio data + + :param audio: numpy array of audio + :param noise_threshold: the maximum amount of noise that is considered silence + :return: a trimmed numpy array + """ + start = None + end = None + + for idx, point in enumerate(audio): + if abs(point) > noise_threshold: + start = idx + break + + # Reverse the array for trimming the end + for idx, point in enumerate(audio[::-1]): + if abs(point) > noise_threshold: + end = len(audio) - idx + break + + return audio[start:end] + + +def trim_silence_file(file_path, noise_threshold=150): + """Accepts a file path, trims the audio and overwrites the original file with the trimmed version. + + :param file_path: file to trim + :param noise_threshold: the maximum amount of noise that is considered silence + :return: None + """ + rate, audio = scipy.io.wavfile.read(file_path) + trimmed_audio = trim_silence(audio, noise_threshold=noise_threshold) + scipy.io.wavfile.write(file_path, rate, trimmed_audio) + + +def split_multiple_recordings_file(file_path, min_silence_duration=0.25, noise_threshold=150): + """Accepts a file_path of a `wav` file, splits it by it's silent periods and creates new files for each split. + This is useful when contributing recordings, as it allwos one to record multiple pronunciations in one file and then + split them programmaticly. + + :param file_path: wav file path to split + :param min_silence_duration: the required period of silence to split the recording + :param noise_threshold: the maximum amount of noise that is considered silence + :return: + """ + rate, audio = scipy.io.wavfile.read(file_path) + split_recordings = split_multiple_recordings(audio, min_silence_duration=min_silence_duration, + noise_threshold=noise_threshold, sample_rate_hz=rate) + + if file_path.count('.') != 1: + raise Exception('File_path must contain exactly one period, usually in extension. IE: /home/test.wav') + + for idx, recording in enumerate(split_recordings): + new_file_path = file_path.split('.')[0] + '_' + str(idx) + ".wav" + scipy.io.wavfile.write(new_file_path, rate, recording) diff --git a/Module4/Datasets/kidney_disease.csv b/Module6/Datasets/kidney_disease.csv old mode 100644 new mode 100755 similarity index 100% rename from Module4/Datasets/kidney_disease.csv rename to Module6/Datasets/kidney_disease.csv diff --git a/Module5/Datasets/life_expectancy.csv b/Module6/Datasets/life_expectancy.csv similarity index 100% rename from Module5/Datasets/life_expectancy.csv rename to Module6/Datasets/life_expectancy.csv diff --git a/Module6/Datasets/recordings/0_jackson_0.wav b/Module6/Datasets/recordings/0_jackson_0.wav new file mode 100755 index 0000000..34be9ab Binary files /dev/null and b/Module6/Datasets/recordings/0_jackson_0.wav differ diff --git a/Module6/Datasets/recordings/0_jackson_1.wav b/Module6/Datasets/recordings/0_jackson_1.wav new file mode 100755 index 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old mode 100644 new mode 100755 similarity index 100% rename from Module4/Datasets/stanford_armadillo.ply rename to Module6/Datasets/stanford_armadillo.ply diff --git a/Module3/Datasets/students.data b/Module6/Datasets/students.data similarity index 100% rename from Module3/Datasets/students.data rename to Module6/Datasets/students.data diff --git a/Module1/tutorial.csv b/Module6/Datasets/tutorial.csv similarity index 100% rename from Module1/tutorial.csv rename to Module6/Datasets/tutorial.csv diff --git a/Module6/Exam Revision Sheet.ipynb b/Module6/Exam Revision Sheet.ipynb new file mode 100644 index 0000000..887abf9 --- /dev/null +++ b/Module6/Exam Revision Sheet.ipynb @@ -0,0 +1,211 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "# If this line throws an error, use plt.style.use('ggplot') instead\n", + "#mpl.style.use('ggplot') # Look Pretty\n", + "#fig = plt.figure()\n", + "#ax.scatter(df.area, df.perimeter, df.asymmetry ,c='r', marker='.')\n", + "#ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7)\n", + "#df.plot.hist(alpha=0.75)\n", + "#plt.show()\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "#ax = Axes3D(fig)\n", + "\n", + "import pandas as pd\n", + "import numpy as np \n", + "import time\n", + "from plyfile import PlyData, PlyElement\n", + "#PlyData.read('Datasets/stanford_armadillo.ply')\n", + "\n", + "from pandas.tools.plotting import andrews_curves\n", + "#andrews_curves(df, 'wheat_type', alpha=0.4)\n", + "\n", + "from pandas.tools.plotting import parallel_coordinates\n", + "#parallel_coordinates(df, 'wheat_type', alpha=0.4)\n", + "\n", + "#Load data\n", + "#X = pd.read_csv('path/data.csv', index_col='name', names=['','']\n", + " # , delimiter='\\t')\n", + "#pd.read_html('http://url')[0]\n", + "\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "#model = RandomForestClassifier(\n", + "#n_estimators=30,max_depth=10,oob_score=True,random_state=0)\n", + "#score = model.oob_score_\n", + "\n", + "from sklearn import tree\n", + "#dt = tree.DecisionTreeClassifier()\n", + "#dt.fit(X_train,y_train)\n", + "#tree.export_graphviz(dt.tree_, out_file='lab5_tree.dot', \n", + " #feature_names=X.columns)\n", + "\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "#knn = KNeighborsClassifier(n_neighbors=7,weights='distance|uniform')\n", + "\n", + "from sklearn.cluster import KMeans\n", + "#KMeans(n_clusters = num_clusters)\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "#X_train, X_test, y_train, y_test \n", + "#= train_test_split(X,y,test_size=0.3,random_state=7)\n", + "\n", + "from sklearn.svm import SVC\n", + "#svc = SVC(C=1, kernel='linear')\n", + "#svc.predict(X_test.loc[999].values.reshape(1,-1))\n", + "\n", + "from sklearn.decomposition import PCA\n", + "#pca = PCA(n_components=4,svd_solver='randomized|full')\n", + "\n", + "from sklearn import manifold\n", + "#iso = manifold.Isomap(n_neighbors=NN, n_components=NC)\n", + "\n", + "from sklearn import linear_model\n", + "#model = linear_model.LinearRegression()\n", + "\n", + "from sklearn import preprocessing\n", + "#preprocessor = preprocessing.Normalizer().fit(X_train) \n", + "#preprocessor = preprocessing.MaxAbsScaler().fit(X_train)\n", + "#preprocessor = preprocessing.MinMaxScaler().fit(X_train) \n", + "#preprocessor = preprocessing.KernelCenterer().fit(X_train) \n", + "#preprocessing.RobustScaler().fit_transform(data)\n", + "\n", + "#random\n", + "import random, math\n", + "from sklearn.utils.validation import check_random_state\n", + "#rng = check_random_state(7)\n", + "#random_idx = rng.randint(zero.shape[0])\n", + "\n", + "import scipy.io\n", + "\n", + "#file I/O\n", + "import scipy.io.wavfile as wavfile\n", + "#w = wavfile.read('Datasets/recordings/0_jackson_'+str(i)+'.wav')\n", + "#wavfile.write('Original Test Clip.wav', sample_rate, test.values)\n", + "#completed_clip = np.hstack((x_test.reshape(1,-1), y_test_prediction))\n", + "#wavfile.write('Extrapolated Clip.wav', sample_rate, completed_clip[0])\n", + "#mat = scipy.io.loadmat('Datasets/face_data.mat')\n", + "\n", + "from scipy import misc\n", + "\n", + "#confusion matrix\n", + "#df.corr()\n", + "#plt.imshow(X_test.ix[index,:].reshape(8,8), cmap=plt.cm.gray_r, interpolation='nearest')\n", + "#plt.colorbar()\n", + "#tick_marks = [i for i in range(len(df.columns))]\n", + "#plt.xticks(tick_marks, df.columns, rotation='vertical')\n", + "#plt.yticks(tick_marks, df.columns)\n", + "\n", + "#check null\n", + "#X[pd.isnull(X).any(axis=1)]\n", + "\n", + "#drop column\n", + "#X.drop('gender',axis=1,inplace=True)\n", + "\n", + "#drop Null/NaN row\n", + "#X.dropna(axis=0, inplace=True)\n", + "\n", + "#drop Null/NaN col\n", + "#X.dropna(axis=1, inplace=True)\n", + "\n", + "#fill null\n", + "#X.fillna(data.nuclei.mean(), inplace=True)\n", + "\n", + "#replace column value\n", + "#X['col_name'].replace({'from_val':'to_value'}, regex=True, inplace=True)\n", + "\n", + "#column encoding\n", + "#X.edibile = X.edibile.map({'e':1, 'p':0})\n", + "#y = X['class'].astype(\"category\").cat.codes\n", + "#X = pd.get_dummies(X)\n", + "#y = pd.get_dummies(X['class'])\n", + "\n", + "#range \n", + "#c_range = np.arange(0.05, 2, 0.05)\n", + "\n", + "#type cast\n", + "#y_test_prediction = y_test_prediction.astype(dtype=np.int16)\n", + "#pd.to_datetime(df.Date, errors='coerce')\n", + "#pd.to_numeric(df.col_name,errors='raise')\n", + "\n", + "#loop\n", + "#for NC in range(4,7):\n", + "\n", + "#zip\n", + "#important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", + "\n", + "#Series\n", + "#df['label'] = pd.Series(labels, index=df.index)\n", + "#scaled = pd.DataFrame(scaled, columns=df.columns)\n", + "\n", + "#df.describe()\n", + "#df.head()\n", + "#df.info()\n", + "#df.unique()\n", + "#df.var()\n", + "#df.dtypes\n", + "#df.shape\n", + "#df.iloc[]\n", + "#df.loc[]\n", + "#df[]\n", + "#df.columns = []\n", + "#df[df.isnull().sum(axis=1) < 4]\n", + "#df2 = df.eq([], axis=1)\n", + "#df3 = df[df2.RK == False]\n", + "#df4.reset_index()\n", + "#len(df4.PCT.value_counts())\n", + "#df4['GP'].astype(str).astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " a b c\n", + "0 12 15 20\n", + "1 8 10 30\n", + "2 15 9 35\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "data_url = 'https://goo.gl/Eqrooo'\n", + "data_frame = pd.read_csv(data_url, skiprows = 2)\n", + "print(data_frame)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Extrapolated Clip.wav b/Module6/Extrapolated Clip.wav new file mode 100644 index 0000000..c06c9ea Binary files /dev/null and b/Module6/Extrapolated Clip.wav differ diff --git a/Module6/Module2 - Lab1.xls b/Module6/Module2 - Lab1.xls new file mode 100755 index 0000000..d7613e9 Binary files /dev/null and b/Module6/Module2 - Lab1.xls differ diff --git a/Module2/Module2 - Lab2.ipynb b/Module6/Module2 - Lab2.ipynb similarity index 100% rename from Module2/Module2 - Lab2.ipynb rename to Module6/Module2 - Lab2.ipynb diff --git a/Module2/Module2 - Lab3.ipynb b/Module6/Module2 - Lab3.ipynb similarity index 100% rename from Module2/Module2 - Lab3.ipynb rename to Module6/Module2 - Lab3.ipynb diff --git a/Module6/Module2 - Lab4.ipynb b/Module6/Module2 - Lab4.ipynb new file mode 100755 index 0000000..aa7d207 --- /dev/null +++ b/Module6/Module2 - Lab4.ipynb @@ -0,0 +1,3223 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module2 - Lab4" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Import and alias Pandas:" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the table from the link, and extract the dataset out of it. If you're having issues with this, look carefully at the sample code provided in the reading:" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 object\n", + "1 object\n", + "2 object\n", + "3 object\n", + "4 object\n", + "5 object\n", + "6 object\n", + "7 object\n", + "8 object\n", + "9 object\n", + "10 object\n", + "11 object\n", + "12 object\n", + "13 object\n", + "14 object\n", + "15 object\n", + "16 object\n", + "dtype: object\n", + " 0 1 2 3 4 5 6 7 8 9 \\\n", + "0 NaN PP SH NaN NaN NaN NaN NaN NaN NaN \n", + "1 RK PLAYER TEAM GP G A PTS +/- PIM PTS/G \n", + "2 1 Jamie Benn, LW DAL 82 35 52 87 1 64 1.06 \n", + "3 2 John Tavares, C NYI 82 38 48 86 5 46 1.05 \n", + "4 3 Sidney Crosby, C PIT 77 28 56 84 5 47 1.09 \n", + "5 4 Alex Ovechkin, LW WSH 81 53 28 81 10 58 1.00 \n", + "6 NaN Jakub Voracek, RW PHI 82 22 59 81 1 78 0.99 \n", + "7 6 Nicklas Backstrom, C WSH 82 18 60 78 5 40 0.95 \n", + "8 7 Tyler Seguin, C DAL 71 37 40 77 -1 20 1.08 \n", + "9 8 Jiri Hudler, LW CGY 78 31 45 76 17 14 0.97 \n", + "10 NaN Daniel Sedin, LW VAN 82 20 56 76 5 18 0.93 \n", + "11 10 Vladimir Tarasenko, RW STL 77 37 36 73 27 31 0.95 \n", + "12 NaN PP SH NaN NaN NaN NaN NaN NaN NaN \n", + "13 RK PLAYER TEAM GP G A PTS +/- PIM PTS/G \n", + "14 NaN Nick Foligno, LW CBJ 79 31 42 73 16 50 0.92 \n", + "15 NaN Claude Giroux, C PHI 81 25 48 73 -3 36 0.90 \n", + "16 NaN Henrik Sedin, C VAN 82 18 55 73 11 22 0.89 \n", + "17 14 Steven Stamkos, C TB 82 43 29 72 2 49 0.88 \n", + "18 NaN Tyler Johnson, C TB 77 29 43 72 33 24 0.94 \n", + "19 16 Ryan Johansen, C CBJ 82 26 45 71 -6 40 0.87 \n", + "20 17 Joe Pavelski, C SJ 82 37 33 70 12 29 0.85 \n", + "21 NaN Evgeni Malkin, C PIT 69 28 42 70 -2 60 1.01 \n", + "22 NaN Ryan Getzlaf, C ANA 77 25 45 70 15 62 0.91 \n", + "23 20 Rick Nash, LW NYR 79 42 27 69 29 36 0.87 \n", + "24 NaN PP SH NaN NaN NaN NaN NaN NaN NaN \n", + "25 RK PLAYER TEAM GP G A PTS +/- PIM PTS/G \n", + "26 21 Max Pacioretty, LW MTL 80 37 30 67 38 32 0.84 \n", + "27 NaN Logan Couture, C SJ 82 27 40 67 -6 12 0.82 \n", + "28 23 Jonathan Toews, C CHI 81 28 38 66 30 36 0.81 \n", + "29 NaN Erik Karlsson, D OTT 82 21 45 66 7 42 0.80 \n", + "30 NaN Henrik Zetterberg, LW DET 77 17 49 66 -6 32 0.86 \n", + "31 26 Pavel Datsyuk, C DET 63 26 39 65 12 8 1.03 \n", + "32 NaN Joe Thornton, C SJ 78 16 49 65 -4 30 0.83 \n", + "33 28 Nikita Kucherov, RW TB 82 28 36 64 38 37 0.78 \n", + "34 NaN Patrick Kane, RW CHI 61 27 37 64 10 10 1.05 \n", + "35 NaN Mark Stone, RW OTT 80 26 38 64 21 14 0.80 \n", + "36 NaN PP SH NaN NaN NaN NaN NaN NaN NaN \n", + "37 RK PLAYER TEAM GP G A PTS +/- PIM PTS/G \n", + "38 NaN Alexander Steen, LW STL 74 24 40 64 8 33 0.86 \n", + "39 NaN Kyle Turris, C OTT 82 24 40 64 5 36 0.78 \n", + "40 NaN Johnny Gaudreau, LW CGY 80 24 40 64 11 14 0.80 \n", + "41 NaN Anze Kopitar, C LA 79 16 48 64 -2 10 0.81 \n", + "42 35 Radim Vrbata, RW VAN 79 31 32 63 6 20 0.80 \n", + "43 NaN Jaden Schwartz, LW STL 75 28 35 63 13 16 0.84 \n", + "44 NaN Filip Forsberg, C NSH 82 26 37 63 15 24 0.77 \n", + "45 NaN Jordan Eberle, RW EDM 81 24 39 63 -16 24 0.78 \n", + "46 NaN Ondrej Palat, LW TB 75 16 47 63 31 24 0.84 \n", + "47 40 Zach Parise, LW MIN 74 33 29 62 21 41 0.84 \n", + "\n", + " 10 11 12 13 14 15 16 \n", + "0 NaN NaN NaN NaN NaN NaN NaN \n", + "1 SOG PCT GWG G A G A \n", + "2 253 13.8 6 10 13 2 3 \n", + "3 278 13.7 8 13 18 0 1 \n", + "4 237 11.8 3 10 21 0 0 \n", + "5 395 13.4 11 25 9 0 0 \n", + "6 221 10.0 3 11 22 0 0 \n", + "7 153 11.8 3 3 30 0 0 \n", + "8 280 13.2 5 13 16 0 0 \n", + "9 158 19.6 5 6 10 0 0 \n", + "10 226 8.9 5 4 21 0 0 \n", + "11 264 14.0 6 8 10 0 0 \n", + "12 NaN NaN NaN NaN NaN NaN NaN \n", + "13 SOG PCT GWG G A G A \n", + "14 182 17.0 3 11 15 0 0 \n", + "15 279 9.0 4 14 23 0 0 \n", + "16 101 17.8 0 5 20 0 0 \n", + "17 268 16.0 6 13 12 0 0 \n", + "18 203 14.3 6 8 9 0 0 \n", + "19 202 12.9 0 7 19 2 0 \n", + "20 261 14.2 5 19 12 0 0 \n", + "21 212 13.2 4 9 17 0 0 \n", + "22 191 13.1 6 3 10 0 2 \n", + "23 304 13.8 8 6 6 4 1 \n", + "24 NaN NaN NaN NaN NaN NaN NaN \n", + "25 SOG PCT GWG G A G A \n", + "26 302 12.3 10 7 4 3 2 \n", + "27 263 10.3 4 6 18 2 0 \n", + "28 192 14.6 7 6 11 2 1 \n", + "29 292 7.2 3 6 24 0 0 \n", + "30 227 7.5 3 4 24 0 0 \n", + "31 165 15.8 5 8 16 0 0 \n", + "32 131 12.2 0 4 18 0 0 \n", + "33 190 14.7 2 2 13 0 0 \n", + "34 186 14.5 5 6 16 0 0 \n", + "35 157 16.6 6 5 8 1 0 \n", + "36 NaN NaN NaN NaN NaN NaN NaN \n", + "37 SOG PCT GWG G A G A \n", + "38 223 10.8 5 8 16 0 0 \n", + "39 215 11.2 6 4 12 1 0 \n", + "40 167 14.4 4 8 13 0 0 \n", + "41 134 11.9 4 6 18 0 0 \n", + "42 267 11.6 7 12 11 0 0 \n", + "43 184 15.2 4 8 8 0 2 \n", + "44 237 11.0 6 6 13 0 0 \n", + "45 183 13.1 2 6 15 0 0 \n", + "46 139 11.5 5 3 8 1 1 \n", + "47 259 12.7 3 11 5 0 0 \n" + ] + } + ], + "source": [ + "df = pd.read_html('http://www.espn.com/nhl/statistics/player/_/stat/points/sort/points/year/2015/seasontype/2')[0]\n", + "print df.dtypes\n", + "print df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next up, rename the columns so that they are _similar_ to the column definitions provided to you on the website. Be careful and don't accidentally use any column names twice. If a column uses special characters, you can replace them with regular characters to make it easier to work with:" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "cols = ['RK','PLAYER','TEAM','GP','G','A','PTS','+/-','PIM','PTS/G','SOG','PCT','GWG','PPG','PPA','SHG','SHA']\n", + "df.columns = cols" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get rid of any row that has at least 4 NANs in it. That is, any rows that do not contain player points statistics:" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " RK PLAYER TEAM GP G A PTS +/- PIM PTS/G SOG \\\n", + "1 RK PLAYER TEAM GP G A PTS +/- PIM PTS/G SOG \n", + "2 1 Jamie Benn, LW DAL 82 35 52 87 1 64 1.06 253 \n", + "3 2 John Tavares, C NYI 82 38 48 86 5 46 1.05 278 \n", + "4 3 Sidney Crosby, C PIT 77 28 56 84 5 47 1.09 237 \n", + "5 4 Alex Ovechkin, LW WSH 81 53 28 81 10 58 1.00 395 \n", + "6 NaN Jakub Voracek, RW PHI 82 22 59 81 1 78 0.99 221 \n", + "7 6 Nicklas Backstrom, C WSH 82 18 60 78 5 40 0.95 153 \n", + "8 7 Tyler Seguin, C DAL 71 37 40 77 -1 20 1.08 280 \n", + "9 8 Jiri Hudler, LW CGY 78 31 45 76 17 14 0.97 158 \n", + "10 NaN Daniel Sedin, LW VAN 82 20 56 76 5 18 0.93 226 \n", + "11 10 Vladimir Tarasenko, RW STL 77 37 36 73 27 31 0.95 264 \n", + "13 RK PLAYER TEAM GP G A PTS +/- PIM PTS/G SOG \n", + "14 NaN Nick Foligno, LW CBJ 79 31 42 73 16 50 0.92 182 \n", + "15 NaN Claude Giroux, C PHI 81 25 48 73 -3 36 0.90 279 \n", + "16 NaN Henrik Sedin, C VAN 82 18 55 73 11 22 0.89 101 \n", + "17 14 Steven Stamkos, C TB 82 43 29 72 2 49 0.88 268 \n", + "18 NaN Tyler Johnson, C TB 77 29 43 72 33 24 0.94 203 \n", + "19 16 Ryan Johansen, C CBJ 82 26 45 71 -6 40 0.87 202 \n", + "20 17 Joe Pavelski, C SJ 82 37 33 70 12 29 0.85 261 \n", + "21 NaN Evgeni Malkin, C PIT 69 28 42 70 -2 60 1.01 212 \n", + "22 NaN Ryan Getzlaf, C ANA 77 25 45 70 15 62 0.91 191 \n", + "23 20 Rick Nash, LW NYR 79 42 27 69 29 36 0.87 304 \n", + "25 RK PLAYER TEAM GP G A PTS +/- PIM PTS/G SOG \n", + "26 21 Max Pacioretty, LW MTL 80 37 30 67 38 32 0.84 302 \n", + "27 NaN Logan Couture, C SJ 82 27 40 67 -6 12 0.82 263 \n", + "28 23 Jonathan Toews, C CHI 81 28 38 66 30 36 0.81 192 \n", + "29 NaN Erik Karlsson, D OTT 82 21 45 66 7 42 0.80 292 \n", + "30 NaN Henrik Zetterberg, LW DET 77 17 49 66 -6 32 0.86 227 \n", + "31 26 Pavel Datsyuk, C DET 63 26 39 65 12 8 1.03 165 \n", + "32 NaN Joe Thornton, C SJ 78 16 49 65 -4 30 0.83 131 \n", + "33 28 Nikita Kucherov, RW TB 82 28 36 64 38 37 0.78 190 \n", + "34 NaN Patrick Kane, RW CHI 61 27 37 64 10 10 1.05 186 \n", + "35 NaN Mark Stone, RW OTT 80 26 38 64 21 14 0.80 157 \n", + "37 RK PLAYER TEAM GP G A PTS +/- PIM PTS/G SOG \n", + "38 NaN Alexander Steen, LW STL 74 24 40 64 8 33 0.86 223 \n", + "39 NaN Kyle Turris, C OTT 82 24 40 64 5 36 0.78 215 \n", + "40 NaN Johnny Gaudreau, LW CGY 80 24 40 64 11 14 0.80 167 \n", + "41 NaN Anze Kopitar, C LA 79 16 48 64 -2 10 0.81 134 \n", + "42 35 Radim Vrbata, RW VAN 79 31 32 63 6 20 0.80 267 \n", + "43 NaN Jaden Schwartz, LW STL 75 28 35 63 13 16 0.84 184 \n", + "44 NaN Filip Forsberg, C NSH 82 26 37 63 15 24 0.77 237 \n", + "45 NaN Jordan Eberle, RW EDM 81 24 39 63 -16 24 0.78 183 \n", + "46 NaN Ondrej Palat, LW TB 75 16 47 63 31 24 0.84 139 \n", + "47 40 Zach Parise, LW MIN 74 33 29 62 21 41 0.84 259 \n", + "\n", + " PCT GWG PPG PPA SHG SHA \n", + "1 PCT GWG G A G A \n", + "2 13.8 6 10 13 2 3 \n", + "3 13.7 8 13 18 0 1 \n", + "4 11.8 3 10 21 0 0 \n", + "5 13.4 11 25 9 0 0 \n", + "6 10.0 3 11 22 0 0 \n", + "7 11.8 3 3 30 0 0 \n", + "8 13.2 5 13 16 0 0 \n", + "9 19.6 5 6 10 0 0 \n", + "10 8.9 5 4 21 0 0 \n", + "11 14.0 6 8 10 0 0 \n", + "13 PCT GWG G A G A \n", + "14 17.0 3 11 15 0 0 \n", + "15 9.0 4 14 23 0 0 \n", + "16 17.8 0 5 20 0 0 \n", + "17 16.0 6 13 12 0 0 \n", + "18 14.3 6 8 9 0 0 \n", + "19 12.9 0 7 19 2 0 \n", + "20 14.2 5 19 12 0 0 \n", + "21 13.2 4 9 17 0 0 \n", + "22 13.1 6 3 10 0 2 \n", + "23 13.8 8 6 6 4 1 \n", + "25 PCT GWG G A G A \n", + "26 12.3 10 7 4 3 2 \n", + "27 10.3 4 6 18 2 0 \n", + "28 14.6 7 6 11 2 1 \n", + "29 7.2 3 6 24 0 0 \n", + "30 7.5 3 4 24 0 0 \n", + "31 15.8 5 8 16 0 0 \n", + "32 12.2 0 4 18 0 0 \n", + "33 14.7 2 2 13 0 0 \n", + "34 14.5 5 6 16 0 0 \n", + "35 16.6 6 5 8 1 0 \n", + "37 PCT GWG G A G A \n", + "38 10.8 5 8 16 0 0 \n", + "39 11.2 6 4 12 1 0 \n", + "40 14.4 4 8 13 0 0 \n", + "41 11.9 4 6 18 0 0 \n", + "42 11.6 7 12 11 0 0 \n", + "43 15.2 4 8 8 0 2 \n", + "44 11.0 6 6 13 0 0 \n", + "45 13.1 2 6 15 0 0 \n", + "46 11.5 5 3 8 1 1 \n", + "47 12.7 3 11 5 0 0 \n" + ] + } + ], + "source": [ + "df = df[df.isnull().sum(axis=1) < 4]\n", + "print df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At this point, look through your dataset by printing it. There probably still are some erroneous rows in there. What indexing command(s) will you use to select all rows EXCEPT those rows?" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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RKPLAYERTEAMGPGAPTS+/-PIMPTS/GSOGPCTGWGPPGPPASHGSHA
21Jamie Benn, LWDAL823552871641.0625313.86101323
32John Tavares, CNYI823848865461.0527813.78131801
43Sidney Crosby, CPIT772856845471.0923711.83102100
54Alex Ovechkin, LWWSH8153288110581.0039513.41125900
6NaNJakub Voracek, RWPHI822259811780.9922110.03112200
76Nicklas Backstrom, CWSH821860785400.9515311.8333000
87Tyler Seguin, CDAL71374077-1201.0828013.25131600
98Jiri Hudler, LWCGY7831457617140.9715819.6561000
10NaNDaniel Sedin, LWVAN822056765180.932268.9542100
1110Vladimir Tarasenko, RWSTL7737367327310.9526414.0681000
14NaNNick Foligno, LWCBJ7931427316500.9218217.03111500
15NaNClaude Giroux, CPHI81254873-3360.902799.04142300
16NaNHenrik Sedin, CVAN8218557311220.8910117.8052000
1714Steven Stamkos, CTB824329722490.8826816.06131200
18NaNTyler Johnson, CTB7729437233240.9420314.368900
1916Ryan Johansen, CCBJ82264571-6400.8720212.9071920
2017Joe Pavelski, CSJ8237337012290.8526114.25191200
21NaNEvgeni Malkin, CPIT69284270-2601.0121213.2491700
22NaNRyan Getzlaf, CANA7725457015620.9119113.1631002
2320Rick Nash, LWNYR7942276929360.8730413.886641
2621Max Pacioretty, LWMTL8037306738320.8430212.3107432
27NaNLogan Couture, CSJ82274067-6120.8226310.3461820
2823Jonathan Toews, CCHI8128386630360.8119214.6761121
29NaNErik Karlsson, DOTT822145667420.802927.2362400
30NaNHenrik Zetterberg, LWDET77174966-6320.862277.5342400
3126Pavel Datsyuk, CDET632639651281.0316515.8581600
32NaNJoe Thornton, CSJ78164965-4300.8313112.2041800
3328Nikita Kucherov, RWTB8228366438370.7819014.7221300
34NaNPatrick Kane, RWCHI6127376410101.0518614.5561600
35NaNMark Stone, RWOTT8026386421140.8015716.665810
38NaNAlexander Steen, LWSTL742440648330.8622310.8581600
39NaNKyle Turris, COTT822440645360.7821511.2641210
40NaNJohnny Gaudreau, LWCGY8024406411140.8016714.4481300
41NaNAnze Kopitar, CLA79164864-2100.8113411.9461800
4235Radim Vrbata, RWVAN793132636200.8026711.67121100
43NaNJaden Schwartz, LWSTL7528356313160.8418415.248802
44NaNFilip Forsberg, CNSH8226376315240.7723711.0661300
45NaNJordan Eberle, RWEDM81243963-16240.7818313.1261500
46NaNOndrej Palat, LWTB7516476331240.8413911.553811
4740Zach Parise, LWMIN7433296221410.8425912.7311500
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" + ], + "text/plain": [ + " RK PLAYER TEAM GP G A PTS +/- PIM PTS/G SOG \\\n", + "2 1 Jamie Benn, LW DAL 82 35 52 87 1 64 1.06 253 \n", + "3 2 John Tavares, C NYI 82 38 48 86 5 46 1.05 278 \n", + "4 3 Sidney Crosby, C PIT 77 28 56 84 5 47 1.09 237 \n", + "5 4 Alex Ovechkin, LW WSH 81 53 28 81 10 58 1.00 395 \n", + "6 NaN Jakub Voracek, RW PHI 82 22 59 81 1 78 0.99 221 \n", + "7 6 Nicklas Backstrom, C WSH 82 18 60 78 5 40 0.95 153 \n", + "8 7 Tyler Seguin, C DAL 71 37 40 77 -1 20 1.08 280 \n", + "9 8 Jiri Hudler, LW CGY 78 31 45 76 17 14 0.97 158 \n", + "10 NaN Daniel Sedin, LW VAN 82 20 56 76 5 18 0.93 226 \n", + "11 10 Vladimir Tarasenko, RW STL 77 37 36 73 27 31 0.95 264 \n", + "14 NaN Nick Foligno, LW CBJ 79 31 42 73 16 50 0.92 182 \n", + "15 NaN Claude Giroux, C PHI 81 25 48 73 -3 36 0.90 279 \n", + "16 NaN Henrik Sedin, C VAN 82 18 55 73 11 22 0.89 101 \n", + "17 14 Steven Stamkos, C TB 82 43 29 72 2 49 0.88 268 \n", + "18 NaN Tyler Johnson, C TB 77 29 43 72 33 24 0.94 203 \n", + "19 16 Ryan Johansen, C CBJ 82 26 45 71 -6 40 0.87 202 \n", + "20 17 Joe Pavelski, C SJ 82 37 33 70 12 29 0.85 261 \n", + "21 NaN Evgeni Malkin, C PIT 69 28 42 70 -2 60 1.01 212 \n", + "22 NaN Ryan Getzlaf, C ANA 77 25 45 70 15 62 0.91 191 \n", + "23 20 Rick Nash, LW NYR 79 42 27 69 29 36 0.87 304 \n", + "26 21 Max Pacioretty, LW MTL 80 37 30 67 38 32 0.84 302 \n", + "27 NaN Logan Couture, C SJ 82 27 40 67 -6 12 0.82 263 \n", + "28 23 Jonathan Toews, C CHI 81 28 38 66 30 36 0.81 192 \n", + "29 NaN Erik Karlsson, D OTT 82 21 45 66 7 42 0.80 292 \n", + "30 NaN Henrik Zetterberg, LW DET 77 17 49 66 -6 32 0.86 227 \n", + "31 26 Pavel Datsyuk, C DET 63 26 39 65 12 8 1.03 165 \n", + "32 NaN Joe Thornton, C SJ 78 16 49 65 -4 30 0.83 131 \n", + "33 28 Nikita Kucherov, RW TB 82 28 36 64 38 37 0.78 190 \n", + "34 NaN Patrick Kane, RW CHI 61 27 37 64 10 10 1.05 186 \n", + "35 NaN Mark Stone, RW OTT 80 26 38 64 21 14 0.80 157 \n", + "38 NaN Alexander Steen, LW STL 74 24 40 64 8 33 0.86 223 \n", + "39 NaN Kyle Turris, C OTT 82 24 40 64 5 36 0.78 215 \n", + "40 NaN Johnny Gaudreau, LW CGY 80 24 40 64 11 14 0.80 167 \n", + "41 NaN Anze Kopitar, C LA 79 16 48 64 -2 10 0.81 134 \n", + "42 35 Radim Vrbata, RW VAN 79 31 32 63 6 20 0.80 267 \n", + "43 NaN Jaden Schwartz, LW STL 75 28 35 63 13 16 0.84 184 \n", + "44 NaN Filip Forsberg, C NSH 82 26 37 63 15 24 0.77 237 \n", + "45 NaN Jordan Eberle, RW EDM 81 24 39 63 -16 24 0.78 183 \n", + "46 NaN Ondrej Palat, LW TB 75 16 47 63 31 24 0.84 139 \n", + "47 40 Zach Parise, LW MIN 74 33 29 62 21 41 0.84 259 \n", + "\n", + " PCT GWG PPG PPA SHG SHA \n", + "2 13.8 6 10 13 2 3 \n", + "3 13.7 8 13 18 0 1 \n", + "4 11.8 3 10 21 0 0 \n", + "5 13.4 11 25 9 0 0 \n", + "6 10.0 3 11 22 0 0 \n", + "7 11.8 3 3 30 0 0 \n", + "8 13.2 5 13 16 0 0 \n", + "9 19.6 5 6 10 0 0 \n", + "10 8.9 5 4 21 0 0 \n", + "11 14.0 6 8 10 0 0 \n", + "14 17.0 3 11 15 0 0 \n", + "15 9.0 4 14 23 0 0 \n", + "16 17.8 0 5 20 0 0 \n", + "17 16.0 6 13 12 0 0 \n", + "18 14.3 6 8 9 0 0 \n", + "19 12.9 0 7 19 2 0 \n", + "20 14.2 5 19 12 0 0 \n", + "21 13.2 4 9 17 0 0 \n", + "22 13.1 6 3 10 0 2 \n", + "23 13.8 8 6 6 4 1 \n", + "26 12.3 10 7 4 3 2 \n", + "27 10.3 4 6 18 2 0 \n", + "28 14.6 7 6 11 2 1 \n", + "29 7.2 3 6 24 0 0 \n", + "30 7.5 3 4 24 0 0 \n", + "31 15.8 5 8 16 0 0 \n", + "32 12.2 0 4 18 0 0 \n", + "33 14.7 2 2 13 0 0 \n", + "34 14.5 5 6 16 0 0 \n", + "35 16.6 6 5 8 1 0 \n", + "38 10.8 5 8 16 0 0 \n", + "39 11.2 6 4 12 1 0 \n", + "40 14.4 4 8 13 0 0 \n", + "41 11.9 4 6 18 0 0 \n", + "42 11.6 7 12 11 0 0 \n", + "43 15.2 4 8 8 0 2 \n", + "44 11.0 6 6 13 0 0 \n", + "45 13.1 2 6 15 0 0 \n", + "46 11.5 5 3 8 1 1 \n", + "47 12.7 3 11 5 0 0 " + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dumpCols = ['RK','PLAYER','TEAM','GP','G','A','PTS','+/-','PIM','PTS/G','SOG','PCT','GWG','G','A','G','A']\n", + "df2 = df.eq(dumpCols, axis=1)\n", + "df3 = df[df2.RK == False]\n", + "df3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get rid of the 'RK' column:" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PLAYERTEAMGPGAPTS+/-PIMPTS/GSOGPCTGWGPPGPPASHGSHA
2Jamie Benn, LWDAL823552871641.0625313.86101323
3John Tavares, CNYI823848865461.0527813.78131801
4Sidney Crosby, CPIT772856845471.0923711.83102100
5Alex Ovechkin, LWWSH8153288110581.0039513.41125900
6Jakub Voracek, RWPHI822259811780.9922110.03112200
7Nicklas Backstrom, CWSH821860785400.9515311.8333000
8Tyler Seguin, CDAL71374077-1201.0828013.25131600
9Jiri Hudler, LWCGY7831457617140.9715819.6561000
10Daniel Sedin, LWVAN822056765180.932268.9542100
11Vladimir Tarasenko, RWSTL7737367327310.9526414.0681000
14Nick Foligno, LWCBJ7931427316500.9218217.03111500
15Claude Giroux, CPHI81254873-3360.902799.04142300
16Henrik Sedin, CVAN8218557311220.8910117.8052000
17Steven Stamkos, CTB824329722490.8826816.06131200
18Tyler Johnson, CTB7729437233240.9420314.368900
19Ryan Johansen, CCBJ82264571-6400.8720212.9071920
20Joe Pavelski, CSJ8237337012290.8526114.25191200
21Evgeni Malkin, CPIT69284270-2601.0121213.2491700
22Ryan Getzlaf, CANA7725457015620.9119113.1631002
23Rick Nash, LWNYR7942276929360.8730413.886641
26Max Pacioretty, LWMTL8037306738320.8430212.3107432
27Logan Couture, CSJ82274067-6120.8226310.3461820
28Jonathan Toews, CCHI8128386630360.8119214.6761121
29Erik Karlsson, DOTT822145667420.802927.2362400
30Henrik Zetterberg, LWDET77174966-6320.862277.5342400
31Pavel Datsyuk, CDET632639651281.0316515.8581600
32Joe Thornton, CSJ78164965-4300.8313112.2041800
33Nikita Kucherov, RWTB8228366438370.7819014.7221300
34Patrick Kane, RWCHI6127376410101.0518614.5561600
35Mark Stone, RWOTT8026386421140.8015716.665810
38Alexander Steen, LWSTL742440648330.8622310.8581600
39Kyle Turris, COTT822440645360.7821511.2641210
40Johnny Gaudreau, LWCGY8024406411140.8016714.4481300
41Anze Kopitar, CLA79164864-2100.8113411.9461800
42Radim Vrbata, RWVAN793132636200.8026711.67121100
43Jaden Schwartz, LWSTL7528356313160.8418415.248802
44Filip Forsberg, CNSH8226376315240.7723711.0661300
45Jordan Eberle, RWEDM81243963-16240.7818313.1261500
46Ondrej Palat, LWTB7516476331240.8413911.553811
47Zach Parise, LWMIN7433296221410.8425912.7311500
\n", + "
" + ], + "text/plain": [ + " PLAYER TEAM GP G A PTS +/- PIM PTS/G SOG PCT GWG \\\n", + "2 Jamie Benn, LW DAL 82 35 52 87 1 64 1.06 253 13.8 6 \n", + "3 John Tavares, C NYI 82 38 48 86 5 46 1.05 278 13.7 8 \n", + "4 Sidney Crosby, C PIT 77 28 56 84 5 47 1.09 237 11.8 3 \n", + "5 Alex Ovechkin, LW WSH 81 53 28 81 10 58 1.00 395 13.4 11 \n", + "6 Jakub Voracek, RW PHI 82 22 59 81 1 78 0.99 221 10.0 3 \n", + "7 Nicklas Backstrom, C WSH 82 18 60 78 5 40 0.95 153 11.8 3 \n", + "8 Tyler Seguin, C DAL 71 37 40 77 -1 20 1.08 280 13.2 5 \n", + "9 Jiri Hudler, LW CGY 78 31 45 76 17 14 0.97 158 19.6 5 \n", + "10 Daniel Sedin, LW VAN 82 20 56 76 5 18 0.93 226 8.9 5 \n", + "11 Vladimir Tarasenko, RW STL 77 37 36 73 27 31 0.95 264 14.0 6 \n", + "14 Nick Foligno, LW CBJ 79 31 42 73 16 50 0.92 182 17.0 3 \n", + "15 Claude Giroux, C PHI 81 25 48 73 -3 36 0.90 279 9.0 4 \n", + "16 Henrik Sedin, C VAN 82 18 55 73 11 22 0.89 101 17.8 0 \n", + "17 Steven Stamkos, C TB 82 43 29 72 2 49 0.88 268 16.0 6 \n", + "18 Tyler Johnson, C TB 77 29 43 72 33 24 0.94 203 14.3 6 \n", + "19 Ryan Johansen, C CBJ 82 26 45 71 -6 40 0.87 202 12.9 0 \n", + "20 Joe Pavelski, C SJ 82 37 33 70 12 29 0.85 261 14.2 5 \n", + "21 Evgeni Malkin, C PIT 69 28 42 70 -2 60 1.01 212 13.2 4 \n", + "22 Ryan Getzlaf, C ANA 77 25 45 70 15 62 0.91 191 13.1 6 \n", + "23 Rick Nash, LW NYR 79 42 27 69 29 36 0.87 304 13.8 8 \n", + "26 Max Pacioretty, LW MTL 80 37 30 67 38 32 0.84 302 12.3 10 \n", + "27 Logan Couture, C SJ 82 27 40 67 -6 12 0.82 263 10.3 4 \n", + "28 Jonathan Toews, C CHI 81 28 38 66 30 36 0.81 192 14.6 7 \n", + "29 Erik Karlsson, D OTT 82 21 45 66 7 42 0.80 292 7.2 3 \n", + "30 Henrik Zetterberg, LW DET 77 17 49 66 -6 32 0.86 227 7.5 3 \n", + "31 Pavel Datsyuk, C DET 63 26 39 65 12 8 1.03 165 15.8 5 \n", + "32 Joe Thornton, C SJ 78 16 49 65 -4 30 0.83 131 12.2 0 \n", + "33 Nikita Kucherov, RW TB 82 28 36 64 38 37 0.78 190 14.7 2 \n", + "34 Patrick Kane, RW CHI 61 27 37 64 10 10 1.05 186 14.5 5 \n", + "35 Mark Stone, RW OTT 80 26 38 64 21 14 0.80 157 16.6 6 \n", + "38 Alexander Steen, LW STL 74 24 40 64 8 33 0.86 223 10.8 5 \n", + "39 Kyle Turris, C OTT 82 24 40 64 5 36 0.78 215 11.2 6 \n", + "40 Johnny Gaudreau, LW CGY 80 24 40 64 11 14 0.80 167 14.4 4 \n", + "41 Anze Kopitar, C LA 79 16 48 64 -2 10 0.81 134 11.9 4 \n", + "42 Radim Vrbata, RW VAN 79 31 32 63 6 20 0.80 267 11.6 7 \n", + "43 Jaden Schwartz, LW STL 75 28 35 63 13 16 0.84 184 15.2 4 \n", + "44 Filip Forsberg, C NSH 82 26 37 63 15 24 0.77 237 11.0 6 \n", + "45 Jordan Eberle, RW EDM 81 24 39 63 -16 24 0.78 183 13.1 2 \n", + "46 Ondrej Palat, LW TB 75 16 47 63 31 24 0.84 139 11.5 5 \n", + "47 Zach Parise, LW MIN 74 33 29 62 21 41 0.84 259 12.7 3 \n", + "\n", + " PPG PPA SHG SHA \n", + "2 10 13 2 3 \n", + "3 13 18 0 1 \n", + "4 10 21 0 0 \n", + "5 25 9 0 0 \n", + "6 11 22 0 0 \n", + "7 3 30 0 0 \n", + "8 13 16 0 0 \n", + "9 6 10 0 0 \n", + "10 4 21 0 0 \n", + "11 8 10 0 0 \n", + "14 11 15 0 0 \n", + "15 14 23 0 0 \n", + "16 5 20 0 0 \n", + "17 13 12 0 0 \n", + "18 8 9 0 0 \n", + "19 7 19 2 0 \n", + "20 19 12 0 0 \n", + "21 9 17 0 0 \n", + "22 3 10 0 2 \n", + "23 6 6 4 1 \n", + "26 7 4 3 2 \n", + "27 6 18 2 0 \n", + "28 6 11 2 1 \n", + "29 6 24 0 0 \n", + "30 4 24 0 0 \n", + "31 8 16 0 0 \n", + "32 4 18 0 0 \n", + "33 2 13 0 0 \n", + "34 6 16 0 0 \n", + "35 5 8 1 0 \n", + "38 8 16 0 0 \n", + "39 4 12 1 0 \n", + "40 8 13 0 0 \n", + "41 6 18 0 0 \n", + "42 12 11 0 0 \n", + "43 8 8 0 2 \n", + "44 6 13 0 0 \n", + "45 6 15 0 0 \n", + "46 3 8 1 1 \n", + "47 11 5 0 0 " + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3.dtypes\n", + "df4 = df3.drop('RK',1)\n", + "df4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make sure there are no holes in your index by resetting it. There is an example of this in the reading material. By the way, drop the original index." + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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indexPLAYERTEAMGPGAPTS+/-PIMPTS/GSOGPCTGWGPPGPPASHGSHA
02Jamie Benn, LWDAL823552871641.0625313.86101323
13John Tavares, CNYI823848865461.0527813.78131801
24Sidney Crosby, CPIT772856845471.0923711.83102100
35Alex Ovechkin, LWWSH8153288110581.0039513.41125900
46Jakub Voracek, RWPHI822259811780.9922110.03112200
57Nicklas Backstrom, CWSH821860785400.9515311.8333000
68Tyler Seguin, CDAL71374077-1201.0828013.25131600
79Jiri Hudler, LWCGY7831457617140.9715819.6561000
810Daniel Sedin, LWVAN822056765180.932268.9542100
911Vladimir Tarasenko, RWSTL7737367327310.9526414.0681000
1014Nick Foligno, LWCBJ7931427316500.9218217.03111500
1115Claude Giroux, CPHI81254873-3360.902799.04142300
1216Henrik Sedin, CVAN8218557311220.8910117.8052000
1317Steven Stamkos, CTB824329722490.8826816.06131200
1418Tyler Johnson, CTB7729437233240.9420314.368900
1519Ryan Johansen, CCBJ82264571-6400.8720212.9071920
1620Joe Pavelski, CSJ8237337012290.8526114.25191200
1721Evgeni Malkin, CPIT69284270-2601.0121213.2491700
1822Ryan Getzlaf, CANA7725457015620.9119113.1631002
1923Rick Nash, LWNYR7942276929360.8730413.886641
2026Max Pacioretty, LWMTL8037306738320.8430212.3107432
2127Logan Couture, CSJ82274067-6120.8226310.3461820
2228Jonathan Toews, CCHI8128386630360.8119214.6761121
2329Erik Karlsson, DOTT822145667420.802927.2362400
2430Henrik Zetterberg, LWDET77174966-6320.862277.5342400
2531Pavel Datsyuk, CDET632639651281.0316515.8581600
2632Joe Thornton, CSJ78164965-4300.8313112.2041800
2733Nikita Kucherov, RWTB8228366438370.7819014.7221300
2834Patrick Kane, RWCHI6127376410101.0518614.5561600
2935Mark Stone, RWOTT8026386421140.8015716.665810
3038Alexander Steen, LWSTL742440648330.8622310.8581600
3139Kyle Turris, COTT822440645360.7821511.2641210
3240Johnny Gaudreau, LWCGY8024406411140.8016714.4481300
3341Anze Kopitar, CLA79164864-2100.8113411.9461800
3442Radim Vrbata, RWVAN793132636200.8026711.67121100
3543Jaden Schwartz, LWSTL7528356313160.8418415.248802
3644Filip Forsberg, CNSH8226376315240.7723711.0661300
3745Jordan Eberle, RWEDM81243963-16240.7818313.1261500
3846Ondrej Palat, LWTB7516476331240.8413911.553811
3947Zach Parise, LWMIN7433296221410.8425912.7311500
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" + ], + "text/plain": [ + " index PLAYER TEAM GP G A PTS +/- PIM PTS/G SOG \\\n", + "0 2 Jamie Benn, LW DAL 82 35 52 87 1 64 1.06 253 \n", + "1 3 John Tavares, C NYI 82 38 48 86 5 46 1.05 278 \n", + "2 4 Sidney Crosby, C PIT 77 28 56 84 5 47 1.09 237 \n", + "3 5 Alex Ovechkin, LW WSH 81 53 28 81 10 58 1.00 395 \n", + "4 6 Jakub Voracek, RW PHI 82 22 59 81 1 78 0.99 221 \n", + "5 7 Nicklas Backstrom, C WSH 82 18 60 78 5 40 0.95 153 \n", + "6 8 Tyler Seguin, C DAL 71 37 40 77 -1 20 1.08 280 \n", + "7 9 Jiri Hudler, LW CGY 78 31 45 76 17 14 0.97 158 \n", + "8 10 Daniel Sedin, LW VAN 82 20 56 76 5 18 0.93 226 \n", + "9 11 Vladimir Tarasenko, RW STL 77 37 36 73 27 31 0.95 264 \n", + "10 14 Nick Foligno, LW CBJ 79 31 42 73 16 50 0.92 182 \n", + "11 15 Claude Giroux, C PHI 81 25 48 73 -3 36 0.90 279 \n", + "12 16 Henrik Sedin, C VAN 82 18 55 73 11 22 0.89 101 \n", + "13 17 Steven Stamkos, C TB 82 43 29 72 2 49 0.88 268 \n", + "14 18 Tyler Johnson, C TB 77 29 43 72 33 24 0.94 203 \n", + "15 19 Ryan Johansen, C CBJ 82 26 45 71 -6 40 0.87 202 \n", + "16 20 Joe Pavelski, C SJ 82 37 33 70 12 29 0.85 261 \n", + "17 21 Evgeni Malkin, C PIT 69 28 42 70 -2 60 1.01 212 \n", + "18 22 Ryan Getzlaf, C ANA 77 25 45 70 15 62 0.91 191 \n", + "19 23 Rick Nash, LW NYR 79 42 27 69 29 36 0.87 304 \n", + "20 26 Max Pacioretty, LW MTL 80 37 30 67 38 32 0.84 302 \n", + "21 27 Logan Couture, C SJ 82 27 40 67 -6 12 0.82 263 \n", + "22 28 Jonathan Toews, C CHI 81 28 38 66 30 36 0.81 192 \n", + "23 29 Erik Karlsson, D OTT 82 21 45 66 7 42 0.80 292 \n", + "24 30 Henrik Zetterberg, LW DET 77 17 49 66 -6 32 0.86 227 \n", + "25 31 Pavel Datsyuk, C DET 63 26 39 65 12 8 1.03 165 \n", + "26 32 Joe Thornton, C SJ 78 16 49 65 -4 30 0.83 131 \n", + "27 33 Nikita Kucherov, RW TB 82 28 36 64 38 37 0.78 190 \n", + "28 34 Patrick Kane, RW CHI 61 27 37 64 10 10 1.05 186 \n", + "29 35 Mark Stone, RW OTT 80 26 38 64 21 14 0.80 157 \n", + "30 38 Alexander Steen, LW STL 74 24 40 64 8 33 0.86 223 \n", + "31 39 Kyle Turris, C OTT 82 24 40 64 5 36 0.78 215 \n", + "32 40 Johnny Gaudreau, LW CGY 80 24 40 64 11 14 0.80 167 \n", + "33 41 Anze Kopitar, C LA 79 16 48 64 -2 10 0.81 134 \n", + "34 42 Radim Vrbata, RW VAN 79 31 32 63 6 20 0.80 267 \n", + "35 43 Jaden Schwartz, LW STL 75 28 35 63 13 16 0.84 184 \n", + "36 44 Filip Forsberg, C NSH 82 26 37 63 15 24 0.77 237 \n", + "37 45 Jordan Eberle, RW EDM 81 24 39 63 -16 24 0.78 183 \n", + "38 46 Ondrej Palat, LW TB 75 16 47 63 31 24 0.84 139 \n", + "39 47 Zach Parise, LW MIN 74 33 29 62 21 41 0.84 259 \n", + "\n", + " PCT GWG PPG PPA SHG SHA \n", + "0 13.8 6 10 13 2 3 \n", + "1 13.7 8 13 18 0 1 \n", + "2 11.8 3 10 21 0 0 \n", + "3 13.4 11 25 9 0 0 \n", + "4 10.0 3 11 22 0 0 \n", + "5 11.8 3 3 30 0 0 \n", + "6 13.2 5 13 16 0 0 \n", + "7 19.6 5 6 10 0 0 \n", + "8 8.9 5 4 21 0 0 \n", + "9 14.0 6 8 10 0 0 \n", + "10 17.0 3 11 15 0 0 \n", + "11 9.0 4 14 23 0 0 \n", + "12 17.8 0 5 20 0 0 \n", + "13 16.0 6 13 12 0 0 \n", + "14 14.3 6 8 9 0 0 \n", + "15 12.9 0 7 19 2 0 \n", + "16 14.2 5 19 12 0 0 \n", + "17 13.2 4 9 17 0 0 \n", + "18 13.1 6 3 10 0 2 \n", + "19 13.8 8 6 6 4 1 \n", + "20 12.3 10 7 4 3 2 \n", + "21 10.3 4 6 18 2 0 \n", + "22 14.6 7 6 11 2 1 \n", + "23 7.2 3 6 24 0 0 \n", + "24 7.5 3 4 24 0 0 \n", + "25 15.8 5 8 16 0 0 \n", + "26 12.2 0 4 18 0 0 \n", + "27 14.7 2 2 13 0 0 \n", + "28 14.5 5 6 16 0 0 \n", + "29 16.6 6 5 8 1 0 \n", + "30 10.8 5 8 16 0 0 \n", + "31 11.2 6 4 12 1 0 \n", + "32 14.4 4 8 13 0 0 \n", + "33 11.9 4 6 18 0 0 \n", + "34 11.6 7 12 11 0 0 \n", + "35 15.2 4 8 8 0 2 \n", + "36 11.0 6 6 13 0 0 \n", + "37 13.1 2 6 15 0 0 \n", + "38 11.5 5 3 8 1 1 \n", + "39 12.7 3 11 5 0 0 " + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df4.reset_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check the data type of all columns, and ensure those that should be numeric are numeric." + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "36" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df4['GP'].astype(str).astype(int)\n", + "df4.dtypes\n", + "len(df4.PCT.value_counts())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Your dataframe is now ready! Use the appropriate commands to answer the questions on the course lab page." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "251px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module2 - Lab5.ipynb b/Module6/Module2 - Lab5.ipynb new file mode 100755 index 0000000..0862c69 --- /dev/null +++ b/Module6/Module2 - Lab5.ipynb @@ -0,0 +1,1059 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module2 - Lab5" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Import and alias Pandas:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As per usual, load up the specified dataset, setting appropriate header labels." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('Datasets\\\\census.data', names = ['education','age','capital-gain','race','capital-loss','hours-per-week','sex','classification'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Excellent.\n", + "\n", + "Now, use basic pandas commands to look through the dataset. Get a feel for it before proceeding!\n", + "\n", + "Do the data-types of each column reflect the values you see when you look through the data using a text editor / spread sheet program? If you see `object` where you expect to see `int32` or `float64`, that is a good indicator that there might be a string or missing value or erroneous value in the column." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "education object\n", + "age int64\n", + "capital-gain object\n", + "race object\n", + "capital-loss int64\n", + "hours-per-week int64\n", + "sex object\n", + "classification object\n", + "dtype: object\n" + ] + }, + { + "data": { + "text/html": [ + "
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educationagecapital-gainracecapital-losshours-per-weeksexclassification
0Bachelors392174White040Male<=50K
1Bachelors50?White013Male<=50K
2HS-grad38?White040Male<=50K
311th53?Black040Male<=50K
4Bachelors280Black040Female<=50K
5Masters370White040Female<=50K
69th490Black016Female<=50K
7HS-grad520White045Male>50K
8Masters3114084White050Female>50K
9Bachelors425178White040Male>50K
10Some-college370Black080Male>50K
11Bachelors300Asian-Pac-Islander040Male>50K
12Bachelors230White030Female<=50K
137th-8th340Amer-Indian-Eskimo045Male<=50K
14HS-grad250White035Male<=50K
15HS-grad320White040Male<=50K
1611th380White050Male<=50K
17Masters430White045Female>50K
18Doctorate400White060Male>50K
19HS-grad540Black020Female<=50K
209th350Black040Male<=50K
2111th430White204240Male<=50K
22HS-grad590White040Female<=50K
23Bachelors560White040Male>50K
24HS-grad190White040Male<=50K
25Some-college540Asian-Pac-Islander060Male>50K
26HS-grad390White080Male<=50K
27HS-grad490White040Male<=50K
28Some-college200Black044Male<=50K
29Bachelors450White140840Male<=50K
...........................
29506HS-grad300White055Male<=50K
2950710th320White040Male<=50K
29508Some-college220White040Male<=50K
29509HS-grad310White040Female<=50K
29510HS-grad290White035Female<=50K
29511Bachelors350White055Female>50K
29512Bachelors300Asian-Pac-Islander099Female<=50K
29513Doctorate340White060Male>50K
29514Bachelors540Asian-Pac-Islander050Male>50K
29515Some-college370White039Female<=50K
2951612th220Black035Male<=50K
29517Bachelors340White055Female>50K
29518HS-grad300Black046Male<=50K
29519Bachelors3815020Black045Female>50K
29520Doctorate710White010Male>50K
29521HS-grad450White040Female<=50K
29522HS-grad410Black032Female<=50K
29523HS-grad720White025Male<=50K
29524Masters310Other030Female<=50K
29525HS-grad430White040Male<=50K
29526Some-college430White040Female<=50K
29527Some-college430White050Male<=50K
2952810th320Amer-Indian-Eskimo040Male<=50K
29529Masters320Asian-Pac-Islander011Male<=50K
29530Masters530White040Male>50K
29531Some-college220White040Male<=50K
29532HS-grad400White040Male>50K
29533HS-grad580White040Female<=50K
29534HS-grad220White020Male<=50K
29535HS-grad5215024White040Female>50K
\n", + "

29536 rows × 8 columns

\n", + "
" + ], + "text/plain": [ + " education age capital-gain race capital-loss \\\n", + "0 Bachelors 39 2174 White 0 \n", + "1 Bachelors 50 ? White 0 \n", + "2 HS-grad 38 ? White 0 \n", + "3 11th 53 ? Black 0 \n", + "4 Bachelors 28 0 Black 0 \n", + "5 Masters 37 0 White 0 \n", + "6 9th 49 0 Black 0 \n", + "7 HS-grad 52 0 White 0 \n", + "8 Masters 31 14084 White 0 \n", + "9 Bachelors 42 5178 White 0 \n", + "10 Some-college 37 0 Black 0 \n", + "11 Bachelors 30 0 Asian-Pac-Islander 0 \n", + "12 Bachelors 23 0 White 0 \n", + "13 7th-8th 34 0 Amer-Indian-Eskimo 0 \n", + "14 HS-grad 25 0 White 0 \n", + "15 HS-grad 32 0 White 0 \n", + "16 11th 38 0 White 0 \n", + "17 Masters 43 0 White 0 \n", + "18 Doctorate 40 0 White 0 \n", + "19 HS-grad 54 0 Black 0 \n", + "20 9th 35 0 Black 0 \n", + "21 11th 43 0 White 2042 \n", + "22 HS-grad 59 0 White 0 \n", + "23 Bachelors 56 0 White 0 \n", + "24 HS-grad 19 0 White 0 \n", + "25 Some-college 54 0 Asian-Pac-Islander 0 \n", + "26 HS-grad 39 0 White 0 \n", + "27 HS-grad 49 0 White 0 \n", + "28 Some-college 20 0 Black 0 \n", + "29 Bachelors 45 0 White 1408 \n", + "... ... ... ... ... ... \n", + "29506 HS-grad 30 0 White 0 \n", + "29507 10th 32 0 White 0 \n", + "29508 Some-college 22 0 White 0 \n", + "29509 HS-grad 31 0 White 0 \n", + "29510 HS-grad 29 0 White 0 \n", + "29511 Bachelors 35 0 White 0 \n", + "29512 Bachelors 30 0 Asian-Pac-Islander 0 \n", + "29513 Doctorate 34 0 White 0 \n", + "29514 Bachelors 54 0 Asian-Pac-Islander 0 \n", + "29515 Some-college 37 0 White 0 \n", + "29516 12th 22 0 Black 0 \n", + "29517 Bachelors 34 0 White 0 \n", + "29518 HS-grad 30 0 Black 0 \n", + "29519 Bachelors 38 15020 Black 0 \n", + "29520 Doctorate 71 0 White 0 \n", + "29521 HS-grad 45 0 White 0 \n", + "29522 HS-grad 41 0 Black 0 \n", + "29523 HS-grad 72 0 White 0 \n", + "29524 Masters 31 0 Other 0 \n", + "29525 HS-grad 43 0 White 0 \n", + "29526 Some-college 43 0 White 0 \n", + "29527 Some-college 43 0 White 0 \n", + "29528 10th 32 0 Amer-Indian-Eskimo 0 \n", + "29529 Masters 32 0 Asian-Pac-Islander 0 \n", + "29530 Masters 53 0 White 0 \n", + "29531 Some-college 22 0 White 0 \n", + "29532 HS-grad 40 0 White 0 \n", + "29533 HS-grad 58 0 White 0 \n", + "29534 HS-grad 22 0 White 0 \n", + "29535 HS-grad 52 15024 White 0 \n", + "\n", + " hours-per-week sex classification \n", + "0 40 Male <=50K \n", + "1 13 Male <=50K \n", + "2 40 Male <=50K \n", + "3 40 Male <=50K \n", + "4 40 Female <=50K \n", + "5 40 Female <=50K \n", + "6 16 Female <=50K \n", + "7 45 Male >50K \n", + "8 50 Female >50K \n", + "9 40 Male >50K \n", + "10 80 Male >50K \n", + "11 40 Male >50K \n", + "12 30 Female <=50K \n", + "13 45 Male <=50K \n", + "14 35 Male <=50K \n", + "15 40 Male <=50K \n", + "16 50 Male <=50K \n", + "17 45 Female >50K \n", + "18 60 Male >50K \n", + "19 20 Female <=50K \n", + "20 40 Male <=50K \n", + "21 40 Male <=50K \n", + "22 40 Female <=50K \n", + "23 40 Male >50K \n", + "24 40 Male <=50K \n", + "25 60 Male >50K \n", + "26 80 Male <=50K \n", + "27 40 Male <=50K \n", + "28 44 Male <=50K \n", + "29 40 Male <=50K \n", + "... ... ... ... \n", + "29506 55 Male <=50K \n", + "29507 40 Male <=50K \n", + "29508 40 Male <=50K \n", + "29509 40 Female <=50K \n", + "29510 35 Female <=50K \n", + "29511 55 Female >50K \n", + "29512 99 Female <=50K \n", + "29513 60 Male >50K \n", + "29514 50 Male >50K \n", + "29515 39 Female <=50K \n", + "29516 35 Male <=50K \n", + "29517 55 Female >50K \n", + "29518 46 Male <=50K \n", + "29519 45 Female >50K \n", + "29520 10 Male >50K \n", + "29521 40 Female <=50K \n", + "29522 32 Female <=50K \n", + "29523 25 Male <=50K \n", + "29524 30 Female <=50K \n", + "29525 40 Male <=50K \n", + "29526 40 Female <=50K \n", + "29527 50 Male <=50K \n", + "29528 40 Male <=50K \n", + "29529 11 Male <=50K \n", + "29530 40 Male >50K \n", + "29531 40 Male <=50K \n", + "29532 40 Male >50K \n", + "29533 40 Female <=50K \n", + "29534 20 Male <=50K \n", + "29535 40 Female >50K \n", + "\n", + "[29536 rows x 8 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print df.dtypes\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try use `your_data_frame['your_column'].unique()` or equally, `your_data_frame.your_column.unique()` to see the unique values of each column and identify the rogue values.\n", + "\n", + "If you find any value that should be properly encoded to NaNs, you can convert them either using the `na_values` parameter when loading the dataframe. Or alternatively, use one of the other methods discussed in the reading." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 2174., nan, 0., 14084., 5178., 5013., 2407.,\n", + " 14344., 15024., 7688., 34095., 4064., 4386., 7298.,\n", + " 1409., 3674., 1055., 3464., 2050., 2176., 594.,\n", + " 6849., 4101., 1111., 3411., 2597., 25236., 4650.,\n", + " 9386., 2463., 3103., 10605., 2964., 3325., 2580.,\n", + " 3471., 4865., 6514., 1471., 2329., 99999., 20051.,\n", + " 2105., 2885., 25124., 10520., 2202., 2961., 27828.,\n", + " 6767., 8614., 2228., 1506., 13550., 2635., 5556.,\n", + " 4787., 3781., 3137., 3818., 3942., 914., 401.,\n", + " 2829., 2977., 4934., 2062., 15020., 1424., 3273.,\n", + " 22040., 4416., 10566., 991., 4931., 1086., 7430.,\n", + " 6497., 114., 7896., 2346., 3432., 2907., 1151.,\n", + " 2414., 2290., 3418., 15831., 41310., 4508., 5455.,\n", + " 2538., 3456., 3908., 1848., 3887., 5721., 9562.,\n", + " 6418., 1455., 2036., 1831., 11678., 2936., 2993.,\n", + " 7443., 6360., 2354., 1797., 1173., 4687., 2009.,\n", + " 6097., 2653., 18481., 7978., 2387., 6723., 5060.])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['capital-gain'] = pd.to_numeric(df['capital-gain'], errors='coerce')\n", + "df['capital-gain'].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Look through your data and identify any potential categorical features. Ensure you properly encode any ordinal and nominal types using the methods discussed in the chapter.\n", + "\n", + "Be careful! Some features can be represented as either categorical or continuous (numerical). If you ever get confused, think to yourself what makes more sense generally---to represent such features with a continuous numeric type... or a series of categories?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly, print out your dataframe!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "251px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module3 - Lab1.ipynb b/Module6/Module3 - Lab1.ipynb new file mode 100755 index 0000000..e23007f --- /dev/null +++ b/Module6/Module3 - Lab1.ipynb @@ -0,0 +1,1021 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module3 - Lab1" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('Datasets/wheat.data')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a slice from your dataframe and name the variable `s1`. It should only include the `area` and `perimeter` features." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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areaperimeter
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85.8772.0400
95.5331.9690
105.3144.5430
115.0011.7170
124.7383.9860
134.8723.1360
144.8252.9320
154.7814.1850
164.7815.2340
175.0461.5990
184.6491.7670
194.9144.1020
205.1763.0720
215.2192.6880
225.0910.7651
234.9611.4150
245.0011.7910
255.3070.9030
264.8253.3730
274.8692.5040
285.0382.7540
295.0973.5310
.........
1804.8254.9570
1815.1474.9870
1825.1584.8570
1835.1355.2090
1845.3166.1850
1855.1824.0620
1865.3524.8980
1874.9564.1790
1884.9577.5240
1894.7944.9750
1905.0455.3980
1915.0013.9850
1925.1323.5970
1935.0894.8530
1945.0124.1320
1954.9144.8730
1964.9585.4830
1975.0914.6700
1985.2313.3060
1994.8302.8280
2005.0455.4720
201NaN2.3000
2024.8284.0510
2035.0008.4560
2045.0013.9190
2054.8703.6310
2065.0034.3250
2075.0568.3150
2085.0443.5980
2095.0635.6370
\n", + "

210 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " groove asymmetry\n", + "0 5.220 2.2210\n", + "1 4.956 1.0180\n", + "2 4.825 2.6990\n", + "3 4.805 2.2590\n", + "4 5.175 1.3550\n", + "5 4.956 2.4620\n", + "6 5.219 3.5860\n", + "7 NaN 2.7000\n", + "8 5.877 2.0400\n", + "9 5.533 1.9690\n", + "10 5.314 4.5430\n", + "11 5.001 1.7170\n", + "12 4.738 3.9860\n", + "13 4.872 3.1360\n", + "14 4.825 2.9320\n", + "15 4.781 4.1850\n", + "16 4.781 5.2340\n", + "17 5.046 1.5990\n", + "18 4.649 1.7670\n", + "19 4.914 4.1020\n", + "20 5.176 3.0720\n", + "21 5.219 2.6880\n", + "22 5.091 0.7651\n", + "23 4.961 1.4150\n", + "24 5.001 1.7910\n", + "25 5.307 0.9030\n", + "26 4.825 3.3730\n", + "27 4.869 2.5040\n", + "28 5.038 2.7540\n", + "29 5.097 3.5310\n", + ".. ... ...\n", + "180 4.825 4.9570\n", + "181 5.147 4.9870\n", + "182 5.158 4.8570\n", + "183 5.135 5.2090\n", + "184 5.316 6.1850\n", + "185 5.182 4.0620\n", + "186 5.352 4.8980\n", + "187 4.956 4.1790\n", + "188 4.957 7.5240\n", + "189 4.794 4.9750\n", + "190 5.045 5.3980\n", + "191 5.001 3.9850\n", + "192 5.132 3.5970\n", + "193 5.089 4.8530\n", + "194 5.012 4.1320\n", + "195 4.914 4.8730\n", + "196 4.958 5.4830\n", + "197 5.091 4.6700\n", + "198 5.231 3.3060\n", + "199 4.830 2.8280\n", + "200 5.045 5.4720\n", + "201 NaN 2.3000\n", + "202 4.828 4.0510\n", + "203 5.000 8.4560\n", + "204 5.001 3.9190\n", + "205 4.870 3.6310\n", + "206 5.003 4.3250\n", + "207 5.056 8.3150\n", + "208 5.044 3.5980\n", + "209 5.063 5.6370\n", + "\n", + "[210 rows x 2 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3 = df[['groove','asymmetry']]\n", + "df3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a histogram plot using the first slice, and another histogram plot using the second slice. Be sure to set `alpha=0.75`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.plot.hist(alpha=0.75)\n", + "df3.plot.hist(alpha=0.75)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display the graphs:\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module3 - Lab2.ipynb b/Module6/Module3 - Lab2.ipynb new file mode 100755 index 0000000..6bcdd4b --- /dev/null +++ b/Module6/Module3 - Lab2.ipynb @@ -0,0 +1,246 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module3 - Lab2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df = pd.read_csv('Datasets\\\\wheat.data')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 2d scatter plot that graphs the `area` and `perimeter` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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BIVj66NaT18xmMxYuXMidukaIN8mlQihCLOclMwwDRYgIsTIxt/z0F59ctAsI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\nCCEcCgqEEEI4/x/kN2xSrMbwCAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df2 = df[['area','perimeter']]\n", + "df2\n", + "df2.plot.scatter(x='area',y='perimeter',marker='x')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 2d scatter plot that graphs the `groove` and `asymmetry` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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FM78NdcebxT1j8icSjDcxxWA9B8fkT7JaOyNH9X20ciQFpVuUvlcvSs3gSdrG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\nRExXXrjB+gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df3 = df[['groove','asymmetry']]\n", + "df3\n", + "df3.plot.scatter(x='groove',y='asymmetry',marker='+')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 2d scatter plot that graphs the `compactness` and `width` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YeDOqFDHwAsOi8Rm4vjgdX7QJaG1rH5KoxmoBMMHZ3DRWa/d5nkCPl1pmVrYz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\np8PJkycBAJ2dnWhqakJOTo4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o6upy/i09Pd35c3x8/JDfXTf6ycrKctvEaMSIEc7NXGpr\na/HGG2+gqakJjDH09/c790Q2GAyYOnVqQDFlZGQ4f05ISHCWo729HTt37sTrr7/ufJwxBqPRiCuv\nvBI/+9nP8Morr0Cv12PGjBm47777oNVq8cQTT+DNN9/Ef/3Xf6GwsBD33HNPxPbIJtGHEgSJWjqd\nDnq9HjzPuyWJzMxMtLe3O3/X6/VQq9VIT093W5dfLKPRCMaYM0no9XpMnz4dNpsNmzZtwvLlyzF9\n+nRoNBqsX7/e+bzs7Gy0tLR4fM1Ad83T6XRYvHgx5s6d6/HxBQsWYMGCBejq6sJLL72EPXv24Je/\n/CVKSkrw5JNPwm6347333sNLL72ErVu3BnRuMnxRExOJWiUlJcjMzMRf/vIXWCwWWK1W1NfXY86c\nOdi3bx/a2tpgsVjw17/+FbNnzx5ypyFWV1cX3n33Xdjtdnz++ee4fPkypk6dCrvdDpvNhrS0NKjV\natTW1uLEiRPO582fPx8fffQRTp48CUEQYDQacfnyZQADdzCtra2iy3DDDTfgrbfewsWLFwEAZrMZ\nn3/+OYCBprZz587BbrcjISEBcXFxUKlUsNvt+OSTT2A2m6HRaKDVaiO6nSuJPnQHQaKWSqXCU089\nhVdffRWVlZXgOA5z5szBgw8+iI6ODlRVVcFqtWLy5Ml46KGHgj5PaWkpmpubsXTpUmRkZODxxx9H\namoqAGDJkiV46aWXYLPZMG3aNLeNYEpKSlBZWYnXXnsNbW1tSE9Px9KlS5Gfn48FCxaguroaH3zw\nAebOneu3fDNmzIDFYsHLL78MvV4PrVaLSZMmYfbs2ejr68Nrr72G1tZWZ7+KY6TSoUOH8Oqrr0IQ\nBOTl5UVkEyYSvWiYKyE+OIa5Pv/885EuCiGyoyYmQgghHlGCIIQQ4hE1MRFCCPGI7iAIIYR4RAmC\nEEKIR5QgCCGEeEQJghBCiEeUIAghhHhECYIQQohH/x9gcD1dUawd6AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df4 = df[['compactness','width']]\n", + "df4\n", + "df4.plot.scatter(x='compactness',y='width', marker='*')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### BONUS\n", + "\n", + "After completing the above, go ahead and run your program Check out the results, and see what happens when you add in the optional display parameter marker with values of either `'^'`, `'.'`, or `'o'`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Display the graphs:\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module3 - Lab3.ipynb b/Module6/Module3 - Lab3.ipynb new file mode 100755 index 0000000..a38fb8b --- /dev/null +++ b/Module6/Module3 - Lab3.ipynb @@ -0,0 +1,211 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module3 - Lab3" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "from mpl_toolkits.mplot3d import Axes3D" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "matplotlib.style.use('ggplot')\n", + "#plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df = pd.read_csv('Datasets\\\\wheat.data')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a new 3D subplot using figure `fig`, which we've defined for you below. Use that subplot to draw a 3D scatter plot using the `area`, `perimeter`, and `asymmetry` features. Be sure so use the optional display parameter `c='red'`, and also label your axes:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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pyNZtuaAokqIgnX02pLPOQmrnTmhDhvSSGZFy23g8nhFxp2bPhtDe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\nIAVkCQkJiThBCsgSEhISccL/A/DBhAoXMiW5AAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "ax.set_xlabel('area')\n", + "ax.set_ylabel('perimeter')\n", + "ax.set_zlabel('asymmetry')\n", + "ax.scatter(df.area, df.perimeter, df.asymmetry ,c='r', marker='.')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create another 3D subplot using fig. Then use the subplot to graph a 3D scatter plot of the `width`, `groove`, and `length` features. Be sure so use the optional display parameter `c='green'`, and be sure to label your axes:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Phg+OHwgHCKwAgRUQSAbwXN9z0lDQZw8+i/vevQ+z/bPxn+v/s6QbWiFtbyHJ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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig2 = plt.figure()\n", + "ax = fig2.add_subplot(111, projection='3d')\n", + "ax.set_xlabel('width')\n", + "ax.set_ylabel('groove')\n", + "ax.set_zlabel('length')\n", + "ax.scatter(df.width, df.groove, df.length ,c='g', marker='.')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 2d scatter plot that graphs the `compactness` and `width` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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KJCcno7y8XI6skYpFs48/2vdFBFbIDRY7/t+lOlyxuSA2YZWVNymRLAGioKAA\nGzdu7PV4WVmZ92+NRoNly5bJkR1KENG8yg6s0L9sseIv31mQrNPib/MGi55rRIbRr5urrwBld7pl\n38eZKFK8k5pIhADcWDzP5dey8FUxu0g1fd++wavhxgZHaw6dh17fiGFGDe9PIFEMEEQxENiaaLDY\n0e10+T0WbP/mWExj9QSAbceavHdm92xsZEVxNu9LIXEMEETovex2pAKvyLcda8Knl67h6nUX3AKg\n1QDJOq1o2lhqtNjZ1UWSMUAQwf8K+9NL12B3ugH0VOLRuKJfUXIrUHJzWW+XAHTagndfESkBAwSR\nD09FPlCkJkcnAFJiYoAg1fKdmtpw4/+5Nyo77lQmLjAYFGanqX5vDoodBghSLbGbv3oGXqMn2vdH\nxHu561iti0WJiQGCVCOwsm6Qof8+2ncgs1VDasIAQYoXbOOcFJ2mj1cRUaQYIEjxgl3FJ+u0GJXZ\n00UjNgZBRJFhgCBF6E9ff25aMl65ryCm+Yr3mEG8ybF3NykXAwQpQrh9/cHuQo62gV4ZchXYgU0b\n7wwQhZKTltxrvGFUpmHAV95EscYWBCmeJxCI7aNARLHDAEFxE3ij21BDUtBB5ni0FkJt7hOtlVCV\n3M8/0MdgBjoGCIqbwP7t4myj6KCz1Ao01pv+eNx8LDoroSq5n18pgYrigwGCJJPzStf3XFJXWA1W\n0Sr5Cp1IyRggSDI5r3SjeS4lX6ETKRkDBMWN0vu3A3dh+7rNBrcgQIOe/RzSjfqo5FnpnwMNXLIE\niLa2NlRXV6OzsxMajQalpaWYO3euX5ru7m5s3boV7e3tcLlceOihhzBz5kw5skdxEk43T4pOg1GZ\nBgDBK1DP4w0WO+xOt3dbzf6u2eSbP88+Dh4uAcjPMCb0ADWRLAEiKSkJS5YsQWFhIaxWKyoqKnDH\nHXcgLy/Pm+bAgQPIy8tDRUUFLBYLnnnmGcyYMQM6HRs5SiHnla7YuUJVnJ7nPZV5t9OFTpsVQw1J\nfoPJfeVb7gqb3V+kZLLUvhkZGcjI6Flz3mg0Ijc3F2az2S9AaDQa2Gw2CIIAm82GwYMHQ6vlfXxK\nIueVbTTPFc6SHKywiW6S/fK8paUF9fX1GD16tN/j999/PzZu3Ignn3wSVqsVv/jFLxggKCrqzTas\nOXS+z9aA74qxYnLSkr1dV0DPQoEjMiKf4kqkZLIGCJvNhi1btuCxxx5DSkqK33NffPEFCgoKsH79\nejQ3N+N1kZpnAAARJ0lEQVTll1/G2LFje6WrqalBTU0NAKCqqgomk0ny+XU6XVjplYhlCK0wuwN6\nvR51rdfQZXej2yngdIsVer0+6HlbrY2iLQfPazY80Pt1Op0OTqczZH6qDtfhYsfN9x6RYUTF7CK/\nvPo+J+f3y39PyqHEcsgWIJxOJ7Zs2YIZM2agpKT3pr9HjhzBggULoNFoMHz4cGRnZ6OxsbFXS6O0\ntBSlpaXe43B2w0qE3bOkliFYX7oSBkVj/T30bKGZ0Wtg2eFwBD2vw+HwO9YASDckYZhRE/Q1Usvx\nbYslaD48efUl57/RgfSbUDo5y5GTkyMpnSwBQhAE7Ny5E7m5uXjwwQdF05hMJpw6dQrjxo1DZ2cn\nGhsbkZ2dLUf2ElKwvnT2sUsjoGfsgjOKaCCTJUB89dVXOHr0KPLz8/HCCy8AAB599FFvtCwrK8MP\nf/hDbN++Hc8//zwAYPHixUhLS5MjexRl4bRSYtmiCWfWVU5asuQ7tokGClkCxNixY7Fv374+02Rm\nZmLdunVyZIdiLLCVUm+2odFiF638+9OikRpUwgk0K0pujVnrijfCkVrxJoMEFaxSikdl5Rkkjha1\nVeTspiK1YoDoByUM9IYSLD9Ky6eS8LMh8scA0Q8c6O2b58pbSp8+u1+IlIsBgqLOcyUebMMdsbTh\nYFAhkgcDBEkWbtdaYKBovLF4XmF2x435//3DriAieTBA9EM8rmA9laxe3wiHwxGXcQ+xrjUpQSPw\ndT13Dvc/QBCRPBgg+iEeV7A3K1lljX1wPIYocTFADBBqmHlFRMrCADFAfHrpGjptLu9xg8UO9F4S\nq09iXWu+QUfq67gKKpE6MEAoRKgr/E6rEyk6DTRaDQS3gE5r6FVEfXmWqQ52LIVYi2PbsSa/Yykz\nlRJlcTWiRMcA0Q+x6K4J1Zc/1KhDw1UHepaRA0YZQ391vvm0xmiNoWBBg91ZROrHANEPahmY7Suf\nybqbmzFFu0JXy+dDRH1jgBhAUnQajMo0APDvCmKFTkRiGCAUItS9FZ5jvV7vvQ8iXKMyDZL3ZiYi\nYoDoh2CVdyRdNaHSeZ4PZ4A3XktScCkMosTAANEPgZX5tmNNWHPovOI2nJEanKRU6OEEPw5IEyUG\nBogoUHIfvpSKXUqFruQyElFsMEAkOFbsRNRfDBAx4JktxL53IlIzWQJEW1sbqqur0dnZCY1Gg9LS\nUsydO7dXutOnT2Pv3r1wuVwYMmQIXnrpJTmyFzGxPvxE64fnwDPRwCNLgEhKSsKSJUtQWFgIq9WK\niooK3HHHHcjLy/Om6erqwu7du7F27VqYTCZcuXJFjqxFhZKDQbQqdiWXkYhiQ5YAkZGRgYyMnvX/\njUYjcnNzYTab/QLERx99hJKSEphMJgBAenq6HFlLeKzYiai/ZB+DaGlpQX19PUaPHu33eFNTE5xO\nJzZs2ACr1Yq5c+finnvukTt7RER0g6wBwmazYcuWLXjssceQkpLi95zL5UJ9fT1++ctfwm63Y926\ndSgqKkJOTo5fupqaGtTU1AAAqqqqvC0OKXQ6XVjplYhlUI5EKAfLoBxKLIdsAcLpdGLLli2YMWMG\nSkp6b0SQlZWFIUOGwGAwwGAwYNy4cTh//nyvAFFaWorS0lLvcTjLRifCMtMsg3IkQjlYBuWQsxyB\n9Wow2tBJIicIAnbu3Inc3Fw8+OCDommmTJmCs2fPwuVy4fr16zh37hxyc3PlyB4REYmQpQXx1Vdf\n4ejRo8jPz8cLL7wAAHj00Ue90bKsrAx5eXmYOHEiVq1aBa1Wi1mzZiE/P1+O7BERkQhZAsTYsWOx\nb9++kOnmzZuHefPmyZAjIiIKRZYuJiIiUh8GCCIiEqURBEE561MTEZFiDKgWREVFRbyzEDGWQTkS\noRwsg3IosRwDKkAQEZF0DBBERCQqacOGDRvinQk5FRYWxjsLEWMZlCMRysEyKIfSysFBaiIiEsUu\nJiIiEpUQW46eOHECe/bsgdvtxuzZs7FgwQK/57u7u7F161a0t7fD5XLhoYcewsyZMyW9Vk79LYfU\nHfuUXAYPt9uNiooKZGZmxm1WRyRl6Orqws6dO3Hx4kVoNBosX74cY8aMUVUZ3nvvPXzwwQfQaDQY\nMWIEysvLkZwcnx0EQ5Xj2rVr2LFjB5qbm6HX67F8+XLvEj1K+W33twyK+F0LKudyuYQVK1YIly9f\nFhwOh7Bq1Srh4sWLfmn+8Ic/CL/97W8FQRCEK1euCI899pjgcDgkvVYukZTDbDYL33zzjSAIgtDd\n3S2sXLkyLuWIpAwe+/fvF379618Lv/rVr2TNu0ekZfjNb34j1NTUCIIgCA6HQ7h27Zq8BRAiK0N7\ne7tQXl4uXL9+XRAEQdiyZYtw5MgRuYsgCIK0crz11lvCvn37BEEQhEuXLgkvvfSS5NcqvQxK+F2r\nvovp3LlzGD58OG655RbodDr83d/9HT799FO/NBqNBjabDYIgwGazYfDgwdBqtZJeq4ZyZGRkeAe3\nfHfsU1MZAKC9vR3Hjx/H7NmzZc+7RyRl6O7uxpkzZzBr1iwAPev7p6amqqoMQE8rzm63w+VywW63\ne3eDlJuUcly6dAm33XYbACA3Nxetra3o7OxUzG87kjIo4Xet+gBhNpuRlZXlPc7Kyur1Id5///1o\naGjAk08+ieeffx6PP/44tFqtpNfKJZJy+Aq2Y58cIi3D3r178ZOf/AQajUbWfPuKpAwtLS1IS0vD\n9u3b8eKLL2Lnzp2w2WxyFyGiMmRmZuKhhx7C8uXL8fOf/xwpKSmYMGGC3EUAIK0cBQUFOHbsGICe\nyri1tRVms1kxv+1IyuArXr9r1QcIKb744gsUFBRg165d2LRpE15//XV0d3fHO1thC1WOvnbsU4pg\nZfj888+Rnp6uuGl+YoKVwbMrYllZGTZu3IhBgwbhnXfeiXd2RQUrw7Vr1/Dpp5+iuroau3btgs1m\nw9GjR+Od3aAWLFiA7u5uvPDCC3j//fcxatSoXhdNSheqDPH8Xat+kDozMxPt7e3e4/b2dmRmZvql\nOXLkCBYsWACNRoPhw4cjOzsbjY2Nkl4rl0jKMXr06JA79skhkjJ89dVX+Oyzz1BbWwu73Q6r1Yqt\nW7di5cqVqimDyWRCVlYWioqKAABTp06NS4CIpAytra3Izs5GWloaAKCkpARff/017r77blnLAEgr\nR0pKCsrLywH0bEy2YsUKZGdnw263K+K3HUkZgNA7ccaaukKtiO9973toampCS0sLnE4nPv74Y0yZ\nMsUvjclkwqlTpwAAnZ2daGxsRHZ2tqTXyiWScggSduyTQyRlWLRoEXbu3Inq6mo8++yzuO2222QP\nDpGWYejQocjKykJjYyMA4NSpU8jLy1NVGUwmE+rq6nD9+nUIgoBTp07FbWdHKeXo6uqC0+kEABw+\nfBjjxo1DSkqKYn7bkZRBCb/rhLhR7vjx43jzzTfhdrsxc+ZMPPzwwzh48CCAnt3qzGYztm/fjo6O\nDgDA/PnzvVdEYq9VWznOnj2L9evXIz8/39t//+ijj+L73/++asrg6/Tp09i/f3/cprlGUobvvvsO\nO3fuhNPpRHZ2NsrLyzF48GB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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display the graphs:\n", + "df2 = df[['compactness','width']]\n", + "df2.plot.scatter(x='compactness',y='width',marker='s')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module3 - Lab4.ipynb b/Module6/Module3 - Lab4.ipynb new file mode 100755 index 0000000..e410587 --- /dev/null +++ b/Module6/Module3 - Lab4.ipynb @@ -0,0 +1,260 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module3 - Lab4" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "# This is new\n", + "from pandas.tools.plotting import parallel_coordinates" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " compactness length width asymmetry groove wheat_type\n", + "0 0.8710 5.763 3.312 2.2210 5.220 kama\n", + "1 0.8811 5.554 3.333 1.0180 4.956 kama\n", + "2 0.9050 5.291 3.337 2.6990 4.825 kama\n", + "3 0.8955 5.324 3.379 2.2590 4.805 kama\n", + "4 0.9034 5.658 3.562 1.3550 5.175 kama\n", + "5 0.8951 5.386 3.312 2.4620 4.956 kama\n", + "6 0.8799 5.563 3.259 3.5860 5.219 kama\n", + "7 0.8911 5.420 3.302 2.7000 NaN canadian\n", + "8 0.8747 6.053 3.465 2.0400 5.877 kama\n", + "9 0.8880 5.884 3.505 1.9690 5.533 kama\n", + "10 0.8696 5.714 3.242 4.5430 5.314 kama\n", + "11 0.8796 5.438 3.201 1.7170 5.001 kama\n", + "12 0.8880 5.439 3.199 3.9860 4.738 kama\n", + "13 0.8759 5.479 3.156 3.1360 4.872 kama\n", + "14 0.8744 5.482 3.114 2.9320 4.825 kama\n", + "15 0.8993 5.351 3.333 4.1850 4.781 kama\n", + "16 0.9183 5.119 3.383 5.2340 4.781 kama\n", + "17 0.9058 5.527 3.514 1.5990 5.046 kama\n", + "18 0.9153 5.205 3.466 1.7670 4.649 kama\n", + "19 0.8686 5.226 3.049 4.1020 4.914 kama\n", + "20 0.8584 5.658 3.129 3.0720 5.176 kama\n", + "21 0.8722 5.520 3.168 2.6880 5.219 kama\n", + "22 0.8988 5.618 3.507 0.7651 5.091 kama\n", + "23 0.8664 5.099 2.936 1.4150 4.961 kama\n", + "24 0.8657 5.789 3.245 1.7910 5.001 kama\n", + "25 0.8849 5.833 3.421 0.9030 5.307 kama\n", + "26 0.8641 5.395 3.026 3.3730 4.825 kama\n", + "27 0.8564 5.395 2.956 2.5040 4.869 kama\n", + "28 0.8820 5.541 3.221 2.7540 5.038 kama\n", + "29 0.8604 5.516 3.065 3.5310 5.097 kama\n", + ".. ... ... ... ... ... ...\n", + "180 0.8560 5.090 2.775 4.9570 4.825 canadian\n", + "181 0.8706 5.236 3.017 4.9870 5.147 canadian\n", + "182 0.8579 5.240 2.909 4.8570 5.158 canadian\n", + "183 0.8575 5.108 2.850 5.2090 5.135 canadian\n", + "184 0.8541 5.495 3.026 6.1850 5.316 canadian\n", + "185 0.8198 5.363 2.683 4.0620 5.182 canadian\n", + "186 0.8198 5.413 2.716 4.8980 5.352 canadian\n", + "187 0.8372 5.088 2.675 4.1790 4.956 canadian\n", + "188 0.8594 5.089 2.821 7.5240 4.957 canadian\n", + "189 0.8648 4.899 2.787 4.9750 4.794 canadian\n", + "190 0.8390 5.046 2.717 5.3980 5.045 canadian\n", + "191 0.8563 5.091 2.804 3.9850 5.001 canadian\n", + "192 0.8795 5.132 2.953 3.5970 5.132 canadian\n", + "193 0.8256 5.180 2.630 4.8530 5.089 canadian\n", + "194 0.8639 5.236 2.975 4.1320 5.012 canadian\n", + "195 0.8860 5.160 3.126 4.8730 4.914 canadian\n", + "196 0.8786 5.224 3.054 5.4830 4.958 canadian\n", + "197 0.8849 5.320 3.128 4.6700 5.091 canadian\n", + "198 0.8481 5.410 2.911 3.3060 5.231 canadian\n", + "199 0.8964 5.073 3.155 2.8280 4.830 canadian\n", + "200 0.8609 5.219 2.989 5.4720 5.045 canadian\n", + "201 0.8977 4.984 3.135 2.3000 NaN canadian\n", + "202 0.8680 5.009 2.810 4.0510 4.828 canadian\n", + "203 0.8874 5.183 3.091 8.4560 5.000 canadian\n", + "204 0.8567 5.204 2.960 3.9190 5.001 canadian\n", + "205 0.8783 5.137 2.981 3.6310 4.870 canadian\n", + "206 0.8511 5.140 2.795 4.3250 5.003 canadian\n", + "207 0.8883 5.236 3.232 8.3150 5.056 canadian\n", + "208 0.8521 5.175 2.836 3.5980 5.044 canadian\n", + "209 0.8684 5.243 2.974 5.6370 5.063 canadian\n", + "\n", + "[210 rows x 6 columns]\n" + ] + } + ], + "source": [ + "df = pd.read_csv('Datasets\\\\wheat.data')\n", + "df.drop(['id','area','perimeter'], inplace=True,axis=1)\n", + "print df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you loaded the `id` column as a feature (hint: _you shouldn't have!_), then be sure to drop it. Also get rid of the `area` and `perimeter` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:2: FutureWarning: 'pandas.tools.plotting.parallel_coordinates' is deprecated, import 'pandas.plotting.parallel_coordinates' instead.\n", + " \n" + ] + }, + { + "data": { + "image/png": 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JAPeEA/xb5PiPyPHO3CbmBtX6SW9AtbXeLd9aL1A5fY5JpB9kEy+4IarEvDGz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\nnCdjlcJHvO6mUqAPQXKsdqlrQkOFaTaZkAETpqRjV5lOq5/rBIa6jaX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9HQ8pHTI8RbFU\nVUgoQ+SUmFIRvxA4ZtRNcJfALYC3eOnRqW+pGerhCptulJrdg81j2r5E1/XTcIYtqdGkQcsWsJQJ\nJaVMiz7xFNAkElDznrqrkjOA9kUK0qAgq4TSQLmQ0EWMmXl2hFcYNLfp+JTL+STXsvtYsaPkXoMv\nEPiAjiSM602Omgv0S423kgM03RBaJdTEEEtIn+sSSZeGGN6xe6nbAg5DQRLG9QqHzFWeY56xTPON\n+vP8iZliIwopuJzHkiWOJgtM2hYZ8Gq8g7eiSRq6zKBtcii9w7opEHrLkXSVSdsBXUYXZhBdxTbO\n4EWB9K4LUzmIKcxik9t3/dz9uHjcQ5jgb9H6Ej9+XCWknSHe2HyS78Y7WJMI94FuuZ6C0jzqU3Yq\nxROFWYKPMEVMRNhpCozrHZxKt7iTrvGbrs3bKuI1NA3Avvt+H1BEPEJXNOumSMcZWi4gwTDiWmyp\nmDN+hqlOg8MsMF+KOVWYYHHr0zyWvU61soAJ2tg8prcH6Xn4OKcRJeAtorb9shAClWG2XU5DcdsW\n7yDSINDfR7FJbn+RtfTTnLZbTIYvs1+d5UL6W9xxBQ7p+Ce2DfmooETYq3KumdepZyDeUqBI4Pt5\nQt/HKfsQF/MCd/I1TmSbiIr4zcIOikpz0i6zxi1ErTBhVtljrvHlZIqzVuiTVR5WSwzbx7jknmVG\nVSiheSltMO9qdNwWznfYoEBRQj4TDOOI+fOswaavM6zXqKh1kJRp1aCfiJV8H4GvciMvctkFJAhF\nhDG6BNTpktHFgARUJaZflTAYhlWXo2aRw/oyyq3j8w7OVnHsZk2XuaR6+783fIdGMk3XV+n4iE1f\nou01Xdo4uoQ+pywpu02LAWnSdTHrbpANW6CBxhKgKRNTYkgaVNUNBmWdCbaYdMKkySgFl5kn4bV8\nlhfTZ1h1/eQ+JBJLv7TYYR077BbdeI2ADvuDBd7JJ/lK/gINV6UibQZVQkVSAumSi+OW62clH6Lr\nI4pkTOjbPBKf4/ngTXRnlJeST/Ld/BCNsEzZZ3w6XeOZ9mXKrg14WqL4frSDk9E0NdNPydaZzjZw\nArN5nfuzLQI8SBEdT/QiCtIriIoRCRAdElQOo3QZ272F/IS7zp8FHxePewSRqwTmr4DtVD3+8d75\nB8XDQ56WuL32AC8Gh7mhqyQfMq4KlWYvlkM4Ho13UL5L8adFUXwyGuSmKXMmWWVfXmPOJ3xVFVkA\nUuhxhD+wCxFSFE5FWFG0VEAjD5m0dZT3XNf9NF3IwdodJsI2V4sVvtx5nkfd2+ysnEMFHXwW4ZwB\nnSHab9uaqF4BIes5lPoIkYSi5CRe49DbmQsgJGh9Gkud4+m/QrtdPBwusiVnuSwVpsyj7FQfvTvv\nhyNBq9PMy8s0sjKHgyJ9vsI72WE2skkeUHs4og2VfI0/ybZYVSH/Ih5lIrjILTnLTedJlWdS1TkY\nXOabyS5OZlOUXc5RHTEuv81ZO86kCij6nBftLRZdnbbt3eS7DDCiQn4hzLjlFnk9t3QkZ1jVCCWj\nLI45VaHmDnHd9WGd5opPWfOWAMc4LYbYIhFF3Uc0pY+SxIyJYUB16FMr7NErPKKWKNsaLg2xlBAz\nQD1qccEucssWuGV7Zqkn0r3b25GeW1SJGgOqwaCqU5aU3Ads+JgFO8BZN01G0LPgEceYBIzIEDtk\nk2l5nUm3xiBNIulS9xEXqPCfXJVL3RfYciW8CEUSpmSDfWaeQ7LASH2QRCJeL8bcdiMYqXKse5Al\nP4xGM2dWmNWL9HtLoNrURXMxH+aOG8ShmVRrPGTe4VPxazgRXmz8GiftPpquwqDEfDpd5WhnEZPd\noXfVeLYk4o14hjPxDKu6hLFtZrN1ZmyNQ+k6fT4HLKgYHQ0DDu9SJOjrGUXqEmH/Y3ifYjs3EVPG\nFHfe9TP34+JxT+AIg79A/4Ca+x7ed1xVm+Fv8mc4H498KC1XK8U0nqMu4XA8zlhQuStH/8OY0SFj\nhQlO5xUWkjU+b9ucVIY3CGkC/kO7ECGnl5XgUKTGUFMRO/MtRm2TO7pEIpPM5Vt8Yn2Da+WY1/0j\nLLhhHq2+Tsk0cNZj8whNgqheFgLOgKie1kPy7QKSEUkvfzrzCiM9Z2KF45yNaMnbPBFWsG4/r+dC\nRW7xRPz/4PJfxdrnufuXRoZSl9DqdTrqFBeSXTTtGHtNyLMm4Gr2IGfzkE3X4UGfs9K9Ta4U9wVN\nGuZ1rqmbXMiG2XADTKo6+8wKL7ePcCybouThuSBgSj/ECesZVRmxXOdF22Qx93SdpkWMFs1e0+Ah\ns8UFm3PGVskQqpIQUmCHn2KAEW7mmsQ7Nl3Ogm+Tk9FPm3FpoESx5Sps+BJKFJOSMGdWqagWI2xy\nSN1hxm31DApVQBC1qMsW5+0QF5Jh5u0wLVfEbwtey0CsOpRYR+smTdczH7xiJ6i7iHT7eyngGVeO\nWb3JPiXsYJoB16QqL+LsJpvpIBsq4KQM85ab5CYVmt4gYqlKg4fNBR7W7/AA1+gzDZayXVypP8Pp\nsMwVI9ywg9tdTE5KyH2qxS+Fx5lR86xnM6wpYd6WOGdnaFCi7Ds8pM/yifACKOFr2ZOcTw7QcX2M\nYPk1K3wivYHvLIHd4F3XrhVV5mQ8wzvxJDclxriEg+kyT3dvMmObCKr3WgmRcBQJBnqsQ1qId+h4\ngqDvEXy6gU2WUKaKLs4h92Ds+nHxuAfQ6iRGf40fpua+n5LcO0g7g7xS/xTHoh1sfAgtVwQGgWdc\nh/uDPu6P7r4o6F1Eong0qDKtC7ydbvBAtslO1+Irqshyz3v0Q7sQL4qWbBs9KuF0MMqsRNxna9RV\nxDvBEFsq5sHWHcY6lkvlnXw1H+Jo/6uMBcto6WCzGKWznjcWFu80XsWIT7fHWHpbmZ4TiSPxCi2e\nRTvK1XyWPcE5Js0NXun+t6T+MEeDGkZSCP+cPL9Blv0evVvZRw2HUlfR6iRKX0axwInkfu7kOxmW\nCodkBGf3M6cUA6bF8fwGX8lu805g2BWs8y+Lb3Es3c1/bn8Cj7DfrLBTwbHWIV7PhymL5pfCSab1\nFG/am4yYawRym39IRljKKyREJFKgiLDP5MyYVU7mjitugMwbYgwVRtkj/TS8cNE5Oj5l3bXZIicm\nYYwuAwJNP8iKD2iLZ1TVecCsMa62iHzGJA0OUSdGo4IqyggNMs5lI7yZj3Mz7ydDE2Lpk4Ty9nne\nVS3q5HRcia4bIPMhglCQlAnd5D7VZZ8U2Bc0GNQ55GN0Woa6fIdFSTiRD3DFHWBeeRZdSNuHGMkY\nVJs8Flzk6fA4+9RNUltkwY/xpnuA+e4h7rgHaRZbtKmx7goUsNxvlimTcsTf4qHwPPN+gDPdI2yI\n47qtctv3rrkD6ipH1DVC7TlhH+BaNkzXFRlywm/qmzyQTkP3Bq6zCL5J78o33DIDnIvGORsMc10K\nRD7l2fZ1PtO9SvwDkyILEiHxFDqaAN/FZ+uIjglKe9ClvbhkCZeuooIBdGH2rhM93sXHxeOuIyUI\n/uSHqLnv4Ue7DpuVmV97hBfNQRZU6UNpuWVRPOU67NQFjsRTd+XIfxwmVMBQNMo5U2Y+Xed3sjrH\nxPC2hLShV0DgA4qIoi1C7oWi5FwJBljXBfZnqwx4x4Ku0I4CDmarHK3VuBaW+U72KxwcPMau+Aql\noI3NC/hUoYJewcAZPDFIjki3R6wXDVgicTRdxJvJYfpUnYPBJc5nu1lniUeia/RxCGsfQqnLBPpV\nlCyRZr+P93Mf0aflUXITrU8jah7FBkiDa9k0t+xeNKPMMscgBlHvoNQiI/4qR7nB/26fpEmRGZ0i\nbhcxRTIMiY+pZ5OcSjY57ocoqpjPxYZZc5xj9nsMmDqJ83ytu4cVO9jzn5WYAYG9+jbD5jJv20Hm\n3RiJL1H0JSZVkR0ScdNlrPsWuWuyBlg8A+SMk6OV4qYP2cRTkiZPmiWOmC26NiDKAg4jjOtRTFhF\nB8u0WedMVubVdBc37CBGHGXVYFISjHfccn0sbN+K1h0YDCHCmOoyrpa5P1hjj8oZ8Q+glSHzd1jp\nKk51qqzJAssCW4xzy06wLgUS1cVIyrDUOBRc5unwLe43V1n1A1zI9vCf0se54/vZpEruR3Bukj61\nTFXukLoih/Qmvx68zqorYb0i0gnftodYzWbouC7XVB9bvkS/qnNQXWdYOqwyzkI+ShfHKHX2ss4e\nU6fePUDavIVJ7tAbWQNS5ErQz9lgkLPhKLdVgZLr8hutSzyV3uC9O4OAKqCjcVQ4hndtfLaOMv2Y\nykF0vAPXvYXLNlDhCDqeumeFAz4uHncdRr+M0cf4YXPp90Ke3oPLDY2tWf7SPsc70eCH0nJjpXjI\np+xVmseKMx/pgvynRSjCQ6bEtIo4qUs8nq6z07V5SUWsontDOqV6bdU/ERcKqTKkXjHgU7ZUzBvh\nNLuyDe63G6zqIidlnPW8xoF0jfHMcCF5mtrgMHurZ+gPtjCZxqYldNjetiixOBcglBHVRnDgFR7P\nifQBQPFIeIZlN8w7+U52mpvsDM/h3Dvk9nmc24NXJbS+QiT/hjz/PLl9ip8l1lNkGa1Po+QmIut4\nXwCV0nExp7OHqNspJpXiSPQGRjURauC3SPM7fDU7RKSK/FawQUKFLyZDtGzMFIoCi1x0RW75cSaU\n5feK55kxN3k1mcPkAcvZ/bxmJ6hJkS6KUCxTeplpc4MhtcGpbBc38ikSSgwQsFtFaJ9xxt6h7Tok\nOBoYIiyTusOgtFjwVe64MoKw37T4ZamRuJhWd4KdepMjhQvE0S1EbdD1nteSPXwzeZAFO0wsjgld\nZ1jlZFZx1VWpuxCHY0D1GIiPB2sMK8+cXmEyWGfQl2nmz7CWBpxx51nNchaTfpooukEvurHMAAAg\nAElEQVSXLUbYcgM0fJFQUoaDRQ7oeY7qC4zrReZ9H6ftHH+fPU3NDZBIAaGnt5iiQtWOUtQnSNQS\nt20fD6o1Pme+xytuH5uuj0BB08VIErFJziU1TuY0O8wyD5grqKzMTaZp+IiKrvNCcJZHMgh1P9fa\nM6y3c/rSdQZIMWic7uOcKXEiGOZqMMS6ihixLT7XvszD6QLvdiWgQRnE9CPBAJ4uPltDBWOEfQ+g\nwmFsZx6X1dDRBPpHvOvuBT4uHncVdcLgj/4RNfeDx1VDfK3+GV6PJql9yLhKK8Vuch7B8XhhltJP\n4fR6NzGiDJ8KB7mgi+hsg9/OanzXWy6osLdMF9X7l96vCxHFpsT02S4azzvRMKu2yIPpMnUJuRIM\nUlMxD6bLPNpZY3F5Jyc6w+wbfp1+s0nFd7BpjNIpymSIJOACvC8CCSIZF9OdrLhhHgnPEpHzcvIA\nValzOHinV8jVMoH6EjZ/DOsOY32EVtcIwv+IyuZJ89+h56/1k0NkA63eRtRtlKyBj3B+DC0XEVqc\nTB9j3RbpUxscDHuLXWjhfQ2fLfO9bA8X/R4eDjb5THSReRtzvH2QdafZq+cpSoc6Exgi7jNrxMS8\n3H6BvFvgtos4qyJaYkhIKasa02aRCb1B1WveSJ5k3lYBzbgo5lSNdWqseoXzOU0iLJoB1WFUGrSJ\nOWmnyLxhXCX8rrrMoF7ijmj6ow2ei88wqHuZNF3fzyudx/lWcoQlO0BRhH3KMqY8G77AmUzR9ILH\nMSAdduoa95kufwp8Pr5OQJ3VbJxL9adYSUIa6jotLE1bwboAH1hqUqTuq1hXoIDisL7FgeIJhrjD\nvBvm23YPa/YR8l7KB0Ux9OsOo+oSQ6QMZtM000ma4Wugl8mJ2aU22amX+GL2NE3KFCSl320RpZ4T\nDLFCgZJ0eCY6wU5Z5krnMOu6RCQdngtO8Ex4DJNNkrtdZGmJ4XpGf3aVDM+WKpFKmctBiRPhKFuq\nSBthKq/xqWSJh9Lb2xY7EagQ8KAL6Gi4Z8uebqKiSaK+BxFTJW9fxedNdDyNjn686efdwMfF4y4i\nMF9C6/P8uCW5zYtcWnucrwYHWVGF7QzvfwpRwgSWZ1zKg/EEw+buB778NDAiHDYFptU4J3WZT6Xr\nzNkOLxOypXSv8fgQcWFNxxiXM+o6bKgir8T3sTddY85usqTLdKJp9mVr7LANRjY0N9rP0p18i060\nRsF06XMKm8bosAsqxVuPVwW2GOJ8vptpvcyMXuLb3cdRwCejk4g4HNJz6KWJMa8i9g7WPY51exG5\nhQm+iajbpNl/j/cTP8En0UDrMyh1E2EDBJwfRNgg0K+DWG6kT7KQz2DpY1QS7pMllLqNsI7NE87l\nM7zFLDvMLV4onKZDlRPpHEXfpiIZN+wsb/l+plSH/y5eYc2O8WeNWfpsTksZrqqArmR4qTEgNSb0\nFlPaUXQHeCUdYcE7QhKmZYNhvcpVXyFxCieKpi9hxDGqGoR4rrlRmj6gJF0+F36PZ8PzXPEjbIji\nSHCL+00N78dpJs/xte5jvJwNsOEVZREe0wkT6g43XJvv5kUaXiNYBlSHvXqdnbrObrXB9iMG320N\nUk8OUE/LZKYOeh3xAdr1YbWmFgS0XQHjS0wTMqlSBsK3WKPFW/kYdbcTLRmh5AyphJiUPmqUVJNp\nM88IOavtX+Cy34sU32E2uIJzGcezPSif89fZozhgpyxSch0uZHt4R8bwKudIcJFPha9xNd3Ja+lT\nRLrLJ8PTPMlZKuEqzg2SZjvJM0NnIwJbw+AxErGhyrwUjXHDVAGF8Rmj3vFE3uTR7g167nERmAK4\nHFSADkdABb3uIp4g7HsEUTF56zLedjGFWVQ4+BFdvT89Pi4edwkiiwTBn7FNYgXeX0nuc01tcyd/\nYZ/lctxH+iHjqgGE51zCvnCQndHQB77u540BpXk2qHJFx5i0xli+wTedY15pchSgejO79+lCcmVY\npMx43sQpzdlolDt5mYfTRTZUzOlwjI28wMFslV3dhNqNB9mYuEy1tEQdx7CqEWcxSiconZN6ONZ9\nnEgUDwcXOZ3tY8tVOBqdoqK60LNexG0/9ykytD6HqHVs/gTez+DcClpfIJL/gyz/Hax97AP+8w5a\nn0Opa4ivI1KnR5LwKHUJpZbwfoxm93c5kU5T95sM6ks8WniTUNVxLsCmITfdIK/JDBE5nwoFlf4u\nL3ebXHJtBlUdJ2VyVyTyMKr6iLrD5FkbEcdxFdARi/EbaJXQL21GJGOXKoIP+GqmWfEtyrSYMqsE\nZNzyFTKn6PiYlJCySqhKTs0XWfcFtLcc0fP8q/B11qWPC/4QI0o4YjwF9zwb7Rm+nCm+Zzu0yBiQ\nDT4bXWZE3eZsPsSX8ykavogCBlWTA2qJfWaDnVIjyUMud8dZ3U4QvNnci1cdKvEygfc06I12tpSQ\n+4jQ9zElZUrkWJZYVEssAEVvKErKiKlhdEbshMgbplSTabPKUHCTa/kh3kh+j9RUmDavsse8yrls\njK8nT2DRpFiqUmOGVTZtH8fsEWoqZFIv8WvxS6y5Yb7dfRJlCzxuLvJs/AZlur39GhWyZA82S+hs\nVsElvX2baK7qfr5emGJNIgou7+XwqJDHfM7R1nk0GRBvF44MRKPDEXQwgM030dEwYd+jiDLkrUt4\nn2KKc6jgZ49b/lnwcykezjm+8IUvMDg4yBe+8IWfxyHcZXgC80W0usWPcREk6Qzxd43Pcjya/FBa\nbkEpjroO+0yRI/FP8vT784XeDkOaiIc4mRf4tWSD07bNMQytd0V4H9iFCMumQsklDOcdVk2R7+g5\n9qcrzNo686aPmoo5ki7TZ1NYmKM9EhH232JJDSMO7mMZyDmZ76eL8JQ5xWI+w9Vsjr3BFabMCgDe\nC1o8Ho/14ERQeJQso4JvkOVH8H4XzhqUWuqRH+Q6Wf553nPnTdHqIkqdR9QKSjaBJhDifRklqyBd\n8vwZrDvMO36elr5AUbrsNmv0iSLLHyXvdNiSlNf8AWpujCf0KJO55XT2Xc5QJFJCS0ZYc/2M+DJP\nSEiW1PmSt3SVpaabdL3QcppYcialzqRu8aC+waIv8dXkCA1nqFBjwmzi0dRchbYv0qaIIPRJjkG4\nZQNyYJQ2/014hrmgwWW/l0BpHtY5O3TIVl7gr9IWr+e36GIZ0xv8anSSQbY4lu3nG+lD1F0JjWJY\nUg7S4KBLmM4G2GhO8j1K3CEkAcq+x0ScDm+QK1hwoywwQFsDGPopM+ZLKNclc3foqiUqZoEhU8cg\nONGEklJUCRMiTGgYMW28ZNzyOceTX6Ke/yIj0mG3+ku2ZIm/6T7IiWwf2ucUpcaQrjPkW1y0O1nw\no4Qq4VPBCaqyybH0YZSHB7nN08FVBqNlEAdeIyokbU9ik4RufRSf9wSrLVG8GY5zKhgmQTGXN8h1\ngaYuMI5ld+M0ngyIEFPEu6zHEAwH0dEUNl1BB32E/Z9EcNuFw2GKu1HmbjABfzr8XIrHl7/8Zaam\npuh07n7a1c8DSi4SmL/nR6m58I+7jjwrcHr9Kb4e7GP9Q/YcgVI84BKOqIDHCjM/U7bEvUYvdrXM\nVRUS5k2m0g1ecjlLonq2Ch/ShbRUREsFzKZbtEyRt8MJlm2FQ9kqVhTH4mn2pWvM2jrF1SnoBARj\n1+hq4S17gNgm3LSTHAgvE6sm3+s+yKC0OWAW6H3WfpudohAsRuilzW1/D5oWgXmL3N7B+8M4N43I\nKib4BkotkKT/AoAw+A+IWkFogtjebsPeB5Ki1XVEWjg/hNLX2ZTz3Mz3kPsh+v0su+xnSKxA9h0S\nLG/4T7Dg7mMnJR5W32KJcxxjLwl9IIMkrkzVdzmqTvGofptjYYlOvpOLdoLUG4p0GVC9pasn4NHg\nPG+lc7yaHST1hgoZU6LwbkfP7gNFhqegMvqlTcMbGj6kQJdnwxv8VnyWq36cS36MHVo4qGDNav5t\nEnMyr5IBM/oWn45PU0TxneRBzqY7qPsigRfGsBx2nsPOMIHhphe+gmJDOSBhjE3ul01E9b7/V/X9\nbPgySluGJGeGkL48Js/bGLtKUS8RmXVMtIHTgkb1lt/BEtM6ZcCPgOqRMxZchXdyRcNNU86f54i/\nyBbn+LotsZQ9yq18DO17IVFjag2IuOjmqFNih95gVBZZdxW2pMQRfY2nOU+fL6DDBqI9Li8hqkmW\nVsnTgLTdh02rWG+5ZsqcDke5ZSoELmfGtlCmwrypcgDHp2tvYl2XLVWigqbg855WKaigi3O4ZLtw\nDH4SfE7WugqAKe1GbTsQ/7xxz4vH+vo6J06c4POf/zz/8A//cK/f/h4gJwz/HUqt/+An7zuusprN\njd38mXue61GVXN5/8a2UYtblfFLgieI0hXvglvlRQ0TYrSMmVMApFTOYbvFd2+C006Sqd/P+4C5E\ncSMcpN92qLiEO7pMXcfsS1eZtE3OhSOs2yKH0xWC5ig6KdA/dY4saPJi9xn6VJ1pv8prycMEkvJ4\nfAysxkt5O/43/8H7gMMAftubN6eXYGj0dZzfxNrDeIYQ10SrM8Tx/9b7S7mMiMN7g3cjQIAy8yjW\n8Fi8jxFpkrkib3Z/gXq+l8iPsD/oEKvTuOwymStwTH6ZG77EuFzhk+Hf4vQdvpU8y7LvB0koyFWG\n9RYPBRd5MjrF97L9vNTdy223rTR2hg59jKkm+4NbDLLOv2+9wLIfQCGMSYf7TY2G0yzYlCaKAMuA\ndAi9Z9UX8Qg7dYN/GV/BqAonss9SQvNEcJ1Nlvl/u8NcyMewCLvMKr8c3CJ3O/hW83Ocs2XqKIyD\nHVgeIuMhVaeqNjmjhFcIaSBUpcUetpihyYKM8D12s0RP4OqIOKzXGHaWvNtTW+NSAtXCRFvYICEM\naxSUZUp3mNRbjKhVPJNYuwtRGyzlQ5y3JRo0KPtB5tqPsiUn+YbKWJEdeO/YtH0UXYupYJFhvcUd\nN8aSGyKVmEEy8F2ayvCAucwznGFAZzg7gg4sKshwaYT3XbwNybsV8m6JtD3CmhjORSMsmSoNFVJ1\nXYadpaIrnDUVBgQ+u3Wcit3EEdCVkLYIi7rCuCiq4Sw+XUUFVcL+T4JLyNvXEDGY4q57Yjvyk+Ke\n34n++I//mN///d///23XofUbGP0KP3wX7D3j/hA8dNtD/EXr1zkdjpDIB+85RrF8mpRH4ikG/it5\n4vjnoiSKJ4MSN1RAIS8xk27wLZezBdvF44O7kC1doK4jptIGbRPxdjjOqm2wO9/EoqjHEQ8my/Rn\nkN18mKtjjvFwnZ1qgT9p/xaxbvMbhW9QlA5owdkQURWUagA53qvtLqSnRO+pQ9x2WjoY2UT0Gzg3\nh/OzeN8PdHsHpxzeV3B2AlEpPfVvAyQFyngmyfMHOJN+gvW8gJZVxs332R2dxufroCLOhbu4416l\nIpscDs4zYa7yt51f5Hw+icUz7OsMUed+c4ejZp5vJY/x98kTrLk+ch9QIsOrJrFkjKgag26TL2WP\nssQAGs+sqnPQbPBOOsAiFRyKCp4hMhq+SA1FVSwvhFs8GXS44sbIXY09wYu0cPxReoD5/AAQcr+y\nfAahle3ny91DnPeehggRlt3S4miwwkNqgZZPecsOc91X8QhjdHiCFpEv8Jbez7d9hbYIRZewX63w\n98Dj9gp5tx/JNTEt0ApbSNChpWASZqLLTKlVBkUQyRARnD2M8/2sscm57mE26VKVBWZtHzdbD3BS\nL3OHMso3GGQL8piyrDEV3aIlARftfWy5Phwx2ikiWeKB6CwvBG8w4HJExXg/itIabdZwuSZPQ3SQ\nkicxNimw1ZzhghlkWRdoSYj3EPqcIRzTOua1oEwkil+pvU3FrgMapWKKCpyKuRMMMB8OcyTfYsL0\nEQ08jrdt8s48oqJe4bhLEQH/XNzT4nH8+HH6+vrYuXMn586d+8DXvfTSS7z00ksA/OEf/uG9OryP\nAB2i4P/+J9Rc+FExYMyb68/zUrCPTRXzQeOqihKec10OhcPMhgN37ajvNWZ1yKgyDOmQibTO122D\na85iRXqU3g/oQhyKW2EfA7ZNhGNRV6iriLlskynXJImn2JOtk6BZ2urjycJr2P4OocogDziXHiDm\nbapBDa0TnLVYV0SbBJG0p0rHg/RsTzTvdiGe1GuMdNH6MuI2cW4nnp7COM9+DedL21qOKyi50bNJ\ncZNYtxfv+6mzyjzfIjBNQtXmkegMyjXx2nJdj7GQ3cZJyLja5JCq80r3t3k5eYC2D5hjjXHVZjLY\n4JniCV7sPMyXOk+w5SoEYimQIt4zqdt8Rt3icjbJf/CfJkVRwfJJ3WXe9vONdIgcKJAzTQdDxtJ2\nfvYDZpXfjU/RIuEiIbHuYn3MX3WPsmRH0D5mv4dP+w0adPgSZc6R0cQTi+WAavKMusWcW+emrfJf\nsh1s+YhA4IBqcFi1uWH6+bof47YNwTmGWeGgqzHgM5Tt3YqiZIJADN2ggA1SytEG00GNHcFJhvV1\nehupSu8a8wNk+RE2fcoFq1jJH6co8+xQV5nvPMDL+RE2VZsAxw59g91qgVJeYklV2DQ5F/0kNVul\n6ftwLmbAd/iEOc4LhW8xYdax+QCi+/EYrA0IoiWcg6Q5QBCv4HNNmgxysfsQF8MhHJbAezSOlg4Y\n9Y59IrwU9GHF8Ln6eYbzZXoPSVEvc0NXqPicJ7zldl5jVRdZKh3gcFYn7i4gurhdOP7rmziI9/5D\nNrofLb74xS/yyiuvoLUmTVM6nQ6PPfYYf/AHf/Chf7e4uHiPjvBng9F/TSH+X3lXSfp+xofeKpbX\nDvO/tP9nTgUjH8iuipTiGdfleVPkyeLsR7bnmJqa4vbtu2/X/JNi0WWcytq8kW7wfZfTQd5TpsMH\nWpwE5AzmCbnSaBxTeZ0J22TAdaipmMeS28zlNU70lZitnuNQcIm30/2sS4n94RX2x+9gVI5HsDZG\na7/NmlHgFKj0H71fb4ylES8E4nC+hHe7GRh6mc2N51CyipekZ87iA6ybomeU73G+y8vpLOuu+ANL\nkYPqOiIZy36A19L76diYkAJP6gqrzPHv2v1s+JyDssh9wW36wg2eCc7yF92n+U5ymIYrUPAJAR4t\nMKc6/IZZ4j9me/m+G8ADIyjuJ+QiKTUcHkcfCbOssSoluqIZV3V+OTrO/cEK8/kUNTdI3Q4znw2z\n6SOKpOyTNZ7X82wS83U3y3k3SNOHxHjup86TLNJv61yhyk0pkSrFiOrwoG4wpOEVO8qZvJ+21wTO\nMukSpl1GCYMnIlYaLYb/8eBn+T/Pf42CMczGK0yHywypeQJ9EWQTfIQnRiTFuR2sZ49xya+x5CJ0\nPku/ep3r/v9j702DJL2uM73n3PutuVXWvnRX70uhN/SCpQFi5aplOJQYGo1sjR1WeH45HGH/cFgR\nDocYI0dMaKwZeUaUZmTNEhLt0crxcIYiJXIAAiQFigABNND7vnd1dS1ZWZXbt917/SMLzQbYkEAQ\nAEEKb0RWZGbl8lXll/e955z3vCfkWHqQVTtMTRbZIle5P3qZbXqOLJ/hy2YDx6lhnWHFDZG5CrEz\nHHKX+UnvWTaVTyPaYYoRkBihhylG+2RhUnqrI3hBE1E5t7ozvJw/QSMJGCqW+3WWYICOBKzDsM+m\nfCVcx6KK+GTnDFuTi4Dr243oGAkncMUKgkYFg2h/kEZlhnP5CqX0JmP+IOvL21Fvkzimpqbe1vPe\nKt5T8rgTJ06c4Itf/OJbUlv9KJCH0CCO/wFaXbp93xubAXHQa4/xm/P/I18MZ2ir+K6vpdcK5D+l\nPJ4obyZ6B3cd7zfyAEid5YRJeSVb5cumxfxrzei3SeTNhk45BmyCpp/tGrApHoYh0+NgNosRj7LL\necweY3TyCOInXMw3ccJupKzb3B+9xKi/gAgY46OUj6gE6Ke1lE650xlgbYIIxvmEYhA8avUFVpvD\n9JVXPtZWsW4dzg2AGBRNzpkRjmZbMFQoofmoOoJ2BW0Z4NlsC0lRw7it7PB3MsYq/yyd46azHArO\nMuNfRCnHIf8i/0/nY7ycb6ZrAypkeAi+aPYox25V47fygAUcHvAJfJbo8ApCilClxw49yw07yKor\nUZWER4JzPBFdZqUY50wxxS1bYdVoek4zICm7pMl9KmVZhvlqMcJJF9FxjjIZO1jkEFcIyLjMEItS\nJRRhPY49LuWqK/NtO8ANF2Cdok7BelswpSAlIBCFQtDSr4lVVMAv7XyC49f+C6P+aZSaR6lZlLoI\ndMFV1z6LmJViH8ezGW7KLNoqbDrBBTXHRTdCakYYNpYD6gz36XNsKh/D0x6L7QP8a7edU24QwZG5\nMhGwlQV+zrzI5uAiUflGPw1mhzCmhNZNrJtA6xVgiXR1CHC4IOGoeYAL+WFkNWN7eo2busolf4hc\nhWxwKYdMmz+PNnFVlflYcom9nZOAAxWidAWJN+DSeZxNUeEEXjiCX9mJMz2SdI5LKuZiMMmw9jmg\n+2OKv1+82+Tx/ouFfkTh+f8era7evn03RjZ5yDeXPs6zwXbabybLVbDO5jyu4HBp+h0ljvcrQlEc\n9GLWKZ/xPObL2RInnaGwds3D5c1qIcKKiolcQWgN8ypGiyO2KX8VTlN2BR/vXYC8xvL1w9TGj7K9\nfJGxfJkX8xme4VG2FpfZE54k0gnOGYzx0TpD6QRryyjpgfSL6v2qjENJRs+GBGs7A+tG6U/FirF2\nAieCqAbiAlbNNo71HsO4KqLa3OMuYfMN5BqeyyfJzRiiZhj0M7bIH/Fr2RTXZJAH/BMcis7RdWXW\nS5ffbn2aU0VfUVUBImr4ErNHV1l1hn+cd0gxDFBwmFm+Q50mEQE529RN2i7ijJnExzCtm2ySDsO2\nzDOdB7lmyjincGgGxXKfytnrKVbUOH+QeZy2AR2nqNBmPwvcwyLOBlxmPV0XU3GKA85QMQXHJOJ3\ndIkOGi39ptZ14tDiIyqgB5SVIpCQYR0yrj0mfaipLgBj4cso5hE1h1LX6NejqohYOmYdJ9LHuWI9\nhKus5gOcziaZ1xm+G2d9ITxcnGd/eJqK3yUsncfagBc7D/E5u5OrbhDfZUQopqXFT7sj3G9m0UGb\nqDwH4lMUNZwpo4MWMIi4Nrh5sm4Nk8fcij1OuEfo2hkmlxeZTud4NZzgqj+EUiFbTZv7TIun4m1c\n0WU+lFxjb+cUrxEHqoKKN2GyJTAdVDSFF46h403Yoo3NFgmDEXZH09RcznGT8kzRYY8K2fgujVt4\nu/ihrUy7d+9m9+7dP6y3f0chcoXA+xPu3KW+sUjurHC9sYfPyZMsqJDXO1t9F0PO8XEMD4brqL+P\nlBXvBcaVx8eDKtM64Ktpk6dtl7a1gO1HIW9SC0nEI9MK7Rwhlmu6ToBl0rR4JZwgEY/92S3czQOU\nh89Sq1/lCfUS55OtnLabuWbGuT94lXXBTZTKcKY/dEqpDs7FOBug1hY36NdCIpWS2P4GwMgyGgUu\nRakERxXcAI6YI0UNq88iNmDEwaS7gUP4TraNtttIJShI5Rke0M/wm9kTnHV1DvmneDQ+w1y2AWWr\nfC7dzgU3iENTwaOGQinLlOrxiutw1gRYYJoGFWnznBulQDGlFlivl7huJ+jYmKoI0zi2GOEqQ/xn\nyvg4JkmZ8lK261W2BSnNAv4gq3PaxPTwKNmce2yLLaZH5GIWZAsWRZ2M7TZlBZ+/8irM+RG5KCrO\nslFgCNcfxaUdNWUZ0JYJzzCpe4zpVXzV4Y3bLC2X12TP8+AKHDGJizid3sv5/AESd41brs3F7B5W\nXUhVL/AhfYHDiWWjKvBLPUQLQXyOuWKQLyRP8vViM8u2RFVaTKiE+7nKJ9wxKjZABxlR5RoOjc0H\ncLaMDtqIaIo8x9M3KdKIRneaU/E4y94g1WyUmfkLqCLlO9EUV71hyspna9Fkv1nlW6WdnNIV9qQ3\nONw+3j9npU8cXjyNMx0ollDBBF44iY6mwHaweRMVjuGtGZ1ukIAR8ThierxqEm66gv06InqPplz+\nTfjx39a+67AE/r/8HmnuGy1Iet1R/k3v5znvD7ypLDcWeNJlHApHWB/8cLtHf1jwRdjnRaxTI2zO\nO3w+W2IWi30t6lBrUcgbjBYtCisgDlIVErqCikTc0JZmGHJLV/lQehW3OEORlamOnGNHfI6xzirH\ngwmeSx9gg73O3uAkFd3FOQUIIl1EQopiGM9bc0Z2oARKaq225TIKUShJ+5GJE0QJl4uNNKgRqb7s\n9/7gm5S9Hq9mu2gWORv1s9y0g+z2zvDveh/mSLGNPf5lftK/wLnuHubzEc4yxDVXxmIYki5l6VEI\nRJJwxNS45aooCtbLAhkel90YEQU7dIOOKXPG7iDEcZAmW1yTo1LnGamjgAnp4SuPIdHcpz1MVuL3\nkmHOu4jECZEzbLMdZooOkVgMHkaEkbWemFmpcsQPaCIo5aiSMkJOqB1lVTCkUtZ5CRO6x6RqUVft\nNe1a/5shgBOHONtvuANE3UJYACnIbIWzxTbOZPu5kU8xyzy3zBC5rTImK3wi+hqPq9Oo7iF0FKNU\nClhsdIw/Sw/wpeRRZm0F6xyTepE9MscjXGUP1yCvo4MeUeUC1gq2GEQkRvsZSmWkSQXfmyUrfI61\nHuRStJkobLKn6DA0v8qSKfPtcD03/BHqSrMzb7DbtHi1tIPndZlN6Rwfbx2lv/GJQZXw4kkQhU1n\nEW8Qr7QRFQzjbIIrVtHRFDocf933oSSKh3WJS5JzyiY8U3TYpyPWvQ887T4gjx8QSh3F977GndMB\n31jaNlnIny99km95G9/ULddTcL/NuN+rsjsce1eP+UcBw8rjZ4IaO1TA76cNXlEpqbX91JVamyAo\n3xuFZKJRWHI0N3WZxGlG6ZB5mlu6xOHkOrtXFSYrUxs/xWDlJg90E2YZ5DTjPG2G2RucYqN/A+Us\nzgmiEjyvwJhxlGog8loxvf9JB9IX9WbWJ8dDiSN3HkfyrWi6pNZjl3+emtfgkq0BvgIAACAASURB\nVNnABTvCtH+OW2aEYTXPV3sP8Vx2iK1qjl/wn+OlfAtX0dzUcMOCcT0mVQMrihY+ketxxozQpIpP\nwTDLdFyJjIAxaTMgHW7aGg7YpK+xVc0zzzDPmiGcaLZKAw9NKMJmO8+tQvOv82GatopBEZKxU5bZ\n5xYY0Rmp72EFCqXpojjrKsxSJqWHosOw6jGgEgZVlzHdYpu3wJReZUKvEslr/tEah792XcBp+nUi\nb20aZH83LTJHbhUX8u28ku/iQraTa0bToYtHhQ0F/ETwVQ7F30ZcnTz7KEQ9FD2MpJz2b/AH7f+a\ni8UGNDl1WWFYr7Bf5nhErrLONsiyCbxglbB8CmcFk4+ivAhRGqUbZImH793klhnihfZj9MJtbCsd\nYcZcJ5sf5UYxxneCdcwFw4wC9+aLbLY9zsVb+JoqM5Yv8MnWq33lnopvTwAUVabonOoTSXkbyq/h\nTAa2i46n0cHdZ/KICFvWFIovFz1eKnrcVDl7dUT4Q4xCPiCPHwgZYfAbiLRv3/Nauuq2usoKl5bv\n5Y/kUZb03WW5omCHLXhUBdwfr39PPfnfz9Ai7PVj/nc9wZ+ky3yxWKWJ/W7t46+JQnLpd2zMS4mO\neKwrWjgnPFXawuWizod7HnY2pjp2kqC0xPo0Z7ibcbEU8XK6j7lijJnwHIN6FWcFUQVaz+PcAMaE\naN26/X7OKZRYIpUT4shsxAvZXjomJFQpse6xxb/MnKtzJN/OmLpF4gKMU7yS38Mz2WHWqzn+YemP\neDp7mMt2PU1X6/dwWMW4WiIRn9RqIkm5aCdJiAjJGKRFjwq+GCZZIHUhc67OoOqwXq+wSplX7WaU\nwKS3zHZ1k7pqMuCWOFZs4Mt2D4sMUOARqJwt+ip/N3iGYb9Ny0UsuxotW6Fha9wsRpi3gxSiiaTH\nqF5lnV5kWi+yy7/COt1gRNpoeS3uVrjXvMzQyO0OmjVJdv+/B7cfA6fzKb6VHuBMvpG5fJRCEmpq\nmQdo8ETSY0ftObxgGeu2k+cziGoCmmvS5o/sFK+0H8fZiB3qBsrrkjvF/XKDj8hZStaQZdN4/i2i\n0lmwQlFsRgchTjyUnKFILZkUvGzu4UpvDyVvK0+Wv8aonGd1cZoL2SSvhFPMB0Osc5ZDeYNJUq4H\nU3xJV6gUy/zs6on+vHEVgQ7Rfh3x6hTdcyABfmU7yqvgbA42xyttQvl/sxS/IopHvBIXbMZpk7Lo\nOhzQMeM/pLroB+TxA0DrZ/D0K7dvv1m66re7/xVXgipwd7fcCWv4uIKHSxsIfoizOd6vqCvNP4yG\nOZDFfDZb4qoqMLejEO4ahVgUmVg00JKI877PRNFmnWtxVg8zW67y4eQSO+d8KkNniQdmKeuc7a1x\n1lcuclxN8HxykK3+ZTZ4swQ2RSmLSBOlQowZRatlAEReYy6HkLPk6izZGiO6yYqtsCc4QcuW+GZ6\nH6HklFWXk9l2LhVTHMn3Mq7m+aXKn/KF5EmumQl6NqRhyuQCo3qRtg0pnI/guGqnyPEIyaiRkEiJ\nCglaLKuuhieWCb2Cc4obboCQjCk1zya5zrBuUpNVlkyF/7d4nGtmggyPgJwt6gYP+ifJJOCs3U45\nS1mxFZZsnRt2hC4RzimGVIdp3eAef5Y9/nU26QY1ldH/58dA3J+SiuvnEG8PIaA/nIt+Yf41Qsmt\n5ooZ4YoZAb7GZ1ufomkHUNZjRN3isHeSD+UrlNNBKsNHUX6Bze8hz0ZQaoVlJ3zeVHjO7qZnS6x3\nlk/FX+clW2fe1nlSTvMROYOYiKw7RRBdIyhdwYmPdfvRcQh2BeVOYIqC82YTZ2QdeT7KDiaZCf+S\nUJ2i2xjheG8nR8N1NL06m1zO/cUqQ2TM6wG+oGv4RYuf7ZyhLLZvqy4BSpcQbxCbXMUh+KVNKK8K\nrm+Y6ZW3oLzaW/4uKBG26/B2FPJ80WVa+ezREf57vOn8gDzeNtqEwW8C+e17viddlQd8vvFzfMdf\nR/YmXeQVHD+J4eFomtr7TE3xfoIS4f6wzGf9kH/aW+Db9Pr93a8rqPOGKERh6OfUc9Hc8GqsuJit\nxRJifb5Y2sn5fJgnF32GshKV4cvEAzdQrQke1LPcrGrOZFtp2DobveuMsYgSi0iK1jnGrAMaOBf3\nZ4gAuRWOpLuJSOjakGk9x7Se5dn0MIEU7PdP8Wz6IEeyXVw3EwyoFh8Pv8Gfdn+COTuGcbBkBrEo\nRmWJFVvF0E/FrbgBDJoSKSUKEI/IWTIinINIZQTOkLiAAVqsVw2GWGbcW6JMh0t2kv+QP8KcHcUi\nDNPkkfAEj/kneKXYwVmzja6LWDIV2i7GKYVxiopkbNYd7vPnOOAvsE238UQBg8AwxgrOCoUIBkWB\nwjiNcWBQty+5czSszzVb4oYpMW9j5k1I1/n0UMA/pVcMsIkuj/ov8YA6hZ9sAj1NafxVAIpkPdbV\nSFWHLxbjPG02sUzMCD3+vtdiX/wNPp9tZN4O8BNyjMfkDK4ok3YnCeJrBOVbiK7h5EFEPFx+AnHX\nWCbgpew+Wl7EqLXsNCFVf5YwOEbaDnhh9X6O+9N0vRpbXcqDtkfZpiyrkP/kDVHYlE8nVxle86hC\nAkQFKG8AmzdxNkWH4+hgCOcsImrN4PDtjVUYEM1jXpkzNuW8yVh0hgM6YuQ9jEI+II+3Cd/7Q7S6\nAty9zuEsnF46xJ/KQ28qyw2Aj5DxUDTOpF99V4/3xwUDyuMfxeP8RrLIU6ZD57YC645U1uuiEKEQ\njTgDAisScMwfY9K02FKscNIf5rqu8mRnkF1FidrwOcLaLFlnhPHFmMnhExy305zMdtDwBpj25qjQ\nQSmL1tf67yCvqewMx4t76BFRlRYFPvv8U7yY7aNp6hz2jvJiupfn0/30bMiQNNnlnefZ9DC37AiF\n67vcehTUdItlU8eJEEjGkh2iQFGlTUkliIMMn1wU4gpKKqEkCcO6ybgsoQRGWUJjOVFs4nixnaar\n4oBJafKYf5IHw2vcskM8lT3KZTvCTTNA00VYFApLxeXs827woH+DCdUF5bNky8ybIQoXUBBQuJCC\nkMIFOPoX8HDOkVrHqnM0rLDihIZVdBBSoFhL8GogpK+SA/hv5Qj3B99GEWGKx/FqFQL/KUyRYfL1\n5MrxTBHyZ/kBblGhJm0+5V/kk/4YV+XbfDGboGHLfFyO8ZicxGU10t5GosoVvHi1X6BmFyYJEPc8\nGS1OywYu5VsoeSkPqKsM9TZjZZQw/mOyJOPrzY9x0tuE8UrMmIT7XYpvurSd5c/8MVoIn8jmWWc6\n9GeOByC673yrfFw6j3gVdDjZJw4d4Je2IvrufV5vFVqEXTpiUnxeNj2+VXTZrAPuUSHeexCFfEAe\nbwMitwj8z3GnNPeNaHfH+BfpP2DWL3M3Wa4CDpLxiD/AzuD9O5vj/YjzLmeHF/GwCvm/8mXm6TeF\nc2dB/Q19IU40BZbAGQrRXPfqLKsSM9kiiXh8Kd7BhWKIx+cHmBw6TlhZIPNqpPPbODh0iaVQOJdv\noOtKjOglJt08wZoTrHP982DRDHIh38iQWqbhBtnjn+WaneK6mWCff4oLZoovpY8DjkBlDEib48UO\nbhZjGKdJ6KemAilo2wpaDOIMt9wo4BhglWhtfG2Oh0URS0JNtxlVywzIKikRq64CVjjhtjJvR+i6\nCI1hTJZ50L/IBr/JFTPO7yQfYcFU6bgIs1aRqElBVWVMS4tRneIrh0iZqu7PBdd0UOQIGYoM7Qw4\nQw+fVRvStDE3bJ1ZM0TDVmm6iMSFFGiUQAXLBIZhciakx4S0mLYrbHDLfBl4KHoeJ5uw8lMEwTG0\n/jNMHpHkG3gR4T/39nDVjuMpw4eCk/y9qEnF7uKI+Q4XixJNW+KwO8vjcgybj5IlO4hqF/CjDB3U\nsWaCbisi9J/jmi1zUm0isxW2BbfYpS5jOrvIeJQ4+hxZ0eDplZ/ghGwn0AF7bcZB10NMRmITvhpv\nZl5FPJovMFMsg8sQCUEUSkeocIKicxERQUfT/YFjOsYrb0P+mvEL3y8GleZxKXPKppwtUs6QMqk8\n/t479g53xwfk8Tbg+7/1Omnu96arfH6/8d9wTI9huLukbjMFH9MRh6KpDwrk3wcatuC0SZlSPr6C\nX6TOK6bHX9ke3btFIa/rC1FkIgRrqYWWCnklnGTCrLIzW+K0P8KcfZCHGqPcWzxPrTqLGrpMZ3kj\ntajBQ/VjnLPruGknWPUqjLom0GDR1iis5pvpg2TOY9ZOocWxYqq8WswwqeY5V6zj33c/DTg8HKkN\nmHXjLLsBWOuHUDh8cnquhMPRokxKgMZSpktCxIrtS7h9cgZoM64WiSQlsT5txhGBli2z6mrkzsPH\nskUWOOTNEnsFF4pJXujtpuVCMqdR4qiRscFb5THvCoeDOQIMrxSTLBYlMuPTMzEL+SgHaaJtZc1I\nsUTTRiy4gKvisYjPsvNYlf5oIyfgYYglY4OsMqrarJMG62WRDSwwTAslqu9ETIRI3/RTwscpsoN4\n/Ce0ukCSjvKqqfNlu4kLZh0FZXb6C/xs6Wn26REuJzv4S/cyXXK6doDt3OKj6jiu2EqebSEeOIEX\nOpQfYbKI9vIIRekI3zGbaegyg9LjYf8sg7JE2ttK7n4WX/0JqbrG19of5rjZx4Dy2GMzdhUtxOWk\ntsfXok1c8eocyBY4kC2A7SIqxDlBKY0u76ToXuz3/pQ2IaJR/sCaT9U7J7NNnGXJGRZtwZIzJDiu\n2ZwzNv2APN5vEDlD4H2JvmXe2n13/N45eHnpYb7AffTeZHcxjOXvKOHh0jT+BwXyt4zcOV42CbEo\nhkRx3KTs8CN+JqrzTNris1mDBfhu1PFaQV2pO6IQIRMf5QoCcox4XNcDNKISM/kCAR5P+zu52h7i\nweIltgwcozx0iW5riuzmbmYmTtFWivPFem7qUeAsF7ONXDLruWzWUZM2y67OBnWTp9NHKUnCvDH8\nRfYYxioClbJoqqQS03ElNA4PRYCjRBeDJcejRUSBIianQsIKMQWagJxxGuz2LhBJwk03SuJiHIqC\ngJYtk6+ltzb4s+zUV+hKzMliE7eyEbo2ot8L32OTWuGgf5WH/fNsUw0ED2cVOM3DLHFaJjjqplh0\nIdcIOSJj1HTOiivRcGWahPRcQIEGp/BFqDtLnYIJkzFZ5KwzGcM2p6o8lB5BvHGUpzGeB56PaIXW\nOUIC/DvSzibC8PexssBL3R181W3knB0jdWUmpcaT0Ys8Uvo6pWIPL6yOMKePU9ZLLJgJBlzKJ7wz\n6GIfeTpKVD2NFwYoWcWkjubiVq6XbnDB7cDXOQeDi0y7DlqlFNkUefFpbPIVksHTPNN9hJO9Q4yI\nzyHbZlPRRigobMa3os2cDUaYyZd4OFtA2RYiAQ5BBFTpHly2iCuaqGAUpfqzyL3SVuRNRky/VfTe\nQBYd1z+vPRGGRfOgF/MxKlyz2d/wSj84PiCP7wuGKPwniHzXTv6NMcNqZ5J/nv4ii358l99ChOOn\nKXg02kjlfdDo86OEoyah6yz36ojjNmFYaWbWCPrJsMqMF/KrvXlOu4ziNVK+s6B+RxRixSPFEZoM\nqzRd5fNqMMmYabMzX+ScGmU5fZRdyxMcqn6bWu06SW+YpasPUJ84wYH4LI21KGDMtThXxOznIk1b\nZ4ecpmurDLg5RmSJP8w/TNklRDrhqpmkRZncBcT0KNEjUI6KNSxSp41P3+4QSiQYp2m4ChrLNMvs\nd1fItc+5Yicd+guWJwX9v9IRkTGp2gyoHj1b5VnzEG0XYYCIjHUyy5bgJh/yX+Wgd5GaMjgXY1xI\ny1VouhJNW2aZCvOqxLxTnDUjNG1Msqb4KktGSE6ZNlOqy7C02Kjm2cAtxlSbQcmIcECAkwhHFedq\nODcIro61FZyNyXsRzob0+z36WzEd/BGnTMxX049ylhESCalLxL3eKI+UvsAO/0UWugf4SqdMHl5g\nq3+Fs8VGnIv5mH+OUj5DntSIahfQgQeugSlyLiw9zJkwIdWDbPIX2BucIrAlRBmsGaHXeZK8e4Rk\n+Dh/md3PmeQQUxLxQL7EpGnTH1ds+U68nWN+nQ35Mo9lS/hFE0ThxENcjlfdA6IokmuIitH+EF40\nhS5tRt5GT0bXWRZdwZI1LDlD9w1ksVH5jIjHgKjXZTDG9Lu/tH9AHt8HtPpLPP0i8CbNgLnPby//\n95z3hribLFcDT5LzRDzBuP/2VBZ/W3HVZtywOdtUwHnbNwU8pOPXuQ1P6oB/Hk/yr9IGf2HadHB9\n0nBvSGWtXXcIiQ7xXEFoc3LxuOlVaaqITcUyXmF4Md/N/MoQe0uvMFM6hdIpjfldVGo3GBroG0ye\n7uzFz2ukyRCJrbEskySBYcBv8B/kSZpugBzFRbuBdC2NObimgsJCgs81xkjwMGtG8IKhR4CIY1hW\n2W+v4aE5xWZ6xscJhJJjxJE6jVsb7KTQNE2FW1IndR4ehqr0mNZNZtQ8D3nn2OjdIlMFS26Ui3mJ\nZVvhlhli1VVo2hpNU6VnAxJ8ClFYZ/DIKEmGxjKiVjmoLnJQX2WIlEFJ++or8UE8RHwQi4jtW6dL\nC7h+++/C9cduOavBejgX0i36gpF/m+/lZLGFFE1VWfapErvUMPfH/4aqOsvJ5QMczavU4kvcG5zl\nRLGDFTfKh/R1htONFHmZuHYJUQZsk66xvLD8BLc8YTCc58HwPOPeLNZWEembNnZXdpGsrLAyfIrn\n7V4up7vYaMs8kFxnxHZBRzgVcDTcyCu6zGixwuN5k1K+0FcfS4S4DK+8HRVOkC99HQAdTeGVNqHj\njW85Nf1mZOGvkcVmFTAs+nvI4oeBD8jjLSMlDH+dO6W5d8I5+ObSh/mq7CWVu6er9pLzsaDO9mDo\nXTzOHz+0neWY6UcanbVQ/WGvdFePn1Br/ufSKHvTkN/JlrmF6Y+7Fe5IZQnY73YVFuJhRVOyKRZN\nqjzO+qPM6wo78iXETNDrHOaaneRg6WWGRs7RWplmZWEn8HvcWN7HNPPcDGPCYIWuKJzRfD07yCUZ\noyM+KyrEKIXGsJmbrJd5lkyVG26EFcpry6q+rXQCRZke25ilrnvclCEargIImgJQ9GwZnCJUBTE5\nBugQk6MRB1UyNqgW+/1LbAluEKsOs7bCK8V+Vm2Nni3RsiE9PArnSERRoPHEoDzHqLSokzJJxjrX\nJ7NZF7FKSKGmaGqf7cFVfIkRkb65onNrhBBhjI+10u9pcAXWFXRE0XaOjiiW8blFmSVXpun6Pm5H\n8xlqOmGrTtisJtmLz9bo18ndTZ5d+hA3KbGhfIpdwQWO5Tu5atezVxps7E1giImqZwGDtW0u2DpH\nW/diCNlfeYGd4TmUJFhXBTWMM6skK1voLg8wW7vIEW8Lt/JptiY1HkgvUnUZ4g2i/AGOeoO8LAEV\n0+KxfJXB/BbOFaDifsQRr8er7CFZ+AtwCTreiFfegY6n/9pFvuPs7RTUkjP01sgiWCOLLSpgRGmq\n/PDJ4o34gDzeInz9x6+zW3/jx7jUmeKz2S/Q9O5uZrgew6d0yIFo8l08yh8/WOd4qeihEAbRnHcZ\nu3T4N+rZPxLW2OpF/HpvnpMu6w+bvZ26WiOOtZsAFqGtIgKXE9mcTDTLusQRFTBhOsxkHqajWbVV\nNsfn2F2/SBH2NxITlXOsEpHYgKyo0CpqnNXjXPEG6ImmpwIsQlzkHOQyk94iL7v13GCMDH2bOAA8\ncgJyBqXFOr2Ew+d8MUUq/ddQIhgHCkuk23g4rAtoEeGsJqJgg2ozQYMBmqRWOJOO81KyiQKFLxmh\nTkAKcry+VZdYlAhjklJ3XSbpMq0XGdHzjHgLVFQHwWJtmaYZ49vpbi5mk3wn3UKjM8z9bo6qWkHr\nFqITEqAjbbrKp+ViWrbKLTPKnBtk1VVpuxJtF2Pw+wuiE+I1b6ttwSpTussWu56ZfI6B0udZKno8\n1/oIKXCo8hLT/jzH8y2cNRvYTMLuZAIkJYxO4ZyiQcBRs5HF7hRDaYnDY08z4F8GBFQF3DiYOZLW\nGK2lzVyIlzlWGqdt6+zsRhzqniMW6UcO8QZO2pyXncKzCQ8WHabyWzib9Hs5MOhwFG/gQdLFZ8Cs\noMJJgtoBvHjd95yXbWdZsgWLzrDkCpK1iRiBCCOi2aYCht+nZPFGfEAebwnLBMHv8iZDJTCFx68v\n/w9c8ga4myy3iuPTSniotOE90V//OOGUTVlxhu1r6apx5bH1LY7j3KQDfr00xW/1Fnnatun74t4h\n4739cX43CZmJTyGaik1xzpEpzXVdpRGFbC5K3NvVWOsxF41SCvuvWPFWuWyGMXjM6iHO6ilWVUzh\nhN7aoj9gejyZXiGwlq+UDrKiAqx6rf9aIVhCDBE5I7LMpMwxa8ZpuAEsGt8ZQjI8Z1B90Se58+gh\nOAwVlhjQPequILI+xsYsuzJKCnyVE6mCBE2PgKYpo6xjgC7jeokt+ipb/euMeYsMqVVCMTgbYYoa\nRa9Oz6xHlEP7K9T9OT5WmuWI2cjL+Q5etBNctOuZlmkswywXVVYJaOHTxdHDkFMg5CgpUGIIVc4Q\nS5SVoewsoQK1Fnns0zeZSdYxoq4QxV/inIk50nqSit/lo+XnKemEc8V6ThUbGXKae3t1tFrAj2fJ\niDhhhrjmQCcV9iV1to98jcC/BASIF/bnrBSz5EmVlYW9HPXhdLUGIuxtZ+xpX8fXIV55Br+yjTO9\nG7zkHJmzHDQ9tufzONNGxAMVor0yfv1+8pUXsdlNVDBIOPQI3tomseUMi2spqCVXkK6RRSjCsHgM\nK92PLH7AQvoPAx+Qx1tA4H/2tjT3bgOevrz403xTtmPvIsv1cXxSCp6IN1H+WzCb453EvC24YDKm\nlMd1VxCL4oCOv68dWUkp/tfyGDvTkM9ly8xzp4yXtfrH6x3JLIpVFRPajJLNSPHoSsAZb5SbXo39\nvSr7rGXJ79tKXMy3cJ1xLsswi6qGYFGuoKf6ktsJGvysPcJZb4pnghkydD/PaQEErSwlEip0GaFF\ny1V42e3BAREpdZb7A4wI6RBi1rygBEfZFQyQMCgtxnWDsuoCDuMiWrZGaksULsSzEWM2Y0B6TMo1\nBr0GHhkOIS0qLOczOLqo4AZ1v0Hgt9DBEnnQpukqLJgJFosZFrvTNOwgbfFZpuCGjTjiSnhiqEkP\nnw6QovHwnE8JjwEJCV2ZqvWokhHZBE8leLZFSa1Qck1itQrA4e56An8JF/45f1VMcb2zg+mwwQPV\nFzA4LuZjnDHThLbMvnaJajhLUG5wpRjjuKlTyAobsoKNyTS1+jfwg4ugSijPxxofm81j8pCl+QO8\noGucrUHVa7Gvt8yW1TLaGyQcPIyOp7nYOsVLpqAlml02YW++gMsb/Y4YXUXpEF2eoejdwHTOIjom\nH/ooC/4wS0WXRWfI7iCLkdtk4VF5n9iq/yD4YDX7GyByhcD/j8Ddi+Q32tP8q/zn6L5Jt+gj5Hw8\nmmLU+8G6Sf+2IXWWI6ZHGSFxjsRZHvXKBG8zcvtUOMA2FfAv0iXOuuy77Z23C+i3rSxvX09VQOEs\nFZuAaAxCU0Keizdy0Q7xyc5RAP7C3cuyijAohlil7WKWpIbCssPe4Al3jP/PO8wN6TeDCrav0AEC\nCuIiJ1QGpeASExRoQgpK5BRAgyH68QZoDCE5w6rBhDQYkzaDRUEnHWE1HaarBim8glB3qapFNvrL\nbJRFJulQt1BxCueGcXYYVIzFsOTlXJeIM4zzDTPDSh5R0G+qtJJjlMOIpUDWrEYKjO2ny5QTYguJ\nCmgD62We7WqWUX+FIWlTEkPoNKGNCF1AYOtEboDQ1vEYxtlN/V28APwzfO8iq/4LvJhvp5Nu5L7y\nNbaXjpBYxeViiCt2nKIYYUerxmR8lSRO+Xa2hUWjGdHX2WM6eOmTBPGrhKWz6CAEibBFjslWcVaz\n0NjPc7KOc1XNWHiTB4tLTC6PQTRFPPxhlD/E5dVXedEkNCRkm0s5lC+jsvm+U64/jlIKHU6wgsdc\n+xTLwTit+oNYrwJrcvKxO8ii/GNAFm/EB+Tx18IRBv/H2mzr70WRe/zj5v/ErK5yN1nuPeR8Khhk\na1B/l4/zxw+vmITMOUaUxw1bsE9H1NUPFtrv9mP+iZ7gN3uLfNN21ybN8yZRCIBgRLGiS8Q2o+RM\nfwwtwg1V5XfjhwG4LEOEzlAzCXN6mJ74hC5ng1skF4//W32CHJ9+TMPthsCIHJ8Cp6BDQG5jlDIE\nZBgUDfqNcz6WEj0GWWW9d4tRVgjEYoFEAq76MYHXomxaDCc+kyvCuE0Z9lYYiG9io1V6yrEoIWcY\nYMlFLCtYdFUarkrPxRTOo0CTi8Lh1v5OhbMKZRw+hrIk/YtqMKSbDHlNRqTJkLRpFqO8ku2mWQwy\nZAZ5LF1kIFxFe8so3UX8jNtOuy7AFhWsLeNsFWcHsa4ve77oneKMuYcwn+Sj1TOMBKfpFsIVV2fe\n1VlOp1nfGWN7+SrngpBz6TjK9DjgH2W9haTzYbR3hVL9ODq04ErYrIsxDpxivnkPX8t3crEUsTE4\nz2PuVerNKSgdIBr5MEjA7OoxXsxbLEjEBpdzX7GCn17HOUM72kBTRyx5FZrhJN3WCfAGGajMsC6a\n6JOFeG9rbOyPGt5T8siyjM985jMURYExhsOHD/PzP//z7+UhfF9Q6gV87/nbt9+YrvrDpb/PS2oT\nd5PljmD5eS9mfzTxbh/mjx0umoxbtmBqjTjWK59N75Bp5KDy+N/iMf4kW+GP8ybLd3q53y6of28U\n0lMBubNUbYInCnGObC1PrXAUTljwKliEwOZoHOdlguJ2LruvoOrTk0VhyNAUKOxaVKEwOKtICfFU\nQY1VBqRNjQ5llxMog4+hpUpEpFRdyg5mmfLmqXsrBC6lF9e4UdrIS8lWFu0+GvYhel1NqsDoAqss\nDodeI68SGSV6eCrHE4PvLODhK4usdaDHkhNREDtF2VombMKw6zFkV4i8UvRRzAAAIABJREFUBp6/\njESXuDc6ydPpIc6aTXRkhE84Sz3ZBjYGOnjhHFov4VRC4bXIXUJOk8zOk9p+zeOM28yUHeZQ7RSh\nPkUvV1xhkBVbYjbZSb23kenqdb4hFTqpYp2b597gBD41uu2HUCqhMnICP1jFmhCTd3Gmb/s+29nM\nV9L7uRZWmImO8qT/bcrNKYro7xINPoCIYr51iuezJeYlYgzHNtPjVrZEwxukGU5hdAjOUgkmGF55\nmW1Fk4nKbgZrM+/I+fmjhPeUPHzf5zOf+QxRFFEUBb/yK7/C/v372bFjx3t5GG8ROVH4q9DX6XwP\nLnQ28XvFT5HcpYs8wvELSvhQPL022+ADvFWsOMMJk1AXxaIzVEWx7x0ex+srxS9Gg2xXPr+ZNrhG\ncYcU4k5fLOnXJgT6BouKpi5RNgkhjngt+RU6Q098rBMcjkT5uNelwdZeF+A2fei+enjtMbL2DIXF\nw+Jbg1aa3IV0lcVTFp+C0BbUaKN1Qi6aE24dL+Qz9LKQhIAcD8HhxaCsT2QdsXOMGY96oSi5hEiv\norwOubKkzkNbjWcDIgqGdINBb5FBvcqgXqZEFxCcg5Yr0XIRTVvhuqtyutiOTu+hnBZUpIOvWuz0\nVunJAsfsBs4yxP74ApNqgcwOkpq9pNkwxnkgBqVWEd1CSQprA7bulTpbKycRTpDkPleo07Mh15O9\nuGyGsDTLiygqecJD7grjwRxQo9c6iNIjVEefxw+uYAuHyU3fB0IUV7vr+Yv248x5NfbGR/ho+A2C\nzigm/iXi8gEAltoXeTqZ54oqgXiEznDKdMGrUtFVpnTEULHCSDiBv/ItbL6MV9pJPPTgO3p+/qjg\nPSUPESGK+guBMQZjzPtWjubp/3hbmvvGWkdW+Pyj5v/Ckqrc9bk/LQUfK20m/gHTLH/bUKzJcn2E\nwoERx31e6V1TqD0QVPg/vZDf6C3wsk1e38HzulRWf3Hv/4S2jkidYdD205mJ9DuvrchaYurNjneN\nIJzFWyMVwbE2AAMlgqI/i90TwS8cWjSGgEUJuCUa4zQYBQVoMXiSE0uPmnSZlHlGZZkxvcSwblAi\nwRKSZ8N07DRtO441gxRmHbpw1KRFVS9R9paISfAISYoR0u5WroviildgVIL1OhjVJRdDoQxWGTKn\n6HmW1ELiyhR2FOti4txRcRnbMZySOt/MD7JLX+KQd4ZR7xJBLHiujOcG0UyhzCYCifBcf5O2NT6K\ncIY0j7iqBkldwGzvENfzvQz6N1l1HXbaebbYmwRBAlIl7exDvL2Uh17FD17AmoQ8HUApg6A4m0zz\nlfaHaag6B4MjfDR6Fi+rk4e/RNvfx6JJuZbM8VfpIquqjCcem8jZ3bvEYLHCiFejElWx+QJKD1C0\nT2PzJjqcIhp57Ae2HPlRxXte87DW8su//MvMzc3xiU98gu3bt3/PY5566imeeuopAH7t137tvT5E\noLM2q8PdtUj+u4v/HcdlirvJch8m42fi9Qy9w7vlvw04YRLazjIkmoYzHNLxuy5hnFI+vxqP82/T\nBl8qWnTe+IC1gnr/PHC3l/xcNAu67xJQiMIgr+sbeR2cg9vT9RxG+nNGcIISh0j/i+g5Q8nl1ExC\nhMFzjtBZQiwVr8mwf5NBf5lYMgLAF4XGknmGxbXBTfNmjAtmMykaJ+425QUYAskJ9C1KepbABni2\nQlBM4uXTBLpNoJr4uouoDp71kayENhGeG8SjxoBKCbyU0GsT+SuEfpvQb6FVj55AhtB1McaV6OWj\n7DYdXiomuGF3ULZVPu09R81bBNXrd4CLB17QL+DTn90t9hSpKXFVDZJIzNXOYb6TzzDhz7FRXWF3\nfpNYUrRnQIX/P3tvHiTned93fp7jvfqa+74wuAmQAAGSkkiZOmxK0eWlbe16rXgVe8vrzWbXR9mJ\nHScuZytOttaKrFTitbxKbZKyc5QTZTdObMenZOugRPEwCV4g7mOAAeae7p4+3uM59o+GKIGULYcH\nQIDzqUIV5ulG9zONt/vbz+/7OyjyQxC8l7h6kkD/Nt7WMd0RpO6d657rzvO59oN0qPF2+Rx3l57k\nvNvFmvpvWBeHsKZNVjRYSJcIvGWOgL20uW/rOMK1EcEQQWUPLltGoLH5Kr5YR+pBoqF3IVXpDbgq\nbw1uuHhIKfnkJz9Ju93ml3/5l1lYWGB2dva6+zz00EM89NBDN3prLxHoX3spNfflwvHs1gH+vf1O\nnHhlWu4ODD8QDrEj+MtPBtumxxVXcNEV9AnJhrfskCFTN6j3V0kqfiweZl8R88+yDVZ7H+3f4Nop\nxDsH3qOEw147hQDf+Ns3zRC5DvGNVODeWFaPoCccgXMkvqDfFwxj6ccz4DJqZovYZ2hv0N4hc3C6\nikkc9cDSFSFtV6bjauSZRqkMVEqkUqbYooQjFoKELkq28RRYISlsRGqqGKkQLPW+/viQzJYofIXE\nDdKnDJWwQxK3CH2DwJQIsiqBqRJlIXEaIOkHXyBVB6naVMI6Kqyjg1Va2tKKL9D2IQ+6Mo/nB3m6\nmOdc/jDfk1/kYHAJJTaQqo4QHfBXELI3GyVzVS7pPpquwtnWd/BUsYNZfZUPyGcYNRuAQAUKqcCY\nA6A+TBhfJFT/AvwqRTaG0Aneb/G1zl4+l91P2w0x59folts86g/j5GEqHGZGhFRMgxc75xh3BnSZ\nYZ9ztHWyJxy6j6h6EFtsgstwSFy+CrJE2H8vOhp73a/FW4mblm1VLpc5ePAgx44de4V43EyEWCYK\n/+23vK1rIv5+4yfYkq/sS1XF8UM64XA8+kZv8baj4x3P2JRICFre0S8UB9XrN+/gL4MQgveHVeZl\nwCfTtevTeb/OtVNILxjiXwo9mW9xAv0WzwDXpCPB0ecKxk2HUdsg8AYjFLnUFEKxJhRtXabkQyJX\nEHiPE5JMKGx3lNDWiYImU2qFfn2OfguV9iDDusVg6TRJaRGhU7yN8LaGJ0aqFKk2EbJX2GhMP/XO\nbrZsjVRl5BK6PqDjS3RsiYaN2JC9DsRCp0jdQVDDuQm8GybwksjnhDYj8gVRkRFlORE5JdmipBtM\nhYsQrjEdPcELwQX+IDvKv2aMIzLnbUrT52fod55QbCH8JvA0l9Ug58w4C617OO/G2KcX+Kh4Al1k\neDQ6jJE6w9o78Or7kOIKml9Biitk+RgbzLNqM77YfSfPmL0om7DLNdhdPc5YWGdIH6Rf7Cbww2TZ\nGl9pn2TLFUhVouItRzpn0baNUBWC6p14n+GLjd7Y2mINhCaoHiCovDJi8lbjhopHs9lEKUW5XCbP\nc5599lkefvjhG7mFb0sU/u8IkX3LcNWn1v5XzsrxV9yi8PyglHxHMn1do75tvj3ee562XQrvCejF\n/e/VyU1LNNijYz5RmuBX0lW+bL8pnffrXDuFOOf49k2veycMgSf4ekGfy5mzbY6YOntti5LL0Taj\noKDrJesq4WpQYVlV2JQxRkbgPTWfMWZTJm3KTG4YDxtUkrPocB0VpfhQk3Vm6Ky9nSJZIameJoiX\nkXoda2rknTE8M6hgiyC8TKAbjNSeYMhXKLJ5nBvG+wLj1zF+jbQokRYJxiqQHXzQwuscowUpJbpu\nmK6dIhMzNBmkSxXnFeDwrsC7HNK70F1L5DMS0ea9wSaPqIRH871cVle5P3yBSPdqTwbVMACPZHeQ\ndnfS8AMc1ud5P8fQNgNRQoUVpO7g/W6c/ChFfpF28Os0JaykD7Ju7yBnnRPFOEtulLHc8q70Ivf1\nfZlqaR30UTy7MXY3RbbKY61TrNoMpWI0jiPZJWK7hVAhqrIfIQNM6xwIjTPN3qmztIOo79Bb1uf4\nZm6oeGxubvLpT38a5xzee+6//37uueeeG7mFvxAhniHQj/T+/rLbvtq8h9+274BvcdF8WFg+VJ4n\n3jbI/6s55XLWnSVCkOF5u0pueo78gFT8fDLGv8s2+XdFg8b1Qaweshd++pZ4QwS4a79HgmPIeyak\nYhCN8SHHgkGe031UvEXjwFukN0g8VVcwVzQ45FeJkXgcLSR1GbIqFWskVM0sQ61RJksXGdVXKAXr\nxOWLhPEK3a3DNFY+TFReIK48SxAtE5XPYIs+inSKvHMPUm0RlRZQwQZh9CLe91Hk+8BOEKkGlXAT\nwTrWRWTFCK1sgrQTotmioleIg1Po8BkEYGwZZ6sUrp/cD1LIYQo1Rk6Vri+T+hpdN0hqxjloHC+g\nOSlGuJjt4YBeINJbeNFLV/CdOcpohuRl3umeJyRDyEFkVMHRYsXtZcm9l9XuBVrBk2hVAzNE1c8x\nKV/keD6KtwFHuxu8s9NlunKKcnUToffjxT6MuReTrfJk6yzLtouWvbb2d2VL1IoGQqjebPFwFLN1\nDBDgCvAGGY0R1g6/5vGxtwvCe//nvAPePFy5cuUGPIulFH8PSp15xamjacp8bPlXWBSvDEndTcHP\nlqaZuUVmkE9NTbG4uHiztwH0pgI+YjoEAgoPe1XE/hscrvp2fC1v8yvZOpcx31Iqzu1/kJ0nvvzS\nzwEO63q1HxVvuL/Y5Kit0xWSK7LMiirTkgGpF3TxgCNxBcPeMGIzBnyL4JrB7gG8612L3hP6Au89\nFk9XKDpS4z2E4RbD4RqDYoPxcIlhVaebjbLYvB+phxmKTzNafpJydBmJo7ADpOk8tqgRqnWS+Bxh\nuIkQDu/6yNJDFMUDaJWjggtItYQQXbwLcLaKs1UyW8LYDMc6qDrOW5zveSreKySghERJhfIlJAMo\nP4igRuqqHHP9/KEIcN5zr20yIZt89M4f4bdO/DJXheGIP804HerBPBuyxLqHhhglt/PY7hbDwRNM\n155kWG/RZ++hZU7xh/lezhTz7My7PNASDAQr9I0/hwgn8eII1ryDIqvwdOs8502TGEFXBOwrNthp\n1sHlqGQWXTmAaT6Nc2mvzbztIHSZsHr4lgpXTU5OvqGPv11hfg2lfhelzgCvPHX8g7WfZFEMv+Lf\njGH50WjklhGONxOF9/yZ7aW65s4zrDT7/pIND28k7wjLzMiAT6SrPOuzP3dq/dfPnB5JScJOHIMm\nI1MxT6txhjDschn3mU2qviDwjkJIFpG8KGNWhWZDKpSLmXJd+ryhJgQVb9BeYIXASI11GcYbvCtw\n1tL2grYVtM0gl+OEhXQcKQ1DwQoDg0/S7YzyfHMXrvv9jFQuMVd6ksHwMqryLJkZ5Eqxh3b2PsrF\nCiPRSfr0Gqr0Vax7huVsDwvNd5O7d1ENVhmMLlHSGwRhF+8dwsd4P4vy4wRiAyUaRK7AWE83r9DO\nq+QmIlQdArWClgsoAUprjqCZc8P8Z38nz6kq6lo1/Uk8fa7LBTnBMTWDIEN4y6CKmMtrVFoXGY8e\npX/gUWRQUBQPcCW9xB+6gyyaCe40m9zXKZGIFtWRM8hoBMcBvJuhSMu80L7AedOi6j1NqZk2TXba\nLXA5MhpFV+/ENJ/B2S5CxuBSUDFBMo8u77wh19ytwrZ4AJARh//oW97y+41383l3Dy9Py429528E\nJe6Khm7A/m4/nrEprWsdYmMpufe/suHhjWRKh3yiNM6n03X+yLbofov7WHrz8HaheUiVmQwiSjan\nnV+hYVp0PXRkRFVIyqLCiFTgMna4jPttixWX85QIWRQBZ1RExeX0CY+QVRKg3xuGBAzKmIo3SLPZ\nSxxWGu8dPjPY3NBJNqiHhtW0xlVdQ8Q5PjhPvFVDrIS09FFK1TGqlQsMRWsMRY9TBP1s5bvppu9l\nUy1TCU4R6xVmkmcYj05Rz2e40HmAE1v3IGVGKVimoldQMgVSMj9A5ueQQlNWK9SiSyTJJiXqRF6x\nmY+xls2wVVSwzoOzhLJLIrocVY/zlJjly4wAsOJK9GtQQYV9LDMkHMOBwrYNWTMniM5RHXrumnDs\n5Uwz54/lfjZtP/eZZe7uDqJ9QXXkPDop4TgIvp+sM8up9kVO2jZ9vqApAoZcl4O2DbaN1P2Etfsw\nW8/hTBMhE7w3CKFR0QRB9cC2z/EytsUDCPSnkXLjFeurxQCfbP8Ijpd/I/b8D0rxYGn6TfuB92Zm\nweVccb0YtwDuVQnRm7wXUCIVP52MsCsP+fV8k41vCmIpYBTFg6rEmAqIENS9I1chlWSeuaKOzVdp\nuIxlGbHkHaHNmZYRO6JhSj5n0heM2y6rRZMT3rLhLXjLoNsikCGbqsJVAARaRvRHM/S7Lv1FkwEh\nCYMI6Uv0ZX0MugZ3lBcwXrCWhTTiVdb7G1xNx7nQGUZtDTGYzjMZX2IyucBQtEQSPoZ3VUw+g8mP\nIsMGKrhAqFapRKeZDC/iiiHS9hGyzn1IOYEIMwiWUWoNK9YpXEKajpOafaRSEIVXiMLLzIYrzMWn\ncT4kdQOkrkLXhmwVEVvFMPOFxFxLP/jBZJlRGaK5ghcDSGnJ2zlpPUEnm1RGXkSHG5hsjGP1Mb4Y\nTJK7iAfNFQ7mA3jrSfpXiGo5njuAGnl3jgudFZ53KTWb0haSEoYj1iBNHaESwoH7MO0XsUUdoUrg\nTS+dOuxDVw5s+xzfgm3xYJ0o/I1XrDov+Pn1n2aDVzY1/E7p+N7y3Kvu8PpW5utTAQs82sMBHTF0\ni7Sql0LwvVE/O2XEp9JVFq+1rvlb4RAfCGu96nPv2KI37bB17c+qrmJVjMvXcS4jRbDmPedcxteK\nBqMyYpfqZ5eMGVMJo6bDVdPkhBOsS0nFFdxh1xlQCXUZsOEsm0JyTkT4sJclVXEFA9Iz4D39JqJv\nq0ZQvshE2GY0n2J/sAzVL7Ea17jU3MdyPskz5gDP57uI4wZjwRIjeoWx4BJVfRFnhkm786hwjCBa\nQqoNVLhKKfgcSfVR0q19dJt3I2QNq4YJ45QwalJLVkCs4kw/phjCNucAg9JLaH2Jmm4iZYrXNdA1\nRFley0lr8ElgQkoE63gxjmCTotUibc6hY0119AQ6uECRlnhk8xCPhuMo53jInmO3G6DIEoKkRXlg\nDZjHM4DJylxqGZ62OX22TY5DiID7cARmCSE1uu8+TPcCzjQQqgy+QCBBx+jSHnT0ypD1NtuGOXH0\nNwj0F16x/puND/OJ9o/y8qaHuyn4P8qzTOpbcwb5zTTMrfc8YjqsuAKJYEYFvE3fmhW6q7bgd4ot\nfmHXXd/29fTe08Gz5Sxb+RrNYo2WF9RlzJJL2bA9QVEqYUyXmHEp4y6lZJpsZWssek8mBDUhuUMq\nRkWAkAnG1Nn0hk2ZUPeODaBAgpAE3jLgDSPBKqPxIn2AEuOE0bNIuUbeLbO5Ns+qG2BThTRKjjQu\nkConlBkjaoMROgxaR2L60UEHHdWRcgshU8DhfUDWmqfVOAymDDikdKhkiyDuooIAofvxfg5rJnCm\nDH4ZKc8i5WWEMHgX41w/niFmdv1PXL34t/BiDG+u4vI63dYd6NI0teEvovWfkBWaP918D4/LaWpi\ni/f780y5QdL6JCpU9E2cRARRrw6k6HKpvpuvOUHJNFEuo6EqvENq+jtnAYOu3g22hTN1QOFtF2SA\nEBpdmiWoHkK8yU/Ffx5vtGH+lhYPIY5TKf23vDzl8mIxzsfW/jEdf70R3ofjl+Jh7oxu3RnkN1M8\nXrApJ2yG9Z5BqXm3LhPc4qe3V/N6epdhugt408LICh1dYTFd5KztcklEpEENr8r0uYw+10UXDbZM\ni00kQihGheYOMmZlRFklKLuFdwaHYsu0qAvYlAmbeFreIWVBEG3QL9vUTIWRoM5Y+UUS16XbnCKt\nj+KdJVc5zUpKI3FsyDIdYqS8Nj+EjEEjGQ3W6Qs3ETrvtVZRKXhNns3TbbyNIi3jTQsoEKKOjjbR\nURuhAoQcwnEHyDvwooaUV1DiHEIs4l3BxMz/yeKFf4Q3l/Fmk6x7BF0+Sqn2Xwj075JZz+9tPsQx\nMcekWuYD4hRDboxufRpkmdrYIkFcx9qjeLPOUnOWR0w/YVGnYjssBf0cUQkT7dN410aX99ETjAYg\n8WYLLyKk0shgkKjv6C0drtrOtnrD8CTR3+TlwlF4yc+v/81XCIfA8xMy4WA4cAP3ePuw4gxnbEbq\nPX1Ccp9ObnnheLUIGaFLu3HFOqSL1IoOA6VZDgpF1j7FUvc8l2TCSjRGFgyjVZmJosF0eplF5zmv\nqpxWNSoIxm3BsOqnrAQVn1JRMWWbMmrbxFKTywqbbovN7iDNSHJZF1y0Q9jND1JLrjJSuUp/sk7c\nHCRu9zHcSBjr1onKFyniLmu+xqofYk2UWdQK7/qI2ooxtc5osMqQaFANMsLoNOHYeZzbQ1Z8Nybd\niyvq2HyFtLWKlIvoYBmpfx/EH4EbpHAzZH43MpwmCNYAsOkCUmxSFG8n6HsvUfRZAvUHtK3ndxrv\n43l2skdf4IPiRcpumqw1DFSpDLUJ4nWsPYw3a2y0S3yl6EeZJsOmycVwiD26ymT3LM62UMksQoY4\n0wAR9iYEygREgJQxQWX/LS0cN4K3rHgo+UcodeEV6/+y/lGe969sEf9xqXhvZdsgfzVk3vGU7bLl\nPRUEd6mYvrd45ooQAhUOI3UN272ETRcRqkypdoQdts106wTtzmmuqDKL8TTdeBIZ9rO/e5nvaJ1g\nVQScCsfZCmpY22UQyYaKeoWJqgK+H2k7lL2lEgxRwTOVR1TtOjK6TFMrVrvTLOkRFuN16C+gXCJp\nj1DLRuhvjDGSLjJVvspctIx3IQ3bx2ZQYj2IWXb9XMxHENJQNW0GaTGmNxgPT5AEL+D0GHn+Pmzy\nQZBV8AXONDH5AtIdR8pzBOo58M9j8gGybu9bspQNrH8PuvYelP8PBMF/oWEt/7H1Ac66eQ4FJ3hI\nniB20xTdCrYYpjSUEJVfwLk5XJHRyjK+nN2Fty3minVORqNMBgPs6S7g8g1kOIIMBvF2CyGTXr8q\nEeJljBQeVd6JCrezKL8db9GwVUE5eRdS1q9bPZ7N80Obn6Bw13/juF86fqG8k+otYuz+RdzosJX3\nnsdsl3M2R9ErBDxyG43kfb1eT5dvYNJF8BYVjyPDMVy+RtE6gSs2qcsSV5JZlnQfhdkiaJ9kLFvC\niIClaAIjAya9ZU72Om51ZExHlWiaFi2X0RUhQpfwLgPXoRqtUNUtSkbisxq6vISNurR9P+vZLHkn\nxJk2ZddkVC8ymiwyrFcpOYl3JYQ0dDSsUmPV97MhShghcS6iJluMh5cZkXWGhYP8EHn2QYQaQ6hy\nL5sJ8OY8uOdRnMa7BlO7/yWXz/8rPEfAfo5S9TdZ9yn/b+sDXDGTvD04znvEcZSYwmR9pM3dRANT\nlPsfByDv7iCzC3yhfYRWIdmfL3EiHKUvHOZt+VXonEfoGrq0E1wXL0JcvoR3FhkMInyOSmYIqnfe\nsj7HN7PtefD6i4dW/5Qk/sx1ax0f8d8v/2MuueubNE5g+ZXSDOPBrWnsvpwbLR5nbc7TtkvXO6Zl\nwIO6/IbN57gZvJ6vp3cFNr2MK3rpo73QSoLNljDt0zjTwMsSy/E0i7qPpe4CLr1Cv+viZcKWKiNk\nyLSQ7PGWks+QQT/IEnm2RNsXdHSNjkzYsi26ap007GBETJH1I0SbJF6irDOcmKJwB2h3oZutINwG\nYbBGHDQYVpv0WUO/FQyoBnHYwpNTp8KGKLFKH2t2AitBqRYDqs6w7NJfjFHuHkX7MYQqIVUFoSoI\nnSDlCpOTb+Pi6UfAH6dc+w0u24z/r/tXaNoh3q2f4x3iBEJOYPIaaXM3QeUA5YHnkeoSaecA1l7k\ny9lu1tMB7syucjIYRocj3G+30O0XQIQE5b3XqvcVPlvC2zYiHEOQI4NBwtrdiNtknMK25/G60ySO\n//krVv/Jxl/jkp+5bk17x9+LR28b4bjR1F1vKmDDWcZVwH1v4GCn2wEhA3RpHlfUMellTOskKhpD\nReOoaASbLmI6FxjvnGFSV0jDMRZ0mQvt83S9QbgM6w2nRcRlGbBD9bGraBCzQRgOEwpNX74OroPQ\n/eDH8J1FfHyaTqJp2l3UO/OkwUWy8BK52ETFs5SifXTMLprZMo18mat6E6FSwiAnMpKhTsGgbDEa\nrDCp1tgtr+L1c2zSx1I+yZqocVb34aRFlo/R56pU870MZEMMsoyClz6wvb1Aue83OWUl/7n7YYyr\n8GH1JIfUBbwYwxYJeWsCVTpE0n8JqS6Qd+exxRKP2VHWsgEOZSucD/px4TD3CotuvQhCoJN5hEp6\nRZX5Ct62EOEYUngQJYLy3ttGOG4EbznxiMO/jXjZaNmvpXfx2eKD4L/5g83zs6rEnfG2Qf5qMN7z\nlO2y4g2DQnFExVRug1DAjUAG/QS6gk2vYLPl3tS6ZBadzKHCMUy6iM0WiboX2asr7EkmWWlfYMF1\nWFZlnLCse8eqc5zV/ezxll3ZCqGQyHAI5wHXBREg9E5ENkyfPc5Q+GeQDJIX9yDTK6joGFlwjC03\nSTM4QkMfpsUOmuki3eICma6zqR2L1CjMFDo7QCwzBlWDcb3OlLzCVHiJO1yXLK9S92XqoWRDx1yO\nNrgYDOHsQfrdHIPXikbD0r/mmI34g/S9BD7ge9Vj7BLLeCbwRlF0BhHRA5T62yj1DCYbJE/haR9x\nJZ3kYL7Jki7RDke5T4Ukm48CBpXsQsXjeNvBFZt4U0cEQ0il8bZAl+eR4a2bRXkzeEuJhxBnCYIv\nXLe2aSr8nfpPgbt+8ND3SsX7KlM3cHe3F8/blMuuoIRgr46YvEGDnW4XhNDoZBYXDGC7C5j2aWQ4\njIonCcq7UNEopnsZX2yAqTNWmmC4u0iaX2FZ1bgSDrHkUha9Y0HFPBtOcdg22ZkuEcoAdA1EiBQS\nwiGcfRt59yJBfJww+BOs2Y/JPkLknqUSnmFK/TbWHsOYu/DxPWRiJ1vZGdr2Kbr6PK3QsGyHWDYj\nXDVjnLMTFPJOQpVTkl1GdJ0xX2c067AnW6cvOMdWJFlTf8aKneZscScAX/EVHknvoR/D98qvMipa\neDmOIMekfXj1XuL+CK2/iCsEWWeE52lw2Uyxr8jpCMlqOMqdukaAcF/DAAAgAElEQVT/5lfAdVHJ\nHLq8F1/Ue6G/YgNUBakr+GuZVzqZ+Tb/I9u8nLeUeCTRT1z3s/PwDzf+Opt+5Lr1A9Lx18vz2yGW\nV8kVV3DKZWR45mXEAfnm6pR7KyF1FVHZj02v4vJVvGmikhmkrhFU9uOKdWx6FW+3UNE4iQyZya4y\n3W2RJbNcouB00eWSyvltVWE06uOI2eBgvoYWAVaXEfSho1G8q1Fko6jgaZQ+jnRLmPwo1kwSRMfR\nwRUCuYE15wjzAwypXQzp78Obs2j/BWRwEsInaRQj1PMp1m2ZFWdZlRErcpBzchy0xCOJrGWwtcWE\nuspUuMBs/FsAfKm4jynR4mH5OP3e4OUYUrQoun1Y/xBR3xQ6+CO8XSFr7+FF1+SCH2Q+LxH4NifD\ncebDYSY3H8XbBjqaIuy7B1ds4G0Dl2+C0MhgCG/byHCIoLTrtjDIbzRvGfGQ8k9Q6tx1a3/cvZ/P\nu3ddV+pRxvGL8Szl7dkcr4qOdzxluqw5y7wMuEcn2wOyXiNCKHQyjQv6r51CziKDQVQy1Uv3DQZw\n2TI2W0HIEHQV2zlH3DnDvnCM/fEUK9kVTpg6L+hBfl8N8Iju53BR52heJxENCtNEJ9PoyiFsPonP\nn0YFzxOEX8DkB8m678KZF9DhJXR4Dqlb2GIRk+4G0Y8N/iqOCyj3JfqDBQbC55ixQxTZHK5ICYLT\ndF3Kiu61pl9Ww6z6UV5wd/FUdghFB/gCe+QG3y0fI/YSJ6ZQNDBZhLHvQtfuRIdfQLgT5N1JThWO\ns6rKdDHEQNHkyXCMsWicPY0n8MUaKholHHwQbzZxxQbObAEGFU2Cz0GVCMp7tn2OV8lbJNvKUim9\nAyFaL61cNcM8vPar5O6b2ox4z/8dD9/WPscbmW3lvOertsNzJmVYKN4dVBi9DdKb/yJufOqzw2VL\n2GwZhEYnM72MKnqV6za9givqOJtiuhd7dQ26hEp2Ao40W+IEIU9Fo6yoCqF37Lct7rYNxrxDRyME\nlTsQKsKlZ5B8HiFWcWacwh5FqTpB+CxKrYMK8Uxhi3mKdAxQCF1GBReRPIESl/AerBmhyHeDCAiC\nCyDWUGIdobq0RMK6n+KqmOV75n6RyxfvR/sQY3cjxSa4nMJ8BzJ5mCB6AuU/T5ElnNqa43gI476f\nuWbB18IhyskO7tt6Dtk9hwwGiEfeD66L6V7C2S6+qKPCYVAR3qYElX23dbhqO9vqdUCrT18nHIVX\n/NzaT14vHMBPqfi2Fo43mtMu57TNKCE5pJPbXjhuBkJIVDyJ+PoppHMeGfSj4ulrlevzONPCppcR\nQmF1gk3XMJ2eZ5IkcxzOVzmUXeK8KPFEMMxxVeaESph2KQfyOrMbX2UgmUZXDyDYiy++gBKPItTn\nKbKD5O670OGLSHsGpc6g9AaqtgOTH8DkOaY7DOr9BOEFpHwRHV1Bqk2sGaXI9yDkHRBfQvoVyn6Z\nMueYoxcVCIUmK+5AUkfILYy7Fxl/Nzo8i7SPYoznfGuCF0PFqAzZ3cj5WtBHEE9zpH2mJxy6Sjzy\nEAJPkV7BuxxvGj2fR5XxpoFKZlDxtqf5Wrjh7+61tTU+/elPU6/XEULw0EMP8aEPfegNfMY2SfzP\nrlv594338wyHr1v7Til5uDL9Bu7j9mbdGY6ZLh3vOKpL7H0TDna6nZCqhCjvw+Ur2OwqrrWFiqdQ\n4RBSV3q3FRsIFQEBrljvxftdjghGkTJi3jSZL66w5Go8KUtclprPBUOMuoKZbIXZfI2Z0jyl0vvx\nHEHZ30HKZynSZbLufnS0A8QxhF9E2GdQchFZPoizd+PygqKrEHKYIDqH1BcI1NWeiBRjZFt70MEk\nQbKCVHUESwAU5gDedVHhKsbsg+CjqKCOtH+C8xsstud4Rg0yrDMONgsel4OYZJb78hXCznGESoiH\nH0KqhGLrBN528aYJIkaFw/hio+dzlLd9jtfKDRcPpRQf//jH2blzJ91ul5/7uZ/j0KFDTE+/MR/c\ncfhTeNxL0wHP5FP8cvqj4L4Rhx8Rnr9dnkNtx+ZfFbn3PGG6XPWGfTLkqIq327jcAIQQqGgMqfsw\n6QK2u4Ar6uhkBiHDnpAE/chghKL1Yq+a2nbwrKPCfmQ0hsuWGbcNPiI8yz7hee9ZRHBclrjsDX2d\nBSayZeaTWcaiH0SXjhGFj6HSJ8g7OzH5EaLSLEqdAreGsF9ByReRyf04fxRftCiyYYSYIAhPIYOr\nKH0JGWxi8wm69R2oaJgg7vWSM5kgiq/g/CRefRQZxEj3n/AssNoe4XG3l/5Si7u7LZ5xkzSTae42\nbSrNP0OIgGjwPchomGLrBZzZwnuDR6CiUbAtpK72hGM7ieM1c8PFY2BggIGBXmgoSRKmpqbY2Nh4\ng8TjIjr48kvCkfqQH9/4uy9Ly3V8pjRLadsgf9U8a7ucchnjQvN2XXrTD3a63RCqN3fC5WvY7ApF\n60VUPIkMhq+Z7ZOoaJhi6zhF+xTe1rG5QYVj6NIubLaEz9cYkyXG43EWveCkbbPuPQ2h6JqMK+3z\nlPI15oJZdiST9FUfR4eLpO0uWXMUFR4hqlwCtwxuE7I/QMon8eq7kNEhvJ2lyPcgzbOo4Aw6WEbr\nsyi9hsmn6dbnAQiiy3hZw/uPIPQ80v0mcIrNboWvmPuolFLuKy5zujvH1XiSfQKG648ikAT9D6BL\nc5jWcVy+DjLEF21kMITA4qGXqRZsh6ZfD25qUHplZYXz58+ze/fu69Y/97nP8bnPfQ6AX/qlX3rV\nj1+Kf/S6eeS/uvkDXOX69iP/NBhmVG9nW7xaLtqcYzYlQXKfLjG47XPcFHqnkBFkUMN0L2G7l3HF\nJjqeRagYIUPCvruR0Rh546me0KQLEE0QlPdiiyauexbXOctUMMR0PM1F0+GUbdJxFhw4l3PSZpws\nygwH97CzNMb0wDl8d5msNUpnc5awXCUIl8C38WYd7Gfx5hFQH0SXduPdHKZYRLnHkOoMQbSK0ifR\nwTIASjss78GrdyDNbwHH2So0j7h3ECYh97tjLLemOBPNMCUTZtf/FIEn6L+PsHoHpnMGmy0hVBlb\nbCJVGaFinGmg4ultn+N15Ka909M05VOf+hQ//MM/TKl0ffuPhx56iIceeug1Pb6UX0CoSy/9/GfZ\nPv5N/lFw37jPj8iIo6XtqtJXy5a3fM102HKOd+qEXWrb57jZCBkRlHdj83VsukjRPoGKJpDhKEII\ndDyBCr6TrPEMtnsemy72Ql2VfYRD78a0TmDTRXyrzlw4zlwyx7l8gzNFg47rMpC1qagKDd/P42aI\nZ4IKM9FVpgcaVDoDFJ1RTFYlKi0gggScBbsE5l9g8z344KGeV8IOrL2I56sIdYZArQNgxb1YPgj5\n54FjpD7nK+4BvJ7iAT5Pp1Pi6XA3A6rKvvqXEFh09S6i2mFMehnbvYhQFbzZQgjVq6gvNpDhMEF5\n57bP8TpyU8TDGMOnPvUpHnzwQd7+9re/Ac/gKMU/+dKpo2FL/C+bvwDuGxfOXin5a9sG+avGes/X\nTIcFX3Cnijlyi04EvF3pGec1bHrpWvruJiqZ7RntKiHqv4ci6MN0zuGLTUzzGVw0Tlg7jC7t6nkG\n+RIU6+yKRpkv7+FMfpWzpsmmbTHZbbEnHGDDV7lgJrgYRpSTnKnQMJYOQacPHV4hCC/hg0G8lShx\nFm/OU6QHEeEDqHgGL34AxHm8fxT4Dzjxffju0yjxCAVbfJX76Mq7+A75x8gs5Sv+7ZR0jcP1R9Eu\nR5X3EPUfxRZ1TPs0QiZ4X+C8QceTeNPs+Ryl+W2f43XmhouH957PfOYzTE1N8ZGPfOQNeQ6t/i8Q\nOdA7aPz82o9T0PfS7YFw/Fpl53bx2mvguE15zqZMCs07g9JbdrDTm5leo8WduGIT072MaZ3qGezR\nGEIGBJV9SJVgupex+Qo2WyLdaBCUdhMOPIBNL/ZmjWTLiGKTfcEwO0v7OJUucN62uZpvMmWaPBCO\n0HRDXNGrnAoyTiVt+vN+psweJuwESXQSqTZxYgKEIZDPY80Z8s07UcndqGgWL2eBn8V2FlHij7E0\neYwjNDnC28UTVM0SXyzehQj6ObL1NKHroJJZov578M5SbD3fO1WoBJ8toaNRcBkIhYqnX6qF2eb1\n44aLx8mTJ/nSl77E7OwsP/MzPwPAxz72MY4ePfo6PUObKPrMS6eOP2y9g0f8O78pXOX5t8nstqn7\nGlh2hq/aDjGSB4Mytbf4YKc3OzIYIFBVbLqIzZZwpo6KZ5G6jC7tQMi45wvkm3jbpGgdx2bL6Opd\nhLVBinQRn69j83VkscGBYJhd0Sinupe46HIWsxV2yIi7/CjSbXI1XOBSuMVzdprniwEm0nuZDzcY\nCV9ECoOxO1DhJko/SZGdJ+vsR8V7env1v4cXTZ4Ud7Iu7uDufIERdZynzSGaapR72qcpmSYyGiPs\nO4pUZbL6Y+ALRDSJSxeQugZInOui46ltn+MN4oaLx/79+/nsZz/7hj1+HP5vyGvKsWL7+Tutn70u\nLfcfqEEmgm2D/NWSeccXizZN5/hOXWZ2u57jlkBIjS7N4YoBbHoJ0z6FDEdQ8SQqHkeoiEJcwJsY\nb1NcsUHR+BoqnkYnO/EqwdoOmC7ObBKaDe4KBtmF4nS+ygWXspBdZV6V2GP3sys8ST24zILcwaVi\nJ5fyEapmkPn4CnPhRWRRwTFImCzh3OMU3Wv+pGzwjNrLitjFHV3LTPAo5904590u7swXGcjXkEEf\nQe1uZDhG3ngCZ1qoeAcuuwwyAl3FmzoyGO6J4/ap+A3hNkuNuYjSjwFgvOSHVn8R+EZa7ndJyXsq\n2+MlXy3eex41Hc66jLtVzOHbaCLgWwUZ1BB6f88HyVevVVvP9k4n5RDTOYeTLaQu44sNbPcSLl9H\nl3ejVAkv6oigBjbDmXUS4HDQx7zNOG07nPFtLrqCnWYH++ImR6NTHArPcLE4yoId5NnODC8Ew0yG\nK8zoDYbzOZRoEpZXADiu5rks59jVTdgpv8waAc/mh5g3DSazZZROCKqH0KV5iq1nsPkaurQDm6/h\nvesVApothKoRlHZs+xxvILeVeMTxX0WKXp/Df775MFeZfylcVZaSv1eZv6n7u9U5bXOeNF2mZMC7\ngsp21+FblF7tx8w3tXs/gwyHUPEUQWVfT0CKJoQjeJfhiibF1vFeS/hoHG9aCB2ho324fANnNqgC\nR3XCzqLDaW856R0XumX2ZgfYWz7Prugxdpgx6vkBLuUBi8UUV6MqUZAy5fuYKHp9mC7IWeaygN32\nOO24xbH8EIMW9qSLvdNT+Q6Cyj6K9mls9zIqnsTbDG9byHC453PI8Fqdy7bP8UZy24iHEJ9Hqw0A\nzuTTfCb/H6/zOf5TeW7bIH8N1J3l86ZFIATvCyqUtz2jWx6pK71279lVXLaCM010PIMu78F2LmKL\nTYQSKJngzBbONMC2EeEIoPCmiQj6COJxbHoFb5r064R7bIe6bXCKCi9Q4nRrH4fDS8wlSwzGdarZ\nHewzNda6CYuBZCHsciHs+WZTxrA3TbGlBU64cXwxyqFsAQno0i6C2kFsdvVa2G0IVAnXOY/U/QgE\n3pve5MVtn+MN5zYRD0cc/xiCXhX5f7fxKfim8sDfiKeJtyvIXzXGe/7YtGh4yweCKhPbg51uG4SQ\n6HjqG+3eO72OtDKeARXhshU8Dhn0gcvwrsDlyz1TWkZgmjiXopMdeJdisyUQAQMu475inQ2xxelw\nhCeKPZwq+rk7OcFI9BRSzTOSTTOce4oiZi1pArB3S0DpLOdEzFp3H2/LltGuQCUzhLVDeNOhaD7b\nm3MSjuM6Z0CVETLqjZUNBtGl+W2f4wZwW4hHoD+BlmCBH1/+aaD00qnj4zJgZ7Qdm38tPG47nLIZ\nR3TMoe3ZB7clUpUR5f3X5oIs4cwWOp5CJDPY7uXenVQJZA4uwru812RRJjjTwrscFQ6hK/tx2RLO\nNJG6zFC+xmC6wJoscyaZ40vpMLPBC+wJX6QvXqXI7yK0kolW7z2qw1Uuqw5Xs7u4O+8Qu3Yvs6p2\nCIQib3wVhEaVd2PbZ3uDnVSCdx2Erl7zObaTOG4Et0HsoU0Q/isAHmndzRN8Iy13WEr+5+rcTdzb\nrc+CzXmk6DAhNe/Vle3Q322MEAIVjxNU9iFkiOlexBc9Qx0h8YCQCUKFCJXAtYI8ITT+2twM211A\nRhPo0i5kOIAuzaBK8wz7nHe0n+dIvknd3c9j2b2cpEE3+iJKLyN0BYCl6BLLdoL5rELNrCN1H0H1\nTkTQT775KN47guqduPQK3ue9fXiDkBEqnuidkLa5IdzyJ48g+H6UgE1T5idbf/8bUwGl5z9uG+Sv\niY53/G6xhQI+rKsk2z7HWwKhEnR5Ly5fxWZXwbaRwTDe1HE2Q6gSuC4ChxcacAhZBlf0/BPTRCdz\n6PI+fL6GFcsItR+frzGaLTFi1lmOd3BefJCGfpKh6AUGi95ArU1Roi/dyVixiFAlgupBZDRJvvlV\nnO0S1A5j81VcUUeoMkJIvC9QwUhvQuA2N4xbXDzOEwXnKLzkw2u/CsiXxOP34+387teC857fy7fY\n9JYPB1XG1LbP8Vai12hxFBn0YboLuHwZoZLefBDXRagy3l4TEAIEDlQJpUq4fJVi6wVUsYYu7yUI\nB3upwUIgg35MdoWJ9ALjeczV5G6Wo2m64fO95033MpcugQjR5X2o0k6K5tO9Jo+VA+A6uHy9J2BS\n412ODPq36zluArf0V8kg+hAe+OTyx+gw/FK46udklUqw/WH3WnjSdHnRZRxWMYe3fY63LL1Gi3tQ\nycxLPgdC4kzrWugqBiyIEO8MHtClnchwANO9TL7xNWy2hkp2oMt7kEENHc+i4lkEMNk5xd0tT9K9\nH4D5VgcAXd5FWN2PaZ3EpldQyQ6kkNhstTdzXEhwBUKV0cncts9xE7hlxUPwW8QazqSTfJYfeEk4\n5qTkw9Wxm7u5W5wlW/Cnps240LwvqGx/o9sGFQ4TVPYjdRW8A29wRR0AqfvA50gVIoTAFZvIcIyg\neifgyJtPkTeeAKHQ5X3o0iwyHELHMwhVA9NistMrEpRYdDJHWDmA6V7BdM72+nGFQ9h89VpgwSMQ\nvbG72z7HTeMWDVs54uTv0rYB39/4tW8sS8m/qe68edu6Dcic47eKJgL4nqC23QNsm5cQMkSXd+Hy\nDUy6iDctXL6KCAZQ4QiuWANUryV6sYFQMWH/vZjORUy6gMvX0JU7CErzyGCgl9arYly+ji8aAOho\nnLB6EGe2KFovIIM+VGke272Md3lPNERwrZq8HxlN3NwX5S3MLSkeVn0cBDy88k8A1Tt1eM+flrYz\nq14rv2+2WPeW7w6qjKhb8vLY5g1GhoMEuoZNL2OzZXy2hHVddDyDKzbwto3Q/XjbwnQv9PpnJTMU\nzWcoms9i08sE1cO9poXBUK9hY74GQFA9iAeK5rHeyaJ8AJcu4l0XhAIk3huk7kMn2z7HzeQW/Fq5\nRS16il9f+yusMfuSQf4P1QBabRcCvhaOmS7P2Yy7tvtWbfNt6DVa3NELZYUjuHyDonUCdB9S1/Cm\n3jPYZfnawKlNgv4HCCp34Ism2caXyLdeACHR5V0E1Tt6j6urFI2nAEFQO9ybu+5SQPXCZTiELG37\nHG8CbjnxUMHbuJQP86v2x3oLvudzvLs6fHM3douz5gr+oNhiRCg+dC3nfpttvh29Drd3oSv7wVtM\n81mczZDRON5sgS+Q0QjebmE7vXki0dC7UcEApn2WbOMRTHoFoXrXXN54Gu9ydPUgvtjAuwyP6AmI\n0L3QWTyODGo3+Tff5pYSD+P/BHTAw5v/T2/Bse1zvA78/+3de3RU1b3A8e8588qDTHikCAoxJhAS\nVwQNSBCoFar1GutasHoVl1UpLJraIBQCYSlcS7DSNI08roigaCNtXRTk8ogWEZBAKY8Fi0AlAUIg\nRAIaQgjmMZPJvH73jyGnWgSMCckE9+ev5Mx57LPnnL3P3r85e3v8ftZ66kCDn1ntWPROdVkoHUzT\nTFjCYrB2Swn8tNd5Am/jafSQvoj48LsvYrIGJqAKDLp4CUvXFCz2gYj48NQewl17CCAwym94fzTx\n4vc6Ast8TnQ9BE3T0S0qzhEsOlWndpfQyYytWgSYA91VIuwIj+ngVHV+m70NXPD7+Kklgh+ocauU\n70g3R2Dtdh9eRwkeRykeTz2WiCTE58DXVHl5IMMul4eCr8cUFoPJGhX4Oa478GsrU+jt6KYw/O4q\nNM2M31sbGFZdA80UpuIcQaTdK4833niDwsJCIiMjWbBgwbferonHWfvlf3GWfoEFArNNEZjUU3Kr\nHPE2ctjnIkm3cY+KcyitpGk6li6JaJYoPHWHcNcVYg6LRbN0v/xyXzim0NvxNX0emBY35FbM9kHo\nrsAb5ibbLfhc50AzIz4HIGiaHgieh92Oph5ugka7l7wPPPAAs2fPbtE2Ii5qtSr+1zM5sMAPvXWd\nRyJ63YAUfn9c9HvZ5G2gu2biUUtERydHuYmYbT/A1v3+QMvCcQqf6xy6pTvib8TnOofJdhu6xR74\npVVjOaaQQFeUr+mLyy8cNuH31gdG7tUsmGy9Lk8vqwSLdq887rzzTrp0aVlAVqyD+Vnd8n8v0HXW\nqDhHq3j9fv7PXYdfhP+22rGqFpzSxnRTCNauQ7GE90e8tXidJ0GzAYKvsRzNFI4e0gfxOQK/1ALA\nhIgfv+fLwLDrmgndYke3qQfFYNMpSoynaxZiTCfrhw9tfTo0PTeDLd4GzouXhyxduEV1BSg3iKaZ\nMHdJwBxxF2hmfK4ziHhB0/G5PgdvPeawfsZ0sZopBPFUB4Y+QUfTQ1ScI0gFZcB827ZtbNu2DYA/\n/OEPVBAX+MAPk/QQIq3q992tUexzUehzkWiyMsQc1tHJUW5ymqZhCe2DbgrF6yhD3JfAYgd0fO4a\nxN+IKTQGAF/T+cvbWI13SVScIzgFZeXx4IMP8uCDD16xvKuuMz5CtTpa6yNPPV01nZ+qPmSlHZms\nPdB0Kx5HWeAtdM0MCD5vLX7HCYDA/OiW7qCZLsc5VCwuWHWKbqsAnXw1P0ereCXwOr5bhLEWOyEq\nzqG0M90cgTUiAZOla2BkXN2KplkRb2AaWt0SiaZpKs7RCbR7y2Px4sUcPXqU+vp6nnvuOZ544glG\njx597Y38sNLWS/V7ttI2Tz0Ao83h3GZSXX9Kx9B0G+Yu8Xid5Yi3PjA3iBbomtI0C5hsgeFH1P0e\n1Nq98pg2bVqLt3lYtxAbovrmW8Pl91PidwMwVMU5lA6maWbMYXH4XBWB9z/M4Zc/0C+PW6XiHMGu\nU/Rb/I+ah7zVQnSdpy7Pe6DmIVeCgaZpmEOjMYXchlweisRk663iHJ1EUAbMlRvjB2oqWSUImWw9\nA7MDArpNTeTWWXSKloeiKDe35rfHVZyj81CVh6IoitJiqvJQFEVRWkxVHoqiKEqLqcpDURRFaTFV\neSiKoigtpioPRVEUpcVU5aEoiqK0mKo8FEVRlBbTRC4PtaooiqIo31LQtzxeeOGFjk7CTUXlZ9tS\n+dl2VF62rRudn0FfeSiKoijBR1UeiqIoSosFfeXxTdPRKt+dys+2pfKz7ai8bFs3Oj9VwFxRFEVp\nsaBveSiKoijBp9NWHg6Hg48//rijk9EhnnnmmTbfZ3l5OYWFhcb/a9asIT8/v82P01llZ2fjcDiu\nWP7VfNqxYwc1NTXGZ5MnT6aurq7d0vh9VlxcTElJSUcn43ulU1ceW7Zs6ehk3DTKy8s5dOhQRycj\naL344ouEh4dfc50dO3Zw6dKldkqR8lXXqjx8Pl87p6Z9dPR5fatpaHfu3MkHH3yApmlER0czbtw4\nli1bRn19PXa7nfT0dKKioli6dClWq5Xy8nJqa2v59a9/zc6dOyktLaVfv35MnjwZCDw5//jHP+bT\nTz+la9euTJs2DbvdzrZt2/jkk0/wer3ccsstTJkyBZvNxpdffsmKFSuoqqoCYNKkSXz00UdUVlaS\nmZnJwIEDSU5O5v333yciIoKKigpiY2OZMmUKmqZRVlbGypUrcblcRnq7devGpk2b2Lp1KyaTiT59\n+jBt2jSOHj1KXl4eEJjVbN68eYSGht6g7G+9/Px89u7di8fjYejQoTzxxBNUVVWRnZ3NgAEDOHHi\nBN27d2fWrFlYrVZOnjzJ8uXL0TSNgQMHcvjwYXJycli9ejVut5vjx48zduxYAM6ePUtWVhbV1dWk\npqaSmprawWd74+Tn52M2m0lNTeXdd9/ls88+Y+7cuRQVFbF9+3ZKSkrIzs7Gbrezbt06du7cid1u\np0ePHsTGxrJv3z5OnTrFa6+9htVqZf78+QBs3ryZgwcP4vV6ycjI4LbbbuvgM225P/7xj1y8eBGP\nx0NqaiqjR49m2bJllJWVATBq1CiGDBnCokWLyMnJAeCLL75g8eLF5OTkMHnyZEaMGMGhQ4cwmUyk\npaWxatUqKisreeyxx/jJT35CcXExa9asITw8nDNnznDfffcRHR3Npk2bcLvdZGZm0qtXL+rq6njr\nrbe4ePEiAOPHj6d79+5s3boVXdfZtWsXEydOZPv27VgsFsrLyxkwYAAHDx7klVdewW634/f7+c1v\nfsP8+fOx2+0dlq/Xs3btWnbt2vW166ywsJCYmBiOHz/OiBEjSElJ+cayuKqq6orlYWFhzJw5k9df\nfx1d13G5XEyfPp0lS5ZQXV3NO++8Q11dHTabjV/96lfXv1blOs6cOSNTp06V2tpaERGpr6+X7Oxs\nKSgoEBGRTz75RHJyckRE5PXXX5dFixaJ3++X/fv3y7PPPiufffaZ+Hw+mTVrlpw+fVpERB5//HH5\nxz/+ISIi77//vrz99tsiIlJXV2ccd9WqVbJp0yYREVm4cKF8+OGHIiLi8/nE4XDI+fPnJSMjw1i/\nqKhInn32WamurhafzyezZ8+WY8eOicfjkTlz5hjp3717t2kUQAEAAAjCSURBVCxdulRERNLS0sTt\ndouISENDg4iIZGdny7Fjx0REpLGxUbxe7/WyqN09/fTTIiJy+PBhWb58ufj9fvH5f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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "parallel_coordinates(df, 'wheat_type', alpha=0.4)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot a parallel coordinates chart grouped by the `wheat_type` feature. Set the optional display parameter `alpha` to `0.4`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a 2d scatter plot that graphs the `compactness` and `width` features:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Display the graphs:\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module3 - Lab5.ipynb b/Module6/Module3 - Lab5.ipynb new file mode 100755 index 0000000..10e6c50 --- /dev/null +++ b/Module6/Module3 - Lab5.ipynb @@ -0,0 +1,188 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module3 - Lab5" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "This code is intentionally missing! Read the directions on the course lab page!" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " id compactness length width asymmetry groove wheat_type\n", + "0 0 0.8710 5.763 3.312 2.2210 5.220 kama\n", + "1 1 0.8811 5.554 3.333 1.0180 4.956 kama\n", + "2 2 0.9050 5.291 3.337 2.6990 4.825 kama\n", + "3 3 0.8955 5.324 3.379 2.2590 4.805 kama\n", + "4 4 0.9034 5.658 3.562 1.3550 5.175 kama\n", + "5 5 0.8951 5.386 3.312 2.4620 4.956 kama\n", + "6 6 0.8799 5.563 3.259 3.5860 5.219 kama\n", + "7 7 0.8911 5.420 3.302 2.7000 NaN canadian\n", + "8 8 0.8747 6.053 3.465 2.0400 5.877 kama\n", + "9 9 0.8880 5.884 3.505 1.9690 5.533 kama\n", + "10 10 0.8696 5.714 3.242 4.5430 5.314 kama\n", + "11 11 0.8796 5.438 3.201 1.7170 5.001 kama\n", + "12 12 0.8880 5.439 3.199 3.9860 4.738 kama\n", + "13 13 0.8759 5.479 3.156 3.1360 4.872 kama\n", + "14 14 0.8744 5.482 3.114 2.9320 4.825 kama\n", + "15 15 0.8993 5.351 3.333 4.1850 4.781 kama\n", + "16 16 0.9183 5.119 3.383 5.2340 4.781 kama\n", + "17 17 0.9058 5.527 3.514 1.5990 5.046 kama\n", + "18 18 0.9153 5.205 3.466 1.7670 4.649 kama\n", + "19 19 0.8686 5.226 3.049 4.1020 4.914 kama\n", + "20 20 0.8584 5.658 3.129 3.0720 5.176 kama\n", + "21 21 0.8722 5.520 3.168 2.6880 5.219 kama\n", + "22 22 0.8988 5.618 3.507 0.7651 5.091 kama\n", + "23 23 0.8664 5.099 2.936 1.4150 4.961 kama\n", + "24 24 0.8657 5.789 3.245 1.7910 5.001 kama\n", + "25 25 0.8849 5.833 3.421 0.9030 5.307 kama\n", + "26 26 0.8641 5.395 3.026 3.3730 4.825 kama\n", + "27 27 0.8564 5.395 2.956 2.5040 4.869 kama\n", + "28 28 0.8820 5.541 3.221 2.7540 5.038 kama\n", + "29 29 0.8604 5.516 3.065 3.5310 5.097 kama\n", + ".. ... ... ... ... ... ... ...\n", + "180 180 0.8560 5.090 2.775 4.9570 4.825 canadian\n", + "181 181 0.8706 5.236 3.017 4.9870 5.147 canadian\n", + "182 182 0.8579 5.240 2.909 4.8570 5.158 canadian\n", + "183 183 0.8575 5.108 2.850 5.2090 5.135 canadian\n", + "184 184 0.8541 5.495 3.026 6.1850 5.316 canadian\n", + "185 185 0.8198 5.363 2.683 4.0620 5.182 canadian\n", + "186 186 0.8198 5.413 2.716 4.8980 5.352 canadian\n", + "187 187 0.8372 5.088 2.675 4.1790 4.956 canadian\n", + "188 188 0.8594 5.089 2.821 7.5240 4.957 canadian\n", + "189 189 0.8648 4.899 2.787 4.9750 4.794 canadian\n", + "190 190 0.8390 5.046 2.717 5.3980 5.045 canadian\n", + "191 191 0.8563 5.091 2.804 3.9850 5.001 canadian\n", + "192 192 0.8795 5.132 2.953 3.5970 5.132 canadian\n", + "193 193 0.8256 5.180 2.630 4.8530 5.089 canadian\n", + "194 194 0.8639 5.236 2.975 4.1320 5.012 canadian\n", + "195 195 0.8860 5.160 3.126 4.8730 4.914 canadian\n", + "196 196 0.8786 5.224 3.054 5.4830 4.958 canadian\n", + "197 197 0.8849 5.320 3.128 4.6700 5.091 canadian\n", + "198 198 0.8481 5.410 2.911 3.3060 5.231 canadian\n", + "199 199 0.8964 5.073 3.155 2.8280 4.830 canadian\n", + "200 200 0.8609 5.219 2.989 5.4720 5.045 canadian\n", + "201 201 0.8977 4.984 3.135 2.3000 NaN canadian\n", + "202 202 0.8680 5.009 2.810 4.0510 4.828 canadian\n", + "203 203 0.8874 5.183 3.091 8.4560 5.000 canadian\n", + "204 204 0.8567 5.204 2.960 3.9190 5.001 canadian\n", + "205 205 0.8783 5.137 2.981 3.6310 4.870 canadian\n", + "206 206 0.8511 5.140 2.795 4.3250 5.003 canadian\n", + "207 207 0.8883 5.236 3.232 8.3150 5.056 canadian\n", + "208 208 0.8521 5.175 2.836 3.5980 5.044 canadian\n", + "209 209 0.8684 5.243 2.974 5.6370 5.063 canadian\n", + "\n", + "[210 rows x 7 columns]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:12: FutureWarning: 'pandas.tools.plotting.andrews_curves' is deprecated, import 'pandas.plotting.andrews_curves' instead.\n", + " if sys.path[0] == '':\n" + ] + }, + { + "data": { + "image/png": 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nyyXGIr1sjWSsccZXHtnIvpulCP4W38EDO12NJ+dj9NRzvW9xwJf0UKbEsckVTJJxSivu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A8rV6F27Y364WHWx2NDqIxyrOrlsWkoNiRyNfR4suoyhbCvmXs0XJQOj1cdFsJkgE8Gc4TXqaoX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\nkn8GEDZYMYtqGkZH4aoVpPk5dIQD8LlJiU3y9gLhLi8z9qW7UC/dAVevk+c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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "# This is new\n", + "from pandas.tools.plotting import andrews_curves\n", + "plt.style.use('ggplot')\n", + "df = pd.read_csv('Datasets\\\\wheat.data')\n", + "df.drop(['area','perimeter'], inplace=True,axis=1)\n", + "print df\n", + "plt.figure()\n", + "andrews_curves(df, 'wheat_type', alpha=0.4)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module3 - Lab6.ipynb b/Module6/Module3 - Lab6.ipynb new file mode 100755 index 0000000..68590b1 --- /dev/null +++ b/Module6/Module3 - Lab6.ipynb @@ -0,0 +1,419 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module3 - Lab6" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the wheat seeds dataset into a dataframe. We've stored a copy in the Datasets directory." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df = pd.read_csv('Datasets\\\\wheat.data')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you loaded the `id` column as a feature (hint: _you shouldn't have!_), then be sure to drop it. Also get rid of the `area` and `perimeter` features:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " area perimeter compactness length width asymmetry groove\n", + "0 15.26 14.84 0.8710 5.763 3.312 2.2210 5.220\n", + "1 14.88 14.57 0.8811 5.554 3.333 1.0180 4.956\n", + "2 14.29 14.09 0.9050 5.291 3.337 2.6990 4.825\n", + "3 13.84 13.94 0.8955 5.324 3.379 2.2590 4.805\n", + "4 16.14 14.99 0.9034 5.658 3.562 1.3550 5.175\n", + "5 14.38 14.21 0.8951 5.386 3.312 2.4620 4.956\n", + "6 14.69 14.49 0.8799 5.563 3.259 3.5860 5.219\n", + "7 14.11 14.10 0.8911 5.420 3.302 2.7000 NaN\n", + "8 16.63 15.46 0.8747 6.053 3.465 2.0400 5.877\n", + "9 16.44 15.25 0.8880 5.884 3.505 1.9690 5.533\n", + "10 15.26 14.85 0.8696 5.714 3.242 4.5430 5.314\n", + "11 14.03 14.16 0.8796 5.438 3.201 1.7170 5.001\n", + "12 13.89 14.02 0.8880 5.439 3.199 3.9860 4.738\n", + "13 13.78 14.06 0.8759 5.479 3.156 3.1360 4.872\n", + "14 13.74 14.05 0.8744 5.482 3.114 2.9320 4.825\n", + "15 14.59 14.28 0.8993 5.351 3.333 4.1850 4.781\n", + "16 13.99 13.83 0.9183 5.119 3.383 5.2340 4.781\n", + "17 15.69 14.75 0.9058 5.527 3.514 1.5990 5.046\n", + "18 14.70 14.21 0.9153 5.205 3.466 1.7670 4.649\n", + "19 12.72 13.57 0.8686 5.226 3.049 4.1020 4.914\n", + "20 14.16 14.40 0.8584 5.658 3.129 3.0720 5.176\n", + "21 14.11 14.26 0.8722 5.520 3.168 2.6880 5.219\n", + "22 15.88 14.90 0.8988 5.618 3.507 0.7651 5.091\n", + "23 12.08 13.23 0.8664 5.099 2.936 1.4150 4.961\n", + "24 15.01 14.76 0.8657 5.789 3.245 1.7910 5.001\n", + "25 16.19 15.16 0.8849 5.833 3.421 0.9030 5.307\n", + "26 13.02 13.76 0.8641 5.395 3.026 3.3730 4.825\n", + "27 12.74 13.67 0.8564 5.395 2.956 2.5040 4.869\n", + "28 14.11 14.18 0.8820 5.541 3.221 2.7540 5.038\n", + "29 13.45 14.02 0.8604 5.516 3.065 3.5310 5.097\n", + ".. ... ... ... ... ... ... ...\n", + "180 11.41 12.95 0.8560 5.090 2.775 4.9570 4.825\n", + "181 12.46 13.41 0.8706 5.236 3.017 4.9870 5.147\n", + "182 12.19 13.36 0.8579 5.240 2.909 4.8570 5.158\n", + "183 11.65 13.07 0.8575 5.108 2.850 5.2090 5.135\n", + "184 12.89 13.77 0.8541 5.495 3.026 6.1850 5.316\n", + "185 11.56 13.31 0.8198 5.363 2.683 4.0620 5.182\n", + "186 11.81 13.45 0.8198 5.413 2.716 4.8980 5.352\n", + "187 10.91 12.80 0.8372 5.088 2.675 4.1790 4.956\n", + "188 11.23 12.82 0.8594 5.089 2.821 7.5240 4.957\n", + "189 10.59 12.41 0.8648 4.899 2.787 4.9750 4.794\n", + "190 10.93 12.80 0.8390 5.046 2.717 5.3980 5.045\n", + "191 11.27 12.86 0.8563 5.091 2.804 3.9850 5.001\n", + "192 11.87 13.02 0.8795 5.132 2.953 3.5970 5.132\n", + "193 10.82 12.83 0.8256 5.180 2.630 4.8530 5.089\n", + "194 12.11 13.27 0.8639 5.236 2.975 4.1320 5.012\n", + "195 12.80 13.47 0.8860 5.160 3.126 4.8730 4.914\n", + "196 12.79 13.53 0.8786 5.224 3.054 5.4830 4.958\n", + "197 13.37 13.78 0.8849 5.320 3.128 4.6700 5.091\n", + "198 12.62 13.67 0.8481 5.410 2.911 3.3060 5.231\n", + "199 12.76 13.38 0.8964 5.073 3.155 2.8280 4.830\n", + "200 12.38 13.44 0.8609 5.219 2.989 5.4720 5.045\n", + "201 12.67 13.32 0.8977 4.984 3.135 2.3000 NaN\n", + "202 11.18 12.72 0.8680 5.009 2.810 4.0510 4.828\n", + "203 12.70 13.41 0.8874 5.183 3.091 8.4560 5.000\n", + "204 12.37 13.47 0.8567 5.204 2.960 3.9190 5.001\n", + "205 12.19 13.20 0.8783 5.137 2.981 3.6310 4.870\n", + "206 11.23 12.88 0.8511 5.140 2.795 4.3250 5.003\n", + "207 13.20 13.66 0.8883 5.236 3.232 8.3150 5.056\n", + "208 11.84 13.21 0.8521 5.175 2.836 3.5980 5.044\n", + "209 12.30 13.34 0.8684 5.243 2.974 5.6370 5.063\n", + "\n", + "[210 rows x 7 columns]\n" + ] + } + ], + "source": [ + "df.drop(['id','wheat_type'], inplace=True, axis=1)\n", + "print df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compute the correlation matrix of your dataframe:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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areaperimetercompactnesslengthwidthasymmetrygroove
area1.0000000.9943410.6003120.6454180.801616-0.2058760.786096
perimeter0.9943411.0000000.5205440.6574900.783188-0.1963600.813256
compactness0.6003120.5205441.0000000.3600600.756165-0.3156680.236184
length0.6454180.6574900.3600601.0000000.197228-0.1023250.669887
width0.8016160.7831880.7561650.1972281.000000-0.2493780.619865
asymmetry-0.205876-0.196360-0.315668-0.102325-0.2493781.000000-0.039248
groove0.7860960.8132560.2361840.6698870.619865-0.0392481.000000
\n", + "
" + ], + "text/plain": [ + " area perimeter compactness length width asymmetry \\\n", + "area 1.000000 0.994341 0.600312 0.645418 0.801616 -0.205876 \n", + "perimeter 0.994341 1.000000 0.520544 0.657490 0.783188 -0.196360 \n", + "compactness 0.600312 0.520544 1.000000 0.360060 0.756165 -0.315668 \n", + "length 0.645418 0.657490 0.360060 1.000000 0.197228 -0.102325 \n", + "width 0.801616 0.783188 0.756165 0.197228 1.000000 -0.249378 \n", + "asymmetry -0.205876 -0.196360 -0.315668 -0.102325 -0.249378 1.000000 \n", + "groove 0.786096 0.813256 0.236184 0.669887 0.619865 -0.039248 \n", + "\n", + " groove \n", + "area 0.786096 \n", + "perimeter 0.813256 \n", + "compactness 0.236184 \n", + "length 0.669887 \n", + "width 0.619865 \n", + "asymmetry -0.039248 \n", + "groove 1.000000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.corr()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Graph the correlation matrix using `imshow` or `matshow`:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3Z+nSpZSUlODp6UlycjJ+fn4sWbIER0dHjh07RlFRES+++CI//fQThw8fpnXr1gwfPhyA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\n7BghISFmzX2nkmJtY44dOwbA4cOHDY6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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(df.corr(), cmap=plt.cm.Blues, interpolation='nearest')\n", + "plt.colorbar()\n", + "tick_marks = [i for i in range(len(df.columns))]\n", + "plt.xticks(tick_marks, df.columns, rotation='vertical')\n", + "plt.yticks(tick_marks, df.columns)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Display the graphs:\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module4 - Lab1.ipynb b/Module6/Module4 - Lab1.ipynb new file mode 100644 index 0000000..86fd679 --- /dev/null +++ b/Module6/Module4 - Lab1.ipynb @@ -0,0 +1,386 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module4- Lab1" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "from plyfile import PlyData, PlyElement\n", + "from sklearn.decomposition import PCA" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Every `100` samples in the dataset, we save `1`. If things run too slow, try increasing this number. If things run too fast, try decreasing it... =)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "reduce_factor = 100" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load up the scanned armadillo:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "plyfile = PlyData.read('Datasets/stanford_armadillo.ply')\n", + "\n", + "armadillo = pd.DataFrame({\n", + " 'x':plyfile['vertex']['z'][::reduce_factor],\n", + " 'y':plyfile['vertex']['x'][::reduce_factor],\n", + " 'z':plyfile['vertex']['y'][::reduce_factor]\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PCA" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the method below, write code to import the libraries required for PCA.\n", + "\n", + "Then, train a PCA model on the passed in `armadillo` dataframe parameter. Lastly, project the armadillo down to the two principal components, by dropping one dimension.\n", + "\n", + "**NOTE-1**: Be sure to RETURN your projected armadillo rather than `None`! This projection will be stored in a NumPy NDArray rather than a Pandas dataframe. This is something Pandas does for you automatically =).\n", + "\n", + "**NOTE-2**: Regarding the `svd_solver` parameter, simply pass that into your PCA model constructor as-is, e.g. `svd_solver=svd_solver`.\n", + "\n", + "For additional details, please read through [Decomposition - PCA](http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def do_PCA(armadillo, solver):\n", + " # .. your code here ..\n", + " pca = PCA(n_components=2, svd_solver=solver)\n", + " pca.fit(armadillo)\n", + " T = pca.transform(armadillo)\n", + " armadillo.shape\n", + " T.shape\n", + " return T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Preview the Data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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rCw2FuOHio88fmHU0fFqweWz8efWf2VO5hzh9HL3ierGzfCfdYrvx5sVvkhSV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\nBPn/0cx/lPnoSIP/lrwl4oGQsik7DwOBQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Render the Original Armadillo\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "ax.set_title('Armadillo 3D')\n", + "ax.set_xlabel('X')\n", + "ax.set_ylabel('Y')\n", + "ax.set_zlabel('Z')\n", + "ax.scatter(armadillo.x, armadillo.y, armadillo.z, c='green', marker='.', alpha=0.75)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Time Execution Speeds" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Let's see how long it takes PCA to execute:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000 loops, best of 3: 437 µs per loop\n" + ] + } + ], + "source": [ + "%timeit pca = do_PCA(armadillo, 'full')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Render the newly transformed PCA armadillo!" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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H6JzEc2azUfT08HC7JQSDHAoKJBASR2cnj/nzJWzf7pqWnc2UGvwlS5ZgyZIl\nAAC73Y5t27ZN5c8bmCJka3gLC8Wsm5dEIgT799vR08Ojpwf41Kco9u1LflDl41DDzl81qD1vSoHc\nXAqXi6KgQERXF494nEAUgaEhDkNDrOm8z8eDEAKOY9fGYqEoL5cQDrPArZ5DMB61pweZTlyzJh/h\nMEFXlwCej49RiUA8Dpw9m4PNm13o7+cQiRBIEov3LFggKumO2mQC9QJ3tYqc5GPU1w/hvvuA/fvt\n+OCDHNx3Xz4WL47hwoUcUErAcTyGh3kAceV833zTjBdftKC3l0NPD4clS2JYty6EYFDAoUN5yMvT\n39lcDRjSCnMYsuFNt2X2+fism5c0NvJoaeFRXR3H0BDBPfcQ/OQnydv08nJxVnC1sxltbew6yIZ9\ncJBDKERx6RKP3FzWDc1kYl48IczT37AhhF//2oLXXzdDkli67N69fgwP8/jEJ1wIh1OvUSZqLxN8\nPh6xGKOIZCVXSllLTp+PORfRKIdolBl6gKUNNzYKcLlSnY5IhKC+3jWmVgncemsUjzwymFVMIVsk\njmEGx1HU1sbQ389DktiC1NrKK/w9Q0KUcMsWF5qbBXR3c6iqiqOpScD77+egvr4Ay5dHMW8e6ysx\n0QLGK4Vh8Ocg1B157HZGtfT1pRphtcZ9puYlWu9+5cooPvc5Hi+8kEwbqbXDm5sTLRIBtoV/6y0T\nVqyITipbYS5BvVADUIKvCxaI6O7mMTzMLObICEu/LSlhn7PZKJqbBYTDBFYr8OqrFmzYMIiODkbB\nARTnzzN+3WoF+vv1HYJ01F4myPcUIYDTKeHgQT8sFsDppIhGGa8dH/MpolECQhj1tGCBCI6j6Ovj\nUVOT+D1ZJnx4mAPHUfzpTya0t7tQVTV17QRlccFwmGUber08iopE9PSwHs9eLw9CAEEAVqyIoro6\nrioy5OF0sufA7+cgSSwTLh4HOjp47N0bQG4upo3iNAz+HITMzXd0sOrAnByKj30snrbx+XjUT1sb\nj95eDosWxREMEmzcOASPx4lduwI4fdqE5cujSYVf2haJkQjwhS8UKtTRZFPU5gLUAfLiYgkAFPps\n9+4Afv5zC3budCAeByhlRqarS4DVSmGxsEWhqUnADTeI8Ho5WCwEN90korOTQ28vj3377HjpJRFP\nP40p3ZWlu6cOHfJj/Xo3/H4OJhPz/nkeiESA4mIJw8ME8+YxD//CBQK7XQ4kMyqK0VEEAIXDQdNS\nJDI1MzoIY9YYAAAgAElEQVTKxAaz2wlQcBzbFQEExcUiDh/24803zfjRj+zo6+NBKVBcTLFp0yAA\nKA6V18uuz4oVUYRCBAMDHMJhgrw8OqagOb2xLMPgz0FUVIhwOikuXiSwWilEEWlTJLNpXqIOAldV\nMRnYcBjYsiXVUOi1SGxuZlt5QQBCoelLUZsNSEe3qTNAWlsZf+12s2vQ18fjC1+IYOdOByhlC/oN\nN8RhtQKiyIKNoRCByyWBEGDePAnV1Uz/5fXXTdi3z468PGY0T54kGTNorgR691R+PqsMb29nYn6b\nN7vQ2spjwQIRDz44CIuFoKwsji1bXGMeNgty1tTEcdttUbS08HC52MI3MkJQWsoWB3VPZzm+cfKk\naWx3Q3HbbSy7SJ7TwkIRPl/yfJeXi/jYx2Lo7ORRWsqMfX6+uscz20ktXgxUVyd2snl5QHGxiI0b\nh1BcLOKxx5yKU/TII4NKw6LphGHw5yAsFqp4VMEgh5IScVIpknpeW0sL0U3B02uR6PGIcDgkxcNf\ntmx6UtRmMuQUyv37bYrnLudxV1SISYtsZSVbpGUu2OMRsX69GzzPOPry8jg8HglDQwTz50tYu3YI\nFgtFWZmotMWUr/tnPxvFSy+JyvW57TYyYaG8K02jlBcCWdZDkpjm0/btLpSVidiwYQhdXRyczuR7\nSo4l7NtnQ2cnD7OZYuvWQIrDoY5vSBJBLMYWy3PnBOzZY4ffz6Gvj0NRkaj0gQaAzZtduHCBpawu\nXBhX+kto4xgrV7J4h/ralJZKWLWK3c/yewsWiKiokLKel6kEoXRm5Ux0dXXNiKpDPVxv44pEiC5d\nMxV5z1arB3/3dyyzorc39SHSHndggODNN00oLpZQW3v15GRnwzWU6Ro52LdwYRyjowQ2m4S+PmYw\nZK9Unkf1/7e18di40YWODh4jIwS33MK6nnV0MKOolzmlhvq+KC8vQHt7f9aptFNRRNXQIGDTJico\nJWhqElBTEwchFDt2BLFvnx3t7Wb090soLk7cU+ycnejoEDAyQrB4cQyxGJCXB4yMAHv2BFFeLioZ\nTMPDjFZZvjyKSITgnXdMyMlhcYSamjg4jmLPniAoBdatc6Ojg9E25eVxHD6cWlkOsHv+nXcCSkxF\nPWcDAwR//KMZbnccR47oZ69NBtNWaWtgdiJTiftUcLZWK1QUgS0l9Uz7wFgswC9/aZ3zGTx6wb5Q\niPUuOHcuB6JI0NOTCHir51H+f73AaH4+hc9H0ds7Pj2jpVy0r/WCxfJ9NF4Rlfb7etdY9pA7O9mO\nj1LmHZeVseOxPg8EubmJY6hpytxcZrhdLrarkXcm6qZBMoc/MsIyaeT/z8uTANCk3Yw6/bSgQD9T\nqLFRwOHDPNrbncr9K5/3wABRYlRWK0VJSRx2+/SlYqphGPw5iIEBokgryB6S/OBN5IHV4zvVsFiY\nB+V0UoRCjFfNVOQ11VzxbIM6e0oO9skVyZEIwX335UOWpBodJUn8tBpaig0A3nsvByMjFMXFqWmA\nE9nRyTx4Swv7bZ5Hkrc6XlFfNg6FevweT4J2kpMDioqA3l4gEGCBZtmYq2nK0lIRu3YFUigruWmQ\n+lx6e1kh1S23RLFnjz+lL8TBgwGcPy/gxz+2Ixhkz86hQ2wRVe/GenoIampS79+33jIpMarhYSZn\nMjKCaUvFVMMw+HMM7CZ34+xZE3JzKSiNK1yonEmTzQPLjBLL0y8r00+Bk/OQg0EOLpeE7dsDSYZF\nbWgm01TleoE62FdYKOFv/iaM1asjimGR+6OWl4s4fDgzNaPmw9USCMuXR7FjRwjV1fEr0rGR0yDj\ncaJUiRYUSElGLlNmV7YLu3pXIdd+yFleb73FsnKKilhcQz6GOvArHztd3Yg8lt5eRpmFQgTf/nYI\npaUUgHb3yTJ/hoZYsVhzM3uGnnnGr5yP0ymht1dfH6q2NgqrlWJ4mEknP/nkQNbNhqYahsGfY2hr\n4xEIcDCb2Q3c1sYCVi+9lDDa2nRK7fe7upjcQijEoaRESvvgJgwYE4h69FE3BgeJEoDUBtXmuuxC\ngsrg4fNx+MUvLDh50pyiYXT5Mocnn0ylyfSglUDo6GAFWBPZ0SWDbTEIYUa3sFBEOEySFmn1YqPd\nhUxmYbdYKNauHcLFi4wLHx4mKcWAevRTOoE39XzLjks6aCmjYDBBJcnns2qVhAcfDCjJD2r10ZKS\nOEwm4MknB3QXlemCYfDnCNQ0zLx5Ii5f5hGPs0rMzk6A56libFlKnIDKyniKIJaaX7XbJUQiBAsW\n6JfVqx8Gp1NCIEAUI3X6tEnX0MwlGkfLhctURrq4BwA88YQNHR38GOUjZqTJgPElELQGWJvKqEVN\nTRzLl0dx6ZKAG2+MY+/eVNpEPje9ncNk9JQiEYKnnrJhYICgr09QAq6RSKq4m/z5TAJvauXYQIDt\nRtPtcPQoI3n8Bw6wuIDT6UZRUcLYP/SQC5cu8ejp4bFoURzRKBTZhWsFw+Bf54hECN5/X8Djj9sx\nOMihrEzE2rWDaGx0QxR5JQDmcDDNFLmqUBQJurs5NDUJSdWU8kPyxz+a8ItfWNHVJUCS2FZf7UGF\nw+y9Bx4YQm4uSwHcssWlGJbly6OKYFZZmZjxwb0eoS2c+u53CYqK2Pmz1MhUL1i9YyoulrBx4xBW\nrcqcyz2eBIKWL1fvunbtCsDrVRc5MbB0T/ZfiwW6i3SmnUM2tR16kCmYJUsovF4RIyMEjz3mSEtF\nZSPwplaO7ezkkuhNLfQoIxlPPGFPqg+Qz99up+jsBAIBDjfeGL/mVOV1bfCzDS5eD9ALvMkezptv\nmhCJsIwHthUnmD9fxMAAB0Fg5fGHDvnHvqcVONPn5WXPpaYmjrfeMmHTpkQ5OwDU1/N4/XXW9Uf2\nrGRPiFKCSIR13IrHCc6dy8HWrc60sYDrDerevrm5wKlTJjzwAEFlZcLD1POCk/O7xXGNvYzxJBBk\nA9zQIKTI+YbDCSMmZ+H09nJwu1nwt6lJgNlMU56tiVI32QSOCwtF2O0Uw8Os+jYYZIufOidfO4bx\nBN7UO1a5wvjFF0U8/PCQrhCb3mKV4PGTs4Y8HlZVTgjg8YhJ8YZrhevW4E8kuDjbEQ7Lpdw87HYJ\nGzYMwulkZeCtrYJSch6JENjtEn76Uxt8Ph6LF8ewdesgbr45cWPX1IhKcFAu/Vbr3Ph88s1N0dMD\n9PWxh0ldzk4p0NzMdNUJSXhW5eUinnjCjo4OJo8ryzrEYowDVouszQT986uBgQEW8BsYYEU+Dgcr\nwHG7kz1hPcOitxBMpVa82kg7HBSBAJcyLvVnioqktHn92p1DpjFmEzhOTgCg+PKXh/G731nR05Ms\ntawdw3gCb8k0mh25uRSnTpnQ2upCVVU8K3shz4nPh5Tsp1iMVfQODaXGG64FrluDrxdclLdsy5dH\nryuPv6WFoKODGdVgMAenTpmQl0exYkUU5eXMw8nLA2prY1i/fhD19fkQRYLeXg5mM1IMx+7diaCt\nVufml7/0KQ/8ypVRPPjgEA4ftqWk+lVVUXR0sPHJnpV8TThOTk9j+dLy8RcsYFW38sNfWCjhK18J\nY9Wq60NQjakuunHmjAlWK6O5HnhgEC++mIdIxJTWE9YadXkhmOpOUXr0js8npARk5c9EIsBjjznT\nBnwtFpqVQmo2gWP5M2YzxcmTHN56yw2HQ0JJiZgktaw3hvEE3hI0mojmZiZ5KddApNvB6M3b0FAB\nbDZ2fg0NAgYH2Q4kEmG6QJnkxacL163B1xZviCLj6/bssY+VT89+j182BAsXst60cjaCXDYuq/Gx\nzApmYN54g+mkqymbTEJcX/5yOEnn5oMPTCle5s03p9IPzz8v4tQpdmw5BVCdFeF0SigslOBwSDCb\nKbq62IPW3s5ohZwc4A9/MOONN8xwudhCMzQ0uxfpxkYB587lIB5nc2mzxfCrX1kxOEhQWEh1t/yZ\njPrVqF1QLyhaI6b9TCSSXnZBvjdHRjDuGLOhf+TPfPihAFEEcnPZHMqBYFlq+Uo5cnXwdd8+O7ze\nzDsYve+Xl0PpAy0Xv1EKdHeziuf1691KEZwa09nR67o1+Fpv5fRptmUjBOOmE84GqA1BRQWPBx8M\nIBZz4Pz5HEQiQE5OshqfmuKyWChcLqaYWF3NArXNzQKcTilFiKukRErRudHSDXr0g9UKpcBFHm9b\nG68Uw8gFNZEIC7y53RReLwdCKObPl3DhAgsGCwIQDHKor8+HJGGWV+HKGvQAx0m4++5hPPMMy8YJ\nhfS3/Fqjfu6cgIEBDitWRMfNsMnWkKT7nNaIaZEu1qB1IPSKvbL5Hb3PnD8voL6+AKEQ88Krq1lH\nr4TU8sTPU32MpUtZZlo2O5hMUFNFe/bY0dXFo6VFwLp1bhw54tedq+m4t69bgw8kGyJ5y6Yt156I\nGJS2Mfd0Q33DJra4wBtvcGhsdKGyUsTTTw+gvZ0JSH3+84kglrqoh4mlDSmiTvv329DVxaGzk8Py\n5VHk5CSEuGpr43j1VR/OnDFh2bLxqRW9uZJ560CAS9pV5eeneonV1Sy49U//5EZ7O49wGHC7KaJR\nXLNy9KmCNj7y+c9H8dvfyoJadKy9X7JRkgOVoRBBYaGE+no3BgcT9NqGDUMgJJEFpc6w0VMr1f7+\nZA1OpiCmxcLuox07QsjNpRnTMLPJ3LFYKJYvj+Hs2Th+97vBMecjVZdJD3rnKY9Vb6EbbweTDWSq\n6NlnJTQ3C8jNZddRff9Od4X5dWvwtQ01Els2AZEIhcWSoBoyYbzG3NMF7Q0r9wFtbBQgSawSsKeH\nxxNP2HH+fA6A5LxjPQU/mWvs7ubHtMcJRkYI9u/3J+VWWyzISq5Yb64AJj4lV/YSgnE199vaBAwP\nc1i8mHXP2rkzgOeft836Klw5iKg+V/ncP/EJF/r7keQZr107iKeesiuVyl/+chh/+pMbgsDS/Nas\nKYAgAPPmiVi9OoyODi6pzkHbj1iPT8/UlEbGRCkH7c4jm+csW0QiBIODJClDKRsDqTWsTU0CnnjC\nlrXEw5UWA7Jr7se6dayBeUmJlJSCPN0V5telwZfFioJBDlarhN/8xjdW3QblIhcXS2lTr9RQ3ygd\nHeSaeZfaG1buA5qTwwzy6Cjb4vb08Lp5x5lS/VwuCRcvCkr5N+sqdGV50tq5ohQIBll14sgIKy3X\n09xXZ+awXrqcQiMtWZK+XH86+c+pQDo6zGoF3nknsWs7dcqEhgYX/H5WtDM4SFBZyei1YJCDKALN\nzQIsForWVh6XL7OyfrkY6+aboyn9iPW8yXRNaeS5lDPAJrIDmApDqQfZoVDnu2f721rDSimdsMRD\ntmPUE5Y7csSvxAcee8wBj0fC//gfYXzmM9FprTC/Lg3+W2+ZEAxyiMWAgQEe69bl48iRAbz1VnLu\nczapV+obJV1D56sN5nkjiQullCkfFhRQ2O3Ahg1DWLYsis2bmRgUkJp3nC7VT+2BjFe5mQnp5qqs\nTAKlIkwmit27k/lLuU5CTT9s2DCEoiJxLIBMlQVIT8Rt/fr0VcHXCp2dBL/9rQX//b9HFEdDD1rj\nIM+fnClSUEDh97MFs6pKxM03M3rt6FEL/u//ZSmJ4TCBIFC43RIsFqJQdW1tqf2I9bxJiyW1KU1T\nE2t1WFEhorWV4NIlHk5nIu02U9qs+pym2jHSy3efKKeuFpSbiGedTQtO9eKoTX44cCAAs5m9FgTg\n+HGWkOB2sw5v0+VEXpcGf8WKKKxWCQMDPHJy5E43jEP2ehO5z3LqVaYbR7vt1mvofDWRWpEZgslE\nx5qGME2PqiqqbHGvpLF0fj7FkSP+pIchU3l9OqSbK7l8PRgk2L7dpfCn8nmxnO+E7ALjpMd/GBsb\nBZw8aUIsRtDezgKaK1ZMrMfqVEE2dIIg4gtfKEY0SvDDHzrwxhu9ukZfS9E9/TSUoLasW+/1cmNq\nmUMKLWKxAHffHcHJk2bk5FDk5bF/fX2skU1xcWLx0PYjTud5q5vSsMwUptdeXCyB5zn09EDpVaxO\nm9XukqcqAJlu15Yu3z1baB2ebD3rzk6Cu+4qUsTP0rXgVDf9aW3lIUkseaGzk0/S3fnwQ1YbYzJR\nhEIc3nzThJoacVp2qZNugNLX14eDBw8iEAiAEIK6ujrcddddGBoawt69e+Hz+VBYWIhHHnkENptt\n3N+bqgYonZ0E69blY3SU6WLLVXnhMMGDDw7i5ZetirecKYCjxnQ3z5ArMvfvZ5kc4TCBwyHB7yfo\n7uZRXMyUCn/2Mw7A1IxrvIdWL+inN2/quZIbWlgsiWYUlEJ5Tz4vWbs8XZMULf78ZwFf+5oH8TiL\nFXz841H8+78PZAwsX41rqJ6zaJTgww9zwHGsY9MPfhDEffeFU77T0CBg40YXOI61HSwq4tHfH08K\nKGY6f3WTEgBKxye1Rzneb+j9npw1ZbEAfj8Bzwuw2WIIBgn27g3CbKbYtMkJk4mdw7x5krJLlhuv\nsP6ywM6dwXFz2DPNZbr7j6WK9k/Lbi4SIfja1/Lxzjsm8DyjUA8d8uvGtOSmP93dHDweCe+/n6ME\n2OVFIhIhOHNGwPr1+cp9X1sbQ1/f5BbJaWuAwvM87r33XlRVVSESiWDr1q1YunQpjh8/jtraWqxe\nvRpHjx7F0aNHcc8990z2cFmjtJTiZz8bSCoikUvS6+qiqKuLJj0wcsqi00kVretrCfnGb23l0dHB\no6CA8bf9/QSdnQJCIQ7xOKtU9fmAwsLxfy+bbXimrAG9wLFeJogW6QJTapkAPe3ydLsuebyEsCYW\ncszio49ylFzn6SysU89ZLAalethkorjjjojud9RxCquVguMIrNbkOc9EnWi9VRazEVJ2rROhPLSZ\nKZWVIsxmHu3tUHoVA0iindQFSpEIoywGB5mw3uOP2yZsyMbLWrFYKAoKWLzjal1f7fMQjQKCQBGP\nEzidFE6nqKv7JDf9kVM6t251oqSE0ZIdHfzYcyri+edtmDdPhNlM8c1vhrBzp2P2ZOm43W643W4A\ngMViQWlpKQYGBnD69Gls374dAHD77bdj+/bt02rw2XiSi0j0trIA81Q6Olgg9OLFhNb1teSDGxsF\nNDQIaG1lPTiDQfYQyW3Y5P86HBSVlQThVCdSQSavSc+Ip+M2tQ9jOsVLLdJRCXLWFKWMqtD7bqY0\nQo9HgtVKlXO3WCj8fqYBEwqRaclrljObPB4JHR0s3fLw4X68/roFd9yR4PC15+Hz8UqcQpIAj4fH\nwECCqpgIPRKJEOzfz7KY5AroTKqXmRZ/iyVZHrusrADvvhvUuW4sANnTw8NikfC979kxMMB2CDfe\nGMfoKNDRISj1HNkasmz6MWzYwOPyZeeErm86rSm997TPQ0WFBEJiEATWAP77309/bPXCKdOSaprM\nbqdjzzLFyAiryXA42H3rcqV205pqTCmH7/V6cfnyZdx0000IBoPKQuByuRAMBnW/c+zYMRw7dgwA\nsHPnTng8HgiCAI/HM5VDAwCUl+u/b7UChYU8Ll7kYLUCw8MmDA0VpHz+ao0rHGb834IFzHj94Q8E\nR45waGkhEEWifC4W4zB/PoXZjDFBJornn+fgcAiwWtOP6+xZgtZWHm434PMh6dwuXCDwenk4nexv\noliAF14AWluBykoeVmuBMr6FCyluuIFHRwcb63/7b3a88kri9Sc+4VLy7/XmSjuf4TDwzW/yaG8n\nKC+neOYZMSl/PxwGNmxI/rvXmxhvTw/g8QDz51M0NwOlpWSMGhHAcUBzM/DnP3tw110047gmeo0A\n9v9FRRSbNvFoaiLw+5kejtnMo7a2ALfeCoTDVuVz2vP8i78AbryRR2srgcdD8a//ShAMEmXOtddF\n736UceECQX8/j9paIBAAtm7lsW1bke686s1ppjl//nmCT33KlXLM8nJg6VLgnnt4nDmTg3AYcDox\nRuewe4UQVmVaXk5BqRutrcDixXTcehbt/ac9V7YTz0maF/X10f6+3jkD+vOQ6XkIhwkeeigHNhvQ\n1gb4fAX45CcTx5HvrXAY8HoJnn6a7b7DYQEPPcR+c3AQKCxk+fjsuPkIBgl6epj66LZtRSnXZCox\nZQZ/ZGQEjz/+ONasWQOrZrSEEBBCdL9XV1eHuro65XVfX99V48ozeTb79hFF67q4WITNFkipMLya\n/G9HBw+rlRVoBIMc4nFWZSqqFnxBkBAIsGIct5ti3z4/AIp4nI0rncfyve+5xnYwLPAmn1skQnD5\nsgCz2Y5AgGXo2GwBhMMUhYXsQenv13o8/Qr1AlD85CcJLjkcTnjb2cxVQ4OAy5cZj9/SArz7bjDJ\nC9T7e3m5iIIClyKrzPOsuOdTn2JywQUFcXz5y4Xw+XhIEkV9PYdPfSpRj6BtFi7LUZSXp1dUTSc9\nkZdHce4cj1iMtRx0OGJobQXefTeQlPPOgtIUeXnJ5/n977N7zufjsGkTj+9/vx/vvMPDZhNx9qwZ\nLpcF/f3M09W7H2XY7QRFRYyyrKiQEIkM4fJlh+68TnTOL10iKCxMzJc6q+jVV81obrYrTkk4DCxb\nFsW3vx1CdXUitvD44zZ85Sv6mvTpIN9/2p2r3U5QVlaElpa4Mi/t7ZlTR7XndOpUCF1dHC5dsiMv\njybNg3ou5d+Xn4dIhKCgIKGvv327mHQuHo8H7e39KWOx2ZD0mzJ9KVfyAgTDwwKAOFpaaMo1yQbT\n2sQ8Ho/j8ccfx6pVq3DrrbcCAJxOJ/x+P9xuN/x+PxwOx1Qc6ooxHq3h8/E4eDC54OhKcrwn+p3G\nRgGNjQK8Xg7hMNPuzstjHDAhEjiOcYVFRXHcc08Y//mfFuTlIUV9L935yXK2ixbFEQyytD353OTm\nEJQCS5fGdLVctDSONkd/onnKaoy3fdeTDmhsFJRFkOeB3buTuf+GBgF5eRJ6e5lExPAwQUtLqg66\nfP5/+hNr15eXJymNsnftCiQZf/UcqKUnfD4OkkRACEApRWsrozDUOe8sFY/FkbSdoXw+HqEQu96t\nrbKKJkFTEwv6OhysHV5tbeZ7aSIph3pzrr5ntX+vrGTVztpFT5KAP//ZhHCYGfu8PIra2hgOH06O\nf5nNrLFOPE6SlFOv9J6xWJg3rqaZ1LLOevSRnsJnZyeT9543j6Uuq8Xh9Dq+yXO0dm1yCqv2WOli\nEFpK02Jh93JxsYSenolX/18pJm3wKaV48sknUVpaii996UvK+8uWLcOJEyewevVqnDhxAsuXL5/s\noSaFdBcinaHUvr99ewAnTxIsXEjSBnRlI9LSwmPBAnFcT2ZggOC737WjuZmHJDGBM4AZ88JCEbt3\nD+Bf/sWBoSHmfX/taxGcPWvWfZDVejjp5GzVgbe2Nh4tLYkHsa+P09VyyYZTvdLCp/EKdNR/lwPv\nzc0Curs53HRTXAloqytDCwtF+P288lqSmLCcVtjrxAkTmpqYoiF7j0dJiYT2dh7/8A/5iMehNHhX\nz0FlJfsdr5fDDTcwA3npEo++PnbNOY4qOe/qgqby8jj+9/8OJaXKqn83P5/C5+MQixFEo2wRGBzk\nEAjwsFjGN47ZphzqLQ7a+19t8GRKT7vojY4SSBJryF1UFMfWrYOoq0vV56+oYJpNPT3smqhrQ67U\nofJ6SZLkcrp7VP37ycFUF7q6WLwhJydZtG5ggCgpxPL1V89RcbGEysq4rjZQOIyUehlt20d5XGpF\n2Pr6IdxyS3Ra+txO2uA3NDTg9ddfR0VFBb75zW8CAO6++26sXr0ae/fuxWuvvaakZV5LpLspUkuu\nWdHJyEgip7a9ncdddxUiHObhcBSmzcNVN3ju6WFl6tXVom4TFlkq9+xZMyRJ/gVmfAWB4jvfCaKu\nLo5Pfzq5w472YW1oYJdQG7RTe256GTCZHkQ1Mhnlqci7Hm+HIP9d9uKcTgldXRwaGhhP/8//7MCT\nTya8Sp+PZTQFgxwkCWNphIPKuPr6gPvuc6O/n9VkqBEKAeEw0+m3WFiD92PHTKioSM4iApB0DeSU\nSPVDzgqaBtHa6kJeHsvSkM9Hb25ralx44AER7e0cTCYKUWQZMMuWRXXnJdusK73roZ5zrXeslRx4\n4QX2He2iJ0nAwAAHngcWLhR1jb18LFYbwnZG2ubpHR0cbDaKb35zEDfdFM+YXSV/p6eHR2dnIex2\niuJiEU8+6U+5R/X0m2QHT64st1jYPMuOjlyvk5ABiSvV4uNpA6mDycXFUlKjeO11kRVEzWZWJNre\nzivNg652osikDf6iRYvw85//XPdv27Ztm+zPTxnSGa7U7V6i6EReqU0miuFhpjcSCnE4c8aURlsm\n0eAZYLyuzM8zuVVR8RoaGwV0dPBQV0EIAlUyAT7/+agybo9HxIkTiSo/7c7E5eLR1cUepqEhgo0b\nBwFk5jXTPYgy1FWwPh/7r9aITKfwk1pa+cYb4wgGOfj9HN55x5SUVVVRIeLGG+Po7eUQDhOYzcAz\nz9hwyy3MU1u7VsCZM1CaswgCBccx4/p3fxfBf/6nBT09zPvr6hLwrW+5QEgq96w+z6VLY8pcsmYz\nGPuMiMpKMa1sgXwdamri8HgSXnlenogPPkgVq5NjDiMjwFNP6cv2TnQRHk9y4KOPgEhESPKSPR4R\n7e08olGWFjtegZ/FQlP0edraeHR0cGhvFxAMEtx7b/5Y68bEM6KlU2RDSQjg83Hw+Qiam3msXevG\n88/7kzzodPpN7L7Xryxva+MRCHCKDIhabnk8baC2NhYAlheF3Fz2dzlTCkjeJcjtPYHk5kFXu+L2\nuqy0TYd03qSsOEhpouiEreRB5OYCeXki/uqvChEK8YpEsB5qauJYuTKK5mYBNpuESARKw49QiG3f\nLl7k8etfm/Hyyxb4fBxY3RsBx1GsXDmKe+4J49OfTjzosi6QrIki7y7UHPG777Igb08Ph9raGMrK\nEhxyJlEsvQcRSO0W5vFIST0EZI67sHD6hJ9kbvWBB9zo6GBe+MgI0+jp7U303pUXsmPHzNi92w6r\nlWc+GHUAACAASURBVInKyZ6a34+x6mt2XfLyWIew06fNeOUVC3p7OcybJyI3l6XP9fTwii6RWnJA\nz8A98YQ9xdBqZQvGq+qW/1ZamuxQqGMuosjul0WL4imGIttFWI/u0Bq3oiIJP/qRCW1tiTTEbBqa\nZIOKChFOJ0VjI0voEEUmIaGVLdeTWm5txRgFCgAEPl/qHGTSb9JWlqudv7IyEYQgRW55vKrcigoR\n5eUsACzHm9TztGHDUMouAUDKzvBqY04ZfC3Gy0FXey6vvupDY2MBamr603L4FgvFD34QwJ13FqGj\ng8fGjW7U1sbg87HWgy0tzHPcutWJaJRAEJiXaTIxz76vj8fChWLS77/1lgmhENs6BwIc3nzTjC9/\neUSju0Jx441xNDYK6O3lsWWLS1HTzORdpoO2W5jTSVVdw3isW+fG4CBR5kxLF10tNDXxOHOGGTxC\nKJYsiaG1VUBPD499+2w4eDBRMf3JT45icNCB9nZeyW+2WICyMoqGBoBp0xNwHHtYf/UrTuF1LRYR\nhw4N4DvfccHnY7RPWZmo7P70DF06Q6uWLZjMQ61tyC1JTEO/qiqZistGfVFvF6D2jtUO0LZtBUl0\nZ1cXi5vk5U3OK7VYWIFjfb0b58/ngFKZ7qJpKVfZUA4MCKiv5xAOM4epqCg1MF1WJoGQOBwOqquT\nr+f8ZaIvs6Ee1cFk7f0g93nQ7hK06qlXG3Pa4OtloKS74Pn5FF/6UvpmEDLOnDGN9WoFBgc5/M3f\nhLFwoQi/H3j0UTd6e9m2Xw7SyrSCIOjz6CtWRGG3S+jr40EIxUsvWVBXN6rcnOfPC3j88QK8/XYO\nRkcJ+vvZ9vX0aRPq69N7l5l4Xm23MJOJKlkETqeUpHsjZ+1EIuSK9HfGg3qcvb1Mg4TjAIDgS18a\nwcsvW+BwUEX0S/ayZRkNQthvyMHdrVslfPQRhdfLKIIlS2L4zGei+D//h+LiRcbdx2IEw8N8ki6R\nevc3XiZIupaAk3motQ25ly+P4tFHB1PolGyOpycVTCnF6CjBk0/aFEpz7dohzJvHWlXKdGd3N4t9\nFBdLKC3Vj/tki/x8iuee8yu0YllZXDfWpDWUBQUUn/pUFC0tLF7z5JP+Cc9BOkwm68xqTVB9qeMW\ndcc0meNdCea0wU+nHqinypipAYqa7375ZSvicSAaBTwetgVlaV/sZhgY4EApoxLCYWaYbr45hi1b\nkpuJy8jPpzh8eACPPOJCXh5Stq+HD9vQ3s6yAwhh3aE4jmLfPhsKCiRYLBLCYZKUejYez6vNjlF3\nqFLLVGSqCp0sGF/NY//+hFe9fXsAHo+IYJAFb7/ylTDee8+k4p+JyhtkSpKUsmbqo6OMAli8mOKm\nm5i3b7NJ2Lx5EBYLcOiQX6nDkA0Zo7xiyngypTNOxjvMBhYLxe7dAbz5phnFxfGMqZrjHU8dD7HZ\nJPz4xza8/bYJosgKp2pq4mNqsk7U1AA7dgSVBS8vDyguTjTQmezirqUVtVlievNqtWJcz3i6Dane\n8TNV918rzGmDn40noJbgranhsGdPsoaG2thZrSwlb+nSGHw+Dvn5Er7zHSfy8xkfKAf2RkcJdu60\n4513TDCbgXCY0SbpHp7qahGjoxx8voS2OcBSMU+dMiEaJWN9Pik4jsLtpsjJAd54w6zkcx882J+V\nXo56buT35IdQ/q92zmRpCnWzjYKCK1PcVM/ppUssV3rRojg6O3mcP2/CK6/4kgKa6flnEb29TCLb\nZKIwm9kYZL0TWRrge99zKIvUM88kK4a+914OAIqaGv0MKb1F82o90JEISdEtulLI8ZB169iOs6sr\nUU8gSRR9fex+YrQNQW4uSyvVa6AzHUhHv1xr4zkeZuIY57TBB8a/KLJRFUWC3l6iBAdlqIOjH3yQ\nA1EEeJ6DIFB4vey1IEDpZbl0KUsxDIdZrnW6piBqMN0Vpm0uisDp0yZ89rNRyHn7PA/wPEVxcRzV\n1az6tLExIcE6OMjh4YfzlcIOOVYhNxOfqH6Hds6YEFii2UZenoj770/VO1FXtspGVA8J3XOKnh4g\nEGBaQvv22VIyOLRjUe9MNm92Ke0E5cpP+TuyNrke564OkAIsQ2f37uRirPGKfaYaU50R5fPxGBxk\nBWQ9PRwACp4HbrklinCYYGCAx8WLAj772UT64XQ26jBwdTDnDf74YDc2S5+kyms1jaNWD1y8OI6+\nPhakYRIJjKsPBBISBCMjrOIyU1BJDTl7oLOTh8/HDN9LLzHDvXJlFJ2dZpSUjOLRR4eUwqpz53is\nXZs/Nhbg0iUBixfHFd5d9vACAeY5TiYHWL0gUQqcP29CeztLiWQZQgLKyuKor3fj3Lkc3TRH7fnK\n3uTKlVHcdVcEP/2pDbm54xs79QKQbtsvN5QpLGSFVtrYiTZAevkynyLINpHWdFPRlSvb42V7LPXv\n3XZbFPX1gyCEoKWFw6FDDtTUsBTfxx5D2sXVwOyDYfDHgbrxdHU102957z0hhVt++20TXnrJiv5+\nTnlYursBQuTceprSPGLnzmBWTUpk7+r1103Yt8+WFDA9eDAwpg+ebDxXrIjjqaf82LTJBbdbwqVL\ngtI5qbyclXX7fPy4TWCy0b/XNttYvjyK+fMpjh8XIEnAj39sQzRKcOYMK0ozm2nGEnttDGHzZtbW\nzuuFUlSWDfQMlNyVqKODQ28vO38ttAHSwkIJgQAHi4UqC9jSpbGsPN6pagoiz4kcYJ3ssfQoqvXr\nXTh50jS2+2SL7aJFfEYlVgOzC4bBHwfq1ClWDZnglmtq4rh4kcemTW6EQky+eNu2EGpr44hEgPXr\n3fD7ObjdkqLRLm/Le3p4dHezStxsvDKLheKzn43ixRclhaaQDU15uX72UG1tXPHq1Z2TIhHghz9k\n2SzqylwtstW/19vub9wo4bXXGDd8+rQJJSVMyjgUYjnk6Sp71ecrV9jqaQFlC+3cyl2JCCEYHGTe\nsl5+/MMPD6G+nsVFysrYopNIcbUpuxO9DKVs+wuMN1Y96DXe1hYmZTqWtqBOTVG1tLB+yGYzkJ/P\nxOisVqdh8K8jGAY/C8gPttdLkrjljz4SQCkz3jwPjI4K2L3bjm9/O4SaGjEpCMgMI9tGt7czY79n\njx0vvsiMXrr8bj1IEsHQEEEkAlgsmcet9gplHnvdOvdYwJiiqEjExo2DusdsbOST+plm0r/XetO5\nuSy2ALDMj+JiEXl5Emw2is2bQ+MKgslIpwWUDbRFOw8/PIiPf5wmpZxqBavSecmyTIKcAppOi0m7\nKGbqL6CGtlm4VsAN0Ofx1YVQ6urwdLpH6Sq/tVIbNTXxCc21gdkBw+BPAAsWJIonFi+OobubR36+\nhKYmAdEoy945dy4HGze6UFws4dAhf5IRlLMj/uEf8jE0xDyt0VECnkdWjSIaGwVcvizA5+PQ0cEr\ngeDxoPYKN2wYSqpCLC6WkgKaMlhTDdbgQu5nevPN0bH+qTwWLIhn9NAXL6YKFVZZKSapWgLImtOe\nTLBQXY0sN61fvJjH9u39OH/ehJtvTghWASyrSK2hlBzMFVFVJaYEusdrCpOptkMNdT/Uzk79Ji56\nPL5eYZJW50U7H+rKb3UVdiapDQPXBwyDPwHIKX3nzgnYtcsOv5/puSxeHAPPA/39rFrT6+XR0SHg\nwQfdeOyxUJLWus/HWqaJIivMyslhvVi7ulKDhzLk7JY9e2xKNajDISEUkgPB6cesVdGUG4SPFzDW\nyirX1w/hO99x4dy5HEgSUFEx/lxpg6ayQNVEOe1sg4VaSiS5GplplrS1ETz6aKJSWE8NMZ3aoV6g\nW2uEWfxi/NoOLdTOBNPP51KqWfUWP73CpHTzqc2/v3yZB8clV2HrSW0YuH5gGPwrwO7ddrz7rmms\nnyoQDPKorIwDkNDVxSuNi99/n3n7oRDTJZk3T8TatUNwOFgg12qVUFLCsnb0oDb0Fy8KGBjgUF0d\nQ2OjAIdDREnJ+NkhWhXN6moxSf5WlnGQC50AoiurbDZD4XhlMarxUgP1DJ1eledEG12nO1e9hUSm\ntGTNkvx8wOdLVArrqyEGx3LPk8fk8/FjhW1AZ2fi/LVG+Ep2JOp+qHrFbenmVO94mWIBGzYMYnSU\n4Mc/tuPtt01jWkPTI9xl4NrDMPgTRGMjj3PncsZ0y9kD53YzXl6SgBtuENHSAjidFH4/URQ2i4ok\npXqxvFzEJz8ZxdAQp0gVuN363PDFiwKam3mYTKx6d2iIwGZjeeTjQfbSFy6MIxRKqGjqFfDU17tw\n6pQZHEdx220sZVKbxZGNnPJ40GtG0d09+ebx6YKj/5+9b49uo7z2/X0zY8mSJVuSZTuJnwmJgUsC\nKU1YCWm4q+ukPbcPzmm5t+e2Pef2FlrIg9wGEmggB7rS5gJJCSGBBkJp6aUtbWlzDy2s/tGSPuAS\nCJhXHoTEefmV+CFZki1ZsmXNzP1j+xvNjGYkOQ8SEu21WMS2NPPNNzP729/ev/378W7Z7G7Dh5tv\nVnOYEu04lPSmFx7XN8BZOeHJ7kjM35uME9d/z4oWGKCd3rZtHk1XNR4XtD4QPStkyS5uKzn8SRtF\nuES7Sio/o6NEXbBvXxnicULrbNwYxc9+5tHUbHhrf2WlinA4m2s1R3NcfJojLsrLicdFVVVUVKj4\n6lezqld8gbBL6eQWPK1RI6kUw549xAHEGMPx45KhEYlbMXTKZodk9fuVKwnzraoq7rmn6qyIxxfC\nqROaScbdd4sYGiIKar3wRTFRuV54HFAtBWOKNbNj5rzz+vFaCWbkS4NZ0QJzfiEuHMMX/0BAgSjm\nskKW7OK2ksOfpHEKZHMxkpR0qjBlCjmDurosnDMYlNHTYxTJ4AiI9nYRt96a0OB/PPrmueS+PhGB\nADmhadNk3HijveoVkOtgC+V8CZMvajJ9qsoQiQiW3bd2OV49nTKP1IPBwrDOTZtiqKoi0jJOR3wm\n7IvFkIZ1d3M1KaNEZDFROWdhPFPmSyvH3NlJOq7mzxHc0rqQbN4hvPKKA9GokRaY8wvxGg5n2Pwo\nWU5LduFYyeFP0vS4fHMx0uwM9Dhtp1PNQaqY2/dXrYprNA2dnSIeeohyyT/8oQdtbQ7EYgLuv9+n\nHYfLvFVX09jsIsFCOd/WVhlXXz2Ot992wOlUMG2abFABKoSo4WIW+kj9D38oDsFiRVp2JvemEGmY\nnrPcLHtoFnwxwyLPFr0Ap7F2OrOOublZMODdrXjg9YVkvZxmYyPRafT2igiHBdTXZ+Dz8YJ8Nl1F\nvRhZhs3T3Z2U7ONrJYd/GmbeblsJSXBnYKWRqW900Ys7M8YMHPY7dniwalUcvb0SACK06uwUtUWD\nO4Tp00U8/DArusnHahHYsSNqaBQLBq1ZMO2oEMyRemdnbprFDsFi7lc4V0bnMgpgA/kEX4zqS2eD\nIoEX0vv7iTX1E59IY/v2KNzuagwOWjdsmQvJAPDnPzvwxhvE8XTypIhp02T4/Sq8XhVf/nIKX/lK\nSquHlDhwSsat5PDPwKycud6RWmlkclRKTU2upuysWZkchSTGmKHNnxdL9Q6hp4fgmZPhdzFbIJCV\nfuOwQ71KT6EFxBypNzeLSCZzI+JCnOBnw6nmMz1nOTez4EtlpYpolHDqVg1OVotfseM2F9Lvu28Y\ngYCqo3wgwZbNm6OaDB4nf+OLDi/mcwlHQaDO2IMHy5BMMmzd6sWbbzo1qGWxReSSXfxWcvinaVbO\n/MABCYODgqY9a9bI9HiIp5531W7eHJsQt84WQVtbM2huzuhe9IxBiIO/+Hrn3tJSHKNhIafEGRQ5\nZNGs0pNvAQkEjJG6212NZHJyCJazxTtT7PVy0wu+eL3EHsl3UwsXpg0LrMMBHD0qYtcuhybcPZlx\nNzXJOY4coMarnh5Skzp6VMIdd/jhdtuLl/h8CioqiIK7tTWDpUvjWLPGj0xGhKKwvFxFJbt0reTw\nT9O6ukREIsKEPiohcG67zY9EglA5L74YmmDFzGpk3nHHMH7wg6qJbkpRozkupvFIT8nMf8ed+9y5\nPiST+RkN9bz+zc0ZS6ZKK2ekx+yfrQYpOzsdPVa7MZ0ukVg0Cqxb54PHo04Iwie0BbauTtHIxb77\nXR/mzBnHjh1GjqRC425vlyDLABe859bSosLnU3D0qITychWDgwIiEaIvzqKxZK07emDAyI8EZAV2\ngNOHzZbs4rZz7vDff/99/OxnP4OiKPiHf/gHfOlLXzrXp/xIrKZGRjgsaOIjg4MCwmEBFRWkOrVi\nRQCZDCZYMWNaJMc7Hfv7szTHemfU3i6io4P4a+xEr/UOr7U1A7cbBQmu9Lz+vOHJvIhkjU2cJxez\nfzbSLHYO+3T1WK3y64UWD/Pn9QX2GTPkHO4e4tNJoL3dh0xGxMiIgHfecWDFCj+eeCJq6C1IpdiE\nNm6uUI4eHqm/v9SZTCm14WE2gfaCVqg1M60++GAu02qJGqFkheycOnxFUfDTn/4U9913H6qrq3Hv\nvfdi3rx5aGhoOJen/UgsFCKUjMOhoreXGqMYA8bHSb5wdJTB6yWnXV6e5RS3ojnWw+zM/DVmp2dV\nNzCbGa7HmRQBzusPcF5/fsy33nLA7VbQ2SnB66Uof/due7K00zUrqKYeDWOVkirEPmmVX8+3eOSL\n/vOlxXhfAgmbk0MfHmYaXw5X0Vq3rjLnuFlRFyM8Uj+uQEDFz35mVN3isN633nKgp4euu7NT1M6v\ntxI1QskK2Tl1+EePHsWUKVNQV1cHALj++uvR1tZ2UTh8j0fGqVMSYjESJOeCyvffP4QFC9JYvz5X\n95U7rRtuSGPnzlxnZOavMVMBW9UNzI1XZjgfAE2Uev78NHp6jLnjSIThM5+pQSwmIJPBRLQswu1W\n8fzzblRUUGpD35VajCWT1hKHBOEkDpfu7lxhEX2kffiwhJoauSD7ZC5dgwinE7ZY80LRv11qikNy\n9+8nVlT9vLhc1ipafHxcKIfDI5ctS2iyi+Zz6DH2/Pp7eujZSKUI1aWnaNbf+3NZ8C7Zx9/OqcOP\nRCKo5iBxANXV1Thy5Mi5POVHYqkUEXAlEiSSLQiAw0FIiTlzZNTXq4bcN5Crf2oVRRaiAjYXga1a\n4vXOjEeCPA9s5ohJpRheeMGFWIy0X2WZTUg00mfefdeBujri+9F3pRYzPytX5kocAkZ6ApeL6Im9\nXjVnp8Pni4jESFf1+HFaLPI1k1VXK/jf/7sS8TjLkUPkVih1VIjG4LrrxvHss1EcOSJCVZntcfVp\nGL5Y6YXg7fRp9dfv9RLMlaedyssV1NXl0nDoqRMKpd+sdoClReLSsPNetN21axd27doFANi4cSOC\nwSAkSUIwGDzPI8s1Pq6DBxnicXGC8oDSJA4H4PVKaGz0we0Gli0Tcfw4w4wZKu68k5gJy8uBvj4g\nkajGlVfCkhLhueeo67K5WYTbXW34m9sNXHaZiLIyBp9Pxc9/LiAYrDbMl9sNTJ8uoqeHYdYsInfr\n6hIxfbqKBQtobABF4OSUGRSFOPYFAVBVWkgURYIgMNTWMqRSImS5GsXekoMH2UTXbRlCIbpefq0D\nAwxTpwpoaAAyGQHV1QzDwwwtLSrmzqXxHTzIMDAgoqoKSCQo1bF3LwPA8OST1Xj2WTln7p57Djh0\nCLj3Xifee4+0fEUxe+5kkpAwkiQiHg/i6adVhEK588znpbubobGRcPt8zvSWTAJ33238XDBovH8d\nHUHtOkIhQJarcf31xuvj88PvYTIJvPEGQ18f/T0eB6qrVbz/vgBFUeFyEdMqn69kEli6VMKpU0Bv\nLzB7NnLmPBymYy5cqMLtzl7ftGkqVBXo7bW/1gvxXbwQxwRcuOPS2zl1+IFAAIODg9rPg4ODCAQC\nhs8sWbIES5Ys0X4Oh8MIBoMIh8PncminZXxcXi9DRYUfjBHbYDAoIxYTsX8/w6JFArZujeDVV6uR\nyQA9PUBfn6xFg8GgDFEcRHe3fWRVU0MOxaoQ+/DDTDtWKpVBOKzmzNfDDzODPGAmIyGdzmBwMKah\neQ4flnDiBCGGZs3KRqnV1YQBHxykfDQvGno8MUtVLSvzehkaGmrR0ZHJ+a7XyzB1qk+TQ9SnXZJJ\nwqN7vQy1tdmU2K23JnDvvT54PAra2xn27InZUDxICIfpelMphu7u7FzzxiqKsFWNWGxwEHjvPaPy\nE5+Xjg7g/feHLNM7+T7H75/5Ovg8WP0+k6lGd/egrgGM0Dj19TK+/e041q0j8ZVUCvjyl1P4539O\nYXAQuPlmP955B3A6VSgKEA4Tbz8/F0/ZcUW2e+8dxrFjHlRUqGhvp/vu96u213ohvosX4piA8zuu\nadOmFfW5c+rwL7vsMvT29mJgYACBQACvv/46vvOd75zLU55149tlQMXChdnfi6KKTAYYHxcQiwHx\nOBGPhUIC9u0jKkvGAEUhpIXDAQAEvevpkSyl6oq1xx/35qQDrKTreE1AD+3jL7Q+/dDcnMutUl+f\nsRUB18+N1aJl19HK/2ZOyZhb/PWfCQZldHeLaGjIoK2NSwx6sXmzsdgbiVDO3+MhUjCXi+iow+Es\n/bGiMEQiDMFglprZfB+s0j12Or6FEEUul2oJa7UrDPN0XEUFKYTdcUcCixdTSpDEVwSEQiJ++1s3\nXn/diZUr4wYxm2uvTePf/33YgN556y0HhocFiCIQDot49FEvxsZoMWlupjGbKRv4897aml8o3Yp+\nomQXtp1Thy+KIm655RY88MADUBQFn/70p9GYT63jAjOOXedUBzfcADz6KPHGv/OOA4pCEVIySakd\nxgDGGK64Iq0RrDU2ylBVIBajjtqWFhmqqqKrS8D4OFEQvPyyA83Nikbnm8+sCo7V1cTLc+IECZXX\n1FCb/SOPRC2dEn9hzU7eyvGebpOU2w2tYGm1IBRC+7hcqgF9U1Ghoq5Ogd9PhHIrVmRFTNavj+Gf\n/omiWI9HwdVXpzE6StDGVIqhsTGjYehlmXj9Fy5MQ1VVg8rUq69SX4SZFtrqOq2cthUfjx2s1TwH\nySQwOsoQDCpaYX3x4uwisWlTDL//vUsrpFNjHDOI2VjRS193XRqVlSTCzpiKmhoF4+MwLCZmIXM9\nv9NvfpO93+Yislkm8WzRT5Ts3Nk5z+Ffe+21uPbaa8/1ac7I7B7Sri4RnZ0SZJkc+rFjwKuvOuD3\nK4bvZzIMZWUqRFGFw6HiV7/y5BCl6fHRkQhw5EgZ0mkGQMV3v+sDY9AaefJxwltFlh9+SPTG6TTD\n2BhhwI8fZ7jrLj+2b48anHqxOPZCVgjpYtZoPR0Mv767NRwWUFMjI5lkmoYAh7X+6U8uDA8LkCRS\nEfvHfxzFJz6Rxo4dWYjk0qVEWeH3M0SjskYixjts+/sphbVzJ+12OHw133XqETV790rYts2L3t6s\nI6yqooKrWbnKbLzIfexYJfr7qQeDfg90dUk6J0u9HqJIqZ5Zs3LFV8wWCKh4+eUQdu92YOdONwYH\nBdTXK4bFhI/p8GHJ8Lx3doro7AQ8ntwisiBQv0lVlYqTJ7OLhl1zX2khuDDsvBdtz7fli1SbmmQD\nj00kwrB1qwdTpyr4xCfSeO01J3iTkiAAfn8GgQBFkD09oiHPrP/3/v1OMAaNLTGdpkVD38hj3ioX\nImkD+A4jS+MQjQpaNy9gr9l6OjwxhVIaeo3W08Xw8+5WahgD6utl3HffsEYjzc/9j/+YwvbtHgwN\nCVAU4D/+w4W//a3c4GxdLmDGjAxCIVHTBuBROvVFeFFRoeboyRYSIefPz7FjIvr6KDLnerEDAxSx\nJ5MsLzUFp21mjCEeFzB1asawi+FOtqKCOJj++Z9TmDuX7mkxu6VAQMWNN45hyZK0dr9TKeCVV5wa\nDQifbzNvU3OziPfeyy56w8MMPp+CaJTmuqtLRFUV1ab275ewe7cDqmps7jvblBklO3275B1+oQiO\n89h0dAj48Y/9KC+nnOeNN6bw5ptOjI+rACiPmskI+PBDin5+8INK/PjHudF6KsVQUUFwxHSagTFC\nk3AMfCzGcrDpQG60rH/Jr7xSxfz5aRw7Ri+zojAMDQkIhQRs3erF88+To+F4fDPVbr450At1TJ0q\nY9WqOFpbZdv8NL/GVAqW2rCTMZdLxbJlCezeHYCq0oIIMAQCuemUl18O4Xe/c+G559xwu7OOKR5n\nmv7AY4/FkEhUw+MxplaoL0K21JMtJELe3i7i2DERHg/9fmyMaY1rimJcpOwiXE7bfPy4ispKejb0\nu5jhYTpmOEwaylu3egEAs2eP46mnilcJ44uDvpBbWang5ZdDCAQoTbV5cwy7dztRV5fBnDnEiaRf\n3OvrFe2+b9nihSRhYvcr4Qc/qEQySQsXzYexNnE2G/hKdnp2yTt8K+y0vmGI89jMmsXw5z9nudS/\n+MUUfvxjzwQuXsbWrRE8+KAfiQQ58vfey43WAWjt9Q6HiubmDMrKgKVL43j++QokEsxSwFqvuWr3\nwogi4HQyuFzA5s1RtLVR1OpyqWhvl1BWpsLnUyd49mPw+bJ4fLtoXS/U4XSq6OgQ0dnp0wQ0rPLT\nfIFIJETU1GTw4IPDWj+BVSNWIXM6swsimT1n0F/+Uo5QSEQ4TPlnfVqNn7OxETloI3OReO1aH06e\nJOcfDNqLkEciDA88UIneXhKQmT8/jTVrEojFgFtvzS5So6MsL0WFvsjNxXJSKRVPPUUoqSlTFCgK\nPVfJJEXWY2MM777rmJRKGN+pHTokaimw4WEBb7/twGc/O4ZUimn5eZ+PlLDM88Pncv78NKqqFIRC\nApqaZPzwh14cOlQGQSBAw+zZ41pz35mwuJbs7Nol7/CtXna7tn8z8uTll0N4+20H5s1Lw+UCmpoy\n6O4WoKoU8ff1CVi+nBq0pk1TsHJl3NBeLwi0bf70p9OYOVMBY2pOusJKc9UqfaJH44TDIubPT8Pr\nVbB/fxkAkmTs76f0044dXmzfTjsH7oTtUCMcBTIywiCKgMejWoqZ8O/yBcLtZpBlEeXldCy7LrUK\nxwAAIABJREFULX2h3G5rq2xQGONORG+8A/m99xwa9fQddyQQCBQv8qF36ps2xbRdzdq1PssUhNU5\n16xJ4Oqrx7F3r2RYpPr7BctOYP01c9rmVIppyCHizBmGqgLr1lWitlbB4CA5fFWlMUej2WJzPqev\nT6vU1CjwehXE4xThX3VVWkv36Rk7V6zw48UXc+cnlWK46y4f9u8vg6KQXGIiQVQPqsowY0YGjz6a\nXYTM71h7O9WzigEplOzs2iXj8IsRgT58WDKgNsyplWDQyKUeCKj47GfHtOMzBgSDKoaGFMgyKRD1\n99M5jx2TMDbGNMc9f34a/+2/JXHttemc6M/K+ZqRI5x2IBQScfnlas4u5a67KFKTZeCKKzJIJASk\n0ypqa2lR4JBEvSyhOYrlkn6qmsGpUyLSaYYjRyQsWJC2FDPRLxC8uJovZVRMbpen1axSKlkJQBg6\nkOvqlJwu5clYKCRieJjlLbaau5715zQvUosWpfHii3rhdq9tR6xZ+KS8nNBKnHRvzpxxLF0ax1NP\neTE8zNN2RMJnDlDM4+XHDYcFPPVUFNGogKuuIhoQvsB4vQpGR4mxc3iYWUovtreLE6yfFEBEo3Rd\njGVw6pQEQQDWr89dKFMphjvv9Gnw2gUL0pasrSU7d3ZJOPzJKDdx1IYoApGIYGj754hSq8WjvV3C\nm286MDJCSkZOp4Irrshg374yHDwogTGK3DZujOHddwkxsWOHR6MO0BOpcSin3vSIED0Es65OxmWX\nidi0aVBLX7S3i9izx4HxcSoIx+MM06eTM+I5dVVVc2QJzakBc1GTO4E77ohb5tH5AsFYBsGghK1b\no3lTRnoUzvHjIo4cEXMaqvKJo+s5g/Q01Gcqyl1TI6OyUs0ru0jXan1Oq0WKz1UqxbBuXaVlei6V\nYgb6Y70q2Pr1MSxfHsDQkIDnnvNgzZphDAxI+NGPPABoIV62zI+REWb5jJvvwezZFF3rg5yBAQHf\n+94wtmzxYniYeIJIyMZ4P7Zt82JwUMDYGOB2q2hpkbFhQwx/+hPBRu2oMo4fl9DTI2hd3SXO/o/e\nLgmHb8ewaHYkvBB5++1+RCIcAicbiMPsFo/RUWBkhE1wnRNipr9fQFkZ5V5VlZpg7rzTj8FBEb29\nAmbOzKC/X0R1tYyREeKWaWuT8MADXoTD1rDJWIxpznx0FKitVdDTQ4yN2Rcnixxyu1WsXh3HkiW5\nmOtiBMTNRU2OcOF/s9PLNXP0WxV49SgcgBqqzFA+u4VaT8LW1ydi48YhLRo+Ezw4z2PHYrRDseMQ\nsmue0v/dipAtlWKWi58exqqnPwaAvXvL8MADXnz4YRmcTnUCLuxDQ4M8kcITtOftiisyts94If6m\nqVMVzJmTMTB2ciEbvaB6f7+AK6/MIBYTcOedw1i0KJ0DG50yhZBA/Hs8lXnqlACA6jIlzv6P3i4J\nh1+I1ErvSPh23utVIYqK1qDiclHb/yuvONDTI+Zs98vLVbjdlOtWFBWM0VY3nQYURYUoMu34fj89\n+IcPU663vj6DVEpBW5sDb77phCiquOaacUvYZEWFqjV5CQKQTgMzZ6qGYnNra8aQUuDKTIAxJZVP\nQNzsMIvVReWOTc/Rz52oVfOSWdJRv+jkQ3foSdgqKxU0NGQ0tEokwrBsmR+hkIjp063FXuxM3+2a\nSDBNzD3ftU7G7OZSD2PllNpAtsh/6pQAp5NSZaIIVFSQ4xcEFZJEz4KiQKNdtnvGrRZ0q/GYtQOs\nBNUvuyyDJUvSOR3Cy5cn8MILbqxbV5UDbV24MI1ly+IoLy9x9p8PuyQcvvmhzudIjBA0WetG3Lu3\nDE8+KaKz04OBAUHjOeFOsrVVxvXXp9HeLqKrS8LIiKCdG1BRV5fBzJkyRJFe6DlzxjXn39ND3+E5\nUVkmCoArr8zVr00kGK6+ehwDA8QMuWrVMGpr/bjrLp8Gu1y1KmGJUOGmd+ZWAuJ2kfXpbr3zzXdr\nawYzZmQsUVL50B2hkIjaWnmCAlrVHHMqRc5+zx6it+jrEwxyhIXso0CUWM1lS4uqpRM5OkgfGZ88\nKcDpVAAwZDJM00aORARNQaumRsFDDw1hzpzMpKCQ+t2HHaU1T70VQnnV1ytoalIMNNGFoK0l++js\nknD4gPEly/dSmxcHIBtl9fUxtLbm8pzwl2Tz5hj+5V+qNccNAGNjwKc+lcbXv57EokWE5tETmxGL\npgpJUsEYpX78fhlbtsQwZ471C7V+fQx33UVppzvuCMDvJxTIzJkZ7NnjmIBOZmzRJfkw/cDZx01n\nayMiqqrIqVvNN5+Tjg4RLS0ytm+3LmDzYzY0WNcFBgYobaCqDCMjDFu2ePHii7KlWIzZJrObOZvm\ndueig3hk3N0tTnRRE7Z/zpxxxGKEBkskiJLB4VDh9yvw+dS8dRM7K9SAqE+9cZSXFQrHDlV2JgFD\nyc6eXTIOX2+Tyb/yolZVlYL+fknbMnNnr39JVq6MQxTJeWcyDKKoorGRcp1btnjxwgu0KPCCrCxj\nAtVAL2ld3TgqK1U89VQE9fX2hGNdXZR2EkXCUXOivEiEFhoO+7RDlxRy5vlw+aeTF+c5/BUr/IjF\nWA7Ukc/33r0kw5jJED0wL+Lqi5rF5KRnzJDR3y8ik6Fcsc+XW3gvZPweTeaaz5Q+oLtbmqBNprnv\n6ZGwcmUce/Y48fDD1OSUTDLEYgRpVBQgEnFgfJz6FaZPz+44J7twFWpAzJd645/R/1yK6C9MuyQd\nPlB4G8tN7/wWL1Zw880xOJ3kWM0vCWMMTU0KVHUcPT0Spk2TMTAgorOTQRDIiS1d6kcySTWC/n5q\nquJY5nvuiRs4TqzGqx8Tbf8VMMZVlOLYscObt7u1WJZHK2KwM2mPD4VExOMsR9bRaDSvjBl/BopP\nM3GEzJEjIsbGGJ580lN0ty8xRYrYts2rpccAFC0qYh4fgKJZJZNJYNs2D3p7BfT2CvjkJ9PYsIFU\ntWprFVRWEm4+GMzu/gDgyBEJo6OqlhMHgLfeKpt4XtNFR9WFngtz6q3QXJYi+gvTLlmHDxQH19Q7\nv9ZWH2691asVr5YuTRggdHoyq2BQRlubAw8+WIlYTIKqAuPjDCdPiqirUzA8TKyW/f2U629pydg6\ne7OZ0yCynKULmDMnf2Rl/m6h3gRuZ5rmKWah4cXmjg4JwaCMhobJn59H2ZwrZ/bs4iJNMyfOFVdk\nJhTDiC++0DXnyizyPgdrVkmz8ea5yy8nectoVMDhw2WalOWOHRHEYiLmzUsbqBT0QvSpFMPy5T78\n7W9OKApQU6Ng165QUdQLxex6S1H7x98uaYevh/adPGmPCebOb2CAacUrnitvbs7SB5gRDjfckMbz\nz5Po9fg4IEmE7Y/FBK31/+hREf39EhYtGpt0moSfJxjM0gUUE1m5XEbq4WIi9jMtZhbjMFwu4nLh\nIu361E8hUXI9de/pFJuzBVIVfX3A0BCz5IsvND+86JpKEfWyIFDara7OPs0GZIu2vb302UjEKGVJ\n9Zz819HVJeLIEUmj7R4aytImFGOF5qoUtX/87ZJw+Ha5VTO0T19MtPoufymPH6fIj+czy8tVWwe2\nfXsM77wj4bbb/BgeFiFJ1KhCAuXA00/TjuHFF11FpUnOVk652N4E/bXY8b8Xm7MuxmHYpX7sFgwr\n/dv8aaPC7J8LFqSxfHkCDgctjHZoJ/O16YuuTz3lRV0dcfdT9yrQ0mK/aLjdMOy81q71QRRzm7ry\nzTnpIMjo7JSgqiqqqhTMm5cu+L2SXTp20Tt8c9pm0yZ6qXh+2AraZ/fd556jl/LIEaP8X77Iz+VS\nJ2gNhAmVLGromTVrctA5q/Hk46QplK4yR8wVFTJuvpki63yCFvoC6rmgvC2EoMpXhCZ+duJ1sbsv\nySSJfOiRQLwngDeHzZ6dpRuYzLXpKRlINH4YgIotW7zo7qZXjXPcF0qj8edMVYkQj76b//5/5zs+\nvP++A6pKu8mnnw4hFBIB2AuxlOzSsovG4ecTMdHz4yxb5seBA0QoNn9+GlOn2lP4mh0y8YqouPrq\nwvJ/ervuOmIWHBoS4PPJeOKJiGWagmPQ9UU+Pg4uWWgVle/ezXD//X7E44Km1VpoMTHn8m+/nUjP\neM64EE9+bs6aCMH42K2Ev4uxyeaKzX0TZhUvs3GxGDMSSN8cVuxOId9YeE2nq0tEKCRYKnUVcrxm\nKct897SrS8ThwxJUlQKZTIbhnnuq4XCop309Jbv47KJw+Pkin5oaGV4vccBUVqoTcD0iOuvpEfHo\nozGUl8PSQZhfYD2vyGTymVx1iDNr8iKaFQb9xAkRQ0NZfhggixIxi3GQo/Zh924RyaQ0gdghnH+x\n0EpOGqcnAqusVCfVoMYJwfRqT5ddJuLhh9lpRZKTmVurBYI3YOVDX5mRQJPdKRQ7Fv08mZW6zI5X\nf2/Mc3/ggITeXhHBIDFmmsfV1CTj8ssz6O2lXYHDwZ+x07+ekl18dlE4/HxsjGvX+iYiawWbN0dx\n//0+DRnD6XbtnJL5Bea8IqdjemZNs6kqSSBmZQqBykoVx46JkGXqoLTqWOzqEnH8OBFy8bZ6jyfb\n6FIstNKOCKzYBjVOCKYvUPb0sElFkmeSY+ZFaP59wJ6OOSsWI+GyyzIalLGYnYJ+jAAsx2terKwW\ndU55oZ9Pc6pp8+bs4h4MKli6lHZwXq+CHTsiWlOe/jxPPx3D22+LOHjQgSVLUti40Vf0zqdkl4Zd\nFA6/EBtjRYWKeJxhZETUMNpcX7bQw38ukQl6B0yKWdBw+V1dVBh2OKh9fsGCtKFjkTMrVlcrOH6c\nBFBcLhV33x3XrqlYaKVdGqUYqJ6eEOzkSRGVlVQPaWgw8vsUA4nkcFe9qtZk55Ea4BIT3DOchVMy\nwBdJLIb+r7eVKxNgTNWCALt6zmTw+eZ5ImM5nzGnmnp6sov7hx+KeO01v9ZoF4uJlogdl0vF4sUZ\nLF6crQOYdz4fBysVmM+dXRQO384xWS0ELpeaQ8F7vkzPUXLwYBlGRxkUhXfoyjh5kqK98XFMoHqy\nkSaPBqdNk7FokYL+fgUtLRnMnm1/bZMtiOb7vfkz+oLnyAj1LNxyS25xNN88OJ1ZuGtDg4z/+l9T\n+NSnxgriyHMb4FQTC6dHO79ZLMauVpHvHJPB55uPYT63+Xv6VBOf+4oKGYqSpVC46qq09vlidB6s\nLB/t9Pl0tiX923NrF4XDB6wf7gu9WYQ74OPHiSPF6QRkmdgwx8YYKisVCIKK5mbSOU2lyAlwvnse\nDT76qIKpU6N501PA6c2HFfrH7BCs2DA7O62Lo4XmASCagL/9zYlXX3UiEMhqrhaax2yxVMbSpXEc\nPuxDdbVqcK56vLudpq+VIpX+HJPB5+cbp/57V16pmpS9snOVSIiYNWsc4+Pk8EdGRADFCchYmd33\n+O/1ojjBYFGXNimbLFyY7474d5LJLH8VQFoUgDqpXeGlamfk8H/xi1/gnXfegSRJqKurw4oVK1BR\nUQEAeOGFF/DXv/4VgiDg5ptvxty5c8/KgCdrF3KzCHfAR46I2LLFizffdCCZpBDv1CkBCxeO4Stf\nSeKll9xYt65SF31mUwIjIwwPPyxi+nRv0eRgk8mrmyGtVvA+q5fUSWSVljQJ9vMg4ZFHPHj9decE\nAZ2qNQ8tXpwuukcAAJ56yotoVEQ0Ci0dBhjx7laFVX0Bmuu6coFv8zm6u0VUVMh45RUHrrsuW4y3\nc2j6nZBZ+N3thi3yi5hD7VOWk+1+tvseNSIaRXH+8IeCh5uUFYKW6gVgamsVpFLEEcWfu7o6BU6n\niI4OH7xeBU6nirffdkBR6D7v2FHaEeSzM3L4V199Nb7+9a9DFEX88pe/xAsvvIB/+7d/Q09PD15/\n/XVs2bIF0WgUGzZswLZt2yAIwtka90VjPMX05JMxPPusCxs3VkKWqQj77rtOnDwpIRIRJhAY2Zdz\nwYI02tslDA4KqK5m5wRuZ3YMbW0O9PQQZ9DJk9nzWUWu1dXqBE0CIUv0NAn28zCO1asT6OiQ0NlJ\naCqnU0F9fRq33EINTVOnyli1KpGjh6pfyA4fljQxkKEhZkiHmT/Lf9YXoO+5p8qg6/qzn1ERW5+L\n7+oS4fHI+Kd/qtEa915+OQSXyxrnD9jrAujNrHRmHl+hlGU+03ckW32vqUnOEcU5dAiIRstwtiLo\nYuQu6+oUfO97w9ixw4N77qmaqF0wVFer6OwUNV6qkREJoqhibIx0fl9/3YG33xZRWcnO2ngvNjsj\nh3/NNddo/25tbcWePXsAAG1tbbj++utRVlaG2tpaTJkyBUePHkVra+uZjfYiNpdLxb/8Swo//rEH\noRC15DOmIhAgGF4oJKC1NaO98FR8lrB1qweRiNOWbuBMcrG5snhpDAyIOZ3JVg7J7YYtTUI+a20l\ndkynU8XJkyKmTJHxta/VIpkkJ9TZKealfzaPmxS6istjc8fj8yk4ejSr66pfSE+eZFi+PICxMQan\nk5xiWRkVU99+24G6OtmQytq/X0JVlWrbR8GPq1e8sloM9IuUftzFpuisdmtm1I7LpRpEcaZMkbFh\ngwO7dwcAnB0NWrvek9FRowBMNCpMzJGEoSGqy4RCKq67Lo1MRkJHB4PbrWpqcpTyFLBiRUCDXZc0\nc3PtrOXw//rXv+L6668HAEQiEcyaNUv7WyAQQCQSsfzerl27sGvXLgDAxo0bEQwGIUkSgucieXiG\ndq7HFQwC776r4M9/VvD00yI++IDh2DEH3G4VLpcIp1NAdXW11tTU2AgsWAD09AANDSKAanR0MNTW\nqrj7bhHd3QyNjSqeeUY+7Uao554DOjuB5mYRHR1BTJsmoKEBUFUBslxtyPHqqYclSUImE0QqJcLv\nB0IhIJGoLoqe+LnngL/8heGBBxhEUUJXFznXVIqcq9vN0N8v5j0eH3dNjYiBgSCqq2kR4vcwmQRW\nrrSeo1//GvjGN1REIgyBQBlaW30TfEXAF74gIRxmKCsDLr9chcdDaTWfT8VnP+udYEblCzbDtm0B\nJBJ0jh/9SMb06SJ6ehhaWlTMnevTznn4sISBAQlVVfnnymrcxczpwYNsgnqZji/L1Zh4XQ0WDAJ/\n+APNXTIp4bbbKHoGgJMnnXnnPJkkEriWFjXv8/b008AbbzDMnctw99216O5mmDpVRVMTLaiBADB/\nvhcul4hUiubS6WSorQU2bBAxYwbw9a+riEYZ6upUDAwABw5QQDAyIkIUCYHV1eXE++8H8Q//kH88\nxY670HckSYLbHdTewYGByR3zo7CCDn/Dhg2IxXJzw1/96lcxf/58AMB//Md/QBRFLF68eNIDWLJk\nCZYsWaL9HA6HEQwGEQ6HJ32sc20f1biamyUkk1W4/HIgFCInV1WloLsbeP/9oZxI7xOf8GFwcNAg\ng9jfTxHQ8ePA++/HLKNDK3y5VTRUU0MPuCQxeDx+DA4SjDSdjmikbWYLBoPwegdRW+vTojmPJ2b7\nebPNncswdapvAuopoKZGRkWFimPHJBw6RDsMURxEOGwsJANZfLzHA9xyiw+dnRIaG2UsXx7HlCl+\n1NYOoqtLxIkTVXC5gI4O47wCwNatDCtW+BEKMdx6K0Xcr7ziQCLhhyiqGB9ncDrH8cc/RvDBB44J\nzhoVtbUM111HWPvqagWRCDVadXQA+/YN43/8D4pgFy1KI5lUtb6OxsYgamvlgnO1d6+Egwd9qKpS\nLcdtZ14vm9S9qKmh52LGjFp0d9PvKivHIYpRy+/pkWP5UFn6nYbXq2JoiMs1MtxySxy//W0F+vsF\nfOYzAgIBGRUVwPg41YIuuyyNmpoYfL5qPPXUoLazSaWgaS0MDFBajjEgElHxgx+oePpp2QD1NT8v\nxRa+9Skxs1APAAwMBPH978uGBsR8DKln06ZxUYwCVtDh33///Xn//ve//x3vvPMOvve974FNVOgC\ngQAGBwe1z0QiEQQCgaIGVDLjtpcLXXR3E3ojGJSxd6+EsTGGHTs86O8XMH26iFtvpYKbojDs2ydN\nFH8ZgkFZS73YcbYX88Dz/HM4zHD0qARBAG68sQY7dkQxZ451P8NkUUHmhccM9UylgHvuqQJjWe4j\nl0u2xcd/+9sJLb1y9KiI1193wOEQcN11PkNjk1X+24rEzYoio75eRX19tqGOp9v0JGi8GPzIIx60\ntRFU1Jxu4MVkzp9jNS81NTK2bfOir09EX5+xGF3ITgeh5XKpePZZGa+8MoRNm7wIh0XcdZfP0pmb\nkWN2qCx9Wmt4mNJnQ0MC+vsFbN/uRX8/Pee8ga+hIYPly0fQ3JwxoND0KS6XC5rwejAoo6dHwpEj\nIn70Iy+cTlWnAifnAA9WrozrqFdEvPoqFdTN+gX6d8ftVnHgQBlkOZu2e/ppDzo76R3Uj/9Co7I4\no5TO+++/jz/84Q/4/ve/DyeHZQCYN28eHnvsMXzxi19ENBpFb28vZs6cecaDvVTMqjsTIIWslSt9\naGtzgjFSc7riigx6ehjGxii6iUaJitnhoBpAVZWikcJZ5ZBTKeDYMRFVVfkx5fy7sixgfJx2D6GQ\ngNWrfbjySvt8erGoIHOEuHlzbKIrVUJzc0aLosyyhhxZoqpEpeBwANXV9BmSOiRxb/qPIZMhHH0h\nnVW7gugTT0S1CN3lgmVjmf6a+TmiUWDNGj8yGXLmnZ2ioWB58CCDJBn5c4joT8K2bbSwU0RsX4wu\nZKeDy3e76Vn64IOyCWcu5DSykdmL1+jPoUfh1Ncr2qK+dasH5eVAfz8mOs1pUa+vV7BkSX7q8Nyx\nZ7Bhgxd9fYJGUe3xqDh+XMTu3c4c0SLeNNjfT8p04TBF51OnKhpAQP/uDA5Smotfa3+/MMHBRO9o\nKpUd/4VGZXFGDv+nP/0pMpkMNmzYAACYNWsWbrvtNjQ2NmLhwoVYvXo1BEHAt771rRJCZ5LGX06O\nOPH7VXR2Sjh2TISiMDDG4HYrE+yW9J1gUEEqxTA+LmB8XEVFhVH2jmuTcqw3X0z0EaNddyx3gN3d\n1P2byQCCAPj9ykQ3a25Ely9VZP6bOUL861+d2LPHgfFxho4OEbt3S1iyZDzHSZOIDBGUMUbO3uVi\nqK+XsWhRWkMKRaMCxsZIeYzTGuRzgFYwTP1OaNGidE4R1ErVyuWiJrqNG30YHBQwNga43ao2Bh45\n9vWJYIyKwV4vFawppSSit5dQWrGYAIeD+I7yFaMna4Xw/KOjJK2oKAyCQD+bjSPHrPoIzOeoq1Pw\n4INDWsR+ww1p7NyZpaa+444EGhoyRVFBRCJMAwY0NCgaRfX77zvgdKqoq5MRDCo4eJAIE3fudFmK\nFr36Ki06gsAwPCygpkYx6EPreaxaWmQ0NcnarnvRojReeEHBW2/RO1FXp+CnPx3E0aO58NvzbWfk\n8B9//HHbv91000246aabzuTwJYMx0vR4FKgqNSepKjBjRgZer4pIBNi+3YOyMkItkFC4gjVrhrFk\nif0Dd+SIhI4OEbNmZZBIMCxbljBsd/VODMhSD1RXy3j3XQd++1s33nmHd7Maha3zoU6sU0vGCJEx\nFYoCrS/h1lursWtXPzIZo1MNhWh3Eo/Td30+BXfckZWK1KdXenpE+Hw+1NQUl1M1Qz31keHu3Q5t\nZ3TypIDbb/djeNiaBZN32F55JTntO+8cxqJF1FcwOsrQ0yPi1CmGkZEyuN0qRFHWiNa4vu3QEMPQ\nEEkc+v10byabIrOz9nZJQyVZCQGVl6twu1WMjwNlZSrKy613cvkYZPVd5bxTWZ+esdptFaKCoF2h\nkeW1rc1hIAKcMkXBnXfGsW5dFSorVQwOCnjwwSEADKqaPT9fdDg9SHqimZnPv35HGAySs2csS8+y\nbFkCx4454fdnEI8LuPdeP8JhoWCX+UdtF02n7cVq+pehokLGjTfWIBYj579u3TA2baqExwO0tTlQ\nVaXA7VYxbVoGjY2K5lS4w37lFQd6e2m30NdH21d9dO90wpDP5FS+VtwxN944hqYmBatXWwtbd3Sw\nnPSRnsrX6m/XXZfG0aMSZs7M4NOfTmPqVBnxOO0Mx8cZli+vRlmZaliMampkTJ+e0Qjxpk+XDVKR\neqcdCGQM6mCTMXNz1s6dbm3uZs8eRyxGxXKrtJj+u5ddlsGiRWlDI5HXqyCZpLFOm5bBHXckMG9e\nWsv/L1iQxpe+lMSTT3pQUQEkEixHu8FsxXbhRiIM3/++F8ePU+1AX/Ph1toqY+FCffRunaKwg47y\n5jYj3YUxQDidBsn2dgl9fSKczizL6/z5aQsiQGDGjGxBvKHBWh+A11BGRxnGxlQ8/nglEgmCp6ZS\ndM7GRmKoPXFCQiAgY+3aOGbOzGDHDg/CYSAUknDllePYvz+b48/XZf5RW8nhfwxM/zLs2pWlWXa5\ngGnTFJw4QdDATEaEKKr48pdT+OIXU1oOfNq0DMbGKEIMhwXU1cmorMzNB8+albGk8qWIjMHvNxah\nzMLWVFCmJp1rrsmlMOBmlx8n+J0Knv2bOlVGezttxcvKiHLCvBhNm6Zg8+YYenqKJ8Q73XuQbc4C\n1q2r0uburrviePppj20B2FyTeestB3p6RE0o5XvfG8aPflSGcDiD+npFW7DMKaWXXsouOKlUlmrD\nyorpwuUR8t69DigKQV/1NR/9+Cej/2C32KxalUBnp3WAMFlLpZhW21BV4Npr03jiCeqKttotmFlm\n7ebm8ce9mg5xMEg7LVmm+82BAG+84cDIiID2dhFf/3o1rrkmjWSSYfZsIByW8fWvj+C++3xQFN5I\nZ99l/lFbyeF/zMxMs/zYYzG8+WYQy5cLyGQYRkYYfvWrCvzlL+XYt48Kbe3tIsrKCP5WXy/nRJA8\nH2x2TPzvdtwxVsVlHsHdcAOwadOgbR6Wp4caGugFHBpiOHFCgtNJu4+2NgeGhgRce20a/f0CHnoo\nht/8xmPJKx8OfzQRlL45S9/YNXNmJodp0+q7nKStp4cKynV1CurrZcyZk8HOnTLef3+yx6g9AAAg\nAElEQVQoR1heT/vM6Se2bvVoDqiY5jO7wmFXl4hYTIDLpSKdBkTRWPOxuvZizM6hmgOEMylm8jTZ\n5ZdnMDzM8O//PmzQmbDi1bLScsgGKtTd3dUlYnycaZoUg4PkrDlR3sCAoIEAAIbRUeDAgTJcc804\nxsZoJzF3bhplZVR8drnUgl3mH6WVHP7H3FwuFZ//PHUgvv66A6oqYHBQgKqqWqFNVVVt2+v3k85p\nKCTmdFuat+H6qCiVgsYBAxjRKby43NkpQZbZBL8/8Pvfu/ClL6UMDilL0EVary4XRbl9fSIiEUFL\nK8yendZeymuuyeD66zO4/vrcxeh8oCCsFsZC1M6pFMMrrxA1RUUFUFdHCy+P5t1u5LB2WnEXOZ2q\nhi7R01vkG6NdVK7XQfB4FNx9dxyXXZbRaCP273fgv/yXyc+P3WJTaEx6+KlVAdzuHBSwyJbHKsS9\npA9UOGkhY5ymnIgLgWyws2hRGgsXprF7txPJJDXXiSJw111xTJ9eBVGk7nLeGV5bm7tjOp9WcvgX\ngbndwOrVCXR1+RAKcaZNKrRlMtS4UlcnY8oUEoFZu9bIiMidvdU2XC8k09UloqxMhc+nIBo1FnY9\nHhnV1TJOnaJ8zIkTDA8+WInt2z0GtkuCUVJhMJGQ4HComDGDcMtlZVSs9fkUjIxYwybNcMfzxYKq\nX+jM1M4zZsiWRWqeKqirkw2pGw7L7O01Fobb2hw5vP4NDRlLeot8YzSbHTUDQIX2ri46F6GwgD/9\niRWkqDafN5/gvd2Y+Ln7+ohSg49vsj0exdQv9Pevo4N4mziPUXNzBg4HvVOLF1OAo9cXfvLJGA4c\nkLBxoxfRKBVm58zJoLER2L2bdqsuVzbAumhgmSW7cKy1NYOZMzNwuURUVZFj//d/9+HoUQnTp2dw\n991xzJqVxa3rGRGfeSZaUC+1q0tEe7uEdJr4+ufOHdfQKbzDMRhUMGfOOBYvHsVjj1VBklSNY4an\noZqaZFRUKBOEXFSMTSYpVzo6StvnlpbiYJMXQjOLmdq5slLNoVjWC/HU1SmGyJ47p4EBEdXVHgNk\ncP78dA6v/6pVcdTWKpgyhSizJxs9WjlDMxJpfJwhnaZei1iMGe5fsWYu4BZywDwQ6OqixSydJtTV\nq686cMMN9kgzK7K5ybCINjXJaGmR0dcnQlUBr5dQSOYFmef2OYPq/Pnj+OUvo4bF8uBBhpoa6q5l\nLIPKSlVTj7tQrOTwLxKzKvLxl0EQoOWWrRgR82ngAvRSOJ1EJyCKKlSVIRIh3HMsRvj34WEBU6Yo\nSCYZFiwYx89/riIWowaUq65KG1JA//2/j0w4MQbGVPzrvybxla+kznnh9VxYFt1BuXVO67t1qxf9\n/ZTmWbo0gbo6BX19FJVTwT274zl1SkBVFaUNHnxwyKCxvGpVHJ2dPlRWUuqLMYaGBkKcTJs2+ehR\n7wxPnhQMDjXba0G8+4pCuWuijSA7HVK+YhxwU5MMr1dBIkFF/0RCwKlTtMjt3Jm7SORbRIqpX+iv\nY/v2GPbvF9HfL+Haa8cwMmLcNfDFyIpBVc/0OTAgorbWd0HLSZYc/kVk+qhq714Jb71FjUuRiKBB\nw1wuIyNifX22SLdyZdyALdYf98knI/j852swMiKgslLGli0xzJxJ+euTJ0lrNZViaGmRMXt2Bm1t\nGfz5z3FcdVUa69frc9wJXH99GrW1iiau/ZWvpBAIfHwk+MzmchG1M0eycI3fbJqnCg0NstYpq2cO\n5c4pFIIm3qKf+9ZW2QAp5I1Cp5vOyjp1Eb29pMOwc2c2daKHAH/wgQOf/awXgH3/RDHnL8YBu1wq\n1qyJ4xvfKIOiMAAK/H7ZVvA93yJSTK3AXCt5+mnvxDPqwqpVcaRSQFeXNKFFIOdlUNUv2hxEwBeC\nvXslAMzw2fMp3Vhy+BepjY0xrWg7Pk4/cwsEVDzzTDQnd5tP4q++XsXf/paFhPKc7qZNMbz2mgO/\n+50bp05lH6dgEPjsZ8e0NIHDAUPn4ksvhTTSscnkhy9kM6N49GkevnsxQ1u5c0okquHxWOea89Uy\n7KyQCMv//J8BjIwwnDpF7JL68fBj19ePIRj0gvMF6qUojx8XceAA1WC4Q7NzYnqMu5knSG9XX009\nCh0dIgIBBRUV1ChltUjU1NACOjzMUF9vDYW1myMrnQd+XW+84cChQ/4JCogs+dn27VGsWOE3nM+s\nL8AXbf6322/Potbmz09DFIvXQT5XVnL4F6k5ndmibVkZoXT0lq+L9MgRgkeanYUZEsqLuceOUaHt\niisyGr66upqOy18G7vx45+LIiDjpvPDHxazSPPlkEQl+ad8QNtl6RaFIvLubiOGcTkJyeb25DpM7\nMz21r755SlWB224jx5iPe17vFPU8QXaFVL2GQmWlaqBg4JZMAmvX+iZI7IrrOtabecfBayWHD0sY\nGWEYGyNoZm2tcXHWE7S1t2c5jihtF8fUqSJqaihYevllBz78UML4OM3Phx9KcLmI08eqm/mjspLD\nv0iNd0eeOEHR0ugos23UyZX4yz7IVupS3LJbWRV9fcDQEHG8BIMybrmF6If5y8AYsXtOVgf242rm\nNI9eFvFc53bzpTuoYYlYKUdGqI5jpkrQLxjTp4t4+GF6bvQ1BYeDFnRBIO55Tgan7xsAsjtHns6y\n60bmpmcpHRgQUF6OnLnKdnFTXaOnR0IgMK6NvVDaxKreBRC5nixjIqWkYnQUmDXLLCwEraGxt1fA\nrFkZ7NnjwIkTPjQ2SnjoIeD++3144w3HxA6bamjU9EhcRER9cn6e/5LDv0iNR0vLlvmxf38ZvvnN\ngG0UZtVFak7BWEVk+oWCk17NmkU47u5ulgNV3Lz5wi1mnSszR+eTjdSLyfla0RjY5cx5w1JLC0Wp\nM2bIGBy0p77o6THmq3lN4eRJQqxw7nlOxqffWaxcmcihQo7HWd4Fv5h8f0uLmoNe4myqxdYYzDvc\n/n7aLfT0iJAkFWVlKv7X/4rj8583oqmOHhVx6pSIyy/PABAwOEhwzlCIhG2WLQsgkRAmOpeBykoZ\nTiftoo4eJeZXp1M9b9j8ksO/iC0UEhEOCxOC4MQ9Yqa2NeOjzflnnoKxisjMDSyhEH2HXloV+/dT\n2zuHKvJiVsnsnbk+BZJP/7bQ5+yKljU1RKsRjZIDFoRcCl+9021pUXPST/p7rkdWmXcWY2OqRuFR\nXy9j/foYDhywZpCcjGyj240c9FJ3N8EqT0fUnV/vyZMiqqtlJJPUTPXSS27MnCmjtTULZw6FRCST\nDB9+WIb588dw000p/PrXbuzdS+ycY2NAba2scTtddVUGogiNR7+sDJY1h4/KSg7/IraaGqKG7e2l\nXO3goKBFQ/marXiBbetWb8EUDOWfs5QBVVUqHnggimiUtsfl5fQSnM+H/EIzOyEa/e8rK1UDfYTe\neUUibKL/QdAEWXiqRI//t+LOWbvWh1iMnP1PfzqYA0HkjpdDC+fO9SGZtK//6KNUc2pwxw6vxvi5\nfn1MQ2sVw55ayFGb0Uv82ZqMqLv+erK6BQzr1vng9Sp46y0HVq/OCqdUVak4coTSMpkMcOCAA9Eo\nLXzl5STBGQ6L+NnPQhgclAAQ1UYkAixfHkBdnXxaNYezaSWHf5Eaf7njcYbLLssgHqduSR4NNTbK\nhlZ/vVNJpYBTp0Rs2BDLcQhWpm/mOnKE4cYba5FIMKiqBJdLwbe+ldC2xiWzpiNubDSmUqJRAWVl\nJIGoXyxTKeJ/55TAqkqaBPE4M+D/7WiaqQGMGDdHRowRsJXjdbuhyTAWMr3jjMUY7r2XiNISCYYD\nBxwmYEBuY9pkInO7XczpQFb1u4vGRqIdNzfShcMinngiim9+M4CDB8sm7g3tnI8fL0M6Tbn6VIph\ncFDCrFkZtLdL2LdPwubNXnz4YRnKyynCP59UCyWHf5Ga/iWKxaidP5lkGlmUVat/Y6OMSIThM5+p\n0Vr3X345lBP9WYmj8GausjLaOXCmwFRKwG9/W4HPfz5tN9RLylIphi1bPBodcSAgY98+Ea2t+tSC\ngFBIQDCoIBAwRoScaI7zvfv91PkZDmfx/3aOs1B+3NiURXJ/X/5ycdekfy6CQRn33efHqVOCVt+Z\nPz9tAgZkFya9uMhkI3PzgqUfRzE1ELMwy9KlcXz72wmk08Bjj3kxMpKFYbpcKv7P/4ng9tv9iEaJ\nSK2jgwSJRkeJyZUxYHRU1SCZskzNhZzLqqrq/O50Sw7/IjUz/3hjYwb33Tes0SvYtfq/8ooTw8MC\nJAkGWoR8UD99Mxd/EUZGBCST9IDH40IOguNSjfapoC3C4SByrsFBAd/9rh+bNgF/+hP1Nfz+9y48\n/7wbXq+KeNzIfU+EZ8bWfd60pmfxLETTnE/Wkcv9bd3qwUsvZVE6VmbVxLRihR/vvUc57dpaGXfc\nETfQFpsXpkJyk5N13HwcHE3T0JDB6tXWaDN9b8Hrrzvw//5fEKJIkOZgUEF5uYr167PPur6Hpa8P\nuPdeH/x+FceOSaitJaF1p5MZiAQByuvX1irnnWqh5PAvUuMQuhMnfCgvpwIuh7jpI736ehnz5mWF\nUq67Lo3KSkWL8HlbvVX0p+c40b8IwaCMcLga69YpiERIQMKM4DhfjSfn2/TcLaSqRLKFsRjD737n\nwptvOtHbSxH++Lii8Qpxs3Pa5ty7HQNqPkw/PzaX+3O5gCNHmI2GLZlVE5N+B1JXp2hMlrzes28f\naQEkEsboOR+pWr6mQIBE1PXazLt3Ow0C9l1dJKzDv8/nhAdGhw+XaY2KjDGk0zT+8XGGNWuISoHO\nQ7l5LlsZjZJe8XXXpbFhgwiPh98booEGqOlqzZq4LXX2R2klh/8xtGLheo2NxELZ3S3A7VZQUWGk\nqT1yhNIDy5b5EY8LaGgghMTLLxs7akl8GhN8MNnoz8xxon9pGxowgQYhYefXXnNqoh+TQVBcbOZy\nkZjIkSMihocZvvMdP4aHic76V79yIxSieUkmGSSJCt9WxyiUeweAvXvLtOagYhdZl4vk/p5/nnaH\njAGPPOLB6tUJNDZmcmiLrZqY7MjD9N2nqgpcffV4wQKmVX6/sdH4Gd5boFdvq62l+aHUIi1AvKnw\n8cc9hp0AAKgq1UMYo87h8nKSC3W5qJuXgxj4jnn27HHE41kBoTVrEmhqqsLXvkbF9KlTZTz7bARO\np71GwvmwksO/wM0qL6l/udevj+GNNxiamhgSiVy912CQ2ryTSQF33UXMmPzvW7d6sXu3A6kURfOM\nQeuyNbM58hzn8uUJPPFEhS3HCbeODob+fkKbtLU50NUlYXiYaaIflzJih5qysgpmv/+9Czt3VsLp\nVBEKUcNRKsUgyyLa2oQciTz9MwEgp/h+5IiIxx/34vhxSRNAz3evrHYBHPbo90toa3Ng5UofwmGG\nYJAido57b2+X8O1vJ+ByZR3bpk0xTTuBBwyk3wuNipgxIBwWbAuYZtqCQkIu/f1m9TYZCxZQ4+HQ\nEBH8TZ2qQFVVAz3E7t1O9PcT8V80SjxRHg/wwx8O4uGHs1QKqmpM0/T3EyKNC8o3NGTwjW+IePtt\naUJfF6iqujAYXfVWcvgXsFlFbu3tEo4fl1BVRQRYn/tcLVIpAbJch1mzMgYO8aYmGX6/iuPHKVLh\nzJitrYSZ7uyUJrhN6KV0uxVs2OBFIsE0DhF9hEUUARk0NBQusLW0qBqeX1WJ6qGmxlgvKBmlwr72\ntRTefdeLjg6KTr/whRTuu69qouMT0Evk6Xnjy8pU+P0ksEEOSMH06TJUlaGnR9BkIYeHiWHz0CEJ\nFRWyITCw10Eg2GNXlwRFoU5aWWYYHhYRDovYv1/Ejh3ZiJc39XF0mDmX3tEhYto0eYJLiJg4Gxtl\nAyeN3ZgKsU/miqFktJ0UJ4LL4v9hqG3t3OnSKKnnzUtj714HBgcZbrutBi++GNJQagDx5Pf2Um9J\nPC6gvFzRBOVDIRGRSDaVdb6Ls3ZWcvgXqHGFpK4uEZJEefMjR0Rs20bb0ZMnBUyfzrf+9PlMxhh1\n64upZmbMpiZZe4ArKoD/9J/GkckA+/c74HKpYCxjSZs8a1bhxphUiqGzk+HWWxMIhVTcfXc1jh6l\nRUpPDVwyMpdLxTPPkMQhvz9//KNeNNzIEtnVJeLwYQmZDIMgqLjmmvGJBZsWhmAwK5Li9SpYvTqG\ntWsDePVVJxgDZs0aR1NT7oJuReoWClVjxQoV773n0MaQyTD09xsVzji1grn56bXXHNizh1hbjx0j\n9smyMsDvlyEIQCQCrFlD3DlTpxKVB6AaKJzb2vJz4tvVNfQ9IvoFTd+0NTiYpaQ+dEjEnj1OlJUR\nYIHYQrN8T5SKk9DZKeCJJ7xaHSIcFidqMyoU5cLkwed2Vhz+Sy+9hF/84hf4yU9+gsrKSgDACy+8\ngL/+9a8QBAE333wz5s6dezZOdUkYj3A6O7PKQz4f8eH09hK7YSpF5FeVlQricREOB2F8zVG3mRlT\n/zLwB5gifOCb36yeEL8g/Vv++cmwNfI87ZtvipDlAEZHGTIZBklSUV19Ycm9XUjmdhvn1E40nGsT\nZDLUDaqqlDpjDKipoUj1wAGHJpIiy8CWLVRc5DY2xjTnng+q6XKpuPZa4KmnIvjc52oRjVJBc8GC\nMSxaNIYXXnBphcnm5mwwoT/elCmKdjxVpeeA0ESU3lm6NIBDhwjX3tEBtLf7MHNmRtMP6OsTsXFj\nJZ5/PmNJC6Ifq9Uzab2gmSmns3BSDljwehVUVSmIRJihbjFrVgaqKqKuTkZ3t6hdt3nRvhCdPXAW\nHH44HMa+ffsQDAa13/X09OD111/Hli1bEI1GsWHDBmzbtg2CIJzp6S4J0wsujI8zVFQoqKkhiBjx\nzktwuaiotGNHBIriQ2NjbtckUFjbk6Mv9u4tA2PUGSsIKr773bhlMbaYsZ84QcpYJK9IoimZDNMi\nrpIVNrs5d7lIm+Bzn6tFMslQWalgy5YYnnnGY1DK4iIpPp+KU6dETaeVc9tz514IqgkQNfbf/z6A\n3bsdmDJFwezZmZyAQV+YNBOTLVhAlMexGOXOvV4FXV0iZBla12oqRb5Blkm/4dlnI+jtJe2AREJA\nf39uLaMYs1rQ7K45EFDx8ssh7N7twM6dbqxfX6kpuQUCpCK3fj11lPf3ixOCLQypFGHwzYv2hWhn\n7PCfffZZ/Ou//isefvhh7XdtbW24/vrrUVZWhtraWkyZMgVHjx5Fa2vrmZ7uY2/FIGy44MKRIxIk\nSYUsU4NNQwN9h34HTJmiYM4cWUetm9tKXywUsrU1gwULsmmE2bPtH1z9NaRSwFtvOXDddVSgq6mR\nMTRELwHHICsKNRg98UTkgo18Pk7GHbAeSfXJTxodmFmkOxQSkMkQRPCee4wQwWIW9EBAxY03Gums\n9QGD+fdWuxWC62a7cL1eBYcO0Q62okLRGvYAqvk0NxOQgGklDHsufTvLl+6xuuZAgOoX4TCpiw0N\nUQH9+HEJy5cHMD5OwuXDwwJGRxlOncoqYCWTMCi7XYh2Rg6/ra0NgUAALS0tht9HIhHMmjVL+zkQ\nCCASiVgeY9euXdi1axcAYOPGjQgGg5AkybBjmKwlk4QSaWlRDXzeZ2pnY1wrVxKTZGMjbQHtxvfr\nXwPf+IaKwUGG6moVP/+5gIGBIGIxEXPnArEYsH69iMbGattxHTxIWrNVVUAoBCQS1WhstJ+f3/wG\n6OwEmptFuN3V2pj1n9VfQ22tivfeYxgaYvD5VLS1ZZDJMEybJsDnIwy3w0H0ub/8pYJrrqk+7bk7\nW3am9/Bc2WTHFQwC5vjJDFfkP//mN8ChQxRtX3GFCLfbd87GZWd8LK2t9AxdeaWAnh4RixerSCZV\nDA0x9PaSaPrMmcCCBTTG//yfgePHgRkzgAULquB2n96YzHOTz9xuYPp0EZ2dDB4PMDJCVMwjI2WY\nMoVgmvz3breKkREHQqFqrF0robMzWPDdPp9W0OFv2LABsVhus8NXv/pVvPDCC7jvvvvOaABLlizB\nkiVLtJ/D4TCCwSDCXGZnkpZKMSxbRuLdM2fK2LHj7DX4nO649LC0Eyeq4HIBHR3Q8n12Ef9TTzHd\n1liF18tQW+tDb6+ApiYFNTUxhMOq7bj450+eJGFzUYyiuxu4/XbqQGxuzsLr+Bhqaoi/JZm03iFQ\nyoau4YMPCFZXXk76tX/+cxyLF6cxdaoPHR1OjStdklQAMYTD53+7eybP1rm0cz2upib6P7+3xdq5\nGtfDDzND2ke/A2hslDXCti1bsp9LJunZ/CjuIR+fKMpYtSqAo0cl9PYCDQ1pPPBAHNXVMtasIdgm\nQTrj6OwMoqxsXHu3P8r0zrRp04r6XEGHf//991v+vqurCwMDA7j77rsBAIODg1i7di0eeughBAIB\nDA4Oap+NRCIIBAJFDehMbd8+EX//uxOyTDfsj3904AtfOH/IEDOOnUPA9Jw2dikX87azUL7VCk/N\nW91jMYLL3XprQuP46O0VcOCAhB//2GM5BquCl57vJZkkhMbICBUMOQKHozvuv5/ocwlpUsrdlyxr\n5mfbin3T6nMflekRPiMjBMWcOTODwUESZamvVzUFLL5oNTZS4flCFvg57ZROU1MTfvKTn2g/3377\n7XjooYdQWVmJefPm4bHHHsMXv/hFRKNR9Pb2YubMmWdlwIWsv5+w5YxRAejRR6vwpz+NW+avi+1Y\nPRPTO82+PgHLl4+guTlj4LThTSD5Wti58QfRPG67bsu33qJWd96U09dHxTGeX+/tFWyZCvMVvKj9\n3ouWFsp3PvpoTNOm5eiOHTtOX2y7ZCU738bfT79fQX+/gJERarLSO3P+Hl0yKB0ra2xsxMKFC7F6\n9WoIgoBvfetbHxlC51OfGkMwKCMaFaAoxAlv1WXIHSTncH/iieg5EdPWR8T9/SKeeMKDqVNlrFpF\nrepWyj35HharcQeDudE477Y0M2J+6lNpQ3H2U59K46WX7GF5dgWvG25IY+dOmtsrr8xg9uxMTgfo\n+YrOSlays2G5im7ZYrdVgEV1lQv7eT9rDn/79u2Gn2+66SbcdNNNZ+vwRVsgoGLXLoJW/d//60Y4\nbE8Fyzncjx4lQQlOO3A2I399RLxlixeAUTpw6dJc5Z58Dw3nUg+FBG3cf/hDbjSuqsyWEdOss7py\nJWnO8g5F8/i5EtbevRIAZmjM0R9H/wI899wZTVvJSnbeLV8KtRiOnwvRLspOWw4hW7IknZcKlnO4\nl5dnaQey6k2k2Ukdc3SDJ1N1Ny8a8+enEQ4LiMUIHuf1knN2uZilco/dMXmnLee/GRoS0NkJ1NTk\nOmA9I6aezkDvxPX1BTvBcjPp1Zw549ixIzoBYcvqgupfABpT8fNVspJdiGa3Sy1Ge/dCtIvS4XPL\nl1JwuVQ88kgUy5cHkE4zjXZA3/R09KiEZcv88HhU9PcLmD49Pzc4N70EHWegDIVE1NbKqKmhppN4\nnGm8H8RcKUFV8x+Xk0RdfnkGhw9LqK2VUV8vo7lZRDKZe72FGmp4lJJPsJxTPJw4QU1gY2MMb7/t\n0LDHdqyJfEwlK9nFavl2xheqXdQOP5+lUgz3308SgMFgVlWINz1xCbpQSMDgIOD3q+jpYQVTLlyC\n7u23HRp5FUe3cNIxygcmtAcllWIGylbucM27BL1TXbQoewy3u9rSueojeXNDiJ7yuLPTWrA8Wy+g\nLsmxMWjdkbGYcS7M21+7MZWsZB93K5aj/0K0S87hcyfa3w/s3u2AojD096t47TUHPvMZnuOOYsWK\nLMYWIKbIlpYsNYBdnr+9XUJvr4hMBhgdFdDbCwSDue3cQBb7bp0PtIZsWkXt+Tr87B5OfSrnoYeG\nsGOHJ0ewXK+M5ferKC+XEYsJGB+nRisrRaULvWhVspKdqZ2OBu+FYpeUw9cjXLq7RSSTRDo1Nsbw\nyCNevPQSpV8CAUK/cE5vl4ui9LlzfUgmVcuUDY/It23zoK9PgCwzeL0Kpk6VNcIwq9y5naZnPhZD\nM9po5UpqhsonXK0/jp7RsK9PQDQqYPPmGHp6xAm6ZDKuBtTZSQo+ogj09VET14XKBliykp1r+7jm\n74FLzOFz56coDENDIgBVExkOh0VUVECLnvWc3o89FkNrawZuNzA4SCmbd95xaEIHeo55nmM/dEhC\nIKBg2rRcsQ+zXGBbmyOH81v/UNXWEs9IKpVbPyCNVGYbbdg9nHqo6NatXkydSr/XqyPpTRSBzZvz\n85KXrGSXghVDOHeh2iXl8LnzO3pUhCCQsweItjUWY7j88vG80TVADlav2akXOtBj7j0eFQ5H/nHo\nxaK54IgeScNlCLdu9WLdukrLCL6pSc7b4Wf3cOqbpyoqVC2P7/erhp1Af78Av58go+Hwx2frWrKS\nnUv7uKYvLym+Yu78tm2LYd68NETRuDKPjtICwB3y6GiuE+XF18bGDD75ybQhtcGPv2pVAnV1Cqqr\nFQ1bzwunPErnQgzBoAJBYDh5kgQkzON1Osnp6hcf87GeeUbGli1DtmyY/OE00zbccAPR6I6OkvqQ\nz6cgHCZCqGBQRk2NDK+X+Es+blvXkpWsZLl2SUX4QFZP9Omno7jtNj/efJMKt5KkQlGyyBO7LVuh\n7Zy5CzUfZw7H5g8PE6Y+GMx1qOaUjP5YHDu/cOHkO/x40XnTphh6eiQ88ogHH3xQhmSSoa9PwJ13\nElthfz/pihYSmy5ZyUp24dsl5/C5BQIqfvGLKP5/e+cbE8WZx/HvzOyi/IddFjhRIQrkvDNaG1S0\noaZK7kWvTXu+6h89sTWtgCX+oZHctWqqHhqLaOt6a2rOGnKJ1xdiQ5OmxmA1d+QugJqsVlQ4tVD+\ns8sKCMzO7HMvxhmXZfl36M7q/j6vZFhmvozkN888z+/5fuvqDDh4MAaSxCEpyX/upy/er3P+unV8\nHwrqrl6O4/DLL4+niNTe/KQkDwDmNw3K37l8e+cXLOAntT9AxXfReMuWfjQ3K/9Y8jIAAA7YSURB\nVOHSjHGQZeD2bQHd3cqfR0eHYmVLSVUE8WwTsgUfUIppTo4bWVkO2O0CNm824V//mgGPZ2Tu51iF\ndLyAEe+HguLnI8DlUoKm1ZG8d2/+eFMm3t09Q0PcqN75lhZh0q1h6kaqlhZeM1TjOIa0NBnt7QLc\nbsXOuLdXwNCQYkKn2BtPPXyCIIjgIqQLvkp4OIPDIaCvj4cgKHP5bjc3YY/taMMyA2bMYKPeDBob\nDXA6lVZNp5NHU5MBJpN7Sqv9vjYIpaW9sNmiR+0PGA/vjVTehmoZGfKjuDplQfrgwRjcvGmEIDDw\nPLBokXtEkDZBEM8mVPAfsWyZqHnThIUxhIUxbc5c3dTki2/r5JEjUSPaGtUC3tamOHdyHODxQLMo\nBsa2O/bF12bZ6RS0Nkl1fwAwvuWz90YqX0M1AFi0SLFskGUgIkLZV/Cb37jx179Szz1BPA9QwX+E\nGmBcVxeG3/5WxMCAksDj3Y/v6wDpPUIfHAT+9KdYv62cOTkiLBaPNqXz0kuido6JcmfVAm6xyKN6\n59VNX2r04ETn8n5A+RqqeX9m9mwPOE5CTMzTs40mCCLwUMH3wmRi+N3v1KBmaVIOkN7z62PtvlMt\nm71Dp1XG6/n3tyO3tvZx77yvLav3gq4SqCJg0aLJJWZ5vxk8q5tKCIIYn5Dqw58qvv34qakY0QPv\njVpMx+qHN5kYcnJEdHUJ2s96G5j56/n3fRh0dwt4+WURv/qVDKeTQ2Li6D0CSUmeRw8qAfv2xcDh\neHytW7eU57vak68ecziUB8v27bEoKoob8RmCIJ4faIQ/DqMNz8xaAPicORK2betDZuZII7SxFnh9\nk6rKypzYs0f5OiqKYffuB1i4UBpzCmYyG5/Cwxk+/LAfDQ1xcLl4XL0ahsLCeFitzlFWEQC0BVyj\nkWF4GIiOfvbMoAiCmDxU8CfAu73y5k0O//53GCSJQ2OjoMUEDgxw6O/nMHu2Mu3S3GwAwJCZ+XhK\n5PZtZYpFHeF/+KEJbjfQ2mrA0BCHQ4ei8ec/940YWfubgrl1y6DZHbS3C7h8OQx/+IOidXCQw4kT\nUejpUQLGY2OVYJd//jMMTU0CYmNH2iaovv+DgxwiIz0QBKVrh3bUEsTzCRX8/wPGlG4bo1HZ/OR2\nc4iIYGBMQn5+POx2IwAgO1uE1aqMpo8ejUZrq4CBAaX1s6nJgPnzlbl/o5HBbjdi+/bRASS+nh3+\nfHiqqpRgFtW8bcECxbwtMVFGcrKMs2cj0N4uoL1d0ZSQIKO5WUB0tAdDQwaEhysdSb5dOwRBPF/Q\nHP4UWLCAITtbxJw5EiwWD9xupdVSnQ+XJA7t7QJkWfn3/fvKhii1EKelyeB5peWT44CtW12IjGQY\nHuYwMMAjMvJxAAngf73A24cnMVFGZCS0YBb1YSCKSu/8gQOKr09XF49f/1pCUpKM3/9+EMXFcY86\nihiWLFF+nzlz/HftEATx/EAj/CkQEQEtADwhQUZLiwFHjkShtVVAW5sAjgP6+jjwvFLQU1MfWyOr\nLZUWiwdxcR6kpcmwWDgkJ0sQRQPcbiU8JTtbhNMJ/Oc/Rpw4ETXKrlhdK1D8epQHhLrxKjyc4eDB\nXhQWxsPh4FFeHoPPP3dq137wgMexY9Ho6FAeAD09PP7yFxdmzgR15BBECEAFf4p4T7GYTG5YrSNt\nho1GGfn5A0hNlZCRMdKOWH1QqJ7ygGJH/N//KvPtCQky+vo4bNxo1qIEFyyQ0NbGw243oLw8ekTo\ninpO741XXV1KHOEvvyiZvNu2xcNmc2rtnDNnKvm8LpeaqUuFniBChWkX/O+//x4//PADeJ7Hiy++\niHXr1gEAKisrUV1dDZ7nsXHjRrzwwgvTFhuM+LpjpqR4kJs77NdF8/GD4vGc/PHjThQWxsPlUhwz\nOzoUEzMA8HgYXC4OqakyPv88GlevKqErjAGXL4fh5ZdFLZhFzY+dO1dGdLQHDx4YAShrAy0thhEa\nfTN1CYIIDaZV8K9fv466ujocOnQIRqMRLpcLANDS0oKamhocPnwYTqcTe/fuxdGjR8Hzz+eSwXQS\ncEwmhr/9zamN/ouL49DRodynpUtF7NjRD8YYSkpiMXOmslbQ2irgwIEY/OMfkrYo7K1lx44H+OMf\nzfB4FPMzgD3TKT0EQTwZplXwz58/jzfeeANGo9KVEhsbCwCora3FypUrYTQakZiYiOTkZDQ2NiIz\nM3P6ioOU6STgeP+samIGcNoIfHCQ0+wOeF4xY2ttVRaC79wxaDttVRYtkvHSS6LWNpqRIU9bI0EQ\nzz7TKvhtbW1oaGjAmTNnYDQasX79eqSnp8PhcCAjI0P7nMlkgsPh8HuOCxcu4MKFCwCAAwcOICEh\nAQaDAQkJCdOR9lQIlC7fAg4Af/87cP8+4HBwWLuWgyxz4HkgLi7Wr64zZ5TPp6YKiIgwP3XNvoT6\n/+FUIV2TJxg1AcGry5sJC/7evXvR29s76vhbb70Fj8eD/v5+7N+/H01NTSgvL8exY8emJCA3Nxe5\nubna193d3UhISEB3d/eUzhMI9NZlsQBRURyWL4/TRu8WSy8kyexXl8WizO2r8/uBRO97NRaka2oE\no65g1AToq2vWrFmT+tyEBf/TTz8d83vnz5/HsmXLwHEc0tPTwfM8+vr6YDKZ0NPTo33O4XDAZDJN\nShAxPuHhTGsNpbl4giCmwrRWUZcuXYobN24AAFpbWyFJEqKjo5GVlYWamhq43W50dnaira0N6enp\nT0Qw4T+UnCAIYiKmNYe/evVqHD9+HDt27IDBYEBhYSE4jsOcOXOwYsUKbN++HTzP4/33339uO3QI\ngiCeFaZV8A0GA4qKivx+b+3atVi7du10Tk8QBEE8QWjYTRAEESJQwScIgggRqOATBEGECFTwCYIg\nQgSOMUa9fQRBECFAUI7wS0pK9JbgF9I1eYJRE0C6pkow6gpGTUDw6vImKAs+QRAE8eShgk8QBBEi\nCHv27Nmjtwh/zJs3T28JfiFdkycYNQGka6oEo65g1AQEry4VWrQlCIIIEWhKhyAIIkSggk8QBBEi\nTDvE/Ely7949fPXVVxBFEYIgYNOmTZqtsp6h6MEc1F5VVYWKigqcPHkSMTExuuuqqKhAfX09DAYD\nkpKSUFBQgMjISN11Xbt2DadOnYLH48GaNWvw5ptvBuza3nR3d8NqtaK3txccxyE3Nxevvvoq+vv7\nUV5ejq6uLlgsFmzbtg1RUVEB1+fxeFBSUgKTyYSSkpKg0DUwMACbzYbm5mZwHIf8/HzMmjVLV13f\nffcdqqurNXfggoICiKKo+72aEBZE7N27l125coUxxlh9fT3bvXs3Y4yx5uZmVlxczERRZB0dHWzL\nli1MluWAaLLb7eyzzz5joigyxhjr7e3VXZNKV1cX27dvH8vPz2culysodF27do1JksQYY6yiooJV\nVFTorkuWZbZlyxbW3t7O3G43Ky4uZs3NzQG5ti8Oh4M1NTUxxhh7+PAhKyoqYs3NzayiooJVVlYy\nxhirrKzU7lugqaqqYkeOHGGlpaWMMRYUur788kt24cIFxhhjbreb9ff366qrp6eHFRQUsOHhYcYY\nY2VlZezixYtBca8mIqimdDiOw+DgIADg4cOHiI+PBzB2KHogmGpQeyA5ffo03n33XXAcpx3TW9fi\nxYshCAIAIDMzU8sy1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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.set_title('Full PCA')\n", + "ax.scatter(pca[:,0], pca[:,1], c='blue', marker='.', alpha=0.75)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's also take a look at the speed of the randomized solver on the same dataset. It might be faster, it might be slower, or it might take exactly the same amount of time to execute:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000 loops, best of 3: 1.27 ms per loop\n" + ] + } + ], + "source": [ + "%timeit rpca = do_PCA(armadillo, 'randomized')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see what the results look like:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5HNhfew3HSy8Rcbnw/u536IODE/JExmuUPhas1YGF0wmm82OzIfbuxV1TQ3j2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\n3HUg8P/bO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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.set_title('Randomized PCA')\n", + "ax.scatter(rpca[:,0], rpca[:,1], c='red', marker='.', alpha=0.75)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1000 loops, best of 3: 441 µs per loop\n", + "1000 loops, best of 3: 1.28 ms per loop\n" + ] + } + ], + "source": [ + "%timeit pca = do_PCA(armadillo, 'full')\n", + "%timeit rpca = do_PCA(armadillo, 'randomized')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module4 - Lab2.ipynb b/Module6/Module4 - Lab2.ipynb new file mode 100644 index 0000000..6c17c0c --- /dev/null +++ b/Module6/Module4 - Lab2.ipynb @@ -0,0 +1,2328 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module4- Lab2" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import math\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "from sklearn import preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some Boilerplate Code" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "For your convenience, we've included some boilerplate code here which will help you out. You aren't expected to know how to write this code on your own at this point, but it'll assist with your visualizations. We've added some notes to the code in case you're interested in knowing what it's doing:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### A Note on SKLearn's `.transform()` calls:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Any time you perform a transformation on your data, you lose the column header names because the output of SciKit-Learn's `.transform()` method is an NDArray and not a daraframe.\n", + "\n", + "This actually makes a lot of sense because there are essentially two types of transformations:\n", + "- Those that adjust the scale of your features, and\n", + "- Those that change alter the number of features, perhaps even changing their values entirely.\n", + "\n", + "An example of adjusting the scale of a feature would be changing centimeters to inches. Changing the feature entirely would be like using PCA to reduce 300 columns to 30. In either case, the original column's units have either been altered or no longer exist at all, so it's up to you to assign names to your columns after any transformation, if you'd like to store the resulting NDArray back into a dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def scaleFeaturesDF(df):\n", + " # Feature scaling is a type of transformation that only changes the\n", + " # scale, but not number of features. Because of this, we can still\n", + " # use the original dataset's column names... so long as we keep in\n", + " # mind that the _units_ have been altered:\n", + "\n", + " scaled = preprocessing.StandardScaler().fit_transform(df)\n", + " scaled = pd.DataFrame(scaled, columns=df.columns)\n", + " \n", + " print(\"New Variances:\\n\", scaled.var())\n", + " print(\"New Describe:\\n\", scaled.describe())\n", + " return scaled" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "SKLearn contains many methods for transforming your features by scaling them, a type of pre-processing):\n", + " - `RobustScaler`\n", + " - `Normalizer`\n", + " - `MinMaxScaler`\n", + " - `MaxAbsScaler`\n", + " - `StandardScaler`\n", + " - ...\n", + "\n", + "http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing\n", + "\n", + "However in order to be effective at PCA, there are a few requirements that must be met, and which will drive the selection of your scaler. PCA requires your data is standardized -- in other words, it's _mean_ should equal 0, and it should have unit variance.\n", + "\n", + "SKLearn's regular `Normalizer()` doesn't zero out the mean of your data, it only clamps it, so it could be inappropriate to use depending on your data. `MinMaxScaler` and `MaxAbsScaler` both fail to set a unit variance, so you won't be using them here either. `RobustScaler` can work, again depending on your data (watch for outliers!). So for this assignment, you're going to use the `StandardScaler`. Get familiar with it by visiting these two websites:\n", + "\n", + "- http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-scaler\n", + "- http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html#sklearn.preprocessing.StandardScaler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly, some code to help with visualizations:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def drawVectors(transformed_features, components_, columns, plt, scaled):\n", + " if not scaled:\n", + " return plt.axes() # No cheating ;-)\n", + "\n", + " num_columns = len(columns)\n", + "\n", + " # This funtion will project your *original* feature (columns)\n", + " # onto your principal component feature-space, so that you can\n", + " # visualize how \"important\" each one was in the\n", + " # multi-dimensional scaling\n", + "\n", + " # Scale the principal components by the max value in\n", + " # the transformed set belonging to that component\n", + " xvector = components_[0] * max(transformed_features[:,0])\n", + " yvector = components_[1] * max(transformed_features[:,1])\n", + "\n", + " ## visualize projections\n", + "\n", + " # Sort each column by it's length. These are your *original*\n", + " # columns, not the principal components.\n", + " important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) }\n", + " important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", + " print(\"Features by importance:\\n\", important_features)\n", + "\n", + " ax = plt.axes()\n", + "\n", + " for i in range(num_columns):\n", + " # Use an arrow to project each original feature as a\n", + " # labeled vector on your principal component axes\n", + " plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75)\n", + " plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75)\n", + "\n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### And Now, The Assignment" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Do * NOT * alter this line, until instructed!\n", + "scaleFeatures = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the dataset specified on the lab instructions page and remove any and all _rows_ that have a NaN in them. You should be a pro at this by now ;-)\n", + "\n", + "**QUESTION**: Should the `id` column be included in your dataset as a feature?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idagebpsgalsurbcpcpccba...pcvwcrchtndmcadappetpeaneclassification
3348.070.01.0054.00.0normalabnormalpresentnotpresent...3267003.9yesnonopooryesyesckd
9953.090.01.0202.00.0abnormalabnormalpresentnotpresent...29121003.7yesyesnopoornoyesckd
111163.070.01.0103.00.0abnormalabnormalpresentnotpresent...3245003.8yesyesnopooryesnockd
141468.080.01.0103.02.0normalabnormalpresentpresent...16110002.6yesyesyespooryesnockd
202061.080.01.0152.00.0abnormalabnormalnotpresentnotpresent...2492003.2yesyesyespooryesyesckd
222248.080.01.0254.00.0normalabnormalnotpresentnotpresent...3269003.4yesnonogoodnoyesckd
272769.070.01.0103.04.0normalabnormalnotpresentnotpresent...3796004.1yesyesyesgoodyesnockd
484873.070.01.0050.00.0normalnormalnotpresentnotpresent...29189003.5yesyesnogoodyesnockd
585873.080.01.0202.00.0abnormalabnormalnotpresentnotpresent...3372004.3yesyesyesgoodnonockd
717146.060.01.0101.00.0normalnormalnotpresentnotpresent...28146003.2yesyesnogoodnonockd
747456.090.01.0152.00.0abnormalabnormalnotpresentnotpresent...2964003.4yesnonogoodnonockd
767648.080.01.0054.00.0abnormalabnormalnotpresentpresent...36\\t62004noyesnogoodyesnockd
848459.070.01.0103.00.0normalabnormalnotpresentnotpresent...2238002.1yesnonopooryesyesckd
909063.0100.01.0102.02.0normalnormalnotpresentpresent...4098004.2yesnoyesgoodnonockd
919156.070.01.0154.01.0abnormalnormalnotpresentnotpresent...52125005.6nononogoodnonockd
929271.070.01.0103.00.0normalabnormalpresentpresent...3356003.6yesyesyesgoodnonockd
939373.0100.01.0103.02.0abnormalabnormalpresentnotpresent...3070003.2yesyesyespoornonockd
12712771.060.01.0154.00.0normalnormalnotpresentnotpresent...35152004.3yesyesnopooryesnockd
12812852.090.01.0154.03.0normalabnormalnotpresentnotpresent...2350002.9yesyesnogoodnoyesckd
13013050.090.01.0102.00.0normalabnormalpresentpresent...22163002.7nononopooryesyesckd
13313370.0100.01.0154.00.0normalnormalnotpresentnotpresent...37\\t84008.0yesnonogoodnonockd
14414460.090.01.0102.00.0abnormalnormalnotpresentnotpresent...33105004.1nononogoodnonockd
14714760.060.01.0103.01.0normalabnormalpresentnotpresent...25152003.0yesnonopoornoyesckd
15315355.090.01.0102.01.0abnormalabnormalnotpresentnotpresent...22146002.9yesyesnopooryesyesckd
15715762.070.01.0253.00.0normalabnormalnotpresentnotpresent...3979003.9yesyesnogoodnonockd
15915959.080.01.0101.00.0abnormalnormalnotpresentnotpresent...35109004.3noyesnopoornonockd
17117183.070.01.0203.00.0normalnormalnotpresentnotpresent...26128003.1yesnonopoornoyesckd
17617621.090.01.0104.00.0normalabnormalpresentpresent...23124003.9nononogoodnoyesckd
18118145.070.01.0252.00.0normalabnormalpresentnotpresent...30191003.7nononogoodnonockd
18918964.060.01.0104.01.0abnormalabnormalnotpresentpresent...2975003.4yesyesnopooryesnockd
..................................................................
36836830.080.01.0250.00.0normalnormalnotpresentnotpresent...4594005.9nononogoodnononotckd
36936975.070.01.0200.00.0normalnormalnotpresentnotpresent...46103004.8nononogoodnononotckd
37037069.070.01.0200.00.0normalnormalnotpresentnotpresent...5093005.4nononogoodnononotckd
37137128.060.01.0250.00.0normalnormalnotpresentnotpresent...5165005.0nononogoodnononotckd
37237272.060.01.0200.00.0normalnormalnotpresentnotpresent...52105005.5nononogoodnononotckd
37337361.070.01.0250.00.0normalnormalnotpresentnotpresent...4792004.9nononogoodnononotckd
37437479.080.01.0250.00.0normalnormalnotpresentnotpresent...4080006.4nononogoodnononotckd
37537570.080.01.0200.00.0normalnormalnotpresentnotpresent...4897005.6nononogoodnononotckd
37637658.070.01.0250.00.0normalnormalnotpresentnotpresent...5391005.2nononogoodnononotckd
37737764.070.01.0200.00.0normalnormalnotpresentnotpresent...4964004.8nononogoodnononotckd
37937962.080.01.0250.00.0normalnormalnotpresentnotpresent...5054005.7nononogoodnononotckd
38038059.060.01.0200.00.0normalnormalnotpresentnotpresent...5465004.9nononogoodnononotckd
38238248.080.01.0250.00.0normalnormalnotpresentnotpresent...5160006.5nononogoodnononotckd
38338380.080.01.0250.00.0normalnormalnotpresentnotpresent...4951005.0nononogoodnononotckd
38438457.060.01.0200.00.0normalnormalnotpresentnotpresent...42110004.5nononogoodnononotckd
38538563.070.01.0200.00.0normalnormalnotpresentnotpresent...5280005.1nononogoodnononotckd
38638646.070.01.0250.00.0normalnormalnotpresentnotpresent...4357006.5nononogoodnononotckd
38738715.080.01.0250.00.0normalnormalnotpresentnotpresent...5062005.2nononogoodnononotckd
38838851.080.01.0200.00.0normalnormalnotpresentnotpresent...4695006.4nononogoodnononotckd
38938941.080.01.0250.00.0normalnormalnotpresentnotpresent...5272005.8nononogoodnononotckd
39039052.080.01.0250.00.0normalnormalnotpresentnotpresent...5263005.3nononogoodnononotckd
39139136.080.01.0250.00.0normalnormalnotpresentnotpresent...4458006.3nononogoodnononotckd
39239257.080.01.0200.00.0normalnormalnotpresentnotpresent...4666005.5nononogoodnononotckd
39339343.060.01.0250.00.0normalnormalnotpresentnotpresent...5474005.4nononogoodnononotckd
39439450.080.01.0200.00.0normalnormalnotpresentnotpresent...4595004.6nononogoodnononotckd
39539555.080.01.0200.00.0normalnormalnotpresentnotpresent...4767004.9nononogoodnononotckd
39639642.070.01.0250.00.0normalnormalnotpresentnotpresent...5478006.2nononogoodnononotckd
39739712.080.01.0200.00.0normalnormalnotpresentnotpresent...4966005.4nononogoodnononotckd
39839817.060.01.0250.00.0normalnormalnotpresentnotpresent...5172005.9nononogoodnononotckd
39939958.080.01.0250.00.0normalnormalnotpresentnotpresent...5368006.1nononogoodnononotckd
\n", + "

158 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " id age bp sg al su rbc pc pcc \\\n", + "3 3 48.0 70.0 1.005 4.0 0.0 normal abnormal present \n", + "9 9 53.0 90.0 1.020 2.0 0.0 abnormal abnormal present \n", + "11 11 63.0 70.0 1.010 3.0 0.0 abnormal abnormal present \n", + "14 14 68.0 80.0 1.010 3.0 2.0 normal abnormal present \n", + "20 20 61.0 80.0 1.015 2.0 0.0 abnormal abnormal notpresent \n", + "22 22 48.0 80.0 1.025 4.0 0.0 normal abnormal notpresent \n", + "27 27 69.0 70.0 1.010 3.0 4.0 normal abnormal notpresent \n", + "48 48 73.0 70.0 1.005 0.0 0.0 normal normal notpresent \n", + "58 58 73.0 80.0 1.020 2.0 0.0 abnormal abnormal notpresent \n", + "71 71 46.0 60.0 1.010 1.0 0.0 normal normal notpresent \n", + "74 74 56.0 90.0 1.015 2.0 0.0 abnormal abnormal notpresent \n", + "76 76 48.0 80.0 1.005 4.0 0.0 abnormal abnormal notpresent \n", + "84 84 59.0 70.0 1.010 3.0 0.0 normal abnormal notpresent \n", + "90 90 63.0 100.0 1.010 2.0 2.0 normal normal notpresent \n", + "91 91 56.0 70.0 1.015 4.0 1.0 abnormal normal notpresent \n", + "92 92 71.0 70.0 1.010 3.0 0.0 normal abnormal present \n", + "93 93 73.0 100.0 1.010 3.0 2.0 abnormal abnormal present \n", + "127 127 71.0 60.0 1.015 4.0 0.0 normal normal notpresent \n", + "128 128 52.0 90.0 1.015 4.0 3.0 normal abnormal notpresent \n", + "130 130 50.0 90.0 1.010 2.0 0.0 normal abnormal present \n", + "133 133 70.0 100.0 1.015 4.0 0.0 normal normal notpresent \n", + "144 144 60.0 90.0 1.010 2.0 0.0 abnormal normal notpresent \n", + "147 147 60.0 60.0 1.010 3.0 1.0 normal abnormal present \n", + "153 153 55.0 90.0 1.010 2.0 1.0 abnormal abnormal notpresent \n", + "157 157 62.0 70.0 1.025 3.0 0.0 normal abnormal notpresent \n", + "159 159 59.0 80.0 1.010 1.0 0.0 abnormal normal notpresent \n", + "171 171 83.0 70.0 1.020 3.0 0.0 normal normal notpresent \n", + "176 176 21.0 90.0 1.010 4.0 0.0 normal abnormal present \n", + "181 181 45.0 70.0 1.025 2.0 0.0 normal abnormal present \n", + "189 189 64.0 60.0 1.010 4.0 1.0 abnormal abnormal notpresent \n", + ".. ... ... ... ... ... ... ... ... ... \n", + "368 368 30.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "369 369 75.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "370 370 69.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "371 371 28.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "372 372 72.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "373 373 61.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "374 374 79.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "375 375 70.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "376 376 58.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "377 377 64.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "379 379 62.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "380 380 59.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "382 382 48.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "383 383 80.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "384 384 57.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "385 385 63.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "386 386 46.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "387 387 15.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "388 388 51.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "389 389 41.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "390 390 52.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "391 391 36.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "392 392 57.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "393 393 43.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "394 394 50.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "395 395 55.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "396 396 42.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "397 397 12.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "398 398 17.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "399 399 58.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "\n", + " ba ... pcv wc rc htn dm cad appet pe \\\n", + "3 notpresent ... 32 6700 3.9 yes no no poor yes \n", + "9 notpresent ... 29 12100 3.7 yes yes no poor no \n", + "11 notpresent ... 32 4500 3.8 yes yes no poor yes \n", + "14 present ... 16 11000 2.6 yes yes yes poor yes \n", + "20 notpresent ... 24 9200 3.2 yes yes yes poor yes \n", + "22 notpresent ... 32 6900 3.4 yes no no good no \n", + "27 notpresent ... 37 9600 4.1 yes yes yes good yes \n", + "48 notpresent ... 29 18900 3.5 yes yes no good yes \n", + "58 notpresent ... 33 7200 4.3 yes yes yes good no \n", + "71 notpresent ... 28 14600 3.2 yes yes no good no \n", + "74 notpresent ... 29 6400 3.4 yes no no good no \n", + "76 present ... 36 \\t6200 4 no yes no good yes \n", + "84 notpresent ... 22 3800 2.1 yes no no poor yes \n", + "90 present ... 40 9800 4.2 yes no yes good no \n", + "91 notpresent ... 52 12500 5.6 no no no good no \n", + "92 present ... 33 5600 3.6 yes yes yes good no \n", + "93 notpresent ... 30 7000 3.2 yes yes yes poor no \n", + "127 notpresent ... 35 15200 4.3 yes yes no poor yes \n", + "128 notpresent ... 23 5000 2.9 yes yes no good no \n", + "130 present ... 22 16300 2.7 no no no poor yes \n", + "133 notpresent ... 37 \\t8400 8.0 yes no no good no \n", + "144 notpresent ... 33 10500 4.1 no no no good no \n", + "147 notpresent ... 25 15200 3.0 yes no no poor no \n", + "153 notpresent ... 22 14600 2.9 yes yes no poor yes \n", + "157 notpresent ... 39 7900 3.9 yes yes no good no \n", + "159 notpresent ... 35 10900 4.3 no yes no poor no \n", + "171 notpresent ... 26 12800 3.1 yes no no poor no \n", + "176 present ... 23 12400 3.9 no no no good no \n", + "181 notpresent ... 30 19100 3.7 no no no good no \n", + "189 present ... 29 7500 3.4 yes yes no poor yes \n", + ".. ... ... ... ... ... ... ... ... ... ... \n", + "368 notpresent ... 45 9400 5.9 no no no good no \n", + "369 notpresent ... 46 10300 4.8 no no no good no \n", + "370 notpresent ... 50 9300 5.4 no no no good no \n", + "371 notpresent ... 51 6500 5.0 no no no good no \n", + "372 notpresent ... 52 10500 5.5 no no no good no \n", + "373 notpresent ... 47 9200 4.9 no no no good no \n", + "374 notpresent ... 40 8000 6.4 no no no good no \n", + "375 notpresent ... 48 9700 5.6 no no no good no \n", + "376 notpresent ... 53 9100 5.2 no no no good no \n", + "377 notpresent ... 49 6400 4.8 no no no good no \n", + "379 notpresent ... 50 5400 5.7 no no no good no \n", + "380 notpresent ... 54 6500 4.9 no no no good no \n", + "382 notpresent ... 51 6000 6.5 no no no good no \n", + "383 notpresent ... 49 5100 5.0 no no no good no \n", + "384 notpresent ... 42 11000 4.5 no no no good no \n", + "385 notpresent ... 52 8000 5.1 no no no good no \n", + "386 notpresent ... 43 5700 6.5 no no no good no \n", + "387 notpresent ... 50 6200 5.2 no no no good no \n", + "388 notpresent ... 46 9500 6.4 no no no good no \n", + "389 notpresent ... 52 7200 5.8 no no no good no \n", + "390 notpresent ... 52 6300 5.3 no no no good no \n", + "391 notpresent ... 44 5800 6.3 no no no good no \n", + "392 notpresent ... 46 6600 5.5 no no no good no \n", + "393 notpresent ... 54 7400 5.4 no no no good no \n", + "394 notpresent ... 45 9500 4.6 no no no good no \n", + "395 notpresent ... 47 6700 4.9 no no no good no \n", + "396 notpresent ... 54 7800 6.2 no no no good no \n", + "397 notpresent ... 49 6600 5.4 no no no good no \n", + "398 notpresent ... 51 7200 5.9 no no no good no \n", + "399 notpresent ... 53 6800 6.1 no no no good no \n", + "\n", + " ane classification \n", + "3 yes ckd \n", + "9 yes ckd \n", + "11 no ckd \n", + "14 no ckd \n", + "20 yes ckd \n", + "22 yes ckd \n", + "27 no ckd \n", + "48 no ckd \n", + "58 no ckd \n", + "71 no ckd \n", + "74 no ckd \n", + "76 no ckd \n", + "84 yes ckd \n", + "90 no ckd \n", + "91 no ckd \n", + "92 no ckd \n", + "93 no ckd \n", + "127 no ckd \n", + "128 yes ckd \n", + "130 yes ckd \n", + "133 no ckd \n", + "144 no ckd \n", + "147 yes ckd \n", + "153 yes ckd \n", + "157 no ckd \n", + "159 no ckd \n", + "171 yes ckd \n", + "176 yes ckd \n", + "181 no ckd \n", + "189 no ckd \n", + ".. ... ... \n", + "368 no notckd \n", + "369 no notckd \n", + "370 no notckd \n", + "371 no notckd \n", + "372 no notckd \n", + "373 no notckd \n", + "374 no notckd \n", + "375 no notckd \n", + "376 no notckd \n", + "377 no notckd \n", + "379 no notckd \n", + "380 no notckd \n", + "382 no notckd \n", + "383 no notckd \n", + "384 no notckd \n", + "385 no notckd \n", + "386 no notckd \n", + "387 no notckd \n", + "388 no notckd \n", + "389 no notckd \n", + "390 no notckd \n", + "391 no notckd \n", + "392 no notckd \n", + "393 no notckd \n", + "394 no notckd \n", + "395 no notckd \n", + "396 no notckd \n", + "397 no notckd \n", + "398 no notckd \n", + "399 no notckd \n", + "\n", + "[158 rows x 26 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('Datasets/kidney_disease.csv')\n", + "df\n", + "df.dropna(axis=0, how='any', inplace=True)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's build some color-coded labels; the actual label feature will be removed prior to executing PCA, since it's unsupervised. You're only labeling by color so you can see the effects of PCA:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 117. 70. 380. 157. 173. 95. 264. 253. 163. 129. 133. 76.\n", + " 280. 210. 219. 295. 118. 224. 128. 105. 288. 273. 122. 303.\n", + " 102. 107. 239. 94. 252. 255. 214. 490. 241. 106. 424. 176.\n", + " 140. 82. 119. 99. 121. 131. 91. 98. 104. 132. 97. 111.\n", + " 96. 139. 125. 123. 112. 130. 100. 81. 93. 124. 89. 127.\n", + " 137. 120. 109. 80. 134. 92. 88. 108. 83. 86. 87. 79.\n", + " 74. 78. 113. 75. 85. 114.]\n", + "id int64\n", + "age float64\n", + "bp float64\n", + "sg float64\n", + "al float64\n", + "su float64\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo float64\n", + "pcv int64\n", + "wc int64\n", + "rc float64\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "classification object\n", + "dtype: object\n" + ] + } + ], + "source": [ + "df.wc = pd.to_numeric(df.wc, errors='coerce')\n", + "df.rc = pd.to_numeric(df.rc, errors='coerce')\n", + "df.pcv = pd.to_numeric(df.wc, errors='coerce')\n", + "print df.bgr.unique()\n", + "\n", + "print df.dtypes\n", + "labels = ['red' if i=='ckd' else 'green' for i in df.classification]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Use an indexer to select only the following columns: `['bgr','wc','rc']`" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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bgrwcrc
count158.000000158.000000158.000000
mean131.3417728475.9493674.891772
std64.9398323126.8801811.019364
min70.0000003800.0000002.100000
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" + ], + "text/plain": [ + " bgr wc rc\n", + "count 158.000000 158.000000 158.000000\n", + "mean 131.341772 8475.949367 4.891772\n", + "std 64.939832 3126.880181 1.019364\n", + "min 70.000000 3800.000000 2.100000\n", + "25% 97.000000 6525.000000 4.500000\n", + "50% 115.500000 7800.000000 4.950000\n", + "75% 131.750000 9775.000000 5.600000\n", + "max 490.000000 26400.000000 8.000000" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df[['bgr','wc','rc']]\n", + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Either take a look at the dataset's webpage in the attribute info section of UCI's [Chronic Kidney Disease]() page,: https://archive.ics.uci.edu/ml/datasets/Chronic_Kidney_Disease or alternatively, you can actually look at the first few rows of your dataframe using `.head()`. What kind of data type should these three columns be? Compare what you see with the results when you print out your dataframe's `dtypes`.\n", + "\n", + "If Pandas did not properly detect and convert your columns to the data types you expected, use an appropriate command to coerce these features to the right type." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PCA Operates based on variance. The variable with the greatest variance will dominate. Examine your data using a command that will check the variance of every feature in your dataset, and then print out the results. Also print out the results of running `.describe` on your dataset.\n", + "\n", + "_Hint:_ If you do not see all three variables: `'bgr'`, `'wc'`, and `'rc'`, then it's likely you probably did not complete the previous step properly." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "bgr 4.217182e+03\n", + "wc 9.777380e+06\n", + "rc 1.039104e+00\n", + "dtype: float64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "df.var()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, we assume your dataframe's variable is named `df`. If it isn't, make the appropriate changes. But do not alter the code in `scaleFeaturesDF()` just yet!" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('New Variances:\\n', bgr 1.006369\n", + "wc 1.006369\n", + "rc 1.006369\n", + "dtype: float64)\n", + "('New Describe:\\n', bgr wc rc\n", + "count 1.580000e+02 1.580000e+02 1.580000e+02\n", + "mean -9.755075e-17 9.345548e-17 1.068063e-16\n", + "std 1.003180e+00 1.003180e+00 1.003180e+00\n", + "min -9.475974e-01 -1.500159e+00 -2.747446e+00\n", + "25% -5.305059e-01 -6.259123e-01 -3.855519e-01\n", + "50% -2.447210e-01 -2.168611e-01 5.730335e-02\n", + "75% 6.306235e-03 4.167672e-01 6.969831e-01\n", + "max 5.540492e+00 5.750474e+00 3.058878e+00)\n" + ] + } + ], + "source": [ + "# .. your (possible) code adjustment here ..\n", + "if scaleFeatures: df = scaleFeaturesDF(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run PCA on your dataset, reducing it to 2 principal components. Make sure your PCA model is saved in a variable called `'pca'`, and that the results of your transformation are saved in another variable `'T'`:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(158, 2)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "df.describe()\n", + "df.var()\n", + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=2, svd_solver='randomized')\n", + "pca.fit(df)\n", + "T = pca.transform(df)\n", + "df.shape\n", + "T.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, plot the transformed data as a scatter plot. Recall that transforming the data will result in a NumPy NDArray. You can either use MatPlotLib to graph it directly, or you can convert it back to DataFrame and have Pandas do it for you.\n", + "\n", + "Since we've already demonstrated how to plot directly with MatPlotLib in `Module4/assignment1.ipynb`, this time we'll show you how to convert your transformed data back into to a Pandas Dataframe and have Pandas plot it from there." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Features by importance:\\n', [(3.9998071556884853, 'wc'), (3.2588876641210907, 'bgr'), (3.009752752998363, 'rc')])\n" + ] + }, + { + "data": { + "image/png": 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zslNgV8l8Zz6T10ym0F2ITbUxrsc4uiZ2rXVsU/pMYcb6GRR5ikgKS+LRXo9W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\nvQFN0zhefJwGoQ3cBeTciKqq6p/Qn+jgaNJOpdE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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Since we transformed via PCA, we no longer have column names; but we know we\n", + "# are in `principal-component` space, so we'll just define the coordinates accordingly:\n", + "ax = drawVectors(T, pca.components_, df.columns.values, plt, scaleFeatures)\n", + "T = pd.DataFrame(T)\n", + "\n", + "T.columns = ['component1', 'component2']\n", + "T.plot.scatter(x='component1', y='component2', marker='o', c=labels, alpha=0.75, ax=ax)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module4 - Lab3.ipynb b/Module6/Module4 - Lab3.ipynb new file mode 100644 index 0000000..fe5dba3 --- /dev/null +++ b/Module6/Module4 - Lab3.ipynb @@ -0,0 +1,2356 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module4- Lab3" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import math\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "from sklearn import preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Look pretty...\n", + "\n", + "# matplotlib.style.use('ggplot')\n", + "plt.style.use('ggplot')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some Boilerplate Code" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "For your convenience, we've included some boilerplate code here which will help you out. You aren't expected to know how to write this code on your own at this point, but it'll assist with your visualizations. We've added some notes to the code in case you're interested in knowing what it's doing:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### A Note on SKLearn's `.transform()` calls:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Any time you perform a transformation on your data, you lose the column header names because the output of SciKit-Learn's `.transform()` method is an NDArray and not a daraframe.\n", + "\n", + "This actually makes a lot of sense because there are essentially two types of transformations:\n", + "- Those that adjust the scale of your features, and\n", + "- Those that change alter the number of features, perhaps even changing their values entirely.\n", + "\n", + "An example of adjusting the scale of a feature would be changing centimeters to inches. Changing the feature entirely would be like using PCA to reduce 300 columns to 30. In either case, the original column's units have either been altered or no longer exist at all, so it's up to you to assign names to your columns after any transformation, if you'd like to store the resulting NDArray back into a dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def scaleFeaturesDF(df):\n", + " # Feature scaling is a type of transformation that only changes the\n", + " # scale, but not number of features. Because of this, we can still\n", + " # use the original dataset's column names... so long as we keep in\n", + " # mind that the _units_ have been altered:\n", + "\n", + " scaled = preprocessing.StandardScaler().fit_transform(df)\n", + " scaled = pd.DataFrame(scaled, columns=df.columns)\n", + " \n", + " print(\"New Variances:\\n\", scaled.var())\n", + " print(\"New Describe:\\n\", scaled.describe())\n", + " return scaled" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "SKLearn contains many methods for transforming your features by scaling them, a type of pre-processing):\n", + " - `RobustScaler`\n", + " - `Normalizer`\n", + " - `MinMaxScaler`\n", + " - `MaxAbsScaler`\n", + " - `StandardScaler`\n", + " - ...\n", + "\n", + "http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing\n", + "\n", + "However in order to be effective at PCA, there are a few requirements that must be met, and which will drive the selection of your scaler. PCA requires your data is standardized -- in other words, it's _mean_ should equal 0, and it should have unit variance.\n", + "\n", + "SKLearn's regular `Normalizer()` doesn't zero out the mean of your data, it only clamps it, so it could be inappropriate to use depending on your data. `MinMaxScaler` and `MaxAbsScaler` both fail to set a unit variance, so you won't be using them here either. `RobustScaler` can work, again depending on your data (watch for outliers!). So for this assignment, you're going to use the `StandardScaler`. Get familiar with it by visiting these two websites:\n", + "\n", + "- http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-scaler\n", + "- http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html#sklearn.preprocessing.StandardScaler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly, some code to help with visualizations:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawVectors(transformed_features, components_, columns, plt, scaled):\n", + " if not scaled:\n", + " return plt.axes() # No cheating ;-)\n", + "\n", + " num_columns = len(columns)\n", + "\n", + " # This funtion will project your *original* feature (columns)\n", + " # onto your principal component feature-space, so that you can\n", + " # visualize how \"important\" each one was in the\n", + " # multi-dimensional scaling\n", + "\n", + " # Scale the principal components by the max value in\n", + " # the transformed set belonging to that component\n", + " xvector = components_[0] * max(transformed_features[:,0])\n", + " yvector = components_[1] * max(transformed_features[:,1])\n", + "\n", + " ## visualize projections\n", + "\n", + " # Sort each column by it's length. These are your *original*\n", + " # columns, not the principal components.\n", + " important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) }\n", + " important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", + " print(\"Features by importance:\\n\", important_features)\n", + "\n", + " ax = plt.axes()\n", + "\n", + " for i in range(num_columns):\n", + " # Use an arrow to project each original feature as a\n", + " # labeled vector on your principal component axes\n", + " plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75)\n", + " plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75)\n", + "\n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### And Now, The Assignment" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Do * NOT * alter this line, until instructed!\n", + "scaleFeatures = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load up the dataset specified on the lab instructions page and remove any and all _rows_ that have a NaN in them. You should be a pro at this by now ;-)\n", + "\n", + "**QUESTION**: Should the `id` column be included in your dataset as a feature?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idagebpsgalsurbcpcpccba...pcvwcrchtndmcadappetpeaneclassification
3348.070.01.0054.00.0normalabnormalpresentnotpresent...3267003.9yesnonopooryesyesckd
9953.090.01.0202.00.0abnormalabnormalpresentnotpresent...29121003.7yesyesnopoornoyesckd
111163.070.01.0103.00.0abnormalabnormalpresentnotpresent...3245003.8yesyesnopooryesnockd
141468.080.01.0103.02.0normalabnormalpresentpresent...16110002.6yesyesyespooryesnockd
202061.080.01.0152.00.0abnormalabnormalnotpresentnotpresent...2492003.2yesyesyespooryesyesckd
222248.080.01.0254.00.0normalabnormalnotpresentnotpresent...3269003.4yesnonogoodnoyesckd
272769.070.01.0103.04.0normalabnormalnotpresentnotpresent...3796004.1yesyesyesgoodyesnockd
484873.070.01.0050.00.0normalnormalnotpresentnotpresent...29189003.5yesyesnogoodyesnockd
585873.080.01.0202.00.0abnormalabnormalnotpresentnotpresent...3372004.3yesyesyesgoodnonockd
717146.060.01.0101.00.0normalnormalnotpresentnotpresent...28146003.2yesyesnogoodnonockd
747456.090.01.0152.00.0abnormalabnormalnotpresentnotpresent...2964003.4yesnonogoodnonockd
767648.080.01.0054.00.0abnormalabnormalnotpresentpresent...36\\t62004noyesnogoodyesnockd
848459.070.01.0103.00.0normalabnormalnotpresentnotpresent...2238002.1yesnonopooryesyesckd
909063.0100.01.0102.02.0normalnormalnotpresentpresent...4098004.2yesnoyesgoodnonockd
919156.070.01.0154.01.0abnormalnormalnotpresentnotpresent...52125005.6nononogoodnonockd
929271.070.01.0103.00.0normalabnormalpresentpresent...3356003.6yesyesyesgoodnonockd
939373.0100.01.0103.02.0abnormalabnormalpresentnotpresent...3070003.2yesyesyespoornonockd
12712771.060.01.0154.00.0normalnormalnotpresentnotpresent...35152004.3yesyesnopooryesnockd
12812852.090.01.0154.03.0normalabnormalnotpresentnotpresent...2350002.9yesyesnogoodnoyesckd
13013050.090.01.0102.00.0normalabnormalpresentpresent...22163002.7nononopooryesyesckd
13313370.0100.01.0154.00.0normalnormalnotpresentnotpresent...37\\t84008.0yesnonogoodnonockd
14414460.090.01.0102.00.0abnormalnormalnotpresentnotpresent...33105004.1nononogoodnonockd
14714760.060.01.0103.01.0normalabnormalpresentnotpresent...25152003.0yesnonopoornoyesckd
15315355.090.01.0102.01.0abnormalabnormalnotpresentnotpresent...22146002.9yesyesnopooryesyesckd
15715762.070.01.0253.00.0normalabnormalnotpresentnotpresent...3979003.9yesyesnogoodnonockd
15915959.080.01.0101.00.0abnormalnormalnotpresentnotpresent...35109004.3noyesnopoornonockd
17117183.070.01.0203.00.0normalnormalnotpresentnotpresent...26128003.1yesnonopoornoyesckd
17617621.090.01.0104.00.0normalabnormalpresentpresent...23124003.9nononogoodnoyesckd
18118145.070.01.0252.00.0normalabnormalpresentnotpresent...30191003.7nononogoodnonockd
18918964.060.01.0104.01.0abnormalabnormalnotpresentpresent...2975003.4yesyesnopooryesnockd
..................................................................
36836830.080.01.0250.00.0normalnormalnotpresentnotpresent...4594005.9nononogoodnononotckd
36936975.070.01.0200.00.0normalnormalnotpresentnotpresent...46103004.8nononogoodnononotckd
37037069.070.01.0200.00.0normalnormalnotpresentnotpresent...5093005.4nononogoodnononotckd
37137128.060.01.0250.00.0normalnormalnotpresentnotpresent...5165005.0nononogoodnononotckd
37237272.060.01.0200.00.0normalnormalnotpresentnotpresent...52105005.5nononogoodnononotckd
37337361.070.01.0250.00.0normalnormalnotpresentnotpresent...4792004.9nononogoodnononotckd
37437479.080.01.0250.00.0normalnormalnotpresentnotpresent...4080006.4nononogoodnononotckd
37537570.080.01.0200.00.0normalnormalnotpresentnotpresent...4897005.6nononogoodnononotckd
37637658.070.01.0250.00.0normalnormalnotpresentnotpresent...5391005.2nononogoodnononotckd
37737764.070.01.0200.00.0normalnormalnotpresentnotpresent...4964004.8nononogoodnononotckd
37937962.080.01.0250.00.0normalnormalnotpresentnotpresent...5054005.7nononogoodnononotckd
38038059.060.01.0200.00.0normalnormalnotpresentnotpresent...5465004.9nononogoodnononotckd
38238248.080.01.0250.00.0normalnormalnotpresentnotpresent...5160006.5nononogoodnononotckd
38338380.080.01.0250.00.0normalnormalnotpresentnotpresent...4951005.0nononogoodnononotckd
38438457.060.01.0200.00.0normalnormalnotpresentnotpresent...42110004.5nononogoodnononotckd
38538563.070.01.0200.00.0normalnormalnotpresentnotpresent...5280005.1nononogoodnononotckd
38638646.070.01.0250.00.0normalnormalnotpresentnotpresent...4357006.5nononogoodnononotckd
38738715.080.01.0250.00.0normalnormalnotpresentnotpresent...5062005.2nononogoodnononotckd
38838851.080.01.0200.00.0normalnormalnotpresentnotpresent...4695006.4nononogoodnononotckd
38938941.080.01.0250.00.0normalnormalnotpresentnotpresent...5272005.8nononogoodnononotckd
39039052.080.01.0250.00.0normalnormalnotpresentnotpresent...5263005.3nononogoodnononotckd
39139136.080.01.0250.00.0normalnormalnotpresentnotpresent...4458006.3nononogoodnononotckd
39239257.080.01.0200.00.0normalnormalnotpresentnotpresent...4666005.5nononogoodnononotckd
39339343.060.01.0250.00.0normalnormalnotpresentnotpresent...5474005.4nononogoodnononotckd
39439450.080.01.0200.00.0normalnormalnotpresentnotpresent...4595004.6nononogoodnononotckd
39539555.080.01.0200.00.0normalnormalnotpresentnotpresent...4767004.9nononogoodnononotckd
39639642.070.01.0250.00.0normalnormalnotpresentnotpresent...5478006.2nononogoodnononotckd
39739712.080.01.0200.00.0normalnormalnotpresentnotpresent...4966005.4nononogoodnononotckd
39839817.060.01.0250.00.0normalnormalnotpresentnotpresent...5172005.9nononogoodnononotckd
39939958.080.01.0250.00.0normalnormalnotpresentnotpresent...5368006.1nononogoodnononotckd
\n", + "

158 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " id age bp sg al su rbc pc pcc \\\n", + "3 3 48.0 70.0 1.005 4.0 0.0 normal abnormal present \n", + "9 9 53.0 90.0 1.020 2.0 0.0 abnormal abnormal present \n", + "11 11 63.0 70.0 1.010 3.0 0.0 abnormal abnormal present \n", + "14 14 68.0 80.0 1.010 3.0 2.0 normal abnormal present \n", + "20 20 61.0 80.0 1.015 2.0 0.0 abnormal abnormal notpresent \n", + "22 22 48.0 80.0 1.025 4.0 0.0 normal abnormal notpresent \n", + "27 27 69.0 70.0 1.010 3.0 4.0 normal abnormal notpresent \n", + "48 48 73.0 70.0 1.005 0.0 0.0 normal normal notpresent \n", + "58 58 73.0 80.0 1.020 2.0 0.0 abnormal abnormal notpresent \n", + "71 71 46.0 60.0 1.010 1.0 0.0 normal normal notpresent \n", + "74 74 56.0 90.0 1.015 2.0 0.0 abnormal abnormal notpresent \n", + "76 76 48.0 80.0 1.005 4.0 0.0 abnormal abnormal notpresent \n", + "84 84 59.0 70.0 1.010 3.0 0.0 normal abnormal notpresent \n", + "90 90 63.0 100.0 1.010 2.0 2.0 normal normal notpresent \n", + "91 91 56.0 70.0 1.015 4.0 1.0 abnormal normal notpresent \n", + "92 92 71.0 70.0 1.010 3.0 0.0 normal abnormal present \n", + "93 93 73.0 100.0 1.010 3.0 2.0 abnormal abnormal present \n", + "127 127 71.0 60.0 1.015 4.0 0.0 normal normal notpresent \n", + "128 128 52.0 90.0 1.015 4.0 3.0 normal abnormal notpresent \n", + "130 130 50.0 90.0 1.010 2.0 0.0 normal abnormal present \n", + "133 133 70.0 100.0 1.015 4.0 0.0 normal normal notpresent \n", + "144 144 60.0 90.0 1.010 2.0 0.0 abnormal normal notpresent \n", + "147 147 60.0 60.0 1.010 3.0 1.0 normal abnormal present \n", + "153 153 55.0 90.0 1.010 2.0 1.0 abnormal abnormal notpresent \n", + "157 157 62.0 70.0 1.025 3.0 0.0 normal abnormal notpresent \n", + "159 159 59.0 80.0 1.010 1.0 0.0 abnormal normal notpresent \n", + "171 171 83.0 70.0 1.020 3.0 0.0 normal normal notpresent \n", + "176 176 21.0 90.0 1.010 4.0 0.0 normal abnormal present \n", + "181 181 45.0 70.0 1.025 2.0 0.0 normal abnormal present \n", + "189 189 64.0 60.0 1.010 4.0 1.0 abnormal abnormal notpresent \n", + ".. ... ... ... ... ... ... ... ... ... \n", + "368 368 30.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "369 369 75.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "370 370 69.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "371 371 28.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "372 372 72.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "373 373 61.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "374 374 79.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "375 375 70.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "376 376 58.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "377 377 64.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "379 379 62.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "380 380 59.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "382 382 48.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "383 383 80.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "384 384 57.0 60.0 1.020 0.0 0.0 normal normal notpresent \n", + "385 385 63.0 70.0 1.020 0.0 0.0 normal normal notpresent \n", + "386 386 46.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "387 387 15.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "388 388 51.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "389 389 41.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "390 390 52.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "391 391 36.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "392 392 57.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "393 393 43.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "394 394 50.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "395 395 55.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "396 396 42.0 70.0 1.025 0.0 0.0 normal normal notpresent \n", + "397 397 12.0 80.0 1.020 0.0 0.0 normal normal notpresent \n", + "398 398 17.0 60.0 1.025 0.0 0.0 normal normal notpresent \n", + "399 399 58.0 80.0 1.025 0.0 0.0 normal normal notpresent \n", + "\n", + " ba ... pcv wc rc htn dm cad appet pe \\\n", + "3 notpresent ... 32 6700 3.9 yes no no poor yes \n", + "9 notpresent ... 29 12100 3.7 yes yes no poor no \n", + "11 notpresent ... 32 4500 3.8 yes yes no poor yes \n", + "14 present ... 16 11000 2.6 yes yes yes poor yes \n", + "20 notpresent ... 24 9200 3.2 yes yes yes poor yes \n", + "22 notpresent ... 32 6900 3.4 yes no no good no \n", + "27 notpresent ... 37 9600 4.1 yes yes yes good yes \n", + "48 notpresent ... 29 18900 3.5 yes yes no good yes \n", + "58 notpresent ... 33 7200 4.3 yes yes yes good no \n", + "71 notpresent ... 28 14600 3.2 yes yes no good no \n", + "74 notpresent ... 29 6400 3.4 yes no no good no \n", + "76 present ... 36 \\t6200 4 no yes no good yes \n", + "84 notpresent ... 22 3800 2.1 yes no no poor yes \n", + "90 present ... 40 9800 4.2 yes no yes good no \n", + "91 notpresent ... 52 12500 5.6 no no no good no \n", + "92 present ... 33 5600 3.6 yes yes yes good no \n", + "93 notpresent ... 30 7000 3.2 yes yes yes poor no \n", + "127 notpresent ... 35 15200 4.3 yes yes no poor yes \n", + "128 notpresent ... 23 5000 2.9 yes yes no good no \n", + "130 present ... 22 16300 2.7 no no no poor yes \n", + "133 notpresent ... 37 \\t8400 8.0 yes no no good no \n", + "144 notpresent ... 33 10500 4.1 no no no good no \n", + "147 notpresent ... 25 15200 3.0 yes no no poor no \n", + "153 notpresent ... 22 14600 2.9 yes yes no poor yes \n", + "157 notpresent ... 39 7900 3.9 yes yes no good no \n", + "159 notpresent ... 35 10900 4.3 no yes no poor no \n", + "171 notpresent ... 26 12800 3.1 yes no no poor no \n", + "176 present ... 23 12400 3.9 no no no good no \n", + "181 notpresent ... 30 19100 3.7 no no no good no \n", + "189 present ... 29 7500 3.4 yes yes no poor yes \n", + ".. ... ... ... ... ... ... ... ... ... ... \n", + "368 notpresent ... 45 9400 5.9 no no no good no \n", + "369 notpresent ... 46 10300 4.8 no no no good no \n", + "370 notpresent ... 50 9300 5.4 no no no good no \n", + "371 notpresent ... 51 6500 5.0 no no no good no \n", + "372 notpresent ... 52 10500 5.5 no no no good no \n", + "373 notpresent ... 47 9200 4.9 no no no good no \n", + "374 notpresent ... 40 8000 6.4 no no no good no \n", + "375 notpresent ... 48 9700 5.6 no no no good no \n", + "376 notpresent ... 53 9100 5.2 no no no good no \n", + "377 notpresent ... 49 6400 4.8 no no no good no \n", + "379 notpresent ... 50 5400 5.7 no no no good no \n", + "380 notpresent ... 54 6500 4.9 no no no good no \n", + "382 notpresent ... 51 6000 6.5 no no no good no \n", + "383 notpresent ... 49 5100 5.0 no no no good no \n", + "384 notpresent ... 42 11000 4.5 no no no good no \n", + "385 notpresent ... 52 8000 5.1 no no no good no \n", + "386 notpresent ... 43 5700 6.5 no no no good no \n", + "387 notpresent ... 50 6200 5.2 no no no good no \n", + "388 notpresent ... 46 9500 6.4 no no no good no \n", + "389 notpresent ... 52 7200 5.8 no no no good no \n", + "390 notpresent ... 52 6300 5.3 no no no good no \n", + "391 notpresent ... 44 5800 6.3 no no no good no \n", + "392 notpresent ... 46 6600 5.5 no no no good no \n", + "393 notpresent ... 54 7400 5.4 no no no good no \n", + "394 notpresent ... 45 9500 4.6 no no no good no \n", + "395 notpresent ... 47 6700 4.9 no no no good no \n", + "396 notpresent ... 54 7800 6.2 no no no good no \n", + "397 notpresent ... 49 6600 5.4 no no no good no \n", + "398 notpresent ... 51 7200 5.9 no no no good no \n", + "399 notpresent ... 53 6800 6.1 no no no good no \n", + "\n", + " ane classification \n", + "3 yes ckd \n", + "9 yes ckd \n", + "11 no ckd \n", + "14 no ckd \n", + "20 yes ckd \n", + "22 yes ckd \n", + "27 no ckd \n", + "48 no ckd \n", + "58 no ckd \n", + "71 no ckd \n", + "74 no ckd \n", + "76 no ckd \n", + "84 yes ckd \n", + "90 no ckd \n", + "91 no ckd \n", + "92 no ckd \n", + "93 no ckd \n", + "127 no ckd \n", + "128 yes ckd \n", + "130 yes ckd \n", + "133 no ckd \n", + "144 no ckd \n", + "147 yes ckd \n", + "153 yes ckd \n", + "157 no ckd \n", + "159 no ckd \n", + "171 yes ckd \n", + "176 yes ckd \n", + "181 no ckd \n", + "189 no ckd \n", + ".. ... ... \n", + "368 no notckd \n", + "369 no notckd \n", + "370 no notckd \n", + "371 no notckd \n", + "372 no notckd \n", + "373 no notckd \n", + "374 no notckd \n", + "375 no notckd \n", + "376 no notckd \n", + "377 no notckd \n", + "379 no notckd \n", + "380 no notckd \n", + "382 no notckd \n", + "383 no notckd \n", + "384 no notckd \n", + "385 no notckd \n", + "386 no notckd \n", + "387 no notckd \n", + "388 no notckd \n", + "389 no notckd \n", + "390 no notckd \n", + "391 no notckd \n", + "392 no notckd \n", + "393 no notckd \n", + "394 no notckd \n", + "395 no notckd \n", + "396 no notckd \n", + "397 no notckd \n", + "398 no notckd \n", + "399 no notckd \n", + "\n", + "[158 rows x 26 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('Datasets/kidney_disease.csv')\n", + "df\n", + "df.dropna(axis=0, how='any', inplace=True)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's build some color-coded labels; the actual label feature will be removed prior to executing PCA, since it's unsupervised. You're only labeling by color so you can see the effects of PCA:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 117. 70. 380. 157. 173. 95. 264. 253. 163. 129. 133. 76.\n", + " 280. 210. 219. 295. 118. 224. 128. 105. 288. 273. 122. 303.\n", + " 102. 107. 239. 94. 252. 255. 214. 490. 241. 106. 424. 176.\n", + " 140. 82. 119. 99. 121. 131. 91. 98. 104. 132. 97. 111.\n", + " 96. 139. 125. 123. 112. 130. 100. 81. 93. 124. 89. 127.\n", + " 137. 120. 109. 80. 134. 92. 88. 108. 83. 86. 87. 79.\n", + " 74. 78. 113. 75. 85. 114.]\n" + ] + } + ], + "source": [ + "df.wc = pd.to_numeric(df.wc, errors='coerce')\n", + "df.rc = pd.to_numeric(df.rc, errors='coerce')\n", + "df.pcv = pd.to_numeric(df.wc, errors='coerce')\n", + "print df.bgr.unique()\n", + "\n", + "\n", + "labels = ['red' if i=='ckd' else 'green' for i in df.classification]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Use an indexer to select only the following columns: `['bgr','wc','rc']`" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "#df = df[['bgr','wc','rc']]\n", + "df.drop(['id', 'classification'],axis=1, inplace=True)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Either take a look at the dataset's webpage in the attribute info section of UCI's [Chronic Kidney Disease]() page,: https://archive.ics.uci.edu/ml/datasets/Chronic_Kidney_Disease or alternatively, you can actually look at the first few rows of your dataframe using `.head()`. What kind of data type should these three columns be? Compare what you see with the results when you print out your dataframe's `dtypes`.\n", + "\n", + "If Pandas did not properly detect and convert your columns to the data types you expected, use an appropriate command to coerce these features to the right type." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "age float64\n", + "bp float64\n", + "sg float64\n", + "al float64\n", + "su float64\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo float64\n", + "pcv int64\n", + "wc int64\n", + "rc float64\n", + "rbc_abnormal uint8\n", + "rbc_normal uint8\n", + "pc_abnormal uint8\n", + "pc_normal uint8\n", + "pcc_notpresent uint8\n", + "pcc_present uint8\n", + "ba_notpresent uint8\n", + "ba_present uint8\n", + "htn_no uint8\n", + "htn_yes uint8\n", + "dm_no uint8\n", + "dm_yes uint8\n", + "cad_no uint8\n", + "cad_yes uint8\n", + "appet_good uint8\n", + "appet_poor uint8\n", + "pe_no uint8\n", + "pe_yes uint8\n", + "ane_no uint8\n", + "ane_yes uint8\n", + "dtype: object\n" + ] + } + ], + "source": [ + "df = pd.get_dummies(df)\n", + "df.describe()\n", + "print df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PCA Operates based on variance. The variable with the greatest variance will dominate. Examine your data using a command that will check the variance of every feature in your dataset, and then print out the results. Also print out the results of running `.describe` on your dataset.\n", + "\n", + "_Hint:_ If you do not see all three variables: `'bgr'`, `'wc'`, and `'rc'`, then it's likely you probably did not complete the previous step properly." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "age 2.406297e+02\n", + "bp 1.248891e+02\n", + "sg 3.023865e-05\n", + "al 1.996936e+00\n", + "su 6.616141e-01\n", + "bgr 4.217182e+03\n", + "bu 2.246322e+03\n", + "sc 9.471717e+00\n", + "sod 5.609143e+01\n", + "pot 1.208501e+01\n", + "hemo 8.307100e+00\n", + "pcv 9.777380e+06\n", + "wc 9.777380e+06\n", + "rc 1.039104e+00\n", + "rbc_abnormal 1.015883e-01\n", + "rbc_normal 1.015883e-01\n", + "pc_abnormal 1.508103e-01\n", + "pc_normal 1.508103e-01\n", + "pcc_notpresent 8.127066e-02\n", + "pcc_present 8.127066e-02\n", + "ba_notpresent 7.062807e-02\n", + "ba_present 7.062807e-02\n", + "htn_no 1.699589e-01\n", + "htn_yes 1.699589e-01\n", + "dm_no 1.467387e-01\n", + "dm_yes 1.467387e-01\n", + "cad_no 6.518584e-02\n", + "cad_yes 6.518584e-02\n", + "appet_good 1.064662e-01\n", + "appet_poor 1.064662e-01\n", + "pe_no 1.112634e-01\n", + "pe_yes 1.112634e-01\n", + "ane_no 9.159074e-02\n", + "ane_yes 9.159074e-02\n", + "dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "df.var()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Below, we assume your dataframe's variable is named `df`. If it isn't, make the appropriate changes. But do not alter the code in `scaleFeaturesDF()` just yet!" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('New Variances:\\n', age 1.006369\n", + "bp 1.006369\n", + "sg 1.006369\n", + "al 1.006369\n", + "su 1.006369\n", + "bgr 1.006369\n", + "bu 1.006369\n", + "sc 1.006369\n", + "sod 1.006369\n", + "pot 1.006369\n", + "hemo 1.006369\n", + "pcv 1.006369\n", + "wc 1.006369\n", + "rc 1.006369\n", + "rbc_abnormal 1.006369\n", + "rbc_normal 1.006369\n", + "pc_abnormal 1.006369\n", + "pc_normal 1.006369\n", + "pcc_notpresent 1.006369\n", + "pcc_present 1.006369\n", + "ba_notpresent 1.006369\n", + "ba_present 1.006369\n", + "htn_no 1.006369\n", + "htn_yes 1.006369\n", + "dm_no 1.006369\n", + "dm_yes 1.006369\n", + "cad_no 1.006369\n", + "cad_yes 1.006369\n", + "appet_good 1.006369\n", + "appet_poor 1.006369\n", + "pe_no 1.006369\n", + "pe_yes 1.006369\n", + "ane_no 1.006369\n", + "ane_yes 1.006369\n", + "dtype: float64)\n", + "('New Describe:\\n', age bp sg al su \\\n", + "count 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 \n", + "mean 1.032929e-16 7.406171e-16 -1.624580e-15 -7.757508e-16 -2.108018e-18 \n", + "std 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 \n", + "min -2.817246e+00 -2.158952e+00 -2.713365e+00 -5.661221e-01 -3.122333e-01 \n", + "25% -6.669624e-01 -1.261282e+00 2.309247e-02 -5.661221e-01 -3.122333e-01 \n", + "50% 6.057713e-02 5.340564e-01 2.309247e-02 -5.661221e-01 -3.122333e-01 \n", + "75% 6.749439e-01 5.340564e-01 9.352451e-01 1.437770e-01 -3.122333e-01 \n", + "max 2.162358e+00 3.227064e+00 9.352451e-01 2.273474e+00 5.854375e+00 \n", + "\n", + " bgr bu sc sod pot \\\n", + "count 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 \n", + "mean -9.755075e-17 -2.578809e-16 7.869935e-17 8.119384e-16 4.321438e-17 \n", + "std 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 \n", + "min -9.475974e-01 -9.011706e-01 -5.830146e-01 -3.730148e+00 -6.165957e-01 \n", + "25% -5.305059e-01 -5.625116e-01 -4.852266e-01 -5.154386e-01 -2.703085e-01 \n", + "50% -2.447210e-01 -2.767680e-01 -3.548426e-01 2.034626e-02 -3.945044e-02 \n", + "75% 6.306235e-03 -5.981458e-02 -1.918626e-01 6.900774e-01 7.597862e-02 \n", + "max 5.540492e+00 5.427520e+00 4.241194e+00 1.493755e+00 1.222489e+01 \n", + "\n", + " ... dm_no dm_yes cad_no cad_yes \\\n", + "count ... 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 \n", + "mean ... -5.417607e-16 3.478230e-16 8.207218e-16 -3.941994e-16 \n", + "std ... 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 \n", + "min ... -2.154729e+00 -4.640955e-01 -3.655631e+00 -2.735506e-01 \n", + "25% ... 4.640955e-01 -4.640955e-01 2.735506e-01 -2.735506e-01 \n", + "50% ... 4.640955e-01 -4.640955e-01 2.735506e-01 -2.735506e-01 \n", + "75% ... 4.640955e-01 -4.640955e-01 2.735506e-01 -2.735506e-01 \n", + "max ... 4.640955e-01 2.154729e+00 2.735506e-01 3.655631e+00 \n", + "\n", + " appet_good appet_poor pe_no pe_yes ane_no \\\n", + "count 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 1.580000e+02 \n", + "mean 3.913887e-16 -3.927941e-16 -8.291539e-16 8.291539e-16 -1.686415e-16 \n", + "std 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 1.003180e+00 \n", + "min -2.704772e+00 -3.697170e-01 -2.626785e+00 -3.806935e-01 -2.979094e+00 \n", + "25% 3.697170e-01 -3.697170e-01 3.806935e-01 -3.806935e-01 3.356725e-01 \n", + "50% 3.697170e-01 -3.697170e-01 3.806935e-01 -3.806935e-01 3.356725e-01 \n", + "75% 3.697170e-01 -3.697170e-01 3.806935e-01 -3.806935e-01 3.356725e-01 \n", + "max 3.697170e-01 2.704772e+00 3.806935e-01 2.626785e+00 3.356725e-01 \n", + "\n", + " ane_yes \n", + "count 1.580000e+02 \n", + "mean 7.869935e-17 \n", + "std 1.003180e+00 \n", + "min -3.356725e-01 \n", + "25% -3.356725e-01 \n", + "50% -3.356725e-01 \n", + "75% -3.356725e-01 \n", + "max 2.979094e+00 \n", + "\n", + "[8 rows x 34 columns])\n" + ] + } + ], + "source": [ + "# .. your (possible) code adjustment here ..\n", + "if scaleFeatures: df = scaleFeaturesDF(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run PCA on your dataset, reducing it to 2 principal components. Make sure your PCA model is saved in a variable called `'pca'`, and that the results of your transformation are saved in another variable `'T'`:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(158, 2)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "df.describe()\n", + "df.var()\n", + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=2, svd_solver='randomized')\n", + "pca.fit(df)\n", + "T = pca.transform(df)\n", + "df.shape\n", + "T.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, plot the transformed data as a scatter plot. Recall that transforming the data will result in a NumPy NDArray. You can either use MatPlotLib to graph it directly, or you can convert it back to DataFrame and have Pandas do it for you.\n", + "\n", + "Since we've already demonstrated how to plot directly with MatPlotLib in `Module4/assignment1.ipynb`, this time we'll show you how to convert your transformed data back into to a Pandas Dataframe and have Pandas plot it from there." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Features by importance:\\n', [(2.866227982059096, 'ane_no'), (2.866227982059095, 'ane_yes'), (2.6785058442066254, 'bgr'), (2.6137951181222725, 'dm_yes'), (2.6137951181222725, 'dm_no'), (2.5403773866143755, 'hemo'), (2.5135333589924516, 'su'), (2.50492182575621, 'al'), (2.4923108440242805, 'htn_yes'), (2.4923108440242805, 'htn_no'), (2.46561806861714, 'cad_yes'), (2.4656180686171396, 'cad_no'), (2.4412916816454677, 'appet_good'), (2.4412916816454673, 'appet_poor'), (2.384039956422438, 'pc_normal'), (2.3840399564224377, 'pc_abnormal'), (2.380169658326485, 'sc'), (2.35620427279526, 'bu'), (2.3013559261897103, 'sg'), (2.2974698513944327, 'rc'), (2.1563116480364806, 'pe_yes'), (2.1563116480364806, 'pe_no'), (2.123850036442888, 'sod'), (1.9351786694292277, 'rbc_normal'), (1.9351786694292277, 'rbc_abnormal'), (1.9203030169190336, 'pcc_present'), (1.9203030169190332, 'pcc_notpresent'), (1.9157865073287221, 'ba_present'), (1.9157865073287217, 'ba_notpresent'), (1.2413550891976972, 'age'), (1.010310560473839, 'bp'), (0.9552606647102698, 'wc'), (0.9552606647102698, 'pcv'), (0.49304954652230465, 'pot')])\n" + ] + }, + { + "data": { + "image/png": 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eaNHREAyiyzLuzp3RC1k/Ppf3jjuMDiNNg1AI3513XsJohZJS5DuH77//nkWL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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Since we transformed via PCA, we no longer have column names; but we know we\n", + "# are in `principal-component` space, so we'll just define the coordinates accordingly:\n", + "ax = drawVectors(T, pca.components_, df.columns.values, plt, scaleFeatures)\n", + "T = pd.DataFrame(T)\n", + "\n", + "T.columns = ['component1', 'component2']\n", + "T.plot.scatter(x='component1', y='component2', marker='o', c=labels, alpha=0.75, ax=ax)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module4/Module4 - Lab4.ipynb b/Module6/Module4 - Lab4.ipynb old mode 100755 new mode 100644 similarity index 95% rename from Module4/Module4 - Lab4.ipynb rename to Module6/Module4 - Lab4.ipynb index d5ed657..088c9c7 --- a/Module4/Module4 - Lab4.ipynb +++ b/Module6/Module4 - Lab4.ipynb @@ -96,9 +96,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "A `.MAT` file is a MATLAB file type. The faces dataset could have came in through `.png` images, but we'll show you how to do that in another lab. For now, you'll see how to import `.mats`:" ] @@ -145,9 +143,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# .. your code here .." @@ -163,9 +159,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "# .. your code here .." @@ -215,21 +209,21 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 2", "language": "python", - "name": "python3" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.2" + "pygments_lexer": "ipython2", + "version": "2.7.13" }, "toc": { "colors": { diff --git a/Module4/Module4 - Lab1.ipynb b/Module6/Module4 - Lab5.ipynb old mode 100755 new mode 100644 similarity index 54% rename from Module4/Module4 - Lab1.ipynb rename to Module6/Module4 - Lab5.ipynb index d1243db..50059d1 --- a/Module4/Module4 - Lab1.ipynb +++ b/Module6/Module4 - Lab5.ipynb @@ -11,7 +11,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Module4- Lab1" + "## Module4- Lab5" ] }, { @@ -23,11 +23,11 @@ "outputs": [], "source": [ "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib\n", "\n", + "from scipy import misc\n", "from mpl_toolkits.mplot3d import Axes3D\n", - "from plyfile import PlyData, PlyElement" + "import matplotlib\n", + "import matplotlib.pyplot as plt" ] }, { @@ -46,9 +46,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "collapsed": true + }, "source": [ - "Every `100` samples in the dataset, we save `1`. If things run too slow, try increasing this number. If things run too fast, try decreasing it... =)" + "Create a regular Python list (not NDArray) and name it `samples`:" ] }, { @@ -59,7 +61,7 @@ }, "outputs": [], "source": [ - "reduce_factor = 100" + "# .. your code here .." ] }, { @@ -68,7 +70,31 @@ "collapsed": true }, "source": [ - "Load up the scanned armadillo:" + "Code up a for-loop that iterates over the images in the `Datasets/ALOI/32/` folder. Look in the folder first, so you know how the files are organized, and what file number they start from and end at.\n", + "\n", + "Load each `.png` file individually in your for-loop using the instructions provided in the Feature Representation reading. Once loaded, flatten the image into a single-dimensional NDArray and append it to your `samples` list.\n", + "\n", + "**Optional**: You can resample the image down by a factor of two if you have a slower computer. You can also scale the image from `0-255` to `0.0-1.0` if you'd like--doing so shouldn't have any effect on the algorithm's results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Convert `samples` to a DataFrame named `df`:" ] }, { @@ -79,35 +105,34 @@ }, "outputs": [], "source": [ - "plyfile = PlyData.read('Datasets/stanford_armadillo.ply')\n", - "\n", - "armadillo = pd.DataFrame({\n", - " 'x':plyfile['vertex']['z'][::reduce_factor],\n", - " 'y':plyfile['vertex']['x'][::reduce_factor],\n", - " 'z':plyfile['vertex']['y'][::reduce_factor]\n", - "})" + "# .. your code here .." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "collapsed": true + }, "source": [ - "### PCA" + "Import any necessary libraries to perform Isomap here, reduce `df` down to three components and using `K=6` for your neighborhood size:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# .. your code here .." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In the method below, write code to import the libraries required for PCA.\n", - "\n", - "Then, train a PCA model on the passed in `armadillo` dataframe parameter. Lastly, project the armadillo down to the two principal components, by dropping one dimension.\n", - "\n", - "**NOTE-1**: Be sure to RETURN your projected armadillo rather than `None`! This projection will be stored in a NumPy NDArray rather than a Pandas dataframe. This is something Pandas does for you automatically =).\n", - "\n", - "**NOTE-2**: Regarding the `svd_solver` parameter, simply pass that into your PCA model constructor as-is, e.g. `svd_solver=svd_solver`.\n", - "\n", - "For additional details, please read through [Decomposition - PCA](http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html)." + "Create a 2D Scatter plot to graph your manifold. You can use either `'o'` or `'.'` as your marker. Graph the first two isomap components:" ] }, { @@ -118,17 +143,14 @@ }, "outputs": [], "source": [ - "def do_PCA(armadillo, svd_solver):\n", - " # .. your code here ..\n", - " \n", - " return None" + "# .. your code here .." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Preview the Data" + "Chart a 3D Scatter plot to graph your manifold. You can use either `'o'` or `'.'` as your marker:" ] }, { @@ -139,23 +161,32 @@ }, "outputs": [], "source": [ - "# Render the Original Armadillo\n", - "\n", - "fig = plt.figure()\n", - "ax = fig.add_subplot(111, projection='3d')\n", - "\n", - "ax.set_title('Armadillo 3D')\n", - "ax.set_xlabel('X')\n", - "ax.set_ylabel('Y')\n", - "ax.set_zlabel('Z')\n", - "ax.scatter(armadillo.x, armadillo.y, armadillo.z, c='green', marker='.', alpha=0.75)" + "# .. your code here .." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Time Execution Speeds" + "Answer the first two lab questions!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create another for loop. This time it should iterate over all the images in the `Datasets/ALOI/32_i` directory. Just like last time, load up each image, process them the way you did previously, and append them into your existing `samples` list:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." ] }, { @@ -164,25 +195,27 @@ "collapsed": true }, "source": [ - "Let's see how long it takes PCA to execute:" + "Convert `samples` to a DataFrame named `df`:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ - "%timeit pca = do_PCA(armadillo, 'full')" + "# .. your code here .." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "collapsed": true + }, "source": [ - "Render the newly transformed PCA armadillo!" + "Import any necessary libraries to perform Isomap here, reduce `df` down to three components and using `K=6` for your neighborhood size:" ] }, { @@ -193,51 +226,43 @@ }, "outputs": [], "source": [ - "fig = plt.figure()\n", - "ax = fig.add_subplot(111)\n", - "ax.set_title('Full PCA')\n", - "ax.scatter(pca[:,0], pca[:,1], c='blue', marker='.', alpha=0.75)\n", - "plt.show()" + "# .. your code here .." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's also take a look at the speed of the randomized solver on the same dataset. It might be faster, it might be slower, or it might take exactly the same amount of time to execute:" + "Create a 2D Scatter plot to graph your manifold. You can use either `'o'` or `'.'` as your marker. Graph the first two isomap components:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ - "%timeit rpca = do_PCA(armadillo, 'randomized')" + "# .. your code here .." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's see what the results look like:" + "Chart a 3D Scatter plot to graph your manifold. You can use either `'o'` or `'.'` as your marker:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ - "fig = plt.figure()\n", - "ax = fig.add_subplot(111)\n", - "ax.set_title('Randomized PCA')\n", - "ax.scatter(rpca[:,0], rpca[:,1], c='red', marker='.', alpha=0.75)\n", - "plt.show()" + "# .. your code here .." ] }, { diff --git a/Module6/Module5 - Lab1.ipynb b/Module6/Module5 - Lab1.ipynb new file mode 100644 index 0000000..c98034f --- /dev/null +++ b/Module6/Module5 - Lab1.ipynb @@ -0,0 +1,442 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab1" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Start by importing whatever you need to import in order to make this lab work:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "from scipy import misc\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "from sklearn import manifold\n", + "from scipy import misc\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### How to Get The Dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "1. Open up the City of Chicago's [Open Data | Crimes](https://data.cityofchicago.org/Public-Safety/Crimes-2001-to-present/ijzp-q8t2) page.\n", + "1. In the `Primary Type` column, click on the `Menu` button next to the info button, and select `Filter This Column`. It might take a second for the filter option to show up, since it has to load the entire list first.\n", + "1. Scroll down to `GAMBLING`\n", + "1. Click the light blue `Export` button next to the `Filter` button, and select `Download As CSV`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that you have th dataset stored as a CSV, load it up being careful to double check headers, as per usual:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " ID Case Number Date Block IUCR \\\n", + "0 4647776 HM172874 02/09/2006 10:29:07 PM 075XX S COLFAX AVE 1661 \n", + "1 4649196 HM157167 02/01/2006 12:30:27 PM 038XX W FERDINAND ST 1661 \n", + "2 4649661 HM159623 02/02/2006 07:02:12 PM 050XX W SUPERIOR ST 1661 \n", + "3 4650448 HM158020 02/01/2006 08:13:00 PM 056XX W WASHINGTON BLVD 1661 \n", + "4 4650940 HM156984 02/01/2006 10:10:00 AM 015XX W 72ND ST 1661 \n", + "\n", + " Primary Type Description Location Description Arrest Domestic \\\n", + "0 GAMBLING GAME/DICE SIDEWALK True False \n", + "1 GAMBLING GAME/DICE SIDEWALK True False \n", + "2 GAMBLING GAME/DICE SIDEWALK True False \n", + "3 GAMBLING GAME/DICE RESIDENCE PORCH/HALLWAY True False \n", + "4 GAMBLING GAME/DICE SIDEWALK True False \n", + "\n", + " ... Ward Community Area FBI Code \\\n", + "0 ... 7.0 43.0 19 \n", + "1 ... 27.0 23.0 19 \n", + "2 ... 28.0 25.0 19 \n", + "3 ... 29.0 25.0 19 \n", + "4 ... 17.0 67.0 19 \n", + "\n", + " X Coordinate Y Coordinate Year Updated On Latitude \\\n", + "0 1194833.0 1855572.0 2006 04/15/2016 08:55:02 AM 41.758607 \n", + "1 1150871.0 1903067.0 2006 04/15/2016 08:55:02 AM 41.889909 \n", + "2 1142605.0 1904502.0 2006 04/15/2016 08:55:02 AM 41.894005 \n", + "3 1138430.0 1900175.0 2006 04/15/2016 08:55:02 AM 41.882208 \n", + "4 1167231.0 1856980.0 2006 04/15/2016 08:55:02 AM 41.763106 \n", + "\n", + " Longitude Location \n", + "0 -87.561511 (41.758607126, -87.561510616) \n", + "1 -87.721389 (41.889909247, -87.721389051) \n", + "2 -87.751710 (41.89400481, -87.751710086) \n", + "3 -87.767149 (41.882207608, -87.767148598) \n", + "4 -87.662629 (41.763105901, -87.66262925) \n", + "\n", + "[5 rows x 22 columns]\n", + "(14163, 22)\n" + ] + } + ], + "source": [ + "df = pd.read_csv('Datasets/Crimes.csv')\n", + "print df.head(5)\n", + "print df.shape\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get rid of any _rows_ that have nans in them:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12948, 22)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dropna(inplace=True)\n", + "df.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the `dtypes` of your dset:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "ID int64\n", + "Case Number object\n", + "Date object\n", + "Block object\n", + "IUCR int64\n", + "Primary Type object\n", + "Description object\n", + "Location Description object\n", + "Arrest bool\n", + "Domestic bool\n", + "Beat int64\n", + "District int64\n", + "Ward float64\n", + "Community Area float64\n", + "FBI Code int64\n", + "X Coordinate float64\n", + "Y Coordinate float64\n", + "Year int64\n", + "Updated On object\n", + "Latitude float64\n", + "Longitude float64\n", + "Location object\n", + "dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Coerce the `Date` feature (which is currently a string object) into real date, and confirm by displaying the `dtypes` again. This might be a slow executing process..." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(12948, 22)\n", + "ID int64\n", + "Case Number object\n", + "Date datetime64[ns]\n", + "Block object\n", + "IUCR int64\n", + "Primary Type object\n", + "Description object\n", + "Location Description object\n", + "Arrest bool\n", + "Domestic bool\n", + "Beat int64\n", + "District int64\n", + "Ward float64\n", + "Community Area float64\n", + "FBI Code int64\n", + "X Coordinate float64\n", + "Y Coordinate float64\n", + "Year int64\n", + "Updated On object\n", + "Latitude float64\n", + "Longitude float64\n", + "Location object\n", + "dtype: object\n" + ] + } + ], + "source": [ + "df.Date = pd.to_datetime(df.Date, errors='coerce')\n", + "print df.shape\n", + "print df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def doKMeans(df):\n", + " # Let's plot your data with a '.' marker, a 0.3 alpha at the Longitude,\n", + " # and Latitude locations in your dataset. Longitude = x, Latitude = y\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(df.Longitude, df.Latitude, marker='.', alpha=0.3)\n", + "\n", + " \n", + " # TODO: Filter `df` using indexing so it only contains Longitude and Latitude,\n", + " # since the remaining columns aren't really applicable for this lab:\n", + " #\n", + " # .. your code here ..\n", + " dfx = df[['Longitude','Latitude']]\n", + "\n", + " # TODO: Use K-Means to try and find seven cluster centers in this df.\n", + " # Be sure to name your kmeans model `model` so that the printing works.\n", + " #\n", + " # .. your code here ..\n", + " model = KMeans(n_clusters=7)\n", + " model.fit(dfx)\n", + "\n", + " # Now we can print and plot the centroids:\n", + " centroids = model.cluster_centers_\n", + " print(centroids)\n", + " ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-87.75687567 41.89341021]\n", + " [-87.61949959 41.80341014]\n", + " [-87.68497554 41.98182473]\n", + " [-87.63118403 41.69669539]\n", + " [-87.58254038 41.75261037]\n", + " [-87.70958615 41.87816558]\n", + " [-87.66475088 41.77279056]]\n" + ] + }, + { + "data": { + "image/png": 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gx2G3gqQawVWvOSvktjOZyHFgIEZb0MXWjiB944mqoN6zubV63+UWn6t8rw6r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dOc9lbk7Bufo4qvMolnL8kz0TpHI6AcVBZ4PCZDKHAJxWCx0BZVGBm3utuccO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G56JJYikjTwOmxEksaM7o9ep41w0iBlKJLm/NFs3wJOCySzYLfk1hA8TgsWhGKPA7tFGAonMbJZ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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Print & Plot your data\n", + "doKMeans(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Filter out the data so that it only contains samples that have a `Date > '2011-01-01'`, using indexing. Then, in a new figure, plot the crime incidents, as well as a new K-Means run's centroids." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# .. your code here ..\n", + "df = df[df.Date >'2011-01-01']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-87.71055944 41.87540405]\n", + " [-87.6192204 41.79170346]\n", + " [-87.66507508 41.77574427]\n", + " [-87.58020249 41.75070687]\n", + " [-87.68654787 41.98439273]\n", + " [-87.75476194 41.88992448]\n", + " [-87.63502649 41.70555602]]\n" + ] + }, + { + "data": { + "image/png": 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0VHlKfpS9VKZUKabVKi4PShDWIUMhjb97vY+TwQh2q4WbmyuAXCXvaCSJ1SLI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\nRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Print & Plot your data\n", + "doKMeans(df)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module5/Module5 - Lab10.ipynb b/Module6/Module5 - Lab10.ipynb old mode 100755 new mode 100644 similarity index 56% rename from Module5/Module5 - Lab10.ipynb rename to Module6/Module5 - Lab10.ipynb index bdab2af..be7ddf5 --- a/Module5/Module5 - Lab10.ipynb +++ b/Module6/Module5 - Lab10.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -64,22 +64,21 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "Play with this. This is how much of the audio file will be provided, in percent. The remaining percent of the file will be generated via linear extrapolation." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "Provided_Portion = 0.25" + "Provided_Portion = 0.25\n", + "sample_rate = 8000" ] }, { @@ -109,13 +108,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "zero = []" ] }, { @@ -127,20 +126,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "for i in range(0,50):\n", + " w = wavfile.read('Datasets/recordings/0_jackson_'+str(i)+'.wav')\n", + " zero.append(w[1])" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "Just for a second, convert zero into a DataFrame. When you do so, set the `dtype` to `np.int16`, since the input audio files are 16 bits per sample. If you don't know how to do this, read up on the docs here: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html\n", "\n", @@ -149,13 +148,53 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 0 1 2 3 4 5 6 7 8 9 ... 4077 \\\n", + "0 -369 -431 -475 -543 -571 -557 -528 -455 -394 -305 ... 2475 \n", + "1 -311 -91 -140 -182 -271 -68 -235 -359 -129 -198 ... -122 \n", + "2 -361 -226 -238 -478 -425 -395 -663 -879 -726 -997 ... -141 \n", + "3 323 338 357 388 381 393 391 378 348 313 ... 1323 \n", + "4 -302 -312 -103 -305 -145 -339 12 -433 -141 -189 ... 189 \n", + "\n", + " 4078 4079 4080 4081 4082 4083 4084 4085 4086 \n", + "0 2500 2331 1786 1057 358 158 -108 -402 -884 \n", + "1 -207 -266 -276 -316 -359 -396 -422 -462 -460 \n", + "2 -83 0 71 165 284 325 378 416 438 \n", + "3 1321 1211 827 292 -244 -779 -1241 -1369 -1229 \n", + "4 211 189 134 150 224 265 313 328 327 \n", + "\n", + "[5 rows x 4087 columns]\n", + " 0 1 2 3 4 5 6 7 8 9 ... 4077 \\\n", + "0 -369 -431 -475 -543 -571 -557 -528 -455 -394 -305 ... 2475 \n", + "1 -311 -91 -140 -182 -271 -68 -235 -359 -129 -198 ... -122 \n", + "2 -361 -226 -238 -478 -425 -395 -663 -879 -726 -997 ... -141 \n", + "3 323 338 357 388 381 393 391 378 348 313 ... 1323 \n", + "4 -302 -312 -103 -305 -145 -339 12 -433 -141 -189 ... 189 \n", + "\n", + " 4078 4079 4080 4081 4082 4083 4084 4085 4086 \n", + "0 2500 2331 1786 1057 358 158 -108 -402 -884 \n", + "1 -207 -266 -276 -316 -359 -396 -422 -462 -460 \n", + "2 -83 0 71 165 284 325 378 416 438 \n", + "3 1321 1211 827 292 -244 -779 -1241 -1369 -1229 \n", + "4 211 189 134 150 224 265 313 328 327 \n", + "\n", + "[5 rows x 4087 columns]\n", + "(50, 4087)\n" + ] + } + ], + "source": [ + "zero = pd.DataFrame(zero, dtype=np.int16)\n", + "print zero.head()\n", + "zero.dropna(axis=1,inplace=True) \n", + "print zero.head()\n", + "print zero.shape" ] }, { @@ -169,13 +208,27 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('n_audio_samples', 4087)\n" + ] + } + ], + "source": [ + "#x.dropna(axis=1,inplace=True) \n", + "n_audio_samples = len(zero.columns)\n", + "print('n_audio_samples',n_audio_samples)\n", + "#x = x.values\n", + "\n", + "#for s in range(0,len(x)):\n", + " \n", + "# print(np.unique(pd.isnull(x.loc[s])))\n", + "# print(len(x.loc[s]))\n" ] }, { @@ -187,13 +240,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "from sklearn import linear_model\n", + "model = linear_model.LinearRegression()" ] }, { @@ -205,18 +259,26 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('rng: ', )\n", + "('random_idx: ', 47)\n" + ] + } + ], "source": [ "# Leave this line alone until you've submitted your lab:\n", "rng = check_random_state(7)\n", - "\n", "random_idx = rng.randint(zero.shape[0])\n", - "test = zero[random_idx]\n", - "train = np.delete(zero, [random_idx], axis=0)" + "print('random_idx: ', random_idx)\n", + "test = zero.loc[random_idx]\n", + "#train = np.delete(zero, [random_idx], axis=0)\n", + "train = zero.drop(zero.index[random_idx])" ] }, { @@ -232,13 +294,72 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 -258\n", + "1 -479\n", + "2 577\n", + "3 -604\n", + "4 296\n", + "5 -545\n", + "6 43\n", + "7 123\n", + "8 -74\n", + "9 275\n", + "10 -6\n", + "11 42\n", + "12 -135\n", + "13 70\n", + "14 -751\n", + "15 -74\n", + "16 -15\n", + "17 -949\n", + "18 -154\n", + "19 -648\n", + "20 -188\n", + "21 726\n", + "22 58\n", + "23 -503\n", + "24 4\n", + "25 46\n", + "26 -6\n", + "27 -291\n", + "28 -633\n", + "29 -659\n", + "30 -298\n", + "31 -604\n", + "32 -28\n", + "33 -348\n", + "34 -358\n", + "35 -360\n", + "36 68\n", + "37 60\n", + "38 -546\n", + "39 -123\n", + "40 11\n", + "41 531\n", + "42 -967\n", + "43 39\n", + "44 668\n", + "45 -1090\n", + "46 -180\n", + "47 -706\n", + "48 826\n", + "49 125\n", + "Name: 47, dtype: int16\n", + "('test: ', (4087,))\n", + "('train: ', (49, 4087))\n" + ] + } + ], + "source": [ + "print('test: ',test.shape)\n", + "print('train: ',train.shape)" ] }, { @@ -258,13 +379,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "wavfile.write('Original Test Clip.wav', sample_rate, test)" + "wavfile.write('Original Test Clip.wav', sample_rate, test.values)" ] }, { @@ -276,20 +397,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1022,)\n", + "(3065,)\n", + "True\n" + ] + } + ], + "source": [ + "x_test = test.loc[:Provided_Portion*n_audio_samples]\n", + "y_test = test.loc[Provided_Portion*n_audio_samples:]\n", + "print x_test.shape\n", + "print y_test.shape\n", + "print len(x_test) + len(y_test) == n_audio_samples" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "If the first `Provided_Portion` * `n_audio_samples` features were stored in `X_test`, then we need to also grab the _remaining_ audio features and store them in `y_test`. With the remaining features stored in there, we will be able to R^2 \"score\" how well our algorithm did in completing the sound file." ] @@ -317,13 +448,74 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 -100\n", + "1 9\n", + "2 5207\n", + "3 9428\n", + "4 -6257\n", + "5 -9864\n", + "6 -2254\n", + "7 4893\n", + "8 4229\n", + "9 -5130\n", + "10 -4900\n", + "11 9560\n", + "12 -8652\n", + "13 9797\n", + "14 -1827\n", + "15 6248\n", + "16 -1657\n", + "17 -13687\n", + "18 -501\n", + "19 4334\n", + "20 -5091\n", + "21 -2653\n", + "22 1820\n", + "23 6169\n", + "24 -1593\n", + "25 4437\n", + "26 7119\n", + "27 -6532\n", + "28 6727\n", + "29 3284\n", + "30 1008\n", + "31 2475\n", + "32 -1376\n", + "33 160\n", + "34 -1905\n", + "35 -3149\n", + "36 -456\n", + "37 1821\n", + "38 2119\n", + "39 -6556\n", + "40 -2440\n", + "41 -762\n", + "42 2593\n", + "43 1259\n", + "44 416\n", + "45 210\n", + "46 -1415\n", + "48 -1075\n", + "49 -3580\n", + "Name: 1234, dtype: int16\n", + "(49, 1022)\n", + "(49, 3065)\n" + ] + } + ], + "source": [ + "x_train = train.loc[:,:Provided_Portion*n_audio_samples]\n", + "y_train = train.loc[:,Provided_Portion*n_audio_samples:]\n", + "print x_train.shape\n", + "print y_train.shape\n", + "#print len(x_train) + len(y_train) == n_audio_samples" ] }, { @@ -359,13 +551,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# .. your code here .." + "model.fit(x_train,y_train)" ] }, { @@ -377,13 +578,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ferrywlto/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:1: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], "source": [ - "# .. your code here .." + "y_test_prediction = model.predict(x_test.reshape(1,-1))" ] }, { @@ -395,9 +603,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -413,22 +621,35 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ferrywlto/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:1: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], "source": [ - "# .. your code here .." + "score = model.score(x_test.reshape(1,-1), y_test.reshape(1,-1))" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Extrapolation R^2 Score: ', 0.0)\n" + ] + } + ], "source": [ "print(\"Extrapolation R^2 Score: \", score)" ] @@ -442,13 +663,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "completed_clip = np.hstack((X_test, y_test_prediction))\n", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ferrywlto/anaconda/lib/python2.7/site-packages/ipykernel_launcher.py:1: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + } + ], + "source": [ + "completed_clip = np.hstack((x_test.reshape(1,-1), y_test_prediction))\n", "wavfile.write('Extrapolated Clip.wav', sample_rate, completed_clip[0])" ] }, @@ -472,7 +700,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -486,7 +714,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.2" }, "toc": { "colors": { diff --git a/Module6/Module5 - Lab2.ipynb b/Module6/Module5 - Lab2.ipynb new file mode 100644 index 0000000..dfa67cb --- /dev/null +++ b/Module6/Module5 - Lab2.ipynb @@ -0,0 +1,3114 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab2" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Start by importing whatever you need to import in order to make this lab work:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "from scipy import misc\n", + "#from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "#from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "#for ISOMap...\n", + "#from sklearn import manifold\n", + "#if need to load file...\n", + "#from scipy import misc\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### CDRs" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "A [call detail record](https://en.wikipedia.org/wiki/Call_detail_record) (CDR) is a data record produced by a telephone exchange or other telecommunications equipment that documents the details of a telephone call or other telecommunications transaction (e.g., text message) that passes through that facility or device.\n", + "\n", + "The record contains various attributes of the call, such as time, duration, completion status, source number, and destination number. It is the automated equivalent of the paper toll tickets that were written and timed by operators for long-distance calls in a manual telephone exchange.\n", + "\n", + "The dataset we've curated for you contains call records for 10 people, tracked over the course of 3 years. Your job in this assignment is to find out where each of these people likely live and where they work at!\n", + "\n", + "Start by loading up the dataset and taking a peek at its head. You can convert date-strings to real date-time objects using `pd.to_datetime`, and the times using `pd.to_timedelta`:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " In Out Direction CallDate CallTime DOW \\\n", + "0 4638472273 2666307251 Incoming 2010-12-25 07:16:24.736813 Sat \n", + "\n", + " Duration TowerID TowerLat TowerLon \n", + "0 0:02:41.741499 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 -96.709417 \n", + "(53188, 10)\n", + "In int64\n", + "Out int64\n", + "Direction object\n", + "CallDate datetime64[ns]\n", + "CallTime timedelta64[ns]\n", + "DOW object\n", + "Duration timedelta64[ns]\n", + "TowerID object\n", + "TowerLat float64\n", + "TowerLon float64\n", + "dtype: object\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "df = pd.read_csv('Datasets/CDR.csv')\n", + "print df.head(1)\n", + "print df.shape\n", + "\n", + "\n", + "df.CallDate = pd.to_datetime(df.CallDate)\n", + "df.CallTime = pd.to_timedelta(df.CallTime)\n", + "df.Duration = pd.to_timedelta(df.Duration)\n", + "print df.dtypes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a distinct list of `In` phone numbers (people) and store the values in a regular python list. Make sure the numbers appear in your list in the same order they appear in your dataframe; but only keep a single copy of each number. [This link](https://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.tolist.html) might also be helpful." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[4638472273 1559410755 4931532174 2419930464 1884182865 3688089071\n", + " 4555003213 2068627935 2894365987 8549533077]\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "print df.In.unique()\n", + "srcPhones = df.In.unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a slice named `user1` that filters to _only_ include dataset records where the `In` feature (user's phone number) is equal to the first number on your unique list above, i.e., the very first number in the dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4638472273\n", + "4638472273\n", + "1559410755\n", + "4931532174\n", + "2419930464\n", + "1884182865\n", + "3688089071\n", + "4555003213\n", + "2068627935\n", + "2894365987\n", + "8549533077\n", + "[ In Out Direction CallDate CallTime DOW \\\n", + "0 4638472273 2666307251 Incoming 2010-12-25 07:16:24.736813 Sat \n", + "1 4638472273 1755442610 Incoming 2010-12-25 21:18:30.053710 Sat \n", + "2 4638472273 5481755331 Incoming 2010-12-25 14:52:42.878016 Sat \n", + "3 4638472273 1755442610 Incoming 2010-12-25 16:02:09.001913 Sat \n", + "4 4638472273 2145623768 Incoming 2010-12-25 15:28:35.028554 Sat \n", + "5 4638472273 2946222380 Incoming 2010-12-25 11:38:17.275327 Sat \n", + "6 4638472273 7841019020 Missed 2010-12-25 10:38:35.924232 Sat \n", + "71 4638472273 5912117253 Incoming 2010-12-26 14:34:27.530327 Sun \n", + "72 4638472273 2145623768 Incoming 2010-12-26 20:45:00.306964 Sun \n", + "73 4638472273 4551601645 Missed 2010-12-26 16:03:43.841914 Sun \n", + "74 4638472273 6250348072 Incoming 2010-12-26 18:30:28.968794 Sun \n", + "75 4638472273 8180005891 Incoming 2010-12-26 19:19:23.380844 Sun \n", + "76 4638472273 7922223441 Missed 2010-12-26 20:10:13.924779 Sun \n", + "77 4638472273 5481755331 Incoming 2010-12-26 16:01:49.310880 Sun \n", + "78 4638472273 5912117253 Incoming 2010-12-26 18:29:45.558560 Sun \n", + "161 4638472273 5912117253 Missed 2010-12-27 18:41:14.639828 Mon \n", + "194 4638472273 4217121115 Incoming 2010-12-28 21:36:14.190286 Tue \n", + "195 4638472273 6022767590 Incoming 2010-12-28 19:57:19.501140 Tue \n", + "196 4638472273 5621270003 Incoming 2010-12-28 17:10:15.465881 Tue \n", + "197 4638472273 5481755331 Incoming 2010-12-28 16:20:11.532130 Tue \n", + "198 4638472273 7756914135 Incoming 2010-12-28 19:41:43.122708 Tue \n", + "199 4638472273 6150928001 Incoming 2010-12-28 18:05:51.247679 Tue \n", + "200 4638472273 8180005891 Incoming 2010-12-28 15:27:51.105337 Tue \n", + "201 4638472273 6022767590 Missed 2010-12-28 20:43:50.766312 Tue \n", + "245 4638472273 2666307251 Incoming 2010-12-29 18:20:56.628554 Wed \n", + "246 4638472273 8068555700 Missed 2010-12-29 17:59:50.895586 Wed \n", + "247 4638472273 4551601645 Incoming 2010-12-29 19:16:16.463142 Wed \n", + "248 4638472273 8180005891 Missed 2010-12-29 09:13:35.198987 Wed \n", + "249 4638472273 2145623768 Incoming 2010-12-29 06:02:11.319738 Wed \n", + "250 4638472273 8068555700 Incoming 2010-12-29 13:54:14.724722 Wed \n", + "... ... ... ... ... ... ... \n", + "52881 4638472273 7922223441 Incoming 2013-02-22 16:55:07.961312 Fri \n", + "52882 4638472273 7756914135 Missed 2013-02-22 19:37:10.037669 Fri \n", + "52883 4638472273 8068555700 Incoming 2013-02-22 09:55:01.616595 Fri \n", + "52958 4638472273 4551601645 Missed 2013-02-23 15:20:11.273893 Sat \n", + "52959 4638472273 8068555700 Incoming 2013-02-23 15:00:49.133445 Sat \n", + "52960 4638472273 2145623768 Incoming 2013-02-23 08:55:50.559529 Sat \n", + "52961 4638472273 2666307251 Incoming 2013-02-23 10:38:12.502505 Sat \n", + "52962 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Missed 2013-02-25 07:58:03.056474 Mon \n", + "53091 4638472273 6150928001 Missed 2013-02-25 16:55:01.129212 Mon \n", + "53092 4638472273 5621270003 Missed 2013-02-25 17:46:00.315633 Mon \n", + "53138 4638472273 8068555700 Incoming 2013-02-26 07:28:38.486982 Tue \n", + "53139 4638472273 8068555700 Missed 2013-02-26 20:29:37.809287 Tue \n", + "53140 4638472273 2666307251 Missed 2013-02-26 11:26:01.888502 Tue \n", + "53141 4638472273 2145623768 Missed 2013-02-26 17:32:18.776276 Tue \n", + "53142 4638472273 4551601645 Incoming 2013-02-26 19:12:44.730636 Tue \n", + "53143 4638472273 7721472178 Incoming 2013-02-26 07:50:41.435642 Tue \n", + "53144 4638472273 6150928001 Incoming 2013-02-26 07:49:56.273334 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "0 00:02:41.741499 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "1 00:02:47.108750 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "2 00:04:35.356341 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "3 00:02:23.498499 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "4 00:03:54.692497 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "5 00:03:06.670355 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "6 00:02:02.855268 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "71 00:06:34.154104 84844bb1-1d36-4401-abf4-a3c566c07630 32.895833 \n", + "72 00:03:35.283608 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "73 00:04:15.182895 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "74 00:02:52.395467 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "75 00:03:45.783299 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "76 00:02:49.402318 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "77 00:05:32.498983 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "78 00:02:57.914809 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "161 00:00:20.304073 09756fb6-223f-43e9-9402-9b90c7048639 32.805667 \n", + "194 00:05:56.080785 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "195 00:02:38.219371 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "196 00:01:56.250335 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "197 00:03:56.069765 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "198 00:05:08.460490 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "199 00:04:13.034708 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "200 00:03:30.047757 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "201 00:03:23.651369 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "245 00:03:55.018670 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "246 00:03:40.818226 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "247 00:04:20.380243 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "248 00:02:10.574446 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "249 00:04:34.436752 9baa92e7-e990-4e9e-8c0a-4c17cb4ecc7c 32.731611 \n", + "250 00:03:31.297111 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "... ... ... ... \n", + "52881 00:01:19.307088 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52882 00:01:58.418414 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "52883 00:06:24.099736 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "52958 00:02:53.462583 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52959 00:02:27.015023 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52960 00:02:25.942647 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "52961 00:05:23.225719 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52962 00:04:55.466350 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52963 00:04:20.339683 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52964 00:02:21.278138 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52965 00:03:19.757526 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53022 00:02:19.285474 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53023 00:00:04.908620 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53024 00:02:26.051783 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "53084 00:02:31.170958 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "53085 00:03:28.390952 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "53086 00:06:07.663294 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53087 00:04:43.358791 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "53088 00:04:18.145216 f3f289f5-7d29-4d3f-9b9a-a0ceaca10a1d 32.750556 \n", + "53089 00:05:11.214264 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "53090 00:02:24.582661 66e6ccbb-cdf0-4a1a-9d20-7e53e311fc33 32.911583 \n", + "53091 00:02:48.163010 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "53092 00:04:06.424354 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "53138 00:03:51.307727 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "53139 00:03:25.016193 8ba7e0d7-eb6e-4828-9c70-c469954a627d 32.731611 \n", + "53140 00:03:08.177065 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "53141 00:02:30.823459 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "53142 00:03:42.954201 8fb02570-fb3f-4381-be74-3e1accf87ec5 32.750556 \n", + "53143 00:04:04.460385 e78826ad-45b0-45d4-90ec-4776d73f1d8e 32.864167 \n", + "53144 00:01:35.016406 b0320962-e409-487a-a435-e33ba8123768 32.881111 \n", + "\n", + " TowerLon \n", + "0 -96.709417 \n", + "1 -96.709500 \n", + "2 -96.910389 \n", + "3 -96.910389 \n", + "4 -96.910389 \n", + "5 -96.910389 \n", + "6 -96.910389 \n", + "71 -96.901944 \n", + "72 -96.709417 \n", + "73 -96.910389 \n", + "74 -96.709500 \n", + "75 -96.709500 \n", + "76 -96.709417 \n", + "77 -96.910389 \n", + "78 -96.742528 \n", + "161 -96.796667 \n", + "194 -96.709417 \n", + "195 -96.709417 \n", + "196 -96.910389 \n", + "197 -96.910389 \n", + "198 -96.709417 \n", + "199 -96.742528 \n", + "200 -96.910389 \n", + "201 -96.709500 \n", + "245 -96.742528 \n", + "246 -96.910389 \n", + "247 -96.709417 \n", + "248 -96.910389 \n", + "249 -96.709417 \n", + "250 -96.910389 \n", + "... ... \n", + "52881 -96.910389 \n", + "52882 -96.709500 \n", + "52883 -96.910389 \n", + "52958 -96.910389 \n", + "52959 -96.910389 \n", + "52960 -96.910389 \n", + "52961 -96.910389 \n", + "52962 -96.910389 \n", + "52963 -96.910389 \n", + "52964 -96.910389 \n", + "52965 -96.910389 \n", + "53022 -96.910389 \n", + "53023 -96.910389 \n", + "53024 -96.709417 \n", + "53084 -96.709500 \n", + "53085 -96.910389 \n", + "53086 -96.910389 \n", + "53087 -96.910389 \n", + "53088 -96.694722 \n", + "53089 -96.910389 \n", + "53090 -96.892222 \n", + "53091 -96.910389 \n", + "53092 -96.910389 \n", + "53138 -96.709500 \n", + "53139 -96.709417 \n", + "53140 -96.910389 \n", + "53141 -96.910389 \n", + "53142 -96.694722 \n", + "53143 -96.836944 \n", + "53144 -96.856389 \n", + "\n", + "[3648 rows x 10 columns], In Out Direction CallDate CallTime DOW \\\n", + "7 1559410755 6092528894 Missed 2010-12-25 15:15:56.502972 Sat \n", + "8 1559410755 6092528894 Incoming 2010-12-25 20:15:19.667734 Sat \n", + "9 1559410755 8125446700 Missed 2010-12-25 10:01:02.162977 Sat \n", + "10 1559410755 5452154622 Incoming 2010-12-25 19:57:00.050868 Sat \n", + "11 1559410755 1747156055 Incoming 2010-12-25 10:08:39.978468 Sat \n", + "12 1559410755 8484043137 Incoming 2010-12-25 20:57:01.994902 Sat \n", + "13 1559410755 4182819078 Incoming 2010-12-25 17:35:08.626059 Sat \n", + "14 1559410755 8484043137 Incoming 2010-12-25 09:07:13.394117 Sat \n", + "15 1559410755 6448594093 Missed 2010-12-25 15:07:17.355913 Sat \n", + "16 1559410755 7137960738 Incoming 2010-12-25 19:18:03.939869 Sat \n", + "17 1559410755 6092528894 Incoming 2010-12-25 18:10:29.499063 Sat \n", + "18 1559410755 7823046796 Incoming 2010-12-25 20:20:55.897851 Sat \n", + "19 1559410755 8484043137 Incoming 2010-12-25 13:59:57.222163 Sat \n", + "20 1559410755 1146268309 Incoming 2010-12-25 19:10:22.023712 Sat \n", + "21 1559410755 6092528894 Incoming 2010-12-25 18:50:44.661851 Sat \n", + "22 1559410755 4182819078 Incoming 2010-12-25 09:08:03.428833 Sat \n", + "23 1559410755 4091221367 Missed 2010-12-25 11:04:34.187041 Sat \n", + "24 1559410755 8484043137 Incoming 2010-12-25 15:31:12.565107 Sat \n", + "25 1559410755 908094484 Missed 2010-12-25 10:33:06.279349 Sat \n", + "26 1559410755 8125446700 Incoming 2010-12-25 15:07:22.132763 Sat \n", + "27 1559410755 908094484 Incoming 2010-12-25 09:58:24.802820 Sat \n", + "28 1559410755 6948482470 Incoming 2010-12-25 15:16:01.409637 Sat \n", + "29 1559410755 6448594093 Missed 2010-12-25 14:35:05.402468 Sat \n", + "30 1559410755 7823046796 Missed 2010-12-25 20:58:35.405883 Sat \n", + "31 1559410755 8125446700 Incoming 2010-12-25 18:09:48.563566 Sat \n", + "32 1559410755 4182819078 Missed 2010-12-25 09:25:04.653709 Sat \n", + "33 1559410755 4091221367 Incoming 2010-12-25 11:24:20.418287 Sat \n", + "79 1559410755 4182819078 Missed 2010-12-26 10:30:52.547035 Sun \n", + "80 1559410755 1146268309 Incoming 2010-12-26 09:48:06.494704 Sun \n", + "81 1559410755 1146268309 Missed 2010-12-26 14:23:00.512762 Sun \n", + "... ... ... ... ... ... ... \n", + "52989 1559410755 5452154622 Incoming 2013-02-23 06:47:49.471323 Sat \n", + "53025 1559410755 6092528894 Incoming 2013-02-24 09:00:07.429594 Sun \n", + "53026 1559410755 8484043137 Incoming 2013-02-24 16:24:12.878211 Sun \n", + "53027 1559410755 7818412902 Missed 2013-02-24 11:12:30.139268 Sun \n", + "53028 1559410755 6948482470 Missed 2013-02-24 15:14:42.697501 Sun \n", + "53029 1559410755 7137960738 Incoming 2013-02-24 15:08:15.618928 Sun \n", + "53030 1559410755 7137960738 Missed 2013-02-24 08:36:04.432181 Sun \n", + "53031 1559410755 6448594093 Missed 2013-02-24 15:15:19.658685 Sun \n", + "53032 1559410755 8484043137 Incoming 2013-02-24 11:37:51.662648 Sun \n", + "53033 1559410755 5452154622 Missed 2013-02-24 07:42:03.219042 Sun \n", + "53093 1559410755 6403295440 Incoming 2013-02-25 18:45:58.102760 Mon \n", + "53094 1559410755 8205293065 Missed 2013-02-25 21:26:37.300661 Mon \n", + "53095 1559410755 6448594093 Incoming 2013-02-25 07:58:24.121449 Mon \n", + "53096 1559410755 6448594093 Incoming 2013-02-25 20:09:02.978387 Mon \n", + "53097 1559410755 7137960738 Incoming 2013-02-25 18:41:55.418308 Mon \n", + "53098 1559410755 7823046796 Incoming 2013-02-25 19:17:56.259328 Mon \n", + "53099 1559410755 8205293065 Missed 2013-02-25 20:52:57.951089 Mon \n", + "53100 1559410755 6092528894 Incoming 2013-02-25 17:50:29.377269 Mon \n", + "53101 1559410755 8125446700 Incoming 2013-02-25 20:45:32.447896 Mon \n", + "53102 1559410755 6948482470 Missed 2013-02-25 20:18:38.701726 Mon \n", + "53103 1559410755 1838211416 Missed 2013-02-25 17:59:37.864406 Mon \n", + "53104 1559410755 7818412902 Incoming 2013-02-25 09:07:17.054859 Mon \n", + "53105 1559410755 4091221367 Incoming 2013-02-25 19:19:31.896615 Mon \n", + "53106 1559410755 1800600371 Incoming 2013-02-25 19:05:41.464587 Mon \n", + "53107 1559410755 6092528894 Incoming 2013-02-25 19:41:14.809238 Mon \n", + "53108 1559410755 1800600371 Incoming 2013-02-25 17:46:08.332211 Mon \n", + "53145 1559410755 8205293065 Incoming 2013-02-26 11:56:56.004194 Tue \n", + "53146 1559410755 908094484 Incoming 2013-02-26 19:04:31.208093 Tue \n", + "53147 1559410755 7823046796 Missed 2013-02-26 16:29:06.281820 Tue \n", + "53148 1559410755 1838211416 Missed 2013-02-26 17:46:42.045101 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "7 00:11:52.952187 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "8 00:11:52.951080 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "9 00:14:11.046844 07dec2d7-b5d1-410d-8879-ecf7385af719 32.696083 \n", + "10 00:14:40.319677 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "11 00:12:06.826578 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "12 00:14:10.485012 1cffcc44-1c60-4ca2-9a37-d3862bbe9702 32.870972 \n", + "13 00:14:14.315459 d4e84085-292b-4fcb-bdc1-9813ca24e696 32.696083 \n", + "14 00:13:46.403655 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "15 00:10:20.644213 73900a57-7f0f-46e8-a30b-aa84828eee40 32.695556 \n", + "16 00:10:42.917630 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 32.870972 \n", + "17 00:11:46.267819 e3572de6-38e5-4e79-978d-f42e6da3f4ec 32.870944 \n", + "18 00:14:10.927430 da558347-0be4-401a-ab65-f19d136e2542 32.870972 \n", + "19 00:13:05.952562 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "20 00:15:30.281001 245134b4-96ca-455e-a5dc-2b5777c00d62 32.870944 \n", + "21 00:12:47.949262 3adc057c-4ec8-44b7-bf6b-7b1c4fe9a99a 32.870972 \n", + "22 00:11:57.944291 5fcc412a-14ac-4ee2-8fb2-86353c7b5750 32.695556 \n", + "23 00:12:28.672306 4a5bbfd1-8f33-4b5a-8f67-ffb4a3ff4c10 32.696722 \n", + "24 00:12:38.137818 0b8b52af-9b05-42bf-808c-f840d5aa56a0 32.696083 \n", + "25 00:14:03.738197 b4319acf-b475-4c3e-a2e0-03b2dd2daf9e 32.696722 \n", + "26 00:12:10.513156 0a5847f3-01e3-48fa-8774-fea5b715bf99 32.695583 \n", + "27 00:13:18.939423 07dec2d7-b5d1-410d-8879-ecf7385af719 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32.696722 \n", + "53028 00:04:10.318347 73900a57-7f0f-46e8-a30b-aa84828eee40 32.695556 \n", + "53029 00:05:21.570853 d549ba1d-03b9-4ac1-a867-657355614b73 32.695861 \n", + "53030 00:04:11.592057 d4e84085-292b-4fcb-bdc1-9813ca24e696 32.696083 \n", + "53031 00:04:00.304162 d4e84085-292b-4fcb-bdc1-9813ca24e696 32.696083 \n", + "53032 00:04:42.466950 07dec2d7-b5d1-410d-8879-ecf7385af719 32.696083 \n", + "53033 00:04:45.609979 7e4553c7-a297-4bb1-9895-7e493dbba748 32.767306 \n", + "53093 00:08:27.429967 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 32.870972 \n", + "53094 00:07:21.854860 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 32.870972 \n", + "53095 00:06:53.926205 695a9517-a0dc-42e3-820d-9253fdfea0ac 32.718611 \n", + "53096 00:06:19.988188 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "53097 00:07:24.793416 3bebad35-335c-4d69-b796-8d10d7466f8a 32.871111 \n", + "53098 00:09:39.732651 f958754c-3d55-47c4-8236-50b964a7b997 32.870972 \n", + "53099 00:06:20.882951 8b54cc68-bb4d-4baf-b824-4cd1ba67bfb0 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Wed \n", + "52810 4931532174 9740768788 Incoming 2013-02-20 13:02:27.898460 Wed \n", + "52811 4931532174 2158132197 Incoming 2013-02-20 18:52:15.164919 Wed \n", + "52812 4931532174 2158132197 Incoming 2013-02-20 09:38:19.487239 Wed \n", + "52849 4931532174 709471711 Incoming 2013-02-21 19:06:36.914381 Thr \n", + "52850 4931532174 8431307967 Missed 2013-02-21 19:27:59.673100 Thr \n", + "52902 4931532174 3961837349 Missed 2013-02-22 16:28:56.700976 Fri \n", + "52903 4931532174 2616773189 Incoming 2013-02-22 06:46:35.332897 Fri \n", + "52904 4931532174 3961837349 Incoming 2013-02-22 19:16:49.583321 Fri \n", + "52905 4931532174 6252935569 Incoming 2013-02-22 19:06:12.634699 Fri \n", + "52990 4931532174 349302212 Incoming 2013-02-23 15:42:16.785918 Sat \n", + "52991 4931532174 2158132197 Missed 2013-02-23 09:45:50.818947 Sat \n", + "53034 4931532174 1549730301 Incoming 2013-02-24 19:16:16.400833 Sun \n", + "53035 4931532174 709471711 Incoming 2013-02-24 07:40:00.978613 Sun \n", + "53036 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Tue \n", + "233 2419930464 7221421093 Missed 2010-12-28 18:06:47.788542 Tue \n", + "234 2419930464 2585664903 Missed 2010-12-28 17:42:07.545231 Tue \n", + "338 2419930464 2986775149 Missed 2010-12-30 10:33:35.146996 Thr \n", + "339 2419930464 4137542386 Incoming 2010-12-30 18:45:04.041299 Thr \n", + "340 2419930464 7221421093 Missed 2010-12-30 07:43:56.865479 Thr \n", + "341 2419930464 3311266310 Incoming 2010-12-30 08:06:21.604243 Thr \n", + "342 2419930464 1504605209 Missed 2010-12-30 20:38:14.962826 Thr \n", + "343 2419930464 5614111006 Incoming 2010-12-30 07:41:20.472496 Thr \n", + "420 2419930464 7865710565 Incoming 2010-12-31 08:52:51.782304 Fri \n", + "421 2419930464 9723159439 Incoming 2010-12-31 19:35:11.355892 Fri \n", + "422 2419930464 1614977118 Incoming 2010-12-31 07:16:03.103975 Fri \n", + "423 2419930464 4915349279 Incoming 2010-12-31 08:09:32.265410 Fri \n", + "424 2419930464 1614977118 Incoming 2010-12-31 08:25:38.663199 Fri \n", + "495 2419930464 4137542386 Incoming 2011-01-01 21:12:01.231644 Sat \n", + "496 2419930464 9723159439 Incoming 2011-01-01 17:08:03.117101 Sat \n", + "563 2419930464 1504605209 Incoming 2011-01-02 16:42:00.105599 Sun \n", + "564 2419930464 5614111006 Missed 2011-01-02 09:07:27.626460 Sun \n", + "650 2419930464 4827630640 Incoming 2011-01-03 22:06:35.944403 Mon \n", + "651 2419930464 7221421093 Incoming 2011-01-03 08:33:15.665019 Mon \n", + "652 2419930464 2986775149 Missed 2011-01-03 20:12:40.080116 Mon \n", + "... ... ... ... ... ... ... \n", + "52380 2419930464 2986775149 Incoming 2013-02-14 19:52:39.003372 Thr \n", + "52381 2419930464 2986775149 Incoming 2013-02-14 08:53:02.019285 Thr \n", + "52519 2419930464 4883521441 Incoming 2013-02-16 16:22:43.190643 Sat \n", + "52520 2419930464 1504605209 Missed 2013-02-16 20:43:29.281676 Sat \n", + "52598 2419930464 2388457146 Incoming 2013-02-17 14:24:28.445840 Sun \n", + "52599 2419930464 393947362 Missed 2013-02-17 08:56:58.786412 Sun \n", + "52600 2419930464 4915349279 Incoming 2013-02-17 13:44:29.394456 Sun \n", + "52601 2419930464 2986775149 Incoming 2013-02-17 20:13:26.717310 Sun \n", + "52691 2419930464 4137542386 Incoming 2013-02-18 22:01:17.877211 Mon \n", + "52692 2419930464 9773355476 Missed 2013-02-18 18:28:12.269802 Mon \n", + "52749 2419930464 1614977118 Incoming 2013-02-19 08:01:03.574068 Tue \n", + "52750 2419930464 2585664903 Incoming 2013-02-19 07:18:12.554182 Tue \n", + "52851 2419930464 4137542386 Incoming 2013-02-21 16:55:10.714476 Thr \n", + "52852 2419930464 7221421093 Missed 2013-02-21 18:26:01.763819 Thr \n", + "52853 2419930464 7865710565 Incoming 2013-02-21 11:04:50.809830 Thr \n", + "52854 2419930464 2633589480 Missed 2013-02-21 07:25:37.614712 Thr \n", + "52906 2419930464 5614111006 Incoming 2013-02-22 18:12:12.516906 Fri \n", + "52907 2419930464 3572301394 Incoming 2013-02-22 16:56:22.139757 Fri \n", + "52908 2419930464 2388457146 Missed 2013-02-22 07:44:21.554057 Fri \n", + "52992 2419930464 4109028818 Incoming 2013-02-23 09:45:12.570564 Sat \n", + "52993 2419930464 2633589480 Missed 2013-02-23 14:24:42.425787 Sat \n", + "52994 2419930464 3311266310 Incoming 2013-02-23 22:23:53.002835 Sat \n", + "53037 2419930464 3311266310 Missed 2013-02-24 14:18:45.127285 Sun \n", + "53038 2419930464 5614111006 Incoming 2013-02-24 09:07:01.020219 Sun \n", + "53109 2419930464 4915349279 Incoming 2013-02-25 18:46:33.957521 Mon \n", + "53110 2419930464 4827630640 Missed 2013-02-25 18:55:48.112923 Mon \n", + "53111 2419930464 3572301394 Incoming 2013-02-25 10:48:47.605719 Mon \n", + "53112 2419930464 4883521441 Missed 2013-02-25 06:45:39.105387 Mon \n", + "53113 2419930464 3572301394 Incoming 2013-02-25 08:11:39.017449 Mon \n", + "53149 2419930464 3782597031 Incoming 2013-02-26 18:45:13.937576 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "39 00:01:16.035366 845cc8b7-4671-4d8a-abdc-69e46bf5a237 32.846944 \n", + "40 00:00:53.517772 a9fff0cf-b6ca-4f94-ad74-c9da6d9f394e 32.847528 \n", + "111 00:03:22.616210 845cc8b7-4671-4d8a-abdc-69e46bf5a237 32.846944 \n", + "112 00:02:18.198288 85675262-c514-4a77-b4a6-8506a7b75b72 32.846722 \n", + "113 00:02:06.996563 bc444700-5d6f-40f7-88ba-aca775116fca 32.853778 \n", + "114 00:04:13.732455 2cb9119d-db0f-4097-851c-1e5e4716de85 32.861222 \n", + "229 00:00:46.275147 36270f42-e169-42a0-8817-96fb6e5a44ee 32.846944 \n", + "230 00:03:50.032412 36270f42-e169-42a0-8817-96fb6e5a44ee 32.846944 \n", + "231 00:02:27.360605 845cc8b7-4671-4d8a-abdc-69e46bf5a237 32.846944 \n", + "232 00:04:19.340213 35a5c789-e4c8-4935-be2f-073cf6e04013 32.853778 \n", + "233 00:02:02.922151 452e501b-840f-45e1-a093-a771e0494f19 32.846722 \n", + "234 00:03:41.970748 4c029e25-657c-476e-8918-ac4cb0f1152f 32.853611 \n", + "338 00:03:29.354519 0b82a190-74be-41e7-9276-5eadfbf86096 32.853778 \n", + "339 00:02:06.486020 845cc8b7-4671-4d8a-abdc-69e46bf5a237 32.846944 \n", + "340 00:02:09.602580 8157b83e-e987-4d46-99d6-e3be50e187f3 32.853611 \n", + "341 00:03:02.746730 506f134a-06e4-4b21-91f6-ce99f73d05f0 32.853778 \n", + "342 00:03:34.174997 58445cb1-533e-406d-83a1-3e80f3874e83 32.836944 \n", + "343 00:04:28.212235 452e501b-840f-45e1-a093-a771e0494f19 32.846722 \n", + "420 00:01:11.460844 79c3cc27-d77a-45b4-a097-21bccd10ed0e 32.853611 \n", + "421 00:02:50.681040 a9fff0cf-b6ca-4f94-ad74-c9da6d9f394e 32.847528 \n", + "422 00:01:29.861171 54e52f05-827e-4b80-a8f8-63e66b387ad1 32.846722 \n", + "423 00:01:58.311322 8e25afbe-adc8-4978-bea7-3fec62722266 32.853778 \n", + "424 00:01:52.982308 0b82a190-74be-41e7-9276-5eadfbf86096 32.853778 \n", + "495 00:02:50.348506 845cc8b7-4671-4d8a-abdc-69e46bf5a237 32.846944 \n", + "496 00:00:49.604210 0b82a190-74be-41e7-9276-5eadfbf86096 32.853778 \n", + "563 00:02:12.392307 4c029e25-657c-476e-8918-ac4cb0f1152f 32.853611 \n", + "564 00:01:09.270279 8157b83e-e987-4d46-99d6-e3be50e187f3 32.853611 \n", + "650 00:04:55.551785 845cc8b7-4671-4d8a-abdc-69e46bf5a237 32.846944 \n", + "651 00:04:22.197519 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CallDate CallTime DOW \\\n", + "41 1884182865 831624281 Incoming 2010-12-25 19:07:33.780104 Sat \n", + "42 1884182865 8351322879 Incoming 2010-12-25 18:48:15.009494 Sat \n", + "43 1884182865 9879762520 Incoming 2010-12-25 10:19:13.812844 Sat \n", + "44 1884182865 8351322879 Incoming 2010-12-25 19:46:23.143294 Sat \n", + "115 1884182865 159066337 Missed 2010-12-26 09:54:36.900599 Sun \n", + "116 1884182865 4247940650 Incoming 2010-12-26 17:56:02.185109 Sun \n", + "117 1884182865 3714673967 Incoming 2010-12-26 06:54:03.020183 Sun \n", + "118 1884182865 4430074767 Missed 2010-12-26 15:50:28.483157 Sun \n", + "173 1884182865 831624281 Missed 2010-12-27 22:29:53.473949 Mon \n", + "174 1884182865 101528167 Missed 2010-12-27 19:40:53.566127 Mon \n", + "175 1884182865 831624281 Incoming 2010-12-27 09:21:41.797931 Mon \n", + "176 1884182865 159066337 Incoming 2010-12-27 20:08:39.229394 Mon \n", + "177 1884182865 8351322879 Missed 2010-12-27 07:09:26.504262 Mon \n", + "235 1884182865 3869862577 Incoming 2010-12-28 07:56:55.770866 Tue \n", + "236 1884182865 3869862577 Incoming 2010-12-28 20:40:46.168127 Tue \n", + "237 1884182865 4430074767 Missed 2010-12-28 20:40:13.720607 Tue \n", + "238 1884182865 3180476284 Missed 2010-12-28 19:57:12.614559 Tue \n", + "263 1884182865 9879762520 Incoming 2010-12-29 16:55:58.917644 Wed \n", + "344 1884182865 8284006278 Incoming 2010-12-30 19:06:17.299185 Thr \n", + "345 1884182865 7618806843 Incoming 2010-12-30 10:54:40.632785 Thr \n", + "346 1884182865 831624281 Missed 2010-12-30 19:23:06.524429 Thr \n", + "347 1884182865 159066337 Incoming 2010-12-30 08:07:52.909000 Thr \n", + "348 1884182865 6704873131 Missed 2010-12-30 08:27:58.416207 Thr \n", + "349 1884182865 7618806843 Incoming 2010-12-30 10:19:40.368236 Thr \n", + "425 1884182865 831624281 Incoming 2010-12-31 08:18:21.161375 Fri \n", + "426 1884182865 4430074767 Missed 2010-12-31 19:12:02.573014 Fri \n", + "497 1884182865 6704873131 Missed 2011-01-01 09:51:10.978286 Sat \n", + "498 1884182865 3869862577 Incoming 2011-01-01 15:38:46.974195 Sat \n", + "499 1884182865 3180476284 Incoming 2011-01-01 14:39:48.291698 Sat \n", + "500 1884182865 4430074767 Incoming 2011-01-01 19:53:50.441770 Sat \n", + "... ... ... ... ... ... ... \n", + "52451 1884182865 7614288131 Missed 2013-02-15 06:49:24.840112 Fri \n", + "52452 1884182865 7618806843 Missed 2013-02-15 19:22:16.073480 Fri \n", + "52521 1884182865 8351322879 Incoming 2013-02-16 19:45:18.662535 Sat \n", + "52522 1884182865 3714673967 Incoming 2013-02-16 14:22:54.170962 Sat \n", + "52523 1884182865 9879762520 Missed 2013-02-16 15:55:28.819743 Sat \n", + "52602 1884182865 9025692082 Incoming 2013-02-17 15:09:57.939078 Sun \n", + "52603 1884182865 7456008703 Incoming 2013-02-17 19:43:22.664012 Sun \n", + "52604 1884182865 7614288131 Missed 2013-02-17 15:26:08.999633 Sun \n", + "52605 1884182865 9879762520 Incoming 2013-02-17 15:41:57.319516 Sun \n", + "52693 1884182865 9025692082 Incoming 2013-02-18 11:54:41.772645 Mon \n", + "52751 1884182865 4247940650 Incoming 2013-02-19 08:41:28.970271 Tue \n", + "52752 1884182865 8351322879 Incoming 2013-02-19 12:35:55.426914 Tue \n", + "52753 1884182865 4247940650 Missed 2013-02-19 08:25:45.766285 Tue \n", + "52813 1884182865 9182268408 Incoming 2013-02-20 07:28:02.543429 Wed \n", + "52855 1884182865 7456008703 Incoming 2013-02-21 13:53:17.755699 Thr \n", + "52856 1884182865 8284006278 Incoming 2013-02-21 07:47:10.386164 Thr \n", + "52909 1884182865 7456008703 Missed 2013-02-22 18:56:24.436861 Fri \n", + "52910 1884182865 3714673967 Missed 2013-02-22 08:16:52.459179 Fri \n", + "52911 1884182865 8284006278 Incoming 2013-02-22 19:20:07.143489 Fri \n", + "52995 1884182865 920892360 Incoming 2013-02-23 20:56:33.315610 Sat \n", + "52996 1884182865 3714673967 Incoming 2013-02-23 20:32:15.143485 Sat \n", + "53039 1884182865 8284006278 Incoming 2013-02-24 10:23:08.397230 Sun \n", + "53040 1884182865 6525536997 Incoming 2013-02-24 20:59:01.937331 Sun \n", + "53041 1884182865 8351322879 Missed 2013-02-24 09:50:00.046542 Sun \n", + "53042 1884182865 7456008703 Incoming 2013-02-24 19:39:02.050932 Sun \n", + "53043 1884182865 4430074767 Incoming 2013-02-24 09:37:34.532717 Sun \n", + "53114 1884182865 920892360 Incoming 2013-02-25 18:13:43.312586 Mon \n", + "53115 1884182865 4430074767 Missed 2013-02-25 11:44:16.775609 Mon \n", + "53116 1884182865 101528167 Incoming 2013-02-25 18:20:19.086988 Mon \n", + "53117 1884182865 8351322879 Incoming 2013-02-25 08:08:54.470910 Mon \n", + "\n", + " Duration TowerID TowerLat \\\n", + "41 00:04:17.744050 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "42 00:02:51.048270 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "43 00:01:18.897063 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "44 00:02:55.369389 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "115 00:02:29.033808 fd58e4aa-8df2-4a3d-999b-c809a7131329 32.922722 \n", + "116 00:02:37.312106 11ce3f17-828e-4288-9b3e-077448076217 32.922722 \n", + "117 00:02:54.075624 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "118 00:02:38.373899 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "173 00:02:41.378032 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "174 00:00:33.905067 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "175 00:02:14.201523 4ee91811-4c12-4dad-9167-36d69ae97534 32.922722 \n", + "176 00:00:27.000279 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "177 00:03:42.271056 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "235 00:02:48.055672 b470d4f4-992c-41fe-8b55-6a5f9062110f 32.917333 \n", + "236 00:01:16.336591 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "237 00:03:33.348821 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "238 00:02:21.330012 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "263 00:00:34.632062 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "344 00:02:52.662917 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "345 00:02:21.543024 4ee91811-4c12-4dad-9167-36d69ae97534 32.922722 \n", + "346 00:02:42.349361 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "347 00:03:26.829235 259b0e31-303a-4f99-b6ec-d5f50471493c 32.922722 \n", + "348 00:03:24.755277 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "349 00:03:49.644313 fd58e4aa-8df2-4a3d-999b-c809a7131329 32.922722 \n", + "425 00:00:05.513744 bf5466e7-854a-4256-9123-83d99240b480 32.922722 \n", + "426 00:00:56.599137 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "497 00:01:55.440162 7fbc813f-8192-44b0-b4be-9a62013f16ef 32.922722 \n", + "498 00:02:38.472524 591ff0a0-3042-4fca-87ec-9871436c3e26 32.922722 \n", + "499 00:01:41.006349 bf5466e7-854a-4256-9123-83d99240b480 32.922722 \n", + "500 00:02:35.646454 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "... ... ... ... \n", + "52451 00:04:14.350317 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "52452 00:01:16.045289 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "52521 00:01:20.550764 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "52522 00:00:54.019715 7354e78b-e8e6-49df-bd75-64a9ebd4f6f1 32.922722 \n", + "52523 00:01:05.837242 bf5466e7-854a-4256-9123-83d99240b480 32.922722 \n", + "52602 00:02:12.877157 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "52603 00:00:24.728520 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "52604 00:00:25.917024 b0057c38-8fee-4a87-a987-487f0fc244e8 32.922722 \n", + "52605 00:00:56.176291 b0057c38-8fee-4a87-a987-487f0fc244e8 32.922722 \n", + "52693 00:00:07.205635 7354e78b-e8e6-49df-bd75-64a9ebd4f6f1 32.922722 \n", + "52751 00:00:31.026352 fd58e4aa-8df2-4a3d-999b-c809a7131329 32.922722 \n", + "52752 00:00:47.588565 591ff0a0-3042-4fca-87ec-9871436c3e26 32.922722 \n", + "52753 00:01:24.581026 4ee91811-4c12-4dad-9167-36d69ae97534 32.922722 \n", + "52813 00:01:16.912452 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "52855 00:01:50.049936 11ce3f17-828e-4288-9b3e-077448076217 32.922722 \n", + "52856 00:00:07.176841 11ce3f17-828e-4288-9b3e-077448076217 32.922722 \n", + "52909 00:00:12.677096 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "52910 00:01:12.062334 7354e78b-e8e6-49df-bd75-64a9ebd4f6f1 32.922722 \n", + "52911 00:00:42.474934 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "52995 00:01:23.735948 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "52996 00:01:29.193175 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "53039 00:01:36.486635 586a35ff-faa4-4a6c-a298-e18959604c23 32.917222 \n", + "53040 00:02:34.643477 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "53041 00:01:07.789666 b470d4f4-992c-41fe-8b55-6a5f9062110f 32.917333 \n", + "53042 00:02:52.662992 c95ef0ab-91e5-41e6-937c-5e18b7dce5a5 32.875000 \n", + "53043 00:00:56.999922 bf5466e7-854a-4256-9123-83d99240b480 32.922722 \n", + "53114 00:00:43.059963 3ab22780-7a75-4ca3-839a-901b1e331c3a 32.909167 \n", + "53115 00:01:50.222080 259b0e31-303a-4f99-b6ec-d5f50471493c 32.922722 \n", + "53116 00:02:46.052748 0176e316-a9f5-420c-a305-629b87905344 32.909167 \n", + "53117 00:02:21.141110 11ce3f17-828e-4288-9b3e-077448076217 32.922722 \n", + "\n", + " TowerLon \n", + "41 -96.730278 \n", + "42 -96.730278 \n", + "43 -96.760833 \n", + "44 -96.730278 \n", + "115 -96.757194 \n", + "116 -96.757194 \n", + "117 -96.730278 \n", + "118 -96.760833 \n", + "173 -96.730278 \n", + "174 -96.730278 \n", + "175 -96.757194 \n", + "176 -96.730278 \n", + "177 -96.730278 \n", + "235 -96.759694 \n", + "236 -96.730278 \n", + "237 -96.730278 \n", + "238 -96.730278 \n", + "263 -96.760833 \n", + "344 -96.730278 \n", + "345 -96.757194 \n", + "346 -96.730278 \n", + "347 -96.757194 \n", + "348 -96.760833 \n", + "349 -96.757194 \n", + "425 -96.757194 \n", + "426 -96.730278 \n", + "497 -96.757194 \n", + "498 -96.757194 \n", + "499 -96.757194 \n", + "500 -96.730278 \n", + "... ... \n", + "52451 -96.730278 \n", + "52452 -96.730278 \n", + "52521 -96.730278 \n", + "52522 -96.757194 \n", + "52523 -96.757194 \n", + "52602 -96.760833 \n", + "52603 -96.730278 \n", + "52604 -96.757194 \n", + "52605 -96.757194 \n", + "52693 -96.757194 \n", + "52751 -96.757194 \n", + "52752 -96.757194 \n", + "52753 -96.757194 \n", + "52813 -96.730278 \n", + "52855 -96.757194 \n", + "52856 -96.757194 \n", + "52909 -96.730278 \n", + "52910 -96.757194 \n", + "52911 -96.730278 \n", + "52995 -96.730278 \n", + "52996 -96.730278 \n", + "53039 -96.760833 \n", + "53040 -96.730278 \n", + "53041 -96.759694 \n", + "53042 -96.730278 \n", + "53043 -96.757194 \n", + "53114 -96.741944 \n", + "53115 -96.757194 \n", + "53116 -96.741944 \n", + "53117 -96.757194 \n", + "\n", + "[2865 rows x 10 columns], In Out Direction CallDate CallTime DOW \\\n", + "45 3688089071 6661300452 Missed 2010-12-25 13:55:08.638772 Sat \n", + "119 3688089071 8164694031 Incoming 2010-12-26 20:06:23.735831 Sun \n", + "178 3688089071 3302955590 Incoming 2010-12-27 18:32:47.735010 Mon \n", + "179 3688089071 2446674193 Incoming 2010-12-27 21:05:55.121377 Mon \n", + "239 3688089071 6773103168 Missed 2010-12-28 07:46:21.602064 Tue \n", + "240 3688089071 7796058876 Missed 2010-12-28 21:07:34.105785 Tue \n", + "241 3688089071 2461548074 Incoming 2010-12-28 07:02:32.386352 Tue \n", + "264 3688089071 6773103168 Incoming 2010-12-29 22:36:23.720478 Wed \n", + "350 3688089071 5044743266 Incoming 2010-12-30 06:30:46.074429 Thr \n", + "351 3688089071 8414220939 Incoming 2010-12-30 08:55:15.960383 Thr \n", + "427 3688089071 8181394602 Missed 2010-12-31 16:39:36.799915 Fri \n", + "428 3688089071 8164694031 Incoming 2010-12-31 07:54:12.910977 Fri \n", + "429 3688089071 2446674193 Missed 2010-12-31 10:58:41.823539 Fri \n", + "430 3688089071 8181394602 Missed 2010-12-31 20:00:02.583463 Fri \n", + "501 3688089071 3916193304 Missed 2011-01-01 15:23:49.943178 Sat \n", + "502 3688089071 1006566938 Incoming 2011-01-01 10:06:18.369841 Sat \n", + "503 3688089071 3969523103 Incoming 2011-01-01 19:07:22.588046 Sat \n", + "567 3688089071 2446674193 Incoming 2011-01-02 09:57:41.239585 Sun \n", + "662 3688089071 7796058876 Incoming 2011-01-03 21:33:21.013864 Mon \n", + "791 3688089071 2461548074 Incoming 2011-01-05 08:21:05.197797 Wed \n", + "792 3688089071 7145716173 Incoming 2011-01-05 09:10:35.063914 Wed \n", + "793 3688089071 6472766127 Incoming 2011-01-05 15:31:20.864573 Wed \n", + "846 3688089071 6661300452 Incoming 2011-01-06 08:35:29.627865 Thr \n", + "847 3688089071 5549982238 Incoming 2011-01-06 18:14:32.848364 Thr \n", + "977 3688089071 3916193304 Missed 2011-01-08 10:16:41.300119 Sat \n", + "1034 3688089071 6661300452 Missed 2011-01-09 15:19:38.704182 Sun \n", + "1035 3688089071 8414220939 Incoming 2011-01-09 13:20:49.188141 Sun \n", + "1036 3688089071 8181394602 Missed 2011-01-09 14:37:39.951846 Sun \n", + "1037 3688089071 3719400425 Incoming 2011-01-09 10:16:15.084058 Sun \n", + "1128 3688089071 9698723291 Incoming 2011-01-10 17:34:44.089129 Mon \n", + "... ... ... ... ... ... ... \n", + "52453 3688089071 8164694031 Incoming 2013-02-15 08:13:21.754561 Fri \n", + "52454 3688089071 3302955590 Incoming 2013-02-15 06:15:01.525538 Fri \n", + "52524 3688089071 8164694031 Incoming 2013-02-16 07:24:57.402037 Sat \n", + "52525 3688089071 2446674193 Missed 2013-02-16 10:58:05.690154 Sat \n", + "52526 3688089071 1006566938 Missed 2013-02-16 16:20:43.619504 Sat \n", + "52527 3688089071 8164694031 Incoming 2013-02-16 14:19:46.825254 Sat \n", + "52606 3688089071 7796058876 Incoming 2013-02-17 15:18:05.962975 Sun \n", + "52607 3688089071 3969523103 Missed 2013-02-17 10:45:57.351099 Sun \n", + "52608 3688089071 6773103168 Incoming 2013-02-17 10:27:57.543197 Sun \n", + "52609 3688089071 5549982238 Missed 2013-02-17 09:54:04.706396 Sun \n", + "52754 3688089071 6773103168 Incoming 2013-02-19 18:46:17.416766 Tue \n", + "52755 3688089071 2446674193 Incoming 2013-02-19 17:41:35.202339 Tue \n", + "52814 3688089071 8164694031 Incoming 2013-02-20 07:56:10.445613 Wed \n", + "52857 3688089071 7796058876 Incoming 2013-02-21 18:07:33.715480 Thr \n", + "52858 3688089071 2461548074 Incoming 2013-02-21 08:24:32.985301 Thr \n", + "52859 3688089071 7796058876 Incoming 2013-02-21 08:10:12.313903 Thr \n", + "52860 3688089071 8181394602 Missed 2013-02-21 13:41:03.231603 Thr \n", + "52912 3688089071 8164694031 Incoming 2013-02-22 08:34:56.784302 Fri \n", + "52913 3688089071 1936569047 Incoming 2013-02-22 08:28:38.715319 Fri \n", + "52914 3688089071 2461548074 Incoming 2013-02-22 18:05:42.168826 Fri \n", + "52997 3688089071 6773103168 Missed 2013-02-23 09:15:35.110139 Sat \n", + "52998 3688089071 2654286942 Incoming 2013-02-23 16:36:37.361101 Sat \n", + "53044 3688089071 7796058876 Incoming 2013-02-24 19:54:52.003428 Sun \n", + "53045 3688089071 2446674193 Incoming 2013-02-24 14:39:31.521742 Sun \n", + "53046 3688089071 6773103168 Incoming 2013-02-24 15:00:49.213480 Sun \n", + "53047 3688089071 3302955590 Incoming 2013-02-24 20:25:14.169289 Sun \n", + "53118 3688089071 3969523103 Incoming 2013-02-25 19:13:17.940098 Mon \n", + "53119 3688089071 5044743266 Incoming 2013-02-25 08:44:21.811188 Mon \n", + "53150 3688089071 2654286942 Incoming 2013-02-26 17:00:32.458201 Tue \n", + "53151 3688089071 3719400425 Incoming 2013-02-26 19:28:23.419066 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "45 00:01:39.223750 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "119 00:00:57.982782 55a7fcf1-8f7b-450f-a332-9f5de4c8b37d 32.770833 \n", + "178 00:00:03.217551 4706b572-28c4-4252-891f-aa372c9e13de 32.778250 \n", + "179 00:04:21.718884 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "239 00:04:32.220826 a565cbba-0d3a-48f1-9e8b-d4adfc70c216 32.812333 \n", + "240 00:03:01.890478 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "241 00:00:33.639593 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "264 00:02:29.035943 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "350 00:01:23.093845 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "351 00:01:42.612732 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "427 00:01:39.052057 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "428 00:02:52.417905 c3dff447-6580-46ab-882b-b5dd917c1a25 32.796306 \n", + "429 00:03:59.035546 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "430 00:03:32.822669 5e891ba4-b5a0-4817-b22b-d6b71aaffdb1 32.770833 \n", + "501 00:01:42.646682 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "502 00:00:51.429340 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "503 00:00:40.333580 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "567 00:00:41.747709 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "662 00:03:09.725830 55a7fcf1-8f7b-450f-a332-9f5de4c8b37d 32.770833 \n", + "791 00:00:21.643816 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "792 00:03:10.599914 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "793 00:00:48.251936 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "846 00:02:50.541463 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "847 00:01:19.231474 1f23e440-d1f5-4336-b6dd-e483aca94563 32.781667 \n", + "977 00:01:48.045183 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1034 00:01:42.594596 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1035 00:00:41.049203 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1036 00:03:50.171683 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1037 00:00:14.431680 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "1128 00:00:29.935089 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "... ... ... ... \n", + "52453 00:01:40.259735 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52454 00:00:20.422322 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "52524 00:02:32.497787 5e891ba4-b5a0-4817-b22b-d6b71aaffdb1 32.770833 \n", + "52525 00:00:28.176091 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52526 00:02:21.693660 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52527 00:00:30.293233 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52606 00:02:02.192429 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52607 00:02:26.798157 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52608 00:00:33.319385 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52609 00:00:39.929303 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52754 00:02:36.951629 070271b1-ec8d-4915-aaee-6a33e03bcd8b 32.770833 \n", + "52755 00:01:49.304794 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52814 00:00:12.595012 a565cbba-0d3a-48f1-9e8b-d4adfc70c216 32.812333 \n", + "52857 00:01:01.292719 0f1cde9c-666c-42a1-a93d-22cc9029b0ce 32.789444 \n", + "52858 00:03:55.498419 71f2a16f-2dce-449a-9e57-19baa95220d9 32.808333 \n", + "52859 00:00:49.948723 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52860 00:00:07.990585 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52912 00:01:24.014981 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52913 00:00:10.587514 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52914 00:00:17.218880 f4934a88-749b-45d2-baa1-3502b2aaae7e 32.778667 \n", + "52997 00:01:03.544452 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "52998 00:01:47.992674 c252edb9-cb2f-4cb1-95e2-e651e72fd890 32.812889 \n", + "53044 00:02:07.405077 5e891ba4-b5a0-4817-b22b-d6b71aaffdb1 32.770833 \n", + "53045 00:02:26.063666 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "53046 00:02:19.081429 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "53047 00:02:45.076035 b3725a1e-87f0-4c9c-91ba-11780509f5e5 32.770833 \n", + "53118 00:02:02.844238 55a7fcf1-8f7b-450f-a332-9f5de4c8b37d 32.770833 \n", + "53119 00:00:18.037814 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "53150 00:02:19.930445 bb16f89f-4c76-4990-9ebf-8df6b4a2b2cd 32.811389 \n", + "53151 00:01:18.640579 070271b1-ec8d-4915-aaee-6a33e03bcd8b 32.770833 \n", + "\n", + " TowerLon \n", + "45 -96.870556 \n", + "119 -96.685556 \n", + "178 -96.758167 \n", + "179 -96.685556 \n", + "239 -96.865833 \n", + "240 -96.685556 \n", + "241 -96.685556 \n", + "264 -96.685556 \n", + "350 -96.685556 \n", + "351 -96.870556 \n", + "427 -96.870556 \n", + "428 -96.789528 \n", + "429 -96.870556 \n", + "430 -96.685556 \n", + "501 -96.870556 \n", + "502 -96.870556 \n", + "503 -96.685556 \n", + "567 -96.870556 \n", + "662 -96.685556 \n", + "791 -96.870556 \n", + "792 -96.870556 \n", + "793 -96.870556 \n", + "846 -96.870556 \n", + "847 -96.722222 \n", + "977 -96.870556 \n", + "1034 -96.870556 \n", + "1035 -96.870556 \n", + "1036 -96.870556 \n", + "1037 -96.870556 \n", + "1128 -96.870556 \n", + "... ... \n", + "52453 -96.870556 \n", + "52454 -96.685556 \n", + "52524 -96.685556 \n", + "52525 -96.870556 \n", + "52526 -96.870556 \n", + "52527 -96.870556 \n", + "52606 -96.870556 \n", + "52607 -96.870556 \n", + "52608 -96.870556 \n", + "52609 -96.870556 \n", + "52754 -96.685556 \n", + "52755 -96.870556 \n", + "52814 -96.865833 \n", + "52857 -96.779444 \n", + "52858 -96.838333 \n", + "52859 -96.870556 \n", + "52860 -96.870556 \n", + "52912 -96.870556 \n", + "52913 -96.870556 \n", + "52914 -96.731222 \n", + "52997 -96.870556 \n", + "52998 -96.859278 \n", + "53044 -96.685556 \n", + "53045 -96.870556 \n", + "53046 -96.870556 \n", + "53047 -96.685556 \n", + "53118 -96.685556 \n", + "53119 -96.870556 \n", + "53150 -96.870556 \n", + "53151 -96.685556 \n", + "\n", + "[1610 rows x 10 columns], In Out Direction CallDate CallTime DOW \\\n", + "46 4555003213 1713422160 Incoming 2010-12-25 09:43:02.480074 Sat \n", + "47 4555003213 7336181198 Incoming 2010-12-25 09:22:37.997984 Sat \n", + "48 4555003213 9331020467 Incoming 2010-12-25 10:16:52.336143 Sat \n", + "49 4555003213 6586946816 Missed 2010-12-25 14:49:49.333504 Sat \n", + "120 4555003213 4074077941 Incoming 2010-12-26 09:47:10.886158 Sun \n", + "121 4555003213 7336181198 Missed 2010-12-26 22:52:17.142120 Sun \n", + "180 4555003213 8922386990 Incoming 2010-12-27 08:29:20.567936 Mon \n", + "181 4555003213 8922386990 Incoming 2010-12-27 19:34:18.725457 Mon \n", + "242 4555003213 3664020705 Incoming 2010-12-28 19:09:47.530340 Tue \n", + "265 4555003213 9216359970 Missed 2010-12-29 09:54:36.582445 Wed \n", + "266 4555003213 9410133160 Incoming 2010-12-29 08:10:27.774089 Wed \n", + "267 4555003213 8529129422 Missed 2010-12-29 10:25:24.542852 Wed \n", + "268 4555003213 4485094172 Missed 2010-12-29 16:28:20.982469 Wed \n", + "269 4555003213 4074077941 Incoming 2010-12-29 10:07:11.702407 Wed \n", + "352 4555003213 6586946816 Incoming 2010-12-30 20:29:55.049165 Thr \n", + "353 4555003213 8922386990 Incoming 2010-12-30 06:40:27.788646 Thr \n", + "354 4555003213 4074077941 Incoming 2010-12-30 17:26:20.485272 Thr \n", + "355 4555003213 3664020705 Missed 2010-12-30 19:20:52.241755 Thr \n", + "356 4555003213 8529129422 Incoming 2010-12-30 07:40:44.425443 Thr \n", + "357 4555003213 9331020467 Incoming 2010-12-30 21:14:06.674331 Thr \n", + "504 4555003213 9331020467 Incoming 2011-01-01 14:21:05.560187 Sat \n", + "505 4555003213 9410133160 Incoming 2011-01-01 14:16:12.256035 Sat \n", + "506 4555003213 8922386990 Incoming 2011-01-01 09:21:04.314676 Sat \n", + "507 4555003213 4074077941 Incoming 2011-01-01 15:07:43.237119 Sat \n", + "508 4555003213 6287124966 Incoming 2011-01-01 18:37:28.146081 Sat \n", + "509 4555003213 4074077941 Incoming 2011-01-01 10:43:12.340317 Sat \n", + "568 4555003213 5020746015 Incoming 2011-01-02 15:23:54.338127 Sun \n", + "569 4555003213 2058171923 Incoming 2011-01-02 22:32:00.941594 Sun \n", + "715 4555003213 5020746015 Missed 2011-01-04 08:21:36.733440 Tue \n", + "716 4555003213 9410133160 Missed 2011-01-04 11:05:04.282545 Tue \n", + "... ... ... ... ... ... ... \n", + "52611 4555003213 6221660132 Missed 2013-02-17 09:56:44.959961 Sun \n", + "52612 4555003213 9216359970 Incoming 2013-02-17 13:54:18.626709 Sun \n", + "52613 4555003213 1713422160 Incoming 2013-02-17 10:10:56.263443 Sun \n", + "52756 4555003213 9216359970 Missed 2013-02-19 18:10:18.866181 Tue \n", + "52757 4555003213 9410133160 Missed 2013-02-19 13:35:08.060385 Tue \n", + "52758 4555003213 8529129422 Incoming 2013-02-19 08:49:34.218751 Tue \n", + "52759 4555003213 9410133160 Missed 2013-02-19 19:22:37.915439 Tue \n", + "52760 4555003213 9331020467 Missed 2013-02-19 18:17:53.462115 Tue \n", + "52761 4555003213 3664020705 Missed 2013-02-19 21:22:09.537469 Tue \n", + "52815 4555003213 5693960839 Incoming 2013-02-20 08:24:19.600657 Wed \n", + "52816 4555003213 6586946816 Incoming 2013-02-20 17:22:23.499928 Wed \n", + "52817 4555003213 8529129422 Missed 2013-02-20 19:45:15.748899 Wed \n", + "52818 4555003213 6287124966 Incoming 2013-02-20 12:45:00.655069 Wed \n", + "52819 4555003213 5020746015 Missed 2013-02-20 07:38:00.983181 Wed \n", + "52820 4555003213 8529129422 Incoming 2013-02-20 08:55:37.337826 Wed \n", + "52861 4555003213 6287124966 Missed 2013-02-21 07:17:59.238576 Thr \n", + "52862 4555003213 7336181198 Missed 2013-02-21 18:19:45.004602 Thr \n", + "52863 4555003213 9331020467 Incoming 2013-02-21 07:33:01.278776 Thr \n", + "52864 4555003213 7336181198 Incoming 2013-02-21 07:58:44.726228 Thr \n", + "52865 4555003213 8529129422 Incoming 2013-02-21 17:17:30.397582 Thr \n", + "52999 4555003213 7336181198 Missed 2013-02-23 10:08:31.387514 Sat \n", + "53000 4555003213 1713422160 Incoming 2013-02-23 14:46:29.092874 Sat \n", + "53048 4555003213 9709686579 Incoming 2013-02-24 20:00:01.614451 Sun \n", + "53049 4555003213 8922386990 Incoming 2013-02-24 17:19:00.637556 Sun \n", + "53120 4555003213 1713422160 Incoming 2013-02-25 18:14:40.598704 Mon \n", + "53121 4555003213 6287124966 Incoming 2013-02-25 08:09:30.885052 Mon \n", + "53122 4555003213 7336181198 Missed 2013-02-25 18:34:40.901540 Mon \n", + "53152 4555003213 256125375 Incoming 2013-02-26 08:23:49.049348 Tue \n", + "53153 4555003213 256125375 Incoming 2013-02-26 20:01:58.053814 Tue \n", + "53154 4555003213 1997712273 Incoming 2013-02-26 18:52:22.852736 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "46 00:00:02.740302 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "47 00:03:59.603021 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "48 00:01:08.357103 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "49 00:01:50.755066 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "120 00:00:25.321289 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "121 00:00:11.792806 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "180 00:01:08.131281 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "181 00:00:49.880711 1231efca-966f-4380-abcf-4751c99e8a96 32.705222 \n", + "242 00:00:31.387318 1231efca-966f-4380-abcf-4751c99e8a96 32.705222 \n", + "265 00:01:46.241546 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "266 00:02:47.693928 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "267 00:01:35.509991 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "268 00:03:38.669135 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "269 00:02:45.698234 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "352 00:03:09.586514 3d5658d9-cf8e-40f9-8a0d-26aa2fd9fe9c 32.705222 \n", + "353 00:01:30.330994 27a55a6a-eb85-42dc-821f-9ebb1eaa4d11 32.695000 \n", + "354 00:04:09.385940 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "355 00:03:05.790090 462756d2-ca9d-4721-aab7-0c5ea3072c07 32.695000 \n", + "356 00:01:34.388829 9707635b-df0c-40dd-92e7-340fd7e7a525 32.739722 \n", + "357 00:02:21.414548 b6f8191b-cf85-4865-aad7-d37940b0346d 32.705222 \n", + "504 00:02:24.438672 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "505 00:01:15.411843 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "506 00:04:42.079772 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "507 00:02:59.072229 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "508 00:02:41.704633 f748c831-82af-4efa-bfea-755f18382923 32.710722 \n", + "509 00:03:04.082240 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "568 00:01:08.036859 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "569 00:00:46.546771 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "715 00:02:48.914012 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "716 00:02:32.836586 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "... ... ... ... \n", + "52611 00:00:40.270446 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "52612 00:02:23.941384 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "52613 00:00:09.858528 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "52756 00:02:41.329388 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "52757 00:03:12.179065 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "52758 00:04:57.628974 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "52759 00:02:05.254527 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "52760 00:03:04.418891 6f116117-d5a3-48e6-a14e-b99687e898d3 32.720861 \n", + "52761 00:04:26.778127 5ccb03c0-19c1-4412-9107-dad2e2b544c6 32.705222 \n", + "52815 00:01:53.126479 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "52816 00:04:32.874654 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "52817 00:03:06.391931 3d5658d9-cf8e-40f9-8a0d-26aa2fd9fe9c 32.705222 \n", + "52818 00:01:58.282433 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "52819 00:01:44.389115 9707635b-df0c-40dd-92e7-340fd7e7a525 32.739722 \n", + "52820 00:02:20.426734 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "52861 00:02:04.497840 3d5658d9-cf8e-40f9-8a0d-26aa2fd9fe9c 32.705222 \n", + "52862 00:01:18.846362 29e0e949-ecfd-4e4f-a98f-3a4697388963 32.720833 \n", + "52863 00:03:17.118344 99062e86-1dc7-4a12-8aae-99ca5476fb9e 32.739722 \n", + "52864 00:03:21.511167 9707635b-df0c-40dd-92e7-340fd7e7a525 32.739722 \n", + "52865 00:01:13.721642 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "52999 00:02:34.402706 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "53000 00:03:21.295729 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "53048 00:00:18.040027 3d5658d9-cf8e-40f9-8a0d-26aa2fd9fe9c 32.705222 \n", + "53049 00:01:27.713817 6e9870b1-4721-41ed-8746-3569de9b1bb3 32.753500 \n", + "53120 00:00:54.373084 af25b300-cd62-4cf8-bdb4-872c00ebdb3c 32.720833 \n", + "53121 00:01:41.442916 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "53122 00:01:05.759045 29e0e949-ecfd-4e4f-a98f-3a4697388963 32.720833 \n", + "53152 00:00:16.982555 3693a194-a7de-4195-89b1-98e1d58a9f1b 32.753500 \n", + "53153 00:00:29.737614 1231efca-966f-4380-abcf-4751c99e8a96 32.705222 \n", + "53154 00:00:24.604258 b6f8191b-cf85-4865-aad7-d37940b0346d 32.705222 \n", + "\n", + " TowerLon \n", + "46 -96.742528 \n", + "47 -96.742528 \n", + "48 -96.742528 \n", + "49 -96.742528 \n", + "120 -96.742528 \n", + "121 -96.840667 \n", + "180 -96.742528 \n", + "181 -96.840667 \n", + "242 -96.840667 \n", + "265 -96.742528 \n", + "266 -96.742528 \n", + "267 -96.742528 \n", + "268 -96.742528 \n", + "269 -96.742528 \n", + "352 -96.840667 \n", + 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\n", + "184 2068627935 3083991963 Incoming 2010-12-27 12:55:10.087984 Mon \n", + "185 2068627935 3515329256 Incoming 2010-12-27 07:38:26.222071 Mon \n", + "186 2068627935 1818969474 Incoming 2010-12-27 19:25:53.937522 Mon \n", + "270 2068627935 1281926045 Incoming 2010-12-29 08:05:36.774314 Wed \n", + "271 2068627935 2167233493 Incoming 2010-12-29 17:36:10.510530 Wed \n", + "272 2068627935 314467912 Incoming 2010-12-29 08:06:06.217792 Wed \n", + "273 2068627935 3083991963 Incoming 2010-12-29 21:21:06.114635 Wed \n", + "274 2068627935 9860536252 Incoming 2010-12-29 08:16:05.746511 Wed \n", + "275 2068627935 2167233493 Missed 2010-12-29 08:00:31.378710 Wed \n", + "276 2068627935 3083991963 Incoming 2010-12-29 18:27:16.086200 Wed \n", + "277 2068627935 9860536252 Missed 2010-12-29 20:12:51.395168 Wed \n", + "358 2068627935 9216735419 Incoming 2010-12-30 11:07:30.724729 Thr \n", + "431 2068627935 314467912 Incoming 2010-12-31 15:30:01.597251 Fri \n", + "432 2068627935 9477125894 Incoming 2010-12-31 18:32:14.363005 Fri \n", + "433 2068627935 3083991963 Incoming 2010-12-31 07:38:59.168651 Fri \n", + "434 2068627935 222902301 Incoming 2010-12-31 18:28:56.500300 Fri \n", + "435 2068627935 1818969474 Missed 2010-12-31 19:18:52.879956 Fri \n", + "436 2068627935 9477125894 Incoming 2010-12-31 18:59:02.208918 Fri \n", + "437 2068627935 876725672 Missed 2010-12-31 19:12:39.581579 Fri \n", + "... ... ... ... ... ... ... \n", + "52867 2068627935 3937759389 Missed 2013-02-21 13:03:41.806932 Thr \n", + "52915 2068627935 5553058697 Missed 2013-02-22 07:55:48.943953 Fri \n", + "52916 2068627935 3880131714 Missed 2013-02-22 20:39:09.375512 Fri \n", + "52917 2068627935 4137567998 Missed 2013-02-22 20:32:04.764718 Fri \n", + "53001 2068627935 1818969474 Missed 2013-02-23 20:56:51.520136 Sat \n", + "53002 2068627935 3083991963 Incoming 2013-02-23 15:56:36.567596 Sat \n", + "53003 2068627935 9216735419 Missed 2013-02-23 10:20:18.438928 Sat \n", + "53004 2068627935 3403144227 Incoming 2013-02-23 14:42:08.826653 Sat \n", + "53050 2068627935 4743127304 Incoming 2013-02-24 15:32:47.702735 Sun \n", + "53051 2068627935 314467912 Incoming 2013-02-24 20:11:27.713993 Sun \n", + "53052 2068627935 1281926045 Incoming 2013-02-24 22:34:37.017897 Sun \n", + "53053 2068627935 314467912 Incoming 2013-02-24 09:12:27.547679 Sun \n", + "53054 2068627935 3515329256 Missed 2013-02-24 20:45:47.920808 Sun \n", + "53055 2068627935 876725672 Incoming 2013-02-24 10:36:13.749645 Sun \n", + "53056 2068627935 3403144227 Incoming 2013-02-24 14:25:41.915826 Sun \n", + "53057 2068627935 2447643000 Incoming 2013-02-24 10:46:46.209020 Sun \n", + "53058 2068627935 222902301 Incoming 2013-02-24 20:50:29.150421 Sun \n", + "53059 2068627935 5553058697 Incoming 2013-02-24 10:30:48.996690 Sun \n", + "53060 2068627935 2447643000 Missed 2013-02-24 19:26:45.160760 Sun \n", + "53123 2068627935 222902301 Incoming 2013-02-25 13:27:58.957589 Mon \n", + "53155 2068627935 314467912 Incoming 2013-02-26 11:25:38.982738 Tue \n", + "53156 2068627935 876725672 Incoming 2013-02-26 07:51:30.153248 Tue \n", + "53157 2068627935 314467912 Incoming 2013-02-26 17:11:43.006737 Tue \n", + "53158 2068627935 876725672 Missed 2013-02-26 16:41:49.654046 Tue \n", + "53159 2068627935 1281926045 Incoming 2013-02-26 07:54:27.396609 Tue \n", + "53160 2068627935 9477125894 Incoming 2013-02-26 18:38:10.758528 Tue \n", + "53161 2068627935 3403144227 Missed 2013-02-26 08:47:24.443294 Tue \n", + "53162 2068627935 2447643000 Incoming 2013-02-26 18:48:30.906923 Tue \n", + "53163 2068627935 3083991963 Missed 2013-02-26 18:09:31.950138 Tue \n", + "53164 2068627935 9477125894 Missed 2013-02-26 19:35:43.088890 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "50 00:02:19.446557 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "51 00:01:57.114865 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "52 00:01:47.094330 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "53 00:00:23.649444 d532d9c4-51c3-4cad-b51a-ab377700dc1a 32.720833 \n", + "122 00:00:49.034374 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "123 00:00:48.900092 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "124 00:02:24.485971 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "125 00:00:59.894865 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "126 00:01:36.475125 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "182 00:01:30.561608 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "183 00:00:16.342087 5085f23b-02df-4fd0-8892-d188644151fd 32.720833 \n", + "184 00:03:59.497442 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "185 00:02:09.606687 02933e88-dbcc-43ba-87a7-49219dd6f97e 32.708333 \n", + "186 00:02:41.275340 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "270 00:04:17.106087 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "271 00:04:33.390305 5085f23b-02df-4fd0-8892-d188644151fd 32.720833 \n", + "272 00:05:08.776493 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "273 00:05:46.738604 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "274 00:05:20.458425 f158db5f-92b8-4a5a-8b78-b8b6529a2a83 32.720833 \n", + "275 00:04:08.862954 5085f23b-02df-4fd0-8892-d188644151fd 32.720833 \n", + "276 00:03:12.378323 34771a42-7c29-46fe-95a7-c18d62e174db 32.702778 \n", + "277 00:03:43.273044 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "358 00:00:59.124675 d532d9c4-51c3-4cad-b51a-ab377700dc1a 32.720833 \n", + "431 00:07:16.075877 3fcde5c3-03cd-4c94-9913-4bfe1851f2c2 32.720833 \n", + "432 00:05:36.417719 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "433 00:05:36.352998 02933e88-dbcc-43ba-87a7-49219dd6f97e 32.708333 \n", + "434 00:06:45.353870 9af6e6e3-6edf-4f9d-8268-6a7d73361b00 32.731611 \n", + "435 00:05:17.846053 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "436 00:06:20.598446 69f4f4a1-8055-4c75-ac86-404d4a3f16d0 32.703056 \n", + "437 00:07:32.848173 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20:22:54.050635 Sat \n", + "55 2894365987 7310853860 Incoming 2010-12-25 20:49:54.149170 Sat \n", + "56 2894365987 3922966733 Incoming 2010-12-25 22:16:09.034602 Sat \n", + "57 2894365987 7310853860 Incoming 2010-12-25 18:53:44.140771 Sat \n", + "58 2894365987 9438365642 Incoming 2010-12-25 21:03:54.219010 Sat \n", + "59 2894365987 4009221772 Missed 2010-12-25 14:51:23.724335 Sat \n", + "60 2894365987 2551237669 Incoming 2010-12-25 15:12:29.461333 Sat \n", + "61 2894365987 6451037309 Incoming 2010-12-25 10:05:47.077448 Sat \n", + "62 2894365987 6939456722 Missed 2010-12-25 20:15:56.972857 Sat \n", + "127 2894365987 7216979669 Incoming 2010-12-26 13:36:26.621703 Sun \n", + "128 2894365987 9438365642 Incoming 2010-12-26 11:00:10.316465 Sun \n", + "129 2894365987 4570680769 Incoming 2010-12-26 14:50:47.319793 Sun \n", + "130 2894365987 7310853860 Missed 2010-12-26 16:12:17.676716 Sun \n", + "131 2894365987 6451037309 Missed 2010-12-26 10:35:16.438588 Sun \n", + "132 2894365987 7003421569 Incoming 2010-12-26 13:49:51.980321 Sun \n", + "133 2894365987 3922966733 Missed 2010-12-26 16:27:32.865428 Sun \n", + "134 2894365987 3348173258 Incoming 2010-12-26 19:37:30.442768 Sun \n", + "135 2894365987 6528766148 Incoming 2010-12-26 09:15:49.246214 Sun \n", + "136 2894365987 5070881310 Incoming 2010-12-26 15:14:53.553557 Sun \n", + "137 2894365987 2551237669 Incoming 2010-12-26 10:34:43.203879 Sun \n", + "138 2894365987 7216979669 Incoming 2010-12-26 13:25:21.498421 Sun \n", + "139 2894365987 265146067 Missed 2010-12-26 20:57:58.626216 Sun \n", + "140 2894365987 4009221772 Missed 2010-12-26 16:09:22.518829 Sun \n", + "141 2894365987 4009221772 Incoming 2010-12-26 15:19:25.536632 Sun \n", + "142 2894365987 6939456722 Incoming 2010-12-26 09:33:05.465047 Sun \n", + "143 2894365987 6939456722 Missed 2010-12-26 21:01:51.173888 Sun \n", + "144 2894365987 6257308280 Incoming 2010-12-26 22:42:06.186861 Sun \n", + "145 2894365987 7216979669 Incoming 2010-12-26 10:55:06.081175 Sun \n", + 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Sun \n", + "53077 2894365987 9438365642 Incoming 2013-02-24 14:37:39.725754 Sun \n", + "53124 2894365987 5070881310 Incoming 2013-02-25 09:38:05.930514 Mon \n", + "53165 2894365987 616374815 Incoming 2013-02-26 07:34:09.466812 Tue \n", + "53166 2894365987 9438365642 Incoming 2013-02-26 11:40:03.839954 Tue \n", + "53167 2894365987 3922966733 Incoming 2013-02-26 16:54:59.817237 Tue \n", + "53168 2894365987 7216979669 Missed 2013-02-26 10:54:48.830800 Tue \n", + "53169 2894365987 6939456722 Incoming 2013-02-26 19:43:37.265428 Tue \n", + "53170 2894365987 7310853860 Incoming 2013-02-26 09:12:39.891258 Tue \n", + "53171 2894365987 3340422162 Incoming 2013-02-26 08:31:21.292908 Tue \n", + "53172 2894365987 5070881310 Incoming 2013-02-26 13:01:17.685045 Tue \n", + "53173 2894365987 7310853860 Incoming 2013-02-26 08:52:00.798370 Tue \n", + "53174 2894365987 6451037309 Missed 2013-02-26 18:27:58.464256 Tue \n", + "53175 2894365987 3348173258 Incoming 2013-02-26 16:41:42.335735 Tue \n", + "53176 2894365987 6257308280 Incoming 2013-02-26 07:59:55.051151 Tue \n", + "53177 2894365987 7003421569 Incoming 2013-02-26 08:19:08.261933 Tue \n", + "53178 2894365987 7310853860 Missed 2013-02-26 19:07:09.768742 Tue \n", + "53179 2894365987 2551237669 Incoming 2013-02-26 15:54:22.400136 Tue \n", + "53180 2894365987 265146067 Incoming 2013-02-26 19:51:03.020138 Tue \n", + "53181 2894365987 6451037309 Missed 2013-02-26 07:59:17.832810 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "54 00:05:04.529572 fd8be326-fe13-43c4-b040-c4d0a79f1bc7 32.773611 \n", + "55 00:05:32.268988 fd8be326-fe13-43c4-b040-c4d0a79f1bc7 32.773611 \n", + "56 00:03:19.924689 7ea8225d-7ce1-407e-b151-637b9cc2868a 32.779167 \n", + "57 00:03:51.913510 113cbb89-a693-4702-a563-c0b5b30076d3 32.768861 \n", + "58 00:03:15.950917 583c5185-f9ad-406b-a986-4e0bff20f10a 32.773611 \n", + "59 00:02:16.868643 282d497a-034e-4423-b9aa-5f61c05d1d11 32.721944 \n", + "60 00:07:16.427000 8f8c676c-e676-41eb-b698-26142e84a20b 32.721944 \n", + "61 00:03:26.702046 fbb206b6-e592-4257-b88f-e279773e9c24 32.721944 \n", + "62 00:02:27.665556 583c5185-f9ad-406b-a986-4e0bff20f10a 32.773611 \n", + "127 00:15:44.394346 8f8c676c-e676-41eb-b698-26142e84a20b 32.721944 \n", + "128 00:13:08.342152 282d497a-034e-4423-b9aa-5f61c05d1d11 32.721944 \n", + "129 00:15:09.472770 282d497a-034e-4423-b9aa-5f61c05d1d11 32.721944 \n", + "130 00:13:35.485149 5b083b14-784f-447f-882a-591e97e3b3a2 32.721944 \n", + "131 00:13:02.361193 fbb206b6-e592-4257-b88f-e279773e9c24 32.721944 \n", + "132 00:13:56.964765 282d497a-034e-4423-b9aa-5f61c05d1d11 32.721944 \n", + "133 00:15:46.957205 fbb206b6-e592-4257-b88f-e279773e9c24 32.721944 \n", + "134 00:15:16.114933 fd8be326-fe13-43c4-b040-c4d0a79f1bc7 32.773611 \n", + "135 00:15:21.410182 5b083b14-784f-447f-882a-591e97e3b3a2 32.721944 \n", + "136 00:12:56.581384 282d497a-034e-4423-b9aa-5f61c05d1d11 32.721944 \n", + "137 00:14:39.323931 282d497a-034e-4423-b9aa-5f61c05d1d11 32.721944 \n", + "138 00:11:54.790004 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00:09:28.461387 33cd3264-5982-4fbb-86d5-071d21918b5c 32.741889 \n", + "\n", + " TowerLon \n", + "54 -96.813611 \n", + "55 -96.813611 \n", + "56 -96.805000 \n", + "57 -96.811000 \n", + "58 -96.813611 \n", + "59 -96.892222 \n", + "60 -96.892222 \n", + "61 -96.892222 \n", + "62 -96.813611 \n", + "127 -96.892222 \n", + "128 -96.892222 \n", + "129 -96.892222 \n", + "130 -96.892222 \n", + "131 -96.892222 \n", + "132 -96.892222 \n", + "133 -96.892222 \n", + "134 -96.813611 \n", + "135 -96.892222 \n", + "136 -96.892222 \n", + "137 -96.892222 \n", + "138 -96.892222 \n", + "139 -96.813611 \n", + "140 -96.892222 \n", + "141 -96.892222 \n", + "142 -96.892222 \n", + "143 -96.813611 \n", + "144 -96.813611 \n", + "145 -96.892222 \n", + "146 -96.892222 \n", + "147 -96.813611 \n", + "... ... \n", + "53066 -96.892222 \n", + "53067 -96.892222 \n", + "53068 -96.892222 \n", + "53069 -96.892222 \n", + "53070 -96.892222 \n", + "53071 -96.813611 \n", + "53072 -96.887222 \n", + "53073 -96.892222 \n", + "53074 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8549533077 7780268236 Incoming 2010-12-25 20:07:47.231496 Sat \n", + "69 8549533077 172334479 Incoming 2010-12-25 19:50:35.119885 Sat \n", + "70 8549533077 4851119073 Incoming 2010-12-25 12:16:14.361803 Sat \n", + "155 8549533077 1738044056 Incoming 2010-12-26 15:13:52.851244 Sun \n", + "156 8549533077 2288700880 Missed 2010-12-26 14:34:24.278215 Sun \n", + "157 8549533077 7780268236 Missed 2010-12-26 22:10:43.189695 Sun \n", + "158 8549533077 9211392173 Incoming 2010-12-26 17:25:56.645845 Sun \n", + "159 8549533077 186272563 Incoming 2010-12-26 20:04:30.727545 Sun \n", + "160 8549533077 7568165919 Incoming 2010-12-26 09:39:30.633290 Sun \n", + "187 8549533077 695163529 Incoming 2010-12-27 07:43:31.527965 Mon \n", + "188 8549533077 1053454089 Incoming 2010-12-27 18:48:40.066152 Mon \n", + "189 8549533077 186272563 Incoming 2010-12-27 20:20:36.254276 Mon \n", + "190 8549533077 8624290542 Missed 2010-12-27 18:36:21.600817 Mon \n", + "191 8549533077 8282746375 Missed 2010-12-27 18:56:12.553240 Mon \n", + "192 8549533077 186272563 Incoming 2010-12-27 08:01:16.736657 Mon \n", + "193 8549533077 4051467590 Incoming 2010-12-27 19:47:25.473971 Mon \n", + "243 8549533077 4851119073 Missed 2010-12-28 18:41:09.019952 Tue \n", + "244 8549533077 2288700880 Incoming 2010-12-28 09:14:04.001530 Tue \n", + "302 8549533077 9105971486 Incoming 2010-12-29 09:58:03.402677 Wed \n", + "303 8549533077 412566005 Missed 2010-12-29 07:39:20.976837 Wed \n", + "304 8549533077 9723327876 Missed 2010-12-29 08:46:16.969323 Wed \n", + "305 8549533077 8282746375 Incoming 2010-12-29 18:51:58.618293 Wed \n", + "306 8549533077 172334479 Incoming 2010-12-29 18:38:11.740367 Wed \n", + "307 8549533077 9105971486 Incoming 2010-12-29 22:25:38.065732 Wed \n", + "308 8549533077 9723327876 Incoming 2010-12-29 15:45:33.426269 Wed \n", + "... ... ... ... ... ... ... \n", + "53017 8549533077 412566005 Incoming 2013-02-23 11:11:11.867352 Sat \n", + "53018 8549533077 2288700880 Missed 2013-02-23 15:24:06.569748 Sat \n", + "53019 8549533077 491169353 Missed 2013-02-23 14:33:03.887211 Sat \n", + "53020 8549533077 695163529 Missed 2013-02-23 20:25:41.159182 Sat \n", + "53021 8549533077 8282746375 Incoming 2013-02-23 21:05:46.412820 Sat \n", + "53078 8549533077 7780268236 Missed 2013-02-24 09:19:49.816446 Sun \n", + "53079 8549533077 8624290542 Incoming 2013-02-24 20:15:18.983829 Sun \n", + "53080 8549533077 9211392173 Incoming 2013-02-24 09:44:32.409640 Sun \n", + "53081 8549533077 412566005 Incoming 2013-02-24 14:35:38.085243 Sun \n", + "53082 8549533077 1351945852 Missed 2013-02-24 11:09:26.120087 Sun \n", + "53083 8549533077 412566005 Incoming 2013-02-24 10:36:59.118220 Sun \n", + "53125 8549533077 695163529 Incoming 2013-02-25 17:58:57.655803 Mon \n", + "53126 8549533077 1351945852 Missed 2013-02-25 08:23:49.749413 Mon \n", + "53127 8549533077 7780268236 Incoming 2013-02-25 08:00:34.447434 Mon \n", + "53128 8549533077 695163529 Incoming 2013-02-25 08:51:17.895475 Mon \n", + "53129 8549533077 2362231379 Incoming 2013-02-25 14:04:19.422335 Mon \n", + "53130 8549533077 491169353 Incoming 2013-02-25 20:37:41.396351 Mon \n", + "53131 8549533077 7780268236 Incoming 2013-02-25 19:13:20.695490 Mon \n", + "53132 8549533077 9723327876 Incoming 2013-02-25 16:54:13.595372 Mon \n", + "53133 8549533077 4051467590 Incoming 2013-02-25 16:43:47.888786 Mon \n", + "53134 8549533077 9105971486 Missed 2013-02-25 16:57:52.158851 Mon \n", + "53135 8549533077 4051467590 Incoming 2013-02-25 17:33:47.242515 Mon \n", + "53136 8549533077 1738044056 Missed 2013-02-25 20:06:44.013435 Mon \n", + "53137 8549533077 8624290542 Missed 2013-02-25 13:08:46.490273 Mon \n", + "53182 8549533077 172334479 Incoming 2013-02-26 18:44:03.914215 Tue \n", + "53183 8549533077 491169353 Missed 2013-02-26 19:11:18.125445 Tue \n", + "53184 8549533077 2362231379 Incoming 2013-02-26 18:01:56.075434 Tue \n", + "53185 8549533077 186272563 Incoming 2013-02-26 16:08:57.602134 Tue \n", + "53186 8549533077 2288700880 Incoming 2013-02-26 08:01:39.721347 Tue \n", + "53187 8549533077 491169353 Incoming 2013-02-26 10:47:00.637845 Tue \n", + "\n", + " Duration TowerID TowerLat \\\n", + "63 00:04:22.835240 6c1f0271-70e2-4ea6-bb8b-23b3b0b06117 32.772361 \n", + "64 00:03:36.468217 307aa2a7-af7e-41c5-be4b-e8ad4a8fac3f 32.985083 \n", + "65 00:04:23.300953 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "66 00:04:01.551380 06fe2702-1f88-4dfd-90d6-22c2d3227855 32.985083 \n", + "67 00:04:13.507027 f0111611-c482-4268-9d46-032dcbcd5c82 32.772361 \n", + "68 00:03:48.730742 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "69 00:03:02.669441 c5320bc2-eb83-4670-9194-1ec1f14bc9d1 32.772361 \n", + "70 00:02:44.481410 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "155 00:03:05.423833 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "156 00:04:15.177785 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "157 00:04:58.647676 c5320bc2-eb83-4670-9194-1ec1f14bc9d1 32.772361 \n", + "158 00:02:22.741175 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "159 00:03:20.157683 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "160 00:03:43.001480 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "187 00:03:15.783786 226a2c8a-edf0-4a11-af32-a3619bbb3ce9 32.997222 \n", + "188 00:02:33.140444 f0111611-c482-4268-9d46-032dcbcd5c82 32.772361 \n", + "189 00:03:12.319960 c5320bc2-eb83-4670-9194-1ec1f14bc9d1 32.772361 \n", + "190 00:02:10.898210 a11a02cf-73c6-479c-8cf1-8fbee7917716 32.786556 \n", + "191 00:04:48.203404 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "192 00:01:45.940387 376ecbf1-75b2-4df5-9eb4-c67a331b85d9 32.985083 \n", + "193 00:01:25.155886 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "243 00:00:52.918877 887ab389-e39d-47b6-b21f-cfc88605f522 32.859639 \n", + "244 00:02:30.061689 6cc9f429-e28c-43b9-96a4-53a2e79d1141 33.011361 \n", + "302 00:07:34.488752 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "303 00:10:24.064765 50b4355c-6a18-42e4-91b1-089db8617ec2 32.966500 \n", + "304 00:08:55.217556 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "305 00:10:13.188004 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "306 00:09:11.849576 cf3466b4-90aa-4beb-bc5d-86ebc07ceef8 32.805833 \n", + "307 00:08:43.260480 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "308 00:09:14.350244 a67e5c02-cfc6-4613-83ea-00016445619a 32.985083 \n", + "... ... ... ... \n", + "53017 00:03:39.612930 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "53018 00:03:03.894480 ca0017cc-2ec9-424e-a262-535017dab029 32.985083 \n", + "53019 00:04:35.941336 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "53020 00:04:10.755564 6c1f0271-70e2-4ea6-bb8b-23b3b0b06117 32.772361 \n", + "53021 00:04:38.748547 2e6f05e4-0d3e-4630-9787-000ba0236201 32.772361 \n", + "53078 00:02:58.179029 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "53079 00:02:22.614607 c5320bc2-eb83-4670-9194-1ec1f14bc9d1 32.772361 \n", + "53080 00:02:29.524084 a67e5c02-cfc6-4613-83ea-00016445619a 32.985083 \n", + "53081 00:03:02.358819 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "53082 00:03:40.512710 3bf1d819-1bd2-4ad1-83e4-8d2844112fbb 32.985083 \n", + "53083 00:03:50.846208 307aa2a7-af7e-41c5-be4b-e8ad4a8fac3f 32.985083 \n", + "53125 00:05:07.229803 a67e5c02-cfc6-4613-83ea-00016445619a 32.985083 \n", + "53126 00:05:04.718447 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "53127 00:06:44.823853 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "53128 00:05:19.789357 a67e5c02-cfc6-4613-83ea-00016445619a 32.985083 \n", + "53129 00:05:47.615535 307aa2a7-af7e-41c5-be4b-e8ad4a8fac3f 32.985083 \n", + "53130 00:05:12.296603 f0111611-c482-4268-9d46-032dcbcd5c82 32.772361 \n", + "53131 00:06:48.282399 c5320bc2-eb83-4670-9194-1ec1f14bc9d1 32.772361 \n", + "53132 00:05:06.878058 307aa2a7-af7e-41c5-be4b-e8ad4a8fac3f 32.985083 \n", + "53133 00:05:42.887653 6a3b5a57-2911-424e-9e53-3a7a47edd10c 32.985083 \n", + "53134 00:04:53.007036 0de53f0d-2eed-4fad-a5cd-3cbc35b635d5 32.985083 \n", + "53135 00:05:43.866832 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "53136 00:07:00.624529 f0111611-c482-4268-9d46-032dcbcd5c82 32.772361 \n", + "53137 00:05:07.599325 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "53182 00:04:02.900173 232edf2b-a92a-4bf2-98ab-029d1f7f9dad 32.822583 \n", + "53183 00:04:05.656331 6c1f0271-70e2-4ea6-bb8b-23b3b0b06117 32.772361 \n", + "53184 00:01:53.848597 a11a02cf-73c6-479c-8cf1-8fbee7917716 32.786556 \n", + "53185 00:01:57.577549 06fe2702-1f88-4dfd-90d6-22c2d3227855 32.985083 \n", + "53186 00:01:39.690498 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "53187 00:03:42.595246 269b1e26-49c4-4308-8879-8f2d37528c8a 32.985083 \n", + "\n", + " TowerLon \n", + "63 -96.777278 \n", + "64 -96.802528 \n", + "65 -96.802528 \n", + "66 -96.802556 \n", + "67 -96.777278 \n", + "68 -96.777278 \n", + "69 -96.777278 \n", + "70 -96.802528 \n", + "155 -96.802528 \n", + "156 -96.802528 \n", + "157 -96.777278 \n", + "158 -96.802528 \n", + "159 -96.777278 \n", + "160 -96.802528 \n", + "187 -96.798889 \n", + "188 -96.777278 \n", + "189 -96.777278 \n", + "190 -96.791250 \n", + "191 -96.777278 \n", + "192 -96.802528 \n", + "193 -96.777278 \n", + "243 -96.801028 \n", + "244 -96.824944 \n", + "302 -96.802528 \n", + "303 -96.803778 \n", + "304 -96.802528 \n", + "305 -96.777278 \n", + "306 -96.792500 \n", + "307 -96.777278 \n", + "308 -96.802528 \n", + "... ... \n", + "53017 -96.802528 \n", + "53018 -96.802556 \n", + "53019 -96.802528 \n", + "53020 -96.777278 \n", + "53021 -96.777278 \n", + "53078 -96.802528 \n", + "53079 -96.777278 \n", + "53080 -96.802528 \n", + "53081 -96.802528 \n", + "53082 -96.802556 \n", + "53083 -96.802528 \n", + "53125 -96.802528 \n", + "53126 -96.802528 \n", + "53127 -96.802528 \n", + "53128 -96.802528 \n", + "53129 -96.802528 \n", + "53130 -96.777278 \n", + "53131 -96.777278 \n", + "53132 -96.802528 \n", + "53133 -96.802528 \n", + "53134 -96.802556 \n", + "53135 -96.802528 \n", + "53136 -96.777278 \n", + "53137 -96.802528 \n", + "53182 -96.792222 \n", + "53183 -96.777278 \n", + "53184 -96.791250 \n", + "53185 -96.802556 \n", + "53186 -96.802528 \n", + "53187 -96.802528 \n", + "\n", + "[7741 rows x 10 columns]]\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "print srcPhones[0]\n", + "users = []\n", + "for usr in srcPhones:\n", + " print usr\n", + " users.append(df[df.In == usr])\n", + "print users" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's go ahead and plot all the call locations:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GxkZmzZqVa/gygZRIRCSjysrKrH+p7969my1btuDumBnr1q3jxS9+MbFYjEgk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\n7lEz2wu8G9hGcl6l9cCZ7v6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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "user1.plot.scatter(x='TowerLon', y='TowerLat', c='gray', alpha=0.1, title='Call Locations')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "INFO: The locations map above should be too \"busy\" to really wrap your head around. This is where domain expertise comes into play. Your intuition can direct you by knowing people are likely to behave differently on weekends vs on weekdays:\n", + "\n", + "#### On Weekends\n", + "1. People probably don't go into work\n", + "1. They probably sleep in late on Saturday\n", + "1. They probably run a bunch of random errands, since they couldn't during the week\n", + "1. They should be home, at least during the very late hours, e.g. 1-4 AM\n", + "\n", + "#### On Weekdays\n", + "1. People probably are at work during normal working hours\n", + "1. They probably are at home in the early morning and during the late night\n", + "1. They probably spend time commuting between work and home everyday" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Add more filters to the `user1` slice you created. Add bitwise logic so that you only examine records that _came in_ on weekends (sat/sun):" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " In Out Direction CallDate CallTime DOW \\\n", + "0 4638472273 2666307251 Incoming 2010-12-25 07:16:24.736813 Sat \n", + "1 4638472273 1755442610 Incoming 2010-12-25 21:18:30.053710 Sat \n", + "2 4638472273 5481755331 Incoming 2010-12-25 14:52:42.878016 Sat \n", + "3 4638472273 1755442610 Incoming 2010-12-25 16:02:09.001913 Sat \n", + "4 4638472273 2145623768 Incoming 2010-12-25 15:28:35.028554 Sat \n", + "5 4638472273 2946222380 Incoming 2010-12-25 11:38:17.275327 Sat \n", + "6 4638472273 7841019020 Missed 2010-12-25 10:38:35.924232 Sat \n", + "71 4638472273 5912117253 Incoming 2010-12-26 14:34:27.530327 Sun \n", + "72 4638472273 2145623768 Incoming 2010-12-26 20:45:00.306964 Sun \n", + "73 4638472273 4551601645 Missed 2010-12-26 16:03:43.841914 Sun \n", + "74 4638472273 6250348072 Incoming 2010-12-26 18:30:28.968794 Sun \n", + "75 4638472273 8180005891 Incoming 2010-12-26 19:19:23.380844 Sun \n", + "76 4638472273 7922223441 Missed 2010-12-26 20:10:13.924779 Sun \n", + "77 4638472273 5481755331 Incoming 2010-12-26 16:01:49.310880 Sun \n", + "78 4638472273 5912117253 Incoming 2010-12-26 18:29:45.558560 Sun \n", + "471 4638472273 6022767590 Incoming 2011-01-01 10:36:47.339678 Sat \n", + "472 4638472273 6150928001 Incoming 2011-01-01 14:22:06.661396 Sat \n", + "473 4638472273 7756914135 Missed 2011-01-01 19:06:20.686967 Sat \n", + "474 4638472273 7428841195 Missed 2011-01-01 12:01:43.160443 Sat \n", + "475 4638472273 7841019020 Missed 2011-01-01 09:35:06.738957 Sat \n", + "476 4638472273 6022767590 Incoming 2011-01-01 08:30:52.637798 Sat \n", + "547 4638472273 5481755331 Missed 2011-01-02 08:56:47.905195 Sun \n", + "548 4638472273 8180005891 Incoming 2011-01-02 20:07:33.940803 Sun \n", + "549 4638472273 7721472178 Missed 2011-01-02 14:00:26.651869 Sun \n", + "940 4638472273 6150928001 Incoming 2011-01-08 22:22:33.693878 Sat \n", + "941 4638472273 7922223441 Incoming 2011-01-08 18:23:47.744696 Sat \n", + "942 4638472273 8180005891 Incoming 2011-01-08 20:38:24.729489 Sat \n", + "943 4638472273 7721472178 Incoming 2011-01-08 20:00:02.347519 Sat \n", + "1005 4638472273 2145623768 Incoming 2011-01-09 13:25:44.771259 Sun \n", + "1006 4638472273 7841019020 Incoming 2011-01-09 21:24:55.503501 Sun \n", + "... ... ... ... ... ... ... \n", + "52000 4638472273 8180005891 Missed 2013-02-09 10:31:25.029485 Sat \n", + "52001 4638472273 7841019020 Incoming 2013-02-09 18:58:35.115874 Sat \n", + "52002 4638472273 5481755331 Missed 2013-02-09 10:37:25.120310 Sat \n", + "52068 4638472273 5621270003 Incoming 2013-02-10 07:14:46.940946 Sun \n", + "52069 4638472273 6250348072 Incoming 2013-02-10 15:43:44.052887 Sun \n", + "52070 4638472273 6250348072 Incoming 2013-02-10 19:53:00.423444 Sun \n", + "52071 4638472273 1755442610 Incoming 2013-02-10 11:36:50.622846 Sun \n", + "52502 4638472273 7721472178 Incoming 2013-02-16 14:43:01.760913 Sat \n", + "52503 4638472273 2666307251 Incoming 2013-02-16 14:16:27.245673 Sat \n", + "52504 4638472273 6150928001 Missed 2013-02-16 15:26:58.330397 Sat \n", + "52505 4638472273 1755442610 Incoming 2013-02-16 18:18:56.917897 Sat \n", + "52506 4638472273 7922223441 Incoming 2013-02-16 10:45:45.915044 Sat \n", + "52576 4638472273 7428841195 Incoming 2013-02-17 15:28:48.923263 Sun \n", + "52577 4638472273 5912117253 Incoming 2013-02-17 11:44:50.942788 Sun \n", + "52578 4638472273 4217121115 Missed 2013-02-17 14:28:56.047939 Sun \n", + "52579 4638472273 2946222380 Incoming 2013-02-17 14:36:34.134303 Sun \n", + "52580 4638472273 4551601645 Incoming 2013-02-17 20:04:02.894571 Sun \n", + "52581 4638472273 5621270003 Missed 2013-02-17 10:06:27.046347 Sun \n", + "52582 4638472273 4217121115 Incoming 2013-02-17 19:36:49.942180 Sun \n", + "52958 4638472273 4551601645 Missed 2013-02-23 15:20:11.273893 Sat \n", + "52959 4638472273 8068555700 Incoming 2013-02-23 15:00:49.133445 Sat \n", + "52960 4638472273 2145623768 Incoming 2013-02-23 08:55:50.559529 Sat \n", + "52961 4638472273 2666307251 Incoming 2013-02-23 10:38:12.502505 Sat \n", + "52962 4638472273 7756914135 Missed 2013-02-23 09:46:14.496592 Sat \n", + "52963 4638472273 4551601645 Incoming 2013-02-23 15:15:09.466844 Sat \n", + "52964 4638472273 6022767590 Incoming 2013-02-23 16:12:12.701600 Sat \n", + "52965 4638472273 5621270003 Incoming 2013-02-23 09:11:21.606945 Sat \n", + "53022 4638472273 7756914135 Incoming 2013-02-24 16:49:42.830258 Sun \n", + "53023 4638472273 7721472178 Incoming 2013-02-24 10:32:55.146952 Sun \n", + "53024 4638472273 1755442610 Missed 2013-02-24 21:04:47.567403 Sun \n", + "\n", + " Duration TowerID TowerLat \\\n", + "0 00:02:41.741499 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "1 00:02:47.108750 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "2 00:04:35.356341 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "3 00:02:23.498499 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "4 00:03:54.692497 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "5 00:03:06.670355 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "6 00:02:02.855268 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "71 00:06:34.154104 84844bb1-1d36-4401-abf4-a3c566c07630 32.895833 \n", + "72 00:03:35.283608 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "73 00:04:15.182895 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "74 00:02:52.395467 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "75 00:03:45.783299 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "76 00:02:49.402318 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "77 00:05:32.498983 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "78 00:02:57.914809 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "471 00:03:16.678972 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "472 00:03:16.760789 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "473 00:02:19.405029 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "474 00:01:42.753343 3902ddfa-101b-4c93-a084-9fd09923dba0 32.891333 \n", + "475 00:00:25.695071 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "476 00:05:16.019476 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "547 00:01:55.258904 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "548 00:00:09.634056 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "549 00:01:34.292830 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "940 00:00:35.065912 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "941 00:00:17.018945 2cb9119d-db0f-4097-851c-1e5e4716de85 32.861222 \n", + "942 00:01:43.242777 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "943 00:02:28.712018 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "1005 00:03:07.178034 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "1006 00:00:27.162569 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "... ... ... ... \n", + "52000 00:04:11.060399 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "52001 00:03:09.291525 1bfc786a-d4c2-464c-bc45-b9aad0c81216 32.731722 \n", + "52002 00:01:00.091425 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "52068 00:00:16.842619 9baa92e7-e990-4e9e-8c0a-4c17cb4ecc7c 32.731611 \n", + "52069 00:02:59.388767 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52070 00:03:43.402361 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "52071 00:01:12.036376 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "52502 00:03:05.339142 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52503 00:04:05.282814 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52504 00:02:48.481914 707edeec-99a3-45ad-8626-29fd62458371 32.899944 \n", + "52505 00:03:46.818078 f9a9468b-dca3-4510-8fc1-1cba8dc77882 32.753500 \n", + "52506 00:02:57.896019 95d7920d-c3cd-4d20-a568-9a55800dc807 32.899944 \n", + "52576 00:03:30.988006 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52577 00:01:37.579579 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52578 00:00:51.110969 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52579 00:02:45.326336 bf3bf815-3795-4be6-bec3-12b8f713e50d 32.899944 \n", + "52580 00:02:48.526369 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "52581 00:03:10.074976 78512965-e30b-4734-ae92-47b910fe3d7f 32.899944 \n", + "52582 00:02:37.594784 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "52958 00:02:53.462583 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52959 00:02:27.015023 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52960 00:02:25.942647 95c91e8b-6ff1-4893-9df3-b0342636bd25 32.899944 \n", + "52961 00:05:23.225719 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52962 00:04:55.466350 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52963 00:04:20.339683 0296279d-18c3-4709-853e-3e20496ce444 32.899944 \n", + "52964 00:02:21.278138 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "52965 00:03:19.757526 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53022 00:02:19.285474 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53023 00:00:04.908620 fadaa83f-6001-45fd-aa4a-17d6c6b7ec00 32.899944 \n", + "53024 00:02:26.051783 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "\n", + " TowerLon \n", + "0 -96.709417 \n", + "1 -96.709500 \n", + "2 -96.910389 \n", + "3 -96.910389 \n", + "4 -96.910389 \n", + "5 -96.910389 \n", + "6 -96.910389 \n", + "71 -96.901944 \n", + "72 -96.709417 \n", + "73 -96.910389 \n", + "74 -96.709500 \n", + "75 -96.709500 \n", + "76 -96.709417 \n", + "77 -96.910389 \n", + "78 -96.742528 \n", + "471 -96.910389 \n", + "472 -96.910389 \n", + "473 -96.709417 \n", + "474 -96.917194 \n", + "475 -96.910389 \n", + "476 -96.910389 \n", + "547 -96.910389 \n", + "548 -96.709417 \n", + "549 -96.910389 \n", + "940 -96.709417 \n", + "941 -96.852389 \n", + "942 -96.709417 \n", + "943 -96.709500 \n", + "1005 -96.910389 \n", + "1006 -96.709500 \n", + "... ... \n", + "52000 -96.910389 \n", + "52001 -96.709500 \n", + "52002 -96.910389 \n", + "52068 -96.709417 \n", + "52069 -96.910389 \n", + "52070 -96.709417 \n", + "52071 -96.910389 \n", + "52502 -96.910389 \n", + "52503 -96.910389 \n", + "52504 -96.910389 \n", + "52505 -96.742528 \n", + "52506 -96.910389 \n", + "52576 -96.910389 \n", + "52577 -96.910389 \n", + "52578 -96.910389 \n", + "52579 -96.910389 \n", + "52580 -96.709417 \n", + "52581 -96.910389 \n", + "52582 -96.709500 \n", + "52958 -96.910389 \n", + "52959 -96.910389 \n", + "52960 -96.910389 \n", + "52961 -96.910389 \n", + "52962 -96.910389 \n", + "52963 -96.910389 \n", + "52964 -96.910389 \n", + "52965 -96.910389 \n", + "53022 -96.910389 \n", + "53023 -96.910389 \n", + "53024 -96.709417 \n", + "\n", + "[1141 rows x 10 columns]\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "user1 = user1[(user1.DOW == 'Sat') | (user1.DOW == 'Sun')]\n", + "print user1" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Further filter `user1` down for calls that came in either before 6AM OR after 10pm (22:00:00). Even if you didn't convert your times from string objects to timedeltas, you can still use `<` and `>` to compare the string times as long as you code them as [military time strings](https://en.wikipedia.org/wiki/24-hour_clock), eg: \"06:00:00\", \"22:00:00\": \n", + "\n", + "You may also want to review the Data Manipulation section for this. Once you have your filtered slice, print out its length:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " In Out Direction CallDate CallTime DOW \\\n", + "940 4638472273 6150928001 Incoming 2011-01-08 22:22:33.693878 Sat \n", + "1875 4638472273 2145623768 Incoming 2011-01-22 22:21:27.466908 Sat \n", + "6949 4638472273 5621270003 Missed 2011-04-09 22:59:23.206408 Sat \n", + "7468 4638472273 7756914135 Incoming 2011-04-17 05:15:40.205917 Sun \n", + "9753 4638472273 7922223441 Incoming 2011-05-21 05:08:20.121145 Sat \n", + "13951 4638472273 7428841195 Missed 2011-07-23 22:56:02.014834 Sat \n", + "17515 4638472273 2666307251 Incoming 2011-09-11 05:44:15.432523 Sun \n", + "21638 4638472273 6150928001 Incoming 2011-11-13 05:10:41.954161 Sun \n", + "22045 4638472273 6022767590 Missed 2011-11-19 22:59:53.166951 Sat \n", + "22502 4638472273 5621270003 Incoming 2011-11-26 22:10:48.879076 Sat \n", + "27866 4638472273 2946222380 Missed 2012-02-12 22:48:34.319367 Sun \n", + "31975 4638472273 1755442610 Incoming 2012-04-14 05:42:32.004437 Sat \n", + "32605 4638472273 7756914135 Incoming 2012-04-22 22:44:21.992759 Sun \n", + "32606 4638472273 7922223441 Incoming 2012-04-22 05:02:55.678110 Sun \n", + "34427 4638472273 5621270003 Incoming 2012-05-19 05:42:45.405430 Sat \n", + "38110 4638472273 2145623768 Incoming 2012-07-15 05:59:38.556670 Sun \n", + "38564 4638472273 5481755331 Incoming 2012-07-22 22:14:37.361635 Sun \n", + "39870 4638472273 8180005891 Incoming 2012-08-12 22:31:22.519784 Sun \n", + "40275 4638472273 7756914135 Missed 2012-08-19 05:33:32.103650 Sun \n", + "40789 4638472273 7428841195 Incoming 2012-08-26 22:23:58.453302 Sun \n", + "41757 4638472273 7922223441 Incoming 2012-09-08 22:45:53.008411 Sat \n", + "41758 4638472273 7428841195 Incoming 2012-09-08 22:19:08.522062 Sat \n", + "42224 4638472273 7922223441 Incoming 2012-09-15 05:14:40.655349 Sat \n", + "44498 4638472273 7721472178 Incoming 2012-10-21 22:00:09.753350 Sun \n", + "44927 4638472273 1755442610 Incoming 2012-10-27 05:47:54.723850 Sat \n", + "44994 4638472273 7922223441 Incoming 2012-10-28 05:24:17.234557 Sun \n", + "49203 4638472273 8068555700 Incoming 2012-12-29 05:08:40.433945 Sat \n", + "51586 4638472273 2946222380 Incoming 2013-02-03 22:14:12.703233 Sun \n", + "\n", + " Duration TowerID TowerLat \\\n", + "940 00:00:35.065912 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "1875 00:03:40.018320 2567c73b-3711-4a31-8683-9d12d56857d8 32.731611 \n", + "6949 00:03:06.567364 2567c73b-3711-4a31-8683-9d12d56857d8 32.731611 \n", + "7468 00:02:09.984993 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "9753 00:01:30.059591 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "13951 00:04:48.497077 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "17515 00:01:39.500414 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "21638 00:00:44.369613 f3f289f5-7d29-4d3f-9b9a-a0ceaca10a1d 32.750556 \n", + "22045 00:00:05.795265 8ba7e0d7-eb6e-4828-9c70-c469954a627d 32.731611 \n", + "22502 00:03:07.592270 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "27866 00:03:24.762196 1bfc786a-d4c2-464c-bc45-b9aad0c81216 32.731722 \n", + "31975 00:07:02.657988 d760c426-4d58-4f9c-9950-b68a3a54612c 32.731611 \n", + "32605 00:02:37.995933 0db53dd3-eb9c-4344-abc5-c2d74ebc3eec 32.731611 \n", + "32606 00:03:50.596153 8ba7e0d7-eb6e-4828-9c70-c469954a627d 32.731611 \n", + "34427 00:03:33.104834 2567c73b-3711-4a31-8683-9d12d56857d8 32.731611 \n", + "38110 00:04:29.583137 1bfc786a-d4c2-464c-bc45-b9aad0c81216 32.731722 \n", + "38564 00:01:44.568702 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "39870 00:00:12.541785 26f7441e-e64b-4b9d-8c5a-0eb34f7e919f 32.731611 \n", + "40275 00:01:35.932559 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "40789 00:06:08.978230 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "41757 00:04:26.260140 2567c73b-3711-4a31-8683-9d12d56857d8 32.731611 \n", + "41758 00:04:18.402811 bcec0121-164d-406c-8c04-d12870893992 32.731611 \n", + "42224 00:04:07.561627 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "44498 00:03:24.773041 d760c426-4d58-4f9c-9950-b68a3a54612c 32.731611 \n", + "44927 00:04:28.876617 1bfc786a-d4c2-464c-bc45-b9aad0c81216 32.731722 \n", + "44994 00:02:00.473836 bde84490-896f-4060-8bd0-bd7a90cc20d9 32.750556 \n", + "49203 00:03:10.280023 aeaf8b43-8034-44fe-833d-31854a75acbf 32.731722 \n", + "51586 00:04:05.550748 cd9f3b1a-2eb8-4cdb-86d1-5d4c2740b1dc 32.731722 \n", + "\n", + " TowerLon \n", + "940 -96.709417 \n", + "1875 -96.709417 \n", + "6949 -96.709417 \n", + "7468 -96.709500 \n", + "9753 -96.709417 \n", + "13951 -96.709417 \n", + "17515 -96.709417 \n", + "21638 -96.694722 \n", + "22045 -96.709417 \n", + "22502 -96.709417 \n", + "27866 -96.709500 \n", + "31975 -96.709417 \n", + "32605 -96.709417 \n", + "32606 -96.709417 \n", + "34427 -96.709417 \n", + "38110 -96.709500 \n", + "38564 -96.709500 \n", + "39870 -96.709417 \n", + "40275 -96.709500 \n", + "40789 -96.709417 \n", + "41757 -96.709417 \n", + "41758 -96.709417 \n", + "42224 -96.709500 \n", + "44498 -96.709417 \n", + "44927 -96.709500 \n", + "44994 -96.694722 \n", + "49203 -96.709500 \n", + "51586 -96.709500 \n" + ] + } + ], + "source": [ + "user1 = user1[(user1.CallTime > '22:00:00') | (user1.CallTime < '06:00:00')]\n", + "print user1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize the dataframe with a scatter plot as a sanity check. Since you're [familiar with maps](https://en.wikipedia.org/wiki/Geographic_coordinate_system#Geographic_latitude_and_longitude), you know well that your X-Coordinate should be Longitude, and your Y coordinate should be the tower Latitude. Check the dataset headers for proper column feature names.\n", + " \n", + "At this point, you don't yet know exactly where the user is located just based off the cell phone tower position data; but considering the below are for Calls that arrived in the twilight hours of weekends, it's likely that wherever they are bunched up is probably near where the caller's residence:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.scatter(user1.TowerLon,user1.TowerLat, c='g', marker='o', alpha=0.2)\n", + "ax.set_title('Weekend Calls (<6am or >10p)')\n", + "ax.set_xlabel('Longitude')\n", + "ax.set_ylabel('Latitude')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run K-Means with a `K=1`. There really should only be a single area of concentration. If you notice multiple areas that are \"hot\" (multiple areas the user spends a lot of time at that are FAR apart from one another), then increase `K=2`, with the goal being that one of the centroids will sweep up the annoying outliers; and the other will zero in on the user's approximate home location. Or rather the location of the cell tower closest to their home.....\n", + "\n", + "Be sure to only feed in Lat and Lon coordinates to the KMeans algorithm, since none of the other data is suitable for your purposes. Since both Lat and Lon are (approximately) on the same scale, no feature scaling is required. Print out the centroid locations and add them onto your scatter plot. Use a distinguishable marker and color.\n", + "\n", + "Hint: Make sure you graph the CORRECT coordinates. This is part of your domain expertise." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n", + " n_clusters=2, n_init=10, n_jobs=1, precompute_distances='auto',\n", + " random_state=None, tol=0.0001, verbose=0)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# .. your code here ..\n", + "kmeans = KMeans(n_clusters = 2)\n", + "user1x = user1[['TowerLon','TowerLat']]\n", + "kmeans.fit(user1x)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[-96.70944573 32.73164942]\n", + " [-96.694722 32.750556 ]]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "ax.scatter(user1x.TowerLon,user1x.TowerLat, c='g', marker='o', alpha=0.2)\n", + "ax.set_title('Weekend Calls (<6am or >10p)')\n", + "centroids = kmeans.cluster_centers_\n", + "print(centroids)\n", + "ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", + "\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that you have a system in place, repeat the above steps for all 10 individuals in the dataset, being sure to record their approximate home locations. You might want to use a for-loop, unless you enjoy copying and pasting:" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GxkZmzZqVa/gygZRIRCSjysrKrH+p7969my1btuDumBnr1q3jxS9+MbFYjEgk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\n7lEz2wu8G9hGcl6l9cCZ7v6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pvJT978CRZMODa4B/TelrgCPS/i4Dbpc0qESbpkZEc0Q0NzU1ddORmplZd+mR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\nrjgwmZlZrjgwmZlZrvx/k1eeLgdpfMEAAAAASUVORK5CYII=\n", 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-----------------------------------\n" + ] + } + ], + "source": [ + "\n", + " \n", + "def plotUser1(user):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(user.TowerLon,user.TowerLat, c='g', marker='o', alpha=0.2)\n", + " ax.set_title('Weekend Calls (<6am or >10p)')\n", + " ax.set_xlabel('Longitude')\n", + " ax.set_ylabel('Latitude')\n", + " plt.show()\n", + "\n", + "def plotUser2(user):\n", + " kmeans = KMeans(n_clusters = 2)\n", + " ux = user[['TowerLon','TowerLat']]\n", + " kmeans.fit(ux)\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(ux.TowerLon,ux.TowerLat, c='g', marker='o', alpha=0.2)\n", + " ax.set_title('Weekend Calls (<6am or >10p)')\n", + " centroids = kmeans.cluster_centers_\n", + " print(centroids)\n", + " ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", + " plt.show()\n", + "\n", + "users = []\n", + "for usr in srcPhones:\n", + " users.append(df[df.In == usr])\n", + "\n", + "for user in users:\n", + " user.plot.scatter(x='TowerLon', y='TowerLat', c='gray', alpha=0.1, title='Call Locations')\n", + " plt.show()\n", + " user = user[(user.DOW == 'Sat') | (user.DOW == 'Sun')]\n", + " user = user[(user.CallTime > '22:00:00') | (user.CallTime < '06:00:00')]\n", + " plotUser1(user)\n", + " plotUser2(user)\n", + " print '-----------------------------------'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module5 - Lab3.ipynb b/Module6/Module5 - Lab3.ipynb new file mode 100644 index 0000000..2ac1b2f --- /dev/null +++ b/Module6/Module5 - Lab3.ipynb @@ -0,0 +1,795 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab3" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from datetime import timedelta\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "from sklearn.cluster import KMeans\n", + "matplotlib.style.use('ggplot') # Look Pretty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A convenience function for you to use:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def clusterInfo(model):\n", + " print(\"Cluster Analysis Inertia: \", model.inertia_)\n", + " print('------------------------------------------')\n", + " \n", + " for i in range(len(model.cluster_centers_)):\n", + " print(\"\\n Cluster \", i)\n", + " print(\" Centroid \", model.cluster_centers_[i])\n", + " print(\" #Samples \", (model.labels_==i).sum()) # NumPy Power" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Find the cluster with the least # attached nodes\n", + "def clusterWithFewestSamples(model):\n", + " # Ensure there's at least on cluster...\n", + " minSamples = len(model.labels_)\n", + " minCluster = 0\n", + " \n", + " for i in range(len(model.cluster_centers_)):\n", + " if minSamples > (model.labels_==i).sum():\n", + " minCluster = i\n", + " minSamples = (model.labels_==i).sum()\n", + "\n", + " print(\"\\n Cluster With Fewest Samples: \", minCluster)\n", + " return (model.labels_==minCluster)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### CDRs" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "A [call detail record](https://en.wikipedia.org/wiki/Call_detail_record) (CDR) is a data record produced by a telephone exchange or other telecommunications equipment that documents the details of a telephone call or other telecommunications transaction (e.g., text message) that passes through that facility or device.\n", + "\n", + "The record contains various attributes of the call, such as time, duration, completion status, source number, and destination number. It is the automated equivalent of the paper toll tickets that were written and timed by operators for long-distance calls in a manual telephone exchange.\n", + "\n", + "The dataset we've curated for you contains call records for 10 people, tracked over the course of 3 years. Your job in this assignment is to find out where each of these people likely live and where they work at!\n", + "\n", + "Start by loading up the dataset and taking a peek at its `head` and `dtypes`. You can convert date-strings to real date-time objects using `pd.to_datetime`, and the times using `pd.to_timedelta`:" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[4638472273 1559410755 4931532174 2419930464 1884182865 3688089071\n", + " 4555003213 2068627935 2894365987 8549533077]\n" + ] + } + ], + "source": [ + "# .. your code here ..\n", + "df = pd.read_csv('Datasets/CDR.csv')\n", + "print df.In.unique()\n", + "srcPhones = df.In.unique()\n", + "df.CallDate = pd.to_datetime(df.CallDate)\n", + "df.CallTime = pd.to_timedelta(df.CallTime)\n", + "df.Duration = pd.to_timedelta(df.Duration)\n", + "\n", + "def plotUser1(user):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(user.TowerLon,user.TowerLat, c='g', marker='o', alpha=0.2)\n", + " ax.set_title('Weekday Calls (<5pm)')\n", + " ax.set_xlabel('Longitude')\n", + " ax.set_ylabel('Latitude')\n", + " plt.show()\n", + "\n", + "def plotUser2(user):\n", + " kmeans = KMeans(n_clusters = 4)\n", + " ux = user[['TowerLon','TowerLat']]\n", + " kmeans.fit(ux)\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(ux.TowerLon,ux.TowerLat, c='g', marker='o', alpha=0.2)\n", + " ax.set_title('Weekday Calls (<5pm)')\n", + " ax.set_xlabel('Longitude')\n", + " ax.set_ylabel('Latitude')\n", + " centroids = kmeans.cluster_centers_\n", + " print('tel:',user.head(1).In)\n", + " clusterInfo(kmeans)\n", + " #print(centroids)\n", + " ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169)\n", + " plt.show()\n", + " midWayClusterIndices = clusterWithFewestSamples(kmeans)\n", + " midWaySamples = user[midWayClusterIndices]\n", + " print(\" Its Waypoint Time: \", midWaySamples.CallTime.mean())\n", + " ax.scatter(kmeans.cluster_centers_[:,1], kmeans.cluster_centers_[:,0], s=169, c='r', marker='x', alpha=0.8, linewidths=2)\n", + " ax.set_title('Weekday Calls Centroids')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a unique list of the phone number values (people) stored in the `In` column of the dataset, and save them in a regular python list called `unique_numbers`. Manually check through `unique_numbers` to ensure the order the numbers appear is the same order they (uniquely) appear in your dataset:" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('tel:', 197 4638472273\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.10279744651524612)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.70816184, 32.73323174]))\n", + "(' #Samples ', 306)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.90967196, 32.9001744 ]))\n", + "(' #Samples ', 953)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.81945506, 32.84577996]))\n", + "(' #Samples ', 52)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.85151976, 32.87385429]))\n", + "(' #Samples ', 94)\n" + ] + }, + { + "data": { + "image/png": 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ERC1wyOEvSZKg1+sBABaLBRaLBZIkITIyEmq1GgDQp08fGI3GBvP+8MMPCAsLg5ubG9Rq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\nDEuFiIgU838NcEZAJZeVAAAAAABJRU5ErkJggg==\n", 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HdCvz1HniN+G/gb+HP9SSGv4e/pgxaAY8dZ7OjkbUJLtLZfr06ejatSuefvpp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\nDEuFiIgU838NcEZAJZeVAAAAAABJRU5ErkJggg==\n", 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JoWp8FyDh7jMCnQ2ARtKgTJRhbuZciOuX4QsIzM2ci3dz3rXX7hHxTIXInrRq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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:47:50.059087'))\n", + "-----------------------------------\n", + "('tel:', 162 1559410755\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.094904878834228018)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.92355104, 32.87096795]))\n", + "(' #Samples ', 921)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.93522725, 32.69557708]))\n", + "(' #Samples ', 3121)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.91638645, 32.7674931 ]))\n", + "(' #Samples ', 125)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.91649315, 32.72173631]))\n", + "(' #Samples ', 235)\n" + ] + }, + { + "data": { + "image/png": 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y8/MBAFlZWcjNzcX8+fMbDRQAOHHiBIKCguRAAQBPT084ODjAwcEB48aNw7lz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\nQ9T2yy+/ICkpCWfPnsWYMWM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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:48:08.323920'))\n", + "-----------------------------------\n", + "('tel:', 222 4931532174\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.0081153015950818329)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.88911725, 32.81309497]))\n", + "(' #Samples ', 88)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.893333, 32.780278]))\n", + "(' #Samples ', 838)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.86563953, 32.86562866]))\n", + "(' #Samples ', 197)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.89913925, 32.74273613]))\n", + "(' #Samples ', 8)\n" + ] + }, + { + "data": { + "image/png": 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VyMjIQFZWFuLj423GGgwGbN26Fenp6dBoNEhLS0NeXh6io6Mxe/Zs63rr1q2DVqu1vvb1\n9UVqamp77B4REd1Eu5xGkyQJzs7OAACz2Qyz2QxJkhAaGgqlUgkACAkJgcFgaHa8xWKB0WiE2WyG\n0WhE9+7dbd4XQmD37t0YNWqUvDtCRES3pN0enmaxWJCUlIRz585h/PjxCA4Otnk/JycHUVFRTcZ5\nenpi4sSJmDFjBjQaDUJDQxEaGmqzzqFDh9CtWzf07NnTuqyiogIvv/wytFotJk2ahLvuukueHSMi\nopuShBCiPT+wpqYGS5YswZQpUxAQEAAAyMzMxPHjxzF37lxIkmSzfnV1NZYuXYrZs2dDq9UiLS0N\nERERGD16tHWdVatWwdfXFxMnTgQA1NfXo7a2Fm5ubjhx4gRSU1OxdOlSm9NsAJCdnY3s7GwAwOLF\ni2E0GuXc9ZtSqVQwmUwdmqG1HC0z88rP0TI7Wl6gc2XWaDR2rdfuj4XW6XQYNGgQCgsLERAQgNzc\nXOTn52PBggVNigYAiouL4e3tDXd3dwDAvffeiyNHjljLxmw2Y+/evVi8eLF1jFqthlqtBgD069cP\nPj4+KCsrQ//+/W22HRMTg5iYGOvrjn7Mamd61Ku9HC0z88rP0TI7Wl6gc2XuVI+FrqqqQk1NDYCG\nmWlFRUXw8/NDYWEhtmzZgqSkJDg5OTU7Vq/X4+jRo6irq4MQAsXFxfDz87O+X1xcjF69eqFHjx42\nn2exWAAA5eXlKCsrg4+Pj4x7SERELWmXI5vKykosW7YMFosFQghERkZi+PDhmDlzJkwmE1JSUgD8\nZ4qywWDAihUrMG/ePAQHByMiIgJJSUlQKpUIDAy0ORrZtWtXk4kBBw8exMaNG6FUKqFQKDBt2jS4\nurq2x64SURehPHkS5sBAoJkzMk0IAWVJCcx9+8qeq7Nq92s2nVnjd3Y6Smc6NLaXo2VmXvk5WuZb\nyas8eRLazEwYw8NRFx0NSBK2ndiGF7a/gCu4AgDooe6B92LeQ5RfJJxyc6EpKMDlJ55ok8LpTD9j\ne0+jtfs1GyIiR2cODIQxPByaggIAwP8F1OG5nKk261ysv4i4z5/C9u5/RNjpWhjDwxuOhLoolg0R\nUWtJUsMRDQBNQQE+//dKIBDAtWfUBPDgMRPyK5bh7meXWY+AuireG42I6FZcLZwny9MwqKQa448B\naLwoIYDxx4CIs8AX3j9DfzQefu/3xpOZT3Zk4g7FsiEiukV+7/fGtiBgT++GYmksnMai2dMb2BYE\n6xFP3sW8Lls4PI1GRHQ7pKuFgoaCiTjb8Pvri6ZR3sW8do3XWfDIhojodl1TOI2aK5qujGVDRHS7\nrp46u5bNNRxi2RAR3ZbrrtG8Ht3wv08aejdbOFE9mt5wuCtg2RAR3aKfnj/b7GSAD946i8d+t7hJ\n4UT1iMInT3zSkZE7DCcIEBHdCiHglJuLT3zmwPircCRc9z2auuhoPIbFiC0ogDE4vMt/z4ZlQ0TU\nWleLRlNQYHPLGhvXffETQJcuHJ5GIyJqJWVJSctFc9WRi0fx1JW1mHdlCz7/eAHO7M9t15ydCY9s\niKhLOPvzWaw4sALnL5+Hl9YL0wdPR+9uvW9pW+a+fRtuqtnCXZ+PXDiCKf+eAq1Si/K7tTje/QoO\n//ga1gSsQYg+5Db2xDHxyIaI7nhnfz6L2Ttn40zVGZhgwpmqM5i9czbO/nz2lrdp7tu3xVNib+57\nE1qlFiq1CpAklPbSQqvU4s19b97yZzoylg0R3fFWHFgBnUoHlarhZI5KpYJOpcOKAytk+8wLVy40\nFM01VGoVLlzpHI8GaG8sGyK6452/fN5aNI1UKhXOXz4v22fqXfQw1ZtslpnqTdC76GX7zM6MZUNE\ndzwvrRdMpuv+4jeZ4KX1ku0z598zH5fNl62FY6o34bL5MubfM1+2z+zMWDZEdMebPng6akw11sIx\nmUyoMdVg+uDpsn1miD4Eax5aAz83PyiFEn5ufljzUNecHABwNhoRdQG9u/VG+uh062y0nu49b2s2\nmr1C9CFY+6u1sn6Go2DZEFGX0Ltbb6SMSunoGF1Wu5SN0WhEcnIyTCYTzGYzIiIiEBsbi/Xr1yM/\nPx8qlQo+Pj5ITEyETqdrMv6zzz5DTk4OJEmCv78/EhMTodFosHHjRmzfvh3u7u4AgKeeegrh4eEA\ngKysLOTk5EChUGDKlCkICwtrj10lIqJmtEvZqNVqJCcnw9nZGSaTCQsWLEBYWBiGDh2KuLg4KJVK\nZGRkICsrC/Hx8TZjDQYDtm7divT0dGg0GqSlpSEvLw/RV28DMWHCBDzyyCM2Y86ePYu8vDykpaWh\nsrISKSkpeOedd6BQ8BIVEVFHaJe/fSVJgrOzMwDAbDbDbDZDkiSEhoZCqVQCAEJCQmAwGJodb7FY\nYDQaYTabYTQa0b179xY/b9++fYiKioJarYa3tzd8fX1x7NixFscQEZF82u2ajcViQVJSEs6dO4fx\n48cjODjY5v2cnBxERTV9zoOnpycmTpyIGTNmQKPRIDQ0FKGhodb3v/jiC+zcuRP9+vXDM888A1dX\nVxgMBpvte3p6Nltk2dnZyM7OBgAsXrwYen3Hzn9XqVQdnqG1HC0z88rP0TI7Wl7AQTO31wcpFAqk\npqaipqYGS5YswenTpxEQEAAAyMzMhFKpxP33399kXHV1Nfbt24dly5ZBq9UiLS0NO3fuxOjRozFu\n3Dj85je/AQB8/PHHWLduHRITE+3OFBMTg5iYGOvrCxc69pu9er2+wzO0lqNlZl75OVpmR8sLdK7M\nvXr1smu9dr+IodPpMGjQIBQWFgIAcnNzkZ+fj1mzZkFq5j5DxcXF8Pb2hru7O1QqFe69914cOXIE\nAODh4QGFQgGFQoGxY8fi+PHjABqOZC5evGjdhsFggKenZzvsHRERNaddyqaqqgo1NTUAGmamFRUV\nwc/PD4WFhdiyZQuSkpLg5OTU7Fi9Xo+jR4+irq4OQggUFxfDz88PAFBZWWldb+/evfD39wcAjBgx\nAnl5eaivr0dFRQXKysoQFBQk814SEdGNtMtptMrKSixbtgwWiwVCCERGRmL48OGYOXMmTCYTUlIa\n5r4HBwcjISEBBoMBK1aswLx58xAcHIyIiAgkJSVBqVQiMDDQeuorIyMDJSUlkCQJXl5eSEhIAAD4\n+/sjMjISc+bMgUKhwNSpUzkTjYioA0lCCNHRITqL0tLSDv38znQe1l6Olpl55edomR0tL9C5Mnfa\nazZERNT1sGyIiEh2LBsiIpIdy4aIiGTHsiEiItmxbIiISHYsGyIikh3LhoiIZMeyISIi2bFsiIhI\ndiwbIiKSHcuGiIhkx7IhIiLZsWyIiEh2LBsiIpIdy4aIiGTHsiEiItmxbIiISHYsGyIikh3LhoiI\nZKdqjw8xGo1ITk6GyWSC2WxGREQEYmNjsX79euTn50OlUsHHxweJiYnQ6XRNxn/22WfIycmBJEnw\n9/dHYmIiNBrNDcdXVFRg9uzZ6NWrFwAgODgYCQkJ7bGrRETUjHYpG7VajeTkZDg7O8NkMmHBggUI\nCwvD0KFDERcXB6VSiYyMDGRlZSE+Pt5mrMFgwNatW5Geng6NRoO0tDTk5eUhOjq6xfG+vr5ITU1t\nj90jIqKbaJfTaJIkwdnZGQBgNpthNpshSRJCQ0OhVCoBACEhITAYDM2Ot1gsMBqNMJvNMBqN6N69\nOwDYPZ6IiDpWuxzZAA2FkZSUhHPnzmH8+PEIDg62eT8nJwdRUVFNxnl6emLixImYMWMGNBoNQkND\nERoa2mS968dXVFTg5ZdfhlarxaRJk3DXXXc1GZOdnY3s7GwAwOLFi6HX6293N2+LSqXq8Ayt5WiZ\nmVd+jpbZ0fICjplZEkKI9vzAmpoaLFmyBFOmTEFAQAAAIDMzE8ePH8fcuXMhSZLN+tXV1Vi6dClm\nz54NrVaLtLQ0REREYPTo0dZ1rh9fX1+P2tpauLm54cSJE0hNTcXSpUuh1WpbzFZaWtr2O9wKer0e\nFy5c6NAMreVomZlXfo6W2dHyAp0rc+O18Ztp99loOp0OgwYNQmFhIQAgNzcX+fn5mDVrVpOiAYDi\n4mJ4e3vD3d0dKpUK9957L44cOWJ9v7nxarUabm5uAIB+/frBx8cHZWVl7bB3RETUnHYpm6qqKtTU\n1ABomJlWVFQEPz8/FBYWYsuWLUhKSoKTk1OzY/V6PY4ePYq6ujoIIVBcXAw/Pz8AuOH4qqoqWCwW\nAEB5eTnKysrg4+Mj814SEdGNtMs1m8rKSixbtgwWiwVCCERGRmL48OGYOXMmTCYTUlJSAPxnirLB\nYMCKFSswb948BAcHIyIiAklJSVAqlQgMDERMTAwAYPXq1c2OP3jwIDZu3AilUgmFQoFp06bB1dW1\nPXaVyCEs/245/rL/L9bXrw57FYkjEjswEd3p2v2aTWfGazat52iZmbdp0TRqq8Lhz1h+nSlzp71m\nQ0Qdq7miaWk5UVtg2RB1QsqTJwF7TzoI0bA+USfGsiHqZJQnT0KbmQmn3NybF44QcMrNhTYzk4VD\nnRrLhqiTMQcGwhgeDk1BAaQvv7xx4VwtGk1BAYzh4TAHBtq1/VeHvdqq5URtod3uIEBEdpIk1EVH\nAwC0e/fCqaqq4fW130O7rmiavN+CxkkAnI1G7YllQ9QZXS0ci7s7NLm5APCfQrmNommUOCKR5ULt\nimVD1FlJEsS4cTBWVUFTUACgoXBut2iIOoLdZVNfX49NmzZh165d+OWXX/D3v/8d33//PcrKyvDw\nww/LmZGo67rmlJqmoMBaOiyaW1d4rhDzd83HpbpL8HDywPL/Wo5Ap8COjnXHs3uCwN///necOXPG\n5h5k/v7++PLLL2ULR+SIxm8YD79VftZf4zeMv70NXlM4jVg0t6bwXCHiv4hHeU05zJIZ5TXleHTj\noyg8V9jR0e54dpfN3r17MWvWLISEhFjLxtPTk8+QIbrG+A3jcaD6gM2yA9UHbq9wrl6juZZd06Kp\nifm75sNJ4QSVuuGkjkqtgpPSCfN3ze/gZHc+u0+jqVQq680tG1VVVVnvrkxEaFI0N1t+U81MBmh8\nDfAIp7Uu1V2yFk0jtUqNS3WXOihR12H3kU1ERAT+53/+BxUVFQAabq65evXqZh94RkRtQAhIX37Z\nZDJAXXS09Xs4PMJpHQ8nD5jqTTbL6k318HDy6KBEXYfdZRMXFwdvb2+89NJLuHz5MmbNmoXu3bvj\nySeflDMfUdd09YhGsXdv08kALJxb9uaoN1FnqbMWjqnehDpzHd4c9WYHJ7vzteo02uTJkzF58mTr\n6bPmHnZG1JUNdh3c7Cmzwa6D7d/INafOLNHRqAsPb3qq7LpZagBPqdkjzDcMGQ9nWGej9dD14Gy0\ndtJi2ZSXl9/wvStXrlh/zweTETXY9tS2JpMEBrsOxranttm9DWVJifXUmdO4ccDFi82veF3hmAID\nYe7b93bidwlhvmH4/L8/t77uTLfrv5O1WDazZs2yayMff/xxm4QhuhO0pliaY+7bF5efeALmwEC4\n3exI5WrhsGios2uxbK4tka+++grFxcV48skn4eXlhfPnz2PTpk0YMmSI7CGJuppWFYcksWio07N7\ngsDHH3+M3//+9+jZsydUKhV69uyJhIQEfPTRR3LmIyKiO4DdZSOEsE57bnT+/Pkm370hIiK6nt2z\n0SZMmIA33ngD0dHR1gtqO3bswIQJE+TMR0REdwC7y+aRRx5BQEAAdu/ejZKSEnh4eGDGjBkICwu7\n6Vij0Yjk5GSYTCaYzWZEREQgNjYW69evR35+PlQqFXx8fJCYmAidTtdk/GeffYacnBxIkgR/f38k\nJiZCo9Gguroa6enpOH/+PLy8vDB79my4uroCALKyspCTkwOFQoEpU6bYlZOIiOTRqkcMhIWF3dJf\n2mq1GsnJyXB2dobJZMKCBQsQFhaGoUOHIi4uDkqlEhkZGcjKykJ8fLzNWIPBgK1btyI9PR0ajQZp\naWnIy8tDdHQ0Pv30UwwZMgSPPfYYPv30U3z66aeIj4/H2bNnkZeXh7S0NFRWViIlJQXvvPMOFAo+\nmJSIqCPYXTYtTW/+7W9/2+JYSZLg7OwMADCbzTCbzZAkCaGhodZ1QkJCsGfPnmbHWywWGI1GKJVK\nGI1GdO93zBl/AAAdo0lEQVTeHQCwb98+LFy4EAAwZswYLFy4EPHx8di3bx+ioqKgVqvh7e0NX19f\nHDt2DCEhIfbuLhERtSG7y+bidV8su3TpEg4ePIiRI0faNd5isSApKQnnzp3D+PHjERwcbPN+Tk5O\ns/dZ8/T0xMSJEzFjxgxoNBqEhoZaS+rnn3+2Fo+Hhwd+/vlnAA1HQ9du/0Z3p87OzkZ2djYAYPHi\nxdDr9Xbti1xUKlWHZ2gtR8vMvPJztMyOlhdw0Mz2rpiY2PQRsoWFhfjmm2/sGq9QKJCamoqamhos\nWbIEp0+fRkBAAAAgMzMTSqUS999/f5Nx1dXV2LdvH5YtWwatVou0tDTs3LkTo0ePtllPkqRW3z4n\nJiYGMTEx1tcd/S1iR/wms6NlZl75OVpmR8sLdK7MvXr1smu927qIMXToUOzbt69VY3Q6HQYNGoTC\nwoaHFeXm5iI/P9/moWzXKi4uhre3N9zd3aFSqXDvvffiyJEjAIBu3bqhsrISQMNdqN3d3QE0HMlc\neyRmMBjg6el5S/tIRES3z+6yKS8vt/l1+vRpfPTRR3YdylVVVaGmpgZAw8y0oqIi+Pn5obCwEFu2\nbEFSUhKcnJyaHavX63H06FHU1dVBCIHi4mL4+fkBAEaMGIEdO3YAAHbs2IF77rnHujwvLw/19fWo\nqKhAWVkZgoKC7N1VIiJqY3afRrv+PmkajQZ9+/bFCy+8cNOxlZWVWLZsGSwWC4QQiIyMxPDhwzFz\n5kyYTCakpKQAAIKDg5GQkACDwYAVK1Zg3rx5CA4ORkREBJKSkqBUKhEYGGg99fXYY48hPT0dOTk5\n1qnPQMPjqiMjIzFnzhwoFApMnTqVM9GIiDqQJAQfhNGotLS0Qz+/M52HtZejZWZe+TlaZkfLC3Su\nzG1+zebtt99udvmSJUvs3QQREXVRdpfNDz/80KrlREREjW56zabxy5wmk6nJFzvLy8vh5eUlTzIi\nIrpj3LRsGqcQWyyWJl/s1Ov1iI2NlScZERHdMW5aNo1f5gwJCbH5AiQREZG9WiybiooKeHt7AwCG\nDBmC8vLyZtfz8fFp+2RERHTHaLFs5s6di3Xr1gFo+j2ba7V0k04iIqIWy6axaAAWChER3Tq7pz5/\n8MEHzS5fu3ZtW2UhIqI7lN1l03gPsuvt3LmzzcIQEdGd6aaz0XJycgA0PPSs8feNKioq4ObmJk8y\nIgekPHkS5sBAwJ7HXQgBZUkJzH37yp6LqKPdtGy+/vprAA1f6mz8faNu3brZdSNOoq5AefIktJmZ\nMIaHoy46uuXCEQJOubnQFBTg8hNPsHDojnfTsklOTgYAfPTRR5g0aZLsgYgclTkwEMbwcGgKCgDg\nxoVzTdEYw8MbjoSI7nB2P2Lg2qIRQuDam0Xz9v1EACSpoWCAGxfOdUVz0yMgojuE3WVjMBiwevVq\nHDp0yPogtEacFk101XWF87ut8dgWBEACIIDxx4BPfOawaKjLsfuQZOXKlVCpVFiwYAGcnZ3x1ltv\nYcSIEZg2bZqc+Ygcz9XCebI8DRFnGwqmsWgizgJPlqexaKjLsbtsjhw5ghkzZiAwMBCSJCEwMBAz\nZszAZ599Jmc+IsckSdgWBOzp3VAwybkN/7unN64e6bBoqGuxu2wUCgWUSiUAQKfToaqqCk5OTjAY\nDLKFI3Jo0tViuYb1lBpRF2P3NZugoCDs378fI0eORGhoKNLT06HRaNC/f3858xE5rqunzq41/ljT\nAiLqCuwum5kzZ1pnoE2ePBn//Oc/UVNTg8uXL8sWjshhCWG9RtN46qzxdeP7PJVGXYndZaPT6ay/\n12g0+O///m8YjUY8/fTT+P3vf9/iWKPRiOTkZJhMJpjNZkRERCA2Nhbr169Hfn4+VCoVfHx8kJiY\naPM5AFBaWor09HTr64qKCsTGxmLChAlIT09HaWkpAODy5cvQarVITU1FRUUFZs+ejV69egEAgoOD\nkZCQYO+uEt2eq9ObP/GZgyeRZj111nhE84nPHBhzczlJgLoUu8umOZKdf1DUajWSk5Ph7OwMk8mE\nBQsWICwsDEOHDkVcXByUSiUyMjKQlZWF+Ph4m7G9evVCamoqgIanhU6fPh0jR44EAMyePdu63rp1\n66DVaq2vfX19reOI2s1136P5IPpsk+/ZGK++D7TwxU+iO0y7fBtTkiQ4OzsDaLjHmtlshiRJCA0N\ntU46CAkJuelkg+LiYvj6+sLLy8tmuRACu3fvxqhRo+TZASJ72POFzavTohvvNOCUm9twSo3oDnfT\nI5sDBw7c8D2TyWT3B1ksFiQlJeHcuXMYP348goODbd7PyclBVFRUi9vYtWtXs4Vy6NAhdOvWDT17\n9rQuq6iowMsvvwytVotJkybhrrvuajIuOzsb2dnZAIDFixdDr9fbvT9yUKlUHZ6htRwts6x5jx2D\n8vBhWKKj4TRuHNxaOmL5zW8gubtDu3cvzMOGAUHNzxpwtJ8v4HiZHS0v4JiZJSFa/meVPTfaXLZs\nmd0fWFNTgyVLlmDKlCkICAgAAGRmZuL48eOYO3fuDU/NmUwmTJ8+HUuXLoWHh4fNe6tWrYKvry8m\nTpwIAKivr0dtbS3c3Nxw4sQJpKamYunSpTan2ZrTeP2no+j1ely4cKFDM7SWo2WWO29b3/XZ0X6+\ngONldrS8QOfK3Hht/GZuemTTmiKxh06nw6BBg1BYWIiAgADk5uYiPz8fCxYsaPEa0P79+9G3b98m\nRWM2m7F3714sXrzYukytVkOtVgMA+vXrBx8fH5SVlXGaNsmuVXdvliTe7Zm6jHa5ZlNVVWW9n5rR\naERRURH8/PxQWFiILVu2ICkpCU5OTi1u40an0IqLi9GrVy/06NHD5vMsFgsAoLy8HGVlZfDx8WnD\nPSIiota4rdlo9qqsrMSyZctgsVgghEBkZCSGDx+OmTNnwmQyISUlBcB/pigbDAasWLEC8+bNAwDU\n1taiqKio2enLzZXQwYMHsXHjRiiVSigUCkybNg2urq7y7ygRETXrptdsuhJes2k9R8vMvPJztMyO\nlhfoXJntvWbDB9EQEZHsWDZERCQ7lg0REcmOZUNERLJj2RARkexYNkREJDuWDRERyY5lQ0REsmPZ\nEBGR7Fg2REQkO5YNERHJjmVDRESyY9kQEZHsWDZERCQ7lg0REcmOZUNERLJj2RARkexYNkREJDuW\nDRERyY5lQ0REslO1x4cYjUYkJyfDZDLBbDYjIiICsbGxWL9+PfLz86FSqeDj44PExETodDqbsaWl\npUhPT7e+rqioQGxsLCZMmICNGzdi+/btcHd3BwA89dRTCA8PBwBkZWUhJycHCoUCU6ZMQVhYWHvs\nKhERNaNdykatViM5ORnOzs4wmUxYsGABwsLCMHToUMTFxUGpVCIjIwNZWVmIj4+3GdurVy+kpqYC\nACwWC6ZPn46RI0da358wYQIeeeQRmzFnz55FXl4e0tLSUFlZiZSUFLzzzjtQKHggRzdWXl2Of/z4\nD1y4cgF6Fz3iBsTBx9Wno2MR3RHa5W9fSZLg7OwMADCbzTCbzZAkCaGhoVAqlQCAkJAQGAyGFrdT\nXFwMX19feHl5tbjevn37EBUVBbVaDW9vb/j6+uLYsWNtszN0RyqvLkfy7mSc/eUsTMKEs7+cRfLu\nZJRXl3d0NKI7Qrsc2QANRyVJSUk4d+4cxo8fj+DgYJv3c3JyEBUV1eI2du3ahVGjRtks++KLL7Bz\n507069cPzzzzDFxdXWEwGGy27+np2WyRZWdnIzs7GwCwePFi6PX6W929NqFSqTo8Q2s5WuYb5V15\naCX07nqoFP/5I+FiccGWM1sw//757RnRhqP9fAHHy+xoeQEHzdxeH6RQKJCamoqamhosWbIEp0+f\nRkBAAAAgMzMTSqUS999//w3Hm0wm5OfnIy4uzrps3Lhx+M1vfgMA+Pjjj7Fu3TokJibanSkmJgYx\nMTHW1xcuXGjtbrUpvV7f4Rlay1EyK0+ehDkwEHovr2bznrp4CiZhQj3qASHgXV6NCl83nLp4qkP3\nz1F+vtdytMyOlhfoXJl79epl13rtfhFDp9Nh0KBBKCwsBADk5uYiPz8fs2bNgiRJNxy3f/9+9O3b\nFx4eHtZlHh4eUCgUUCgUGDt2LI4fPw6g4Ujm4sWL1vUMBgM8PT1l2iPq7JQnT0KbmQmn3FxAiGbX\n0bvoYTKbACEw5PsyjPr6BHr8VAm9i2P965Gos2qXsqmqqkJNTQ2AhplpRUVF8PPzQ2FhIbZs2YKk\npCQ4OTm1uI3mTqFVVlZaf7937174+/sDAEaMGIG8vDzU19ejoqICZWVlCAoKauO9IkdhDgyEMTwc\nmoICSF9+2WzhxA2IQ42xGoP2n0XQ0fM40t8TJzwlxA2Ia2aLRNRa7XIarbKyEsuWLYPFYoEQApGR\nkRg+fDhmzpwJk8mElJQUAEBwcDASEhJgMBiwYsUKzJs3DwBQW1uLoqIiJCQk2Gw3IyMDJSUlkCQJ\nXl5e1vf9/f0RGRmJOXPmQKFQYOrUqZyJ1pVJEuqiowEA2r174VRV1fD6miNpH5030kzjceL0P1Ac\n4oOLEaF4feDvOBuNqI1IQtzgvEIXVFpa2qGf35nOw9rLoTILAa+CAtTm5sIYHv6fwhECTrm50BQU\n2C7vBBzq53uVo2V2tLxA58ps7zWbdpsgQNThJAli3DgYq6qgKSgAANRFR3faoiG6k7BsqGu55pSa\npqDAWjq3UjRGsxGnfzmNWlMtnFXOCHALgEapkSE0keNj2VDXc7VwGosGwC0Vze7S3Thy6Qiu1F+B\ni9oFIR4hiOwVycIhagavmlPXc/UazbVamhbdnMOGw/j6p69RVVcFM8yoqqvC1z99jcOGw22blegO\nwbKhruW6yQC/zJljnRbdmsL5rvw7uKhcrLMcFQoFXFQu+K78OxnDEzkunkajrkMISF9+2WQywLXX\ncAD7TqkZzcYmX0KWJAlGs1GG4ESOj0c21DVcPaJR7N3bdDLA1cJpzRFOX4++MJqNaPzmgBACRrMR\nfT36yrsfRA6KRzZ057vm1JklOhp14eFNj1xaeYQzquconKk6g9r6WphhhlJSwt3FHaN6jmp2faKu\njmVDdzxlSYn11JnTuHHANffNs3Fd4ZgCA2Hu2/yRiqvGFZMGTMLe8r2oqquCu5M7RvqMhKvGVaa9\nIHJsLBu645n79sXlJ56AOTAQbjeb3ny1cFoqmkauGlc86P9gGyYlunOxbKhLuFlx2JCk1q1PRDfF\nCQJERCQ7lg0REcmOZUNERLJj2RARkexYNkREJDuWDRERyY5lQ0REsmPZEBGR7Fg2REQku3a5g4DR\naERycjJMJhPMZjMiIiIQGxuL9evXIz8/HyqVCj4+PkhMTIROp7MZW1paivT0dOvriooKxMbGYsKE\nCTccX1FRgdmzZ6NXr14AgODgYCQkJLTHrnYqfGwxEXUWkhCteDzhLRJCoK6uDs7OzjCZTFiwYAEm\nT56MK1euYPDgwVAqlcjIyAAAxMfH33A7FosF06dPx5tvvgkvLy98//33zY6vqKjAW2+9haVLl7Yq\nZ2lp6a3vZBvQ6/W4cOFCm2zLaDai8HwhNAoNFJICFmGB0WJEmFdYmxZOW2ZuD8wrP0fL7Gh5gc6V\nufEf9TfTLqfRJEmCs7MzAMBsNsNsNkOSJISGhkKpVAIAQkJCYDAYWtxOcXExfH194eXlBQCtHt+V\nnP7ltLVoAEAhKaBRaHD6l9MdnIyIuqJ2uxGnxWJBUlISzp07h/HjxyM4ONjm/ZycHERFRbW4jV27\ndmHUqOafF3L9+IqKCrz88svQarWYNGkS7rrrriZjsrOzkZ2dDQBYvHgx9Hp9a3erTalUqjbLcNZ0\nFhrR9AhGISnadD/bMnN7YF75OVpmR8sLOGjm9voghUKB1NRU1NTUYMmSJTh9+jQCAgIAAJmZmVAq\nlbj//vtvON5kMiE/Px9xcXFN3rt+fPfu3bF8+XK4ubnhxIkTSE1NxdKlS6HVam3GxcTEICYmxvq6\now9L2/LQuLa6FtXGauuRDQBYhAWuGtc23c/OdDhvD+aVn6NldrS8QOfK3KlOo11Lp9Nh0KBBKCws\nBADk5uYiPz8fs2bNavJM92vt378fffv2hYeHh83y5sar1Wq4ubkBAPr16wcfHx+UlZXJtEedU4Bb\nAIwWIyzCAgDWazYBbgEdnIyIuqJ2KZuqqirU1NQAaJiZVlRUBD8/PxQWFmLLli1ISkqCk5NTi9to\n7hTajcZXVVXBYmn4S7a8vBxlZWXw8fFp473q3DRKDcK8wuCqcYVCUsBV49rmkwOIiOzVLqfRKisr\nsWzZMlgsFgghEBkZieHDh2PmzJkwmUxISUkB8J8pygaDAStWrMC8efMAALW1tSgqKmoyfXn16tXN\njj948CA2btwIpVIJhUKBadOmwdW16z2uV6PUIMgjqKNjEBG1z9RnR3EnTX1uL46WmXnl52iZHS0v\n0Lkyd9prNkRE1PWwbIiISHYsGyIikh3LhoiIZMeyISIi2bFsiIhIdiwbIiKSHcuGiIhkx7IhIiLZ\nsWyIiEh2LBsiIpIdy4aIiGTHsiEiItmxbIiISHYsGyIikh3LhoiIZMeyISIi2bFsiIhIdiwbIiKS\nHcuGiIhkJwkhREeHICKiOxuPbDqRV155paMjtJqjZWZe+TlaZkfLCzhmZpYNERHJjmVDRESyUy5c\nuHBhR4eg/+jXr19HR2g1R8vMvPJztMyOlhdwvMycIEBERLLjaTQiIpIdy4aIiGSn6ugAXUFJSQlW\nrVqF2tpaeHl5YdasWdBqtQCAU6dOYeXKlbhy5QokScKiRYug0WjsGl9UVIQPP/wQJpMJKpUKTz/9\nNAYPHtxp8/7yyy9IS0vDsWPHEB0djalTp952VrkzA0BWVhZycnKgUCgwZcoUhIWFdZq8RqMRSqUS\nzz//PIKCgmAymbBy5UocP34cCoUCkydPxqBBgzp13vfeew8nT56ExWLB6NGj8fjjj992Xjkzf/31\n1/i///s/63qnT5/GW2+9hcDAwE6Z197xshMku1deeUX88MMPQgghtm/fLjZs2CCEEMJkMomXXnpJ\nnDx5UgghRFVVlTCbzXaPP3HihLh48aIQQohTp06JhISETp33ypUr4tChQ2Lbtm3i/fffb5Oscmc+\nc+aMmDt3rjAajaK8vFy8+OKLzY5v77wpKSmioKBACCFEfn6+SE5OFkIIsXXrVrFs2TIhhBCXLl0S\nf/zjHzt13q+//lqkp6cLIYSora0ViYmJory8/Lbzypn5WqdOnRIvvvhip85r73i58TRaOygtLcVd\nd90FABg6dCi+/fZbAMD333+PgIAA67+I3NzcoFA0/U9yo/F9+/aFp6cnAMDf3x9GoxH19fWdNq+z\nszMGDhwoy7+o5Mq8b98+REVFQa1Ww9vbG76+vjh27FiH55UkCVeuXAEAXL58Gd27dwcAnD171np0\n261bN+h0Opw4caLT5gWA2tpamM1mGI1GqFQq67/mO3PmRt988w2ioqI6dV57x8uNZdMO/P39sW/f\nPgDAnj17cPHiRQBAWVkZJEnCX/7yFyQlJWHLli2tGn+tb7/9Fv369YNarXaIvG1NrswGgwE9evSw\nrufp6QmDwdDheZ999lmsX78eM2bMwPr16xEXFwcACAwMxHfffQez2YyKigqcOHECFy5c6LR5IyIi\n4OzsjISEBCQmJmLixIlwdXW97bxyZr7W7t27MWrUqE6d197xcuM1mzaSkpKCS5cuNVk+adIkzJgx\nA2vWrMHmzZsxYsQIqFQNP3az2YzDhw9j0aJFcHJywhtvvIF+/fphyJAhNtu40fhGZ86cwYcffohX\nX33VIfLeKkfLLGfeL7/8Es8++ywiIiKQl5eH9957D3/605/wwAMP4OzZs3jllVfg5eWFAQMG2P2v\n2I7Ie+zYMSgUCqxYsQI1NTVYsGABhgwZAh8fn06budHRo0eh0WgQEBBgV9aOymvveNm1+4m7Lu6n\nn34Sr7zyihBCiG+++Ua8++671vc++eQTsWXLFrvHCyHEhQsXxKxZs8ShQ4ccIq8QQnz11Vdtfs3m\nRp95u5kzMzNFZmam9b0///nP4scff+zwvM8884ywWCxCCCEsFot45plnmt32q6++Ks6cOdNp865a\ntUrs2LHDut6yZcvErl272jRvW2dutGbNGrF58+Y2z9rWeW/lz4AceBqtHfz8888AAIvFgszMTDz0\n0EMAgNDQUJw5cwZ1dXUwm804dOgQevfubff4mpoaLF68GHFxcRg4cGCnzysnuTKPGDECeXl5qK+v\nR0VFBcrKyqwzfDoyr6enJw4ePAgAOHDgAHx9fQEAdXV1qK2tBQAUFRVBqVQ2O76z5NXr9Thw4ACA\nhms3R48ehZ+f323nlTNz4zbb8hSanHntHS83nkZrB7t27cK2bdsAACNHjsQDDzwAAHB1dcWECRMw\nb948SJKEYcOGITw8HADw3nvv4aGHHkL//v1vOP6LL77AuXPnsGnTJmzatAkA8Nprr6Fbt26dMi8A\nvPDCC7h8+TJMJhP27duH1157rU3+jy9XZn9/f0RGRmLOnDlQKBSYOnVqm1xcvd2806dPx5o1a2Cx\nWKBWqzF9+nQADX9h/eUvf4FCoYCnpydefPHF284qZ96HH34Yy5cvx5w5cyCEwAMPPIA+ffp06swA\ncOjQIej1ertP93Vk3pbGtyferoaIiGTH02hERCQ7lg0REcmOZUNERLJj2RARkexYNkREJDuWDVEn\n9+abbyI3N7fNtrdw4UJs3769zbZHZA+WDVErvfDCCygqKmq3z5s/fz6io6MBALm5uTa3TCFyFCwb\nIiKSHe8gQNRGsrOzsWXLFlRXV2PgwIGYNm2a9REQsbGxeP755/HZZ5+hqqoK9913H6ZOnQpJkmCx\nWJCRkYEdO3bA2dkZEydOxAcffIANGzZAqVRi4cKFuP/++zFgwACsWrUKJpMJTz/9NJRKJdauXWt9\nf+zYsQAajn62b9+OlJQUAA23rfnggw9QWVmJ0aNH4/rvcefk5OCf//wnLl26hKCgICQkJMDLy6t9\nf3h0x+ORDVEbOHDgADZs2IDZs2dj5cqV8PLywjvvvGOzTkFBARYtWoQlS5Zg9+7d+P777wE0lNT+\n/fvx9ttv46233rLeZv56vXv3xrRp0xASEoL169dj7dq1N81VVVWFJUuWYNKkSVi9ejV8fHzw448/\nWt/ft28fsrKy8NJLL+H999/HwIEDm+QmagssG6I28PXXX+OBBx6wPlMoLi4OR44cQUVFhXWdxx57\nDDqdDnq9HoMGDUJJSQmAhmei/PrXv0aPHj3g6uqKRx99tM1y7d+/H/7+/oiIiIBKpcKECRPg4eFh\nff/f//43Hn/8cfTu3RtKpRKPP/44SkpKcP78+TbLQATwNBpRm6isrETfvn2tr52dneHq6gqDwQBv\nb28AsPlL3snJyXp35srKSpsHtOn1+jbNde22JUmyeX3+/HmsWbMG69atsy4TQsBgMPBUGrUplg1R\nG+jevbvNEzFra2tRXV1tvWZzs7HXPv2ztU/WdHJyQl1dnfX1tQ/n8vDwsHlSqhDC5rVer8cTTzyB\n+++/v1WfSdRaPI1GdAvMZjOMRqP116hRo/DVV1+hpKQE9fX12LBhA4KCgqxHNS2JjIzE559/DoPB\ngJqamhYf2+vh4QGDwQCTyWRdFhgYiL1796Kurg7nzp1DTk6O9b3w8HCcOXMG3377LcxmM7Zu3WpT\nRg899BA+/fRTnDlzBkDDs+t37959Kz8SohbxyIboFixatMjm9RNPPIHf/va3WLp0KaqrqzFgwAD8\n4Q9/sGtbY8eORWlpKebOnQsXFxf86le/wsGDB5t9bs7gwYOtEwUUCgVWr16NCRMm4Pjx45g2bRr6\n9OmD++67D8XFxQAAd3d3zJkzB2vWrMHy5csxevRoDBgwwLq9kSNHora2Fn/9619x4cIFaLVaDBky\nBJGRkbfx0yFqis+zIepk9u/fj1WrVmH58uUdHYWozfA0GlEHMxqNKCgogNlshsFgwKZNmzBy5MiO\njkXUpnhkQ9TB6urqsHDhQvz000/QaDQIDw/H5MmTodVqOzoaUZth2RARkex4Go2IiGTHsiEiItmx\nbIiISHYsGyIikh3LhoiIZPf/ARN/Pgi8eO3SAAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 10:13:38.152380'))\n", + "-----------------------------------\n", + "('tel:', 229 2419930464\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.00071330686476112125)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.8472893 , 32.85371225]))\n", + "(' #Samples ', 701)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.83511392, 32.84684682]))\n", + "(' #Samples ', 241)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.844722, 32.865833]))\n", + "(' #Samples ', 12)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.852389, 32.861222]))\n", + "(' #Samples ', 22)\n" + ] + }, + { + "data": { + "image/png": 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QAYA+ffpcV4iYzWakpKTAYrHAarXCaDRi9OjRyMjIQGFhIdRqNUJCQpCYmAid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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 10:13:54.377076'))\n", + "-----------------------------------\n", + "('tel:', 175 1884182865\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.00331564494711059)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.730278, 32.875 ]))\n", + "(' #Samples ', 169)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.75721678, 32.92280779]))\n", + "(' #Samples ', 700)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.741944, 32.909167]))\n", + "(' #Samples ', 65)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.76024108, 32.91727969]))\n", + "(' #Samples ', 127)\n" + ] + }, + { + "data": { + "image/png": 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G0Bh8fXknP9mdzSETFRVl8VmtVqNNmzaYOHFinVeKiGpWq8C4zx4Vozx1yraA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\nAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:48:00.978543'))\n", + "-----------------------------------\n", + "('tel:', 239 3688089071\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.024743009854208485)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.87034706, 32.81198486]))\n", + "(' #Samples ', 456)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.685556, 32.770833]))\n", + "(' #Samples ', 128)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.7988131 , 32.79885124]))\n", + "(' #Samples ', 41)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.83238272, 32.8064785 ]))\n", + "(' #Samples ', 36)\n" + ] + }, + { + "data": { + "image/png": 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CCQkJztfN5XTzajTGabS/3p/TVaedZyoANpuNdj7tGrQvzWnIwBNaU72tqVZo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\nYyRUhBBCeIyEihBCCI+RUBFCCOEx/x+G/JaUPlks8wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:48:02.355652'))\n", + "-----------------------------------\n", + "('tel:', 180 4555003213\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.0039189675578630827)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.84066398, 32.70494423]))\n", + "(' #Samples ', 184)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.74243422, 32.75365378]))\n", + "(' #Samples ', 625)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.796111, 32.7375 ]))\n", + "(' #Samples ', 53)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.759167, 32.739722]))\n", + "(' #Samples ', 82)\n" + ] + }, + { + "data": { + "image/png": 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RFxcHrVaLrKwsbN++HfHx8VZtAwMDsWbNGgCAxWLBvHnzEBUVpSyvqqpCaWkp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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 2)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:58:52.698478'))\n", + "-----------------------------------\n", + "('tel:', 182 2068627935\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.15270229698945337)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.83278954, 32.72089181]))\n", + "(' #Samples ', 1497)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.604444, 32.703056]))\n", + "(' #Samples ', 392)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.75520357, 32.71410598]))\n", + "(' #Samples ', 254)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.8066212 , 32.72178311]))\n", + "(' #Samples ', 151)\n" + ] + }, + { + "data": { + "image/png": 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igNDNxOqB+m+++aZD8+nGeLt5w2g2Wswzmo3wdvPupIoUcPXL/tHyVxF9pjFI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\nGIYKEREphqFCRESKYagQEZFi/h9zycWvKC0XNwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:48:54.733729'))\n", + "-----------------------------------\n", + "('tel:', 280 2894365987\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.030344362736020751)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.89201378, 32.72165711]))\n", + "(' #Samples ', 3288)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.81270407, 32.77396536]))\n", + "(' #Samples ', 1077)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.857611, 32.741889]))\n", + "(' #Samples ', 298)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.875194, 32.717667]))\n", + "(' #Samples ', 177)\n" + ] + }, + { + "data": { + "image/png": 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dkpISpKWlWR6XlpYiLi4O48ePR3FxMdatWwej0Qi1Wo2pU6ciJCTEEbtERGRXhssG7Cje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\nQkREimGpEBGRYlgqRESkmP8HR7fSIcjJHTsAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:49:08.500296'))\n", + "-----------------------------------\n", + "('tel:', 187 8549533077\n", + "Name: In, dtype: int64)\n", + "('Cluster Analysis Inertia: ', 0.11100564569722901)\n", + "------------------------------------------\n", + "('\\n Cluster ', 0)\n", + "(' Centroid ', array([-96.77896656, 32.77240328]))\n", + "(' #Samples ', 576)\n", + "('\\n Cluster ', 1)\n", + "(' Centroid ', array([-96.802574 , 32.98580109]))\n", + "(' #Samples ', 2081)\n", + "('\\n Cluster ', 2)\n", + "(' Centroid ', array([-96.8049514 , 32.91913182]))\n", + "(' #Samples ', 198)\n", + "('\\n Cluster ', 3)\n", + "(' Centroid ', array([-96.80231738, 32.95821508]))\n", + "(' #Samples ', 195)\n" + ] + }, + { + "data": { + "image/png": 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wfjJ8UVERvv76a+j1evj4+GDUqFEYOnTobfcTQqCurg4ajQZGoxHLli1DbGws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\n0NyOLs15SBLEQw/BUFUFdWE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u3Th37hyA+nfUf/3117/mW0LUIrZUiFqwYsUKi8+PP/44\nfvOb32D16tWorq7GgAED8Ic//MGqY8XExODChQtYsmQJ3Nzc8G//9m84evRok+8uGTRokDxgr1Ao\n8O6772LSpEkoKSnBnDlz0Lt3b9x///04cuQIAMDLywuLFy/Gxo0bsXbtWowePRoDBgyQjzdy5EjU\n1tbiL3/5CyoqKuDu7o7BgwcjOjq6Dd8dosb4PhWiDnL48GFs2LABa9eu7ehSiGyG3V9EdmIwGFBY\nWAiTyQSdToedO3di5MiRHV0WkU2xpUJkJ3V1dXjxxRfx008/Qa1WIzIyErGxsXB3d+/o0ohshqFC\nREQ2w+4vIiKyGYYKERHZDEOFiIhshqFCREQ2w1AhIiKb+X9uiaUPLBf7oAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('\\n Cluster With Fewest Samples: ', 3)\n", + "(' Its Waypoint Time: ', Timedelta('0 days 07:51:57.236131'))\n", + "-----------------------------------\n" + ] + } + ], + "source": [ + "users = []\n", + "for usr in srcPhones:\n", + " users.append(df[df.In == usr])\n", + "#print users[0].loc[0].In\n", + "\n", + "for user in users:\n", + " #user.plot.scatter(x='TowerLon', y='TowerLat', c='gray', alpha=0.1, title='Call Locations')\n", + " #plt.show()\n", + " #print('full',user.shape)\n", + " user = user[(user.DOW != 'Sat')]\n", + " #print('-Sat',user.shape)\n", + " user = user[(user.DOW != 'Sun')]\n", + " #print('-Sun',user.shape)\n", + " user = user[(user.CallTime < '17:00:00')]\n", + " #print('-5pm',user.shape)\n", + " #plotUser1(user)\n", + " plotUser2(user)\n", + " print '-----------------------------------'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using some domain expertise, your intuition should direct you to know that people are likely to behave differently on weekends vs on weekdays:\n", + "\n", + "#### On Weekends\n", + "1. People probably don't go into work\n", + "1. They probably sleep in late on Saturday\n", + "1. They probably run a bunch of random errands, since they couldn't during the week\n", + "1. They should be home, at least during the very late hours, e.g. 1-4 AM\n", + "\n", + "#### On Weekdays\n", + "1. People probably are at work during normal working hours\n", + "1. They probably are at home in the early morning and during the late night\n", + "1. They probably spend time commuting between work and home everyday" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(\"Examining person: \", 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Create a slice called `user1` that filters to only include dataset records where the `In` feature (user phone number) is equal to the first number on your unique list above:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alter your slice so that it includes only Weekday (Mon-Fri) values:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The idea is that the call was placed before 5pm. From Midnight-730a, the user is probably sleeping and won't call / wake up to take a call. There should be a brief time in the morning during their commute to work, then they'll spend the entire day at work. So the assumption is that most of the time is spent either at work, or in 2nd, at home:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the Cell Towers the user connected to" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def doKMeans(data, num_clusters=0):\n", + " # TODO: Be sure to only feed in Lat and Lon coordinates to the KMeans algo, since none of the other\n", + " # data is suitable for your purposes. Since both Lat and Lon are (approximately) on the same scale,\n", + " # no feature scaling is required. Print out the centroid locations and add them onto your scatter\n", + " # plot. Use a distinguishable marker and color.\n", + " #\n", + " # Hint: Make sure you fit ONLY the coordinates, and in the CORRECT order (lat first). This is part\n", + " # of your domain expertise. Also, *YOU* need to create, initialize (and return) the variable named\n", + " # `model` here, which will be a SKLearn K-Means model for this to work:\n", + " \n", + " # .. your code here ..\n", + " \n", + " return model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's tun K-Means with `K=3` or `K=4`. There really should only be a two areas of concentration. If you notice multiple areas that are \"hot\" (multiple areas the user spends a lot of time at that are FAR apart from one another), then increase K=5, with the goal being that all centroids except two will sweep up the annoying outliers and not-home, not-work travel occasions. the other two will zero in on the user's approximate home location and work locations. Or rather the location of the cell tower closest to them....." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = doKMeans(user1, 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print out the mean `CallTime` value for the samples belonging to the cluster with the LEAST samples attached to it. If our logic is correct, the cluster with the MOST samples will be work. The cluster with the 2nd most samples will be home. And the `K=3` cluster with the least samples should be somewhere in between the two. What time, on average, is the user in between home and work, between the midnight and 5pm?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "midWayClusterIndices = clusterWithFewestSamples(model)\n", + "midWaySamples = user1[midWayClusterIndices]\n", + "print(\" Its Waypoint Time: \", midWaySamples.CallTime.mean())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's visualize the results! First draw the X's for the clusters:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "ax.scatter(model.cluster_centers_[:,1], model.cluster_centers_[:,0], s=169, c='r', marker='x', alpha=0.8, linewidths=2)\n", + "ax.set_title('Weekday Calls Centroids')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module5 - Lab4.ipynb b/Module6/Module5 - Lab4.ipynb new file mode 100644 index 0000000..7d7b018 --- /dev/null +++ b/Module6/Module5 - Lab4.ipynb @@ -0,0 +1,1595 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab4" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import math\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "from sklearn import preprocessing\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.cluster import KMeans\n", + "# You might need to import more modules here..\n", + "# .. your code here ..\n", + "\n", + "matplotlib.style.use('ggplot') # Look Pretty\n", + "c = ['red', 'green', 'blue', 'orange', 'yellow', 'brown']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can experiment with these parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "PLOT_TYPE_TEXT = False # If you'd like to see indices\n", + "PLOT_VECTORS = True # If you'd like to see your original features in P.C.-Space" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Some Convenience Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "def drawVectors(transformed_features, components_, columns, plt):\n", + " num_columns = len(columns)\n", + "\n", + " # This function will project your *original* feature (columns)\n", + " # onto your principal component feature-space, so that you can\n", + " # visualize how \"important\" each one was in the\n", + " # multi-dimensional scaling\n", + "\n", + " # Scale the principal components by the max value in\n", + " # the transformed set belonging to that component\n", + " xvector = components_[0] * max(transformed_features[:,0])\n", + " yvector = components_[1] * max(transformed_features[:,1])\n", + "\n", + " ## Visualize projections\n", + "\n", + " # Sort each column by its length. These are your *original*\n", + " # columns, not the principal components.\n", + " important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) }\n", + " important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True)\n", + " print(\"Projected Features by importance:\\n\", important_features)\n", + "\n", + " ax = plt.axes()\n", + "\n", + " for i in range(num_columns):\n", + " # Use an arrow to project each original feature as a\n", + " # labeled vector on your principal component axes\n", + " plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75, zorder=600000)\n", + " plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75, zorder=600000)\n", + " \n", + " return ax" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def doPCA(data, dimensions=2):\n", + " model = PCA(n_components=dimensions, svd_solver='randomized', random_state=7)\n", + " model.fit(data)\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def doKMeans(data, num_clusters=0):\n", + " # TODO: Do the KMeans clustering here, passing in the # of clusters parameter\n", + " # and fit it against your data. Then, return a tuple containing the cluster\n", + " # centers and the labels.\n", + " #\n", + " # Hint: Just like with doPCA above, you will have to create a variable called\n", + " # `model`, which will be a SKLearn K-Means model for this to work.\n", + " model = KMeans(n_clusters = num_clusters)\n", + " model.fit(data)\n", + " \n", + " # .. your code here ..\n", + " return model.cluster_centers_, model.labels_" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load up the dataset. It may or may not have nans in it. Make sure you catch them and destroy them, by setting them to `0`. This is valid for this dataset, since if the value is missing, you can assume no money was spent on it." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChannelRegionFreshMilkGroceryFrozenDetergents_PaperDelicassen
count440.000000440.000000440.000000440.000000440.000000440.000000440.000000440.000000
mean1.3227272.54318212000.2977275796.2659097951.2772733071.9318182881.4931821524.870455
std0.4680520.77427212647.3288657380.3771759503.1628294854.6733334767.8544482820.105937
min1.0000001.0000003.00000055.0000003.00000025.0000003.0000003.000000
25%1.0000002.0000003127.7500001533.0000002153.000000742.250000256.750000408.250000
50%1.0000003.0000008504.0000003627.0000004755.5000001526.000000816.500000965.500000
75%2.0000003.00000016933.7500007190.25000010655.7500003554.2500003922.0000001820.250000
max2.0000003.000000112151.00000073498.00000092780.00000060869.00000040827.00000047943.000000
\n", + "
" + ], + "text/plain": [ + " Channel Region Fresh Milk Grocery \\\n", + "count 440.000000 440.000000 440.000000 440.000000 440.000000 \n", + "mean 1.322727 2.543182 12000.297727 5796.265909 7951.277273 \n", + "std 0.468052 0.774272 12647.328865 7380.377175 9503.162829 \n", + "min 1.000000 1.000000 3.000000 55.000000 3.000000 \n", + "25% 1.000000 2.000000 3127.750000 1533.000000 2153.000000 \n", + "50% 1.000000 3.000000 8504.000000 3627.000000 4755.500000 \n", + "75% 2.000000 3.000000 16933.750000 7190.250000 10655.750000 \n", + "max 2.000000 3.000000 112151.000000 73498.000000 92780.000000 \n", + "\n", + " Frozen Detergents_Paper Delicassen \n", + "count 440.000000 440.000000 440.000000 \n", + "mean 3071.931818 2881.493182 1524.870455 \n", + "std 4854.673333 4767.854448 2820.105937 \n", + "min 25.000000 3.000000 3.000000 \n", + "25% 742.250000 256.750000 408.250000 \n", + "50% 1526.000000 816.500000 965.500000 \n", + "75% 3554.250000 3922.000000 1820.250000 \n", + "max 60869.000000 40827.000000 47943.000000 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('Datasets/Wholesale customers data.csv')\n", + "df.fillna(0, inplace = True)\n", + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As instructed, get rid of the `Channel` and `Region` columns, since you'll be investigating as if this were a single location wholesaler, rather than a national / international one. Leaving these fields in here would cause KMeans to examine and give weight to them:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(440, 6)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.drop(['Channel','Region'], axis=1, inplace=True)\n", + "df.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Before unitizing / standardizing / normalizing your data in preparation for K-Means, it's a good idea to get a quick peek at it. You can do this using the `.describe()` method, or even by using the built-in pandas `df.plot.hist()`:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot.hist()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Having checked out your data, you may have noticed there's a pretty big gap between the top customers in each feature category and the rest. Some feature scaling algorithms won't get rid of outliers for you, so it's a good idea to handle that manually---particularly if your goal is NOT to determine the top customers. \n", + "\n", + "After all, you can do that with a simple Pandas `.sort_values()` and not a machine learning clustering algorithm. From a business perspective, you're probably more interested in clustering your +/- 2 standard deviation customers, rather than the top and bottom customers.\n", + "\n", + "Remove top 5 and bottom 5 samples for each column:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "drop = {}\n", + "for col in df.columns:\n", + " # Bottom 5\n", + " sort = df.sort_values(by=col, ascending=True)\n", + " if len(sort) > 5: sort=sort[:5]\n", + " for index in sort.index: drop[index] = True # Just store the index once\n", + "\n", + " # Top 5\n", + " sort = df.sort_values(by=col, ascending=False)\n", + " if len(sort) > 5: sort=sort[:5]\n", + " for index in sort.index: drop[index] = True # Just store the index once" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Drop rows by index. We do this all at once in case there is a collision. This way, we don't end up dropping more rows than we have to, if there is a single row that satisfies the drop for multiple columns. Since there are 6 rows, if we end up dropping < 5*6*2 = 60 rows, that means there indeed were collisions:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dropping 42 Outliers...\n" + ] + }, + { + "data": { + "text/html": [ + "
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FreshMilkGroceryFrozenDetergents_PaperDelicassen
count398.000000398.000000398.000000398.000000398.000000398.000000
mean10996.2311565144.0904527091.7110552639.7211062562.9748741278.736181
std9933.0425965057.4065746923.0192932974.2469063608.1767761220.745297
min37.000000258.000000314.00000047.00000010.00000011.000000
25%3324.5000001571.2500002155.500000749.750000273.250000409.500000
50%8257.5000003607.5000004573.0000001526.000000812.000000946.500000
75%15828.5000006953.2500009922.2500003370.2500003841.5000001752.250000
max53205.00000029892.00000039694.00000017866.00000019410.0000007844.000000
\n", + "
" + ], + "text/plain": [ + " Fresh Milk Grocery Frozen \\\n", + "count 398.000000 398.000000 398.000000 398.000000 \n", + "mean 10996.231156 5144.090452 7091.711055 2639.721106 \n", + "std 9933.042596 5057.406574 6923.019293 2974.246906 \n", + "min 37.000000 258.000000 314.000000 47.000000 \n", + "25% 3324.500000 1571.250000 2155.500000 749.750000 \n", + "50% 8257.500000 3607.500000 4573.000000 1526.000000 \n", + "75% 15828.500000 6953.250000 9922.250000 3370.250000 \n", + "max 53205.000000 29892.000000 39694.000000 17866.000000 \n", + "\n", + " Detergents_Paper Delicassen \n", + "count 398.000000 398.000000 \n", + "mean 2562.974874 1278.736181 \n", + "std 3608.176776 1220.745297 \n", + "min 10.000000 11.000000 \n", + "25% 273.250000 409.500000 \n", + "50% 812.000000 946.500000 \n", + "75% 3841.500000 1752.250000 \n", + "max 19410.000000 7844.000000 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(\"Dropping {0} Outliers...\".format(len(drop)))\n", + "df.drop(inplace=True, labels=drop.keys(), axis=0)\n", + "df.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### What are you interested in?" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Depending on what you're interested in, you might take a different approach to normalizing/standardizing your data.\n", + " \n", + "You should note that all columns left in the dataset are of the same unit. You might ask yourself, do I even need to normalize / standardize the data? The answer depends on what you're trying to accomplish. For instance, although all the units are the same (generic money unit), the price per item in your store isn't. There may be some cheap items and some expensive one. If your goal is to find out what items people tend to buy together but you didn't \"unitize\" properly before running kMeans, the contribution of the lesser priced item would be dwarfed by the more expensive item. This is an issue of scale.\n", + "\n", + "For a great overview on a few of the normalization methods supported in SKLearn, please check out: https://stackoverflow.com/questions/30918781/right-function-for-normalizing-input-of-sklearn-svm\n", + "\n", + "Suffice to say, at the end of the day, you're going to have to know what question you want answered and what data you have available in order to select the best method for your purpose. Luckily, SKLearn's interfaces are easy to switch out so in the mean time, you can experiment with all of them and see how they alter your results.\n", + "\n", + "5-sec summary before you dive deeper online:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### Normalization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's say your user spend a LOT. Normalization divides each item by the average overall amount of spending. Stated differently, your new feature is = the contribution of overall spending going into that particular item: \\$spent on feature / \\$overall spent by sample." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MinMax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What % in the overall range of $spent by all users on THIS particular feature is the current sample's feature at? When you're dealing with all the same units, this will produce a near face-value amount. Be careful though: if you have even a single outlier, it can cause all your data to get squashed up in lower percentages.\n", + "\n", + "Imagine your buyers usually spend \\$100 on wholesale milk, but today only spent \\$20. This is the relationship you're trying to capture with MinMax. NOTE: MinMax doesn't standardize (std. dev.); it only normalizes / unitizes your feature, in the mathematical sense. MinMax can be used as an alternative to zero mean, unit variance scaling. [(sampleFeatureValue-min) / (max-min)] * (max-min) + min Where min and max are for the overall feature values for all samples." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Back to The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Un-comment just ***ONE*** of lines at a time and see how alters your results. Pay attention to the direction of the arrows, as well as their LENGTHS:" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df.plot.hist()\n", + "plt.show()\n", + "#T = preprocessing.StandardScaler().fit_transform(df)\n", + "#T = preprocessing.MinMaxScaler().fit_transform(df)\n", + "#T = preprocessing.MaxAbsScaler().fit_transform(df)\n", + "#T = preprocessing.Normalizer().fit_transform(df)\n", + "T = df # No Change\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Sometimes people perform PCA before doing KMeans, so that KMeans only operates on the most meaningful features. In our case, there are so few features that doing PCA ahead of time isn't really necessary, and you can do KMeans in feature space. But keep in mind you have the option to transform your data to bring down its dimensionality. If you take that route, then your Clusters will already be in PCA-transformed feature space, and you won't have to project them again for visualization." + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 4.69505333e+03 1.21565600e+04 1.86295333e+04 1.68488000e+03\n", + " 8.47348000e+03 1.60065333e+03 1.00000000e+00]\n", + " [ 2.53947292e+04 4.04512500e+03 5.21907292e+03 3.80859375e+03\n", + " 1.13041667e+03 1.61495833e+03 1.75000000e+00]\n", + " [ 6.98888546e+03 3.29195595e+03 4.07160793e+03 2.46087225e+03\n", + " 1.21600441e+03 1.03018502e+03 1.15418502e+00]]\n" + ] + } + ], + "source": [ + "# Do KMeans\n", + "\n", + "n_clusters = 3\n", + "centroids, labels = doKMeans(T, n_clusters)\n", + "print centroids" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print out your centroids. They're currently in feature-space, which is good. Print them out before you transform them into PCA space for viewing" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we've clustered our KMeans, let's do PCA, using it as a tool to visualize the results. Project the centroids as well as the samples into the new 2D feature space for visualization purposes:" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [], + "source": [ + "display_pca = doPCA(T)\n", + "T = display_pca.transform(T)\n", + "CC = display_pca.transform(centroids)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize all the samples. Give them the color of their cluster label" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111)\n", + "if PLOT_TYPE_TEXT:\n", + " # Plot the index of the sample, so you can further investigate it in your dset\n", + " for i in range(len(T)): ax.text(T[i,0], T[i,1], df.index[i], color=c[labels[i]], alpha=0.75, zorder=600000)\n", + " ax.set_xlim(min(T[:,0])*1.2, max(T[:,0])*1.2)\n", + " ax.set_ylim(min(T[:,1])*1.2, max(T[:,1])*1.2)\n", + "else:\n", + " # Plot a regular scatter plot\n", + " sample_colors = [ c[labels[i]] for i in range(len(T)) ]\n", + " ax.scatter(T[:, 0], T[:, 1], c=sample_colors, marker='o', alpha=0.2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the Centroids as X's, and label them" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "ax.scatter(CC[:, 0], CC[:, 1], marker='x', s=169, linewidths=3, zorder=1000, c=c)\n", + "for i in range(len(centroids)):\n", + " ax.text(CC[i, 0], CC[i, 1], str(i), zorder=500010, fontsize=18, color=c[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Projected Features by importance:\\n', [(37457.23794304464, 'Fresh'), (29687.70550064635, 'Grocery'), (19639.849685386165, 'Milk'), (14205.581952696693, 'Detergents_Paper'), (2827.86199836946, 'Frozen'), (2050.9699497575675, 'Delicassen'), (1.2129529520209268, 'label')])\n" + ] + } + ], + "source": [ + "# Display feature vectors for investigation:\n", + "if PLOT_VECTORS:\n", + " drawVectors(T, display_pca.components_, df.columns, plt)" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Fresh Milk Grocery Frozen Detergents_Paper Delicassen label\n", + "0 12669 9656 7561 214 2674 1338 2\n", + "1 7057 9810 9568 1762 3293 1776 2\n", + "2 6353 8808 7684 2405 3516 7844 2\n", + "3 13265 1196 4221 6404 507 1788 2\n", + "4 22615 5410 7198 3915 1777 5185 1\n", + "5 9413 8259 5126 666 1795 1451 2\n", + "6 12126 3199 6975 480 3140 545 2\n", + "7 7579 4956 9426 1669 3321 2566 2\n", + "8 5963 3648 6192 425 1716 750 2\n", + "9 6006 11093 18881 1159 7425 2098 0\n", + "10 3366 5403 12974 4400 5977 1744 0\n", + "11 13146 1124 4523 1420 549 497 2\n", + "12 31714 12319 11757 287 3881 2931 1\n", + "13 21217 6208 14982 3095 6707 602 1\n", + "14 24653 9465 12091 294 5058 2168 1\n", + "15 10253 1114 3821 397 964 412 2\n", + "16 1020 8816 12121 134 4508 1080 0\n", + "17 5876 6157 2933 839 370 4478 2\n", + "18 18601 6327 10099 2205 2767 3181 1\n", + "19 7780 2495 9464 669 2518 501 2\n", + "20 17546 4519 4602 1066 2259 2124 1\n", + "21 5567 871 2010 3383 375 569 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3213 249 1\n", + "425 11243 2408 2593 15348 108 1886 2\n", + "426 13134 9347 14316 3141 5079 1894 0\n", + "427 31012 16687 5429 15082 439 1163 1\n", + "428 3047 5970 4910 2198 850 317 2\n", + "429 8607 1750 3580 47 84 2501 2\n", + "430 3097 4230 16483 575 241 2080 0\n", + "431 8533 5506 5160 13486 1377 1498 2\n", + "432 21117 1162 4754 269 1328 395 1\n", + "433 1982 3218 1493 1541 356 1449 2\n", + "434 16731 3922 7994 688 2371 838 1\n", + "435 29703 12051 16027 13135 182 2204 1\n", + "436 39228 1431 764 4510 93 2346 1\n", + "437 14531 15488 30243 437 14841 1867 0\n", + "438 10290 1981 2232 1038 168 2125 2\n", + "439 2787 1698 2510 65 477 52 2\n", + "\n", + "[398 rows x 7 columns]" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Add the cluster label back into the dataframe and display it:\n", + "df['label'] = pd.Series(labels, index=df.index)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YkgTRKFIshuF0wvjxvTtRgUDwiUdkzXVA2bYNubERnE7kUAj27yd19tlgt4MkYbpc2Z7i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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module5 - Lab5.ipynb b/Module6/Module5 - Lab5.ipynb new file mode 100644 index 0000000..4dc21a7 --- /dev/null +++ b/Module6/Module5 - Lab5.ipynb @@ -0,0 +1,1265 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab5" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "from sklearn import preprocessing\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "matplotlib.style.use('ggplot') # Look Pretty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def plotDecisionBoundary(model, X, y):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + "\n", + " padding = 0.6\n", + " resolution = 0.0025\n", + " colors = ['royalblue','forestgreen','ghostwhite']\n", + "\n", + " # Calculate the boundaris\n", + " x_min, x_max = X[:, 0].min(), X[:, 0].max()\n", + " y_min, y_max = X[:, 1].min(), X[:, 1].max()\n", + " x_range = x_max - x_min\n", + " y_range = y_max - y_min\n", + " x_min -= x_range * padding\n", + " y_min -= y_range * padding\n", + " x_max += x_range * padding\n", + " y_max += y_range * padding\n", + "\n", + " # Create a 2D Grid Matrix. The values stored in the matrix\n", + " # are the predictions of the class at at said location\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # What class does the classifier say?\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + "\n", + " # Plot the contour map\n", + " cs = plt.contourf(xx, yy, Z, cmap=plt.cm.terrain)\n", + "\n", + " # Plot the test original points as well...\n", + " for label in range(len(np.unique(y))):\n", + " indices = np.where(y == label)\n", + " plt.scatter(X[indices, 0], X[indices, 1], c=colors[label], label=str(label), alpha=0.8)\n", + "\n", + " p = model.get_params()\n", + " plt.axis('tight')\n", + " plt.title('K = ' + str(p['n_neighbors']))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load up the dataset into a variable called `X`. Check `.head` and `dtypes` to make sure you're loading your data properly--don't fail on the 1st step!" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copy the `wheat_type` series slice out of `X`, and into a series called `y`. Then drop the original `wheat_type` column from the `X`:" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " area perimeter compactness length width asymmetry groove wheat_type\n", + "id \n", + "0 15.26 14.84 0.8710 5.763 3.312 2.221 5.220 kama\n", + "1 14.88 14.57 0.8811 5.554 3.333 1.018 4.956 kama\n", + "2 14.29 14.09 0.9050 5.291 3.337 2.699 4.825 kama\n", + "3 13.84 13.94 0.8955 5.324 3.379 2.259 4.805 kama\n", + "4 16.14 14.99 0.9034 5.658 3.562 1.355 5.175 kama\n" + ] + }, + { + "data": { + "image/png": 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On98fCg6mZY0oAeyjkyPmn5ihLyArW+fFI3/nP/7+CB2+Fqbl5ZPndA6bMxiJ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\nkxdjE5MDBw6wbds2LMuiqqq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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = pd.read_csv('Datasets/wheat.data', index_col=0)\n", + "print df.head()\n", + "x = df\n", + "y = x['wheat_type'].copy()\n", + "y = y.astype('category', ordered=True).cat.codes\n", + "\n", + "x.drop(labels=['wheat_type'],axis=1, inplace = True)\n", + " \n", + "x.fillna(x.mean(), inplace=True)\n", + "\n", + "X_train, X_test, Y_train, Y_test = train_test_split(x, y, test_size=0.33, random_state=1 )\n", + "X_train = preprocessing.Normalizer().fit_transform(X_train,Y_train)\n", + "X_test = preprocessing.Normalizer().fit_transform(X_test, Y_test)\n", + "pca = PCA(n_components = 2)\n", + "pca.fit(X_train)\n", + "X_train = pca.transform(X_train, Y_train)\n", + "X_test = pca.transform(X_test, Y_test)\n", + "knn = KNeighborsClassifier(n_neighbors=9)\n", + "knn.fit(X_train, Y_train)\n", + "knn.score(X_test, Y_test)\n", + "\n", + "plotDecisionBoundary(knn, X_train, Y_train)\n", + "plotDecisionBoundary(knn, X_test, Y_test)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do a quick, \"ordinal\" conversion of `y`. In actuality our classification isn't ordinal, but just as an experiment..." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "y = x['wheat_type'].copy()\n", + "x.drop(labels=['wheat_type'],axis=1, inplace = True)\n", + "y.unique()\n", + "y = y.astype('category', ordered=True).cat.codes" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do some basic nan munging. Fill each row's nans with the mean of the feature:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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idareaperimetercompactnesslengthwidthasymmetrygroove
0015.2614.840.87105.7633.3122.22105.220000
1114.8814.570.88115.5543.3331.01804.956000
2214.2914.090.90505.2913.3372.69904.825000
3313.8413.940.89555.3243.3792.25904.805000
4416.1414.990.90345.6583.5621.35505.175000
5514.3814.210.89515.3863.3122.46204.956000
6614.6914.490.87995.5633.2593.58605.219000
7714.1114.100.89115.4203.3022.70005.407529
8816.6315.460.87476.0533.4652.04005.877000
9916.4415.250.88805.8843.5051.96905.533000
101015.2614.850.86965.7143.2424.54305.314000
111114.0314.160.87965.4383.2011.71705.001000
121213.8914.020.88805.4393.1993.98604.738000
131313.7814.060.87595.4793.1563.13604.872000
141413.7414.050.87445.4823.1142.93204.825000
151514.5914.280.89935.3513.3334.18504.781000
161613.9913.830.91835.1193.3835.23404.781000
171715.6914.750.90585.5273.5141.59905.046000
181814.7014.210.91535.2053.4661.76704.649000
191912.7213.570.86865.2263.0494.10204.914000
202014.1614.400.85845.6583.1293.07205.176000
212114.1114.260.87225.5203.1682.68805.219000
222215.8814.900.89885.6183.5070.76515.091000
232312.0813.230.86645.0992.9361.41504.961000
242415.0114.760.86575.7893.2451.79105.001000
252516.1915.160.88495.8333.4210.90305.307000
262613.0213.760.86415.3953.0263.37304.825000
272712.7413.670.85645.3952.9562.50404.869000
282814.1114.180.88205.5413.2212.75405.038000
292913.4514.020.86045.5163.0653.53105.097000
...........................
18018011.4112.950.85605.0902.7754.95704.825000
18118112.4613.410.87065.2363.0174.98705.147000
18218212.1913.360.85795.2402.9094.85705.158000
18318311.6513.070.85755.1082.8505.20905.135000
18418412.8913.770.85415.4953.0266.18505.316000
18518511.5613.310.81985.3632.6834.06205.182000
18618611.8113.450.81985.4132.7164.89805.352000
18718710.9112.800.83725.0882.6754.17904.956000
18818811.2312.820.85945.0892.8217.52404.957000
18918910.5912.410.86484.8992.7874.97504.794000
19019010.9312.800.83905.0462.7175.39805.045000
19119111.2712.860.85635.0912.8043.98505.001000
19219211.8713.020.87955.1322.9533.59705.132000
19319310.8212.830.82565.1802.6304.85305.089000
19419412.1113.270.86395.2362.9754.13205.012000
19519512.8013.470.88605.1603.1264.87304.914000
19619612.7913.530.87865.2243.0545.48304.958000
19719713.3713.780.88495.3203.1284.67005.091000
19819812.6213.670.84815.4102.9113.30605.231000
19919912.7613.380.89645.0733.1552.82804.830000
20020012.3813.440.86095.2192.9895.47205.045000
20120112.6713.320.89774.9843.1352.30005.407529
20220211.1812.720.86805.0092.8104.05104.828000
20320312.7013.410.88745.1833.0918.45605.000000
20420412.3713.470.85675.2042.9603.91905.001000
20520512.1913.200.87835.1372.9813.63104.870000
20620611.2312.880.85115.1402.7954.32505.003000
20720713.2013.660.88835.2363.2328.31505.056000
20820811.8413.210.85215.1752.8363.59805.044000
20920912.3013.340.86845.2432.9745.63705.063000
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210 rows × 8 columns

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" + ], + "text/plain": [ + " id area perimeter compactness length width asymmetry groove\n", + "0 0 15.26 14.84 0.8710 5.763 3.312 2.2210 5.220000\n", + "1 1 14.88 14.57 0.8811 5.554 3.333 1.0180 4.956000\n", + "2 2 14.29 14.09 0.9050 5.291 3.337 2.6990 4.825000\n", + "3 3 13.84 13.94 0.8955 5.324 3.379 2.2590 4.805000\n", + "4 4 16.14 14.99 0.9034 5.658 3.562 1.3550 5.175000\n", + "5 5 14.38 14.21 0.8951 5.386 3.312 2.4620 4.956000\n", + "6 6 14.69 14.49 0.8799 5.563 3.259 3.5860 5.219000\n", + "7 7 14.11 14.10 0.8911 5.420 3.302 2.7000 5.407529\n", + "8 8 16.63 15.46 0.8747 6.053 3.465 2.0400 5.877000\n", + "9 9 16.44 15.25 0.8880 5.884 3.505 1.9690 5.533000\n", + "10 10 15.26 14.85 0.8696 5.714 3.242 4.5430 5.314000\n", + "11 11 14.03 14.16 0.8796 5.438 3.201 1.7170 5.001000\n", + "12 12 13.89 14.02 0.8880 5.439 3.199 3.9860 4.738000\n", + "13 13 13.78 14.06 0.8759 5.479 3.156 3.1360 4.872000\n", + "14 14 13.74 14.05 0.8744 5.482 3.114 2.9320 4.825000\n", + "15 15 14.59 14.28 0.8993 5.351 3.333 4.1850 4.781000\n", + "16 16 13.99 13.83 0.9183 5.119 3.383 5.2340 4.781000\n", + "17 17 15.69 14.75 0.9058 5.527 3.514 1.5990 5.046000\n", + "18 18 14.70 14.21 0.9153 5.205 3.466 1.7670 4.649000\n", + "19 19 12.72 13.57 0.8686 5.226 3.049 4.1020 4.914000\n", + "20 20 14.16 14.40 0.8584 5.658 3.129 3.0720 5.176000\n", + "21 21 14.11 14.26 0.8722 5.520 3.168 2.6880 5.219000\n", + "22 22 15.88 14.90 0.8988 5.618 3.507 0.7651 5.091000\n", + "23 23 12.08 13.23 0.8664 5.099 2.936 1.4150 4.961000\n", + "24 24 15.01 14.76 0.8657 5.789 3.245 1.7910 5.001000\n", + "25 25 16.19 15.16 0.8849 5.833 3.421 0.9030 5.307000\n", + "26 26 13.02 13.76 0.8641 5.395 3.026 3.3730 4.825000\n", + "27 27 12.74 13.67 0.8564 5.395 2.956 2.5040 4.869000\n", + "28 28 14.11 14.18 0.8820 5.541 3.221 2.7540 5.038000\n", + "29 29 13.45 14.02 0.8604 5.516 3.065 3.5310 5.097000\n", + ".. ... ... ... ... ... ... ... ...\n", + "180 180 11.41 12.95 0.8560 5.090 2.775 4.9570 4.825000\n", + "181 181 12.46 13.41 0.8706 5.236 3.017 4.9870 5.147000\n", + "182 182 12.19 13.36 0.8579 5.240 2.909 4.8570 5.158000\n", + "183 183 11.65 13.07 0.8575 5.108 2.850 5.2090 5.135000\n", + "184 184 12.89 13.77 0.8541 5.495 3.026 6.1850 5.316000\n", + "185 185 11.56 13.31 0.8198 5.363 2.683 4.0620 5.182000\n", + "186 186 11.81 13.45 0.8198 5.413 2.716 4.8980 5.352000\n", + "187 187 10.91 12.80 0.8372 5.088 2.675 4.1790 4.956000\n", + "188 188 11.23 12.82 0.8594 5.089 2.821 7.5240 4.957000\n", + "189 189 10.59 12.41 0.8648 4.899 2.787 4.9750 4.794000\n", + "190 190 10.93 12.80 0.8390 5.046 2.717 5.3980 5.045000\n", + "191 191 11.27 12.86 0.8563 5.091 2.804 3.9850 5.001000\n", + "192 192 11.87 13.02 0.8795 5.132 2.953 3.5970 5.132000\n", + "193 193 10.82 12.83 0.8256 5.180 2.630 4.8530 5.089000\n", + "194 194 12.11 13.27 0.8639 5.236 2.975 4.1320 5.012000\n", + "195 195 12.80 13.47 0.8860 5.160 3.126 4.8730 4.914000\n", + "196 196 12.79 13.53 0.8786 5.224 3.054 5.4830 4.958000\n", + "197 197 13.37 13.78 0.8849 5.320 3.128 4.6700 5.091000\n", + "198 198 12.62 13.67 0.8481 5.410 2.911 3.3060 5.231000\n", + "199 199 12.76 13.38 0.8964 5.073 3.155 2.8280 4.830000\n", + "200 200 12.38 13.44 0.8609 5.219 2.989 5.4720 5.045000\n", + "201 201 12.67 13.32 0.8977 4.984 3.135 2.3000 5.407529\n", + "202 202 11.18 12.72 0.8680 5.009 2.810 4.0510 4.828000\n", + "203 203 12.70 13.41 0.8874 5.183 3.091 8.4560 5.000000\n", + "204 204 12.37 13.47 0.8567 5.204 2.960 3.9190 5.001000\n", + "205 205 12.19 13.20 0.8783 5.137 2.981 3.6310 4.870000\n", + "206 206 11.23 12.88 0.8511 5.140 2.795 4.3250 5.003000\n", + "207 207 13.20 13.66 0.8883 5.236 3.232 8.3150 5.056000\n", + "208 208 11.84 13.21 0.8521 5.175 2.836 3.5980 5.044000\n", + "209 209 12.30 13.34 0.8684 5.243 2.974 5.6370 5.063000\n", + "\n", + "[210 rows x 8 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x.fillna(x.mean(), inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Split `X` into training and testing data sets using `train_test_split()`. Use `0.33` test size, and use `random_state=1`. This is important so that your answers are verifiable. In the real world, you wouldn't specify a random_state:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "X_train, X_test, Y_train, Y_test = train_test_split(x, y, test_size=0.33, random_state=1 )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create an instance of SKLearn's Normalizer class and then train it using its .fit() method against your _training_ data. The reason you only fit against your training data is because in a real-world situation, you'll only have your training data to train with! In this lab setting, you have both train+test data; but in the wild, you'll only have your training data, and then unlabeled data you want to apply your models to." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Normalizer(copy=True, norm='l2')" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "norm = preprocessing.Normalizer()\n", + "norm.fit(X_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With your trained pre-processor, transform both your training AND testing data. Any testing data has to be transformed with your preprocessor that has ben fit against your training data, so that it exist in the same feature-space as the original data used to train your models." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "X_train = norm.transform(X_train, Y_train)\n", + "X_test = norm.transform(X_test, Y_test)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Just like your preprocessing transformation, create a PCA transformation as well. Fit it against your training data, and then project your training and testing features into PCA space using the PCA model's `.transform()` method. This has to be done because the only way to visualize the decision boundary in 2D would be if your KNN algo ran in 2D as well:" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "pca = PCA(n_components = 2)\n", + "pca.fit(X_train)\n", + "X_train = pca.transform(X_train)\n", + "X_test = pca.transform(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create and train a KNeighborsClassifier. Start with `K=9` neighbors. Be sure train your classifier against the pre-processed, PCA- transformed training data above! You do not, of course, need to transform your labels." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", + " metric_params=None, n_jobs=1, n_neighbors=9, p=2,\n", + " weights='uniform')" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "knn = KNeighborsClassifier(n_neighbors=9)\n", + "knn.fit(X_train, Y_train)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# I hope your KNeighbors classifier model from earlier was named 'knn'\n", + "# If not, adjust the following line:\n", + "plotDecisionBoundary(knn, train, Y_train)\n", + "plotDecisionBoundary(knn, test, Y_test)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the accuracy score of your test data/labels, computed by your KNeighbors model. You do NOT have to run `.predict` before calling `.score`, since `.score` will take care of running your predictions for you automatically." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.88571428571428568" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "knn.score(test, Y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bonus" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Instead of the ordinal conversion, try and get this assignment working with a proper Pandas get_dummies for feature encoding. You might have to update some of the `plotDecisionBoundary()` code." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module5 - Lab6.ipynb b/Module6/Module5 - Lab6.ipynb new file mode 100644 index 0000000..545c5d9 --- /dev/null +++ b/Module6/Module5 - Lab6.ipynb @@ -0,0 +1,710 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab6" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import random, math\n", + "import pandas as pd\n", + "import numpy as np\n", + "import scipy.io\n", + "\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "matplotlib.style.use('ggplot') # Look Pretty\n", + "\n", + "from sklearn.decomposition import PCA #PCA\n", + "from sklearn import manifold # for ISOMap\n", + "from sklearn.neighbors import KNeighborsClassifier #KNN\n", + "from sklearn.model_selection import train_test_split\n", + "# Leave this alone until indicated:\n", + "Test_PCA = False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This method is for your visualization convenience only. You aren't expected to know how to put this together yourself, although you should be able to follow the code by now:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def Plot2DBoundary(model, DTrain, LTrain, DTest, LTest):\n", + " # The dots are training samples (img not drawn), and the pics are testing samples (images drawn)\n", + " # Play around with the K values. This is very controlled dataset so it should be able to get perfect classification on testing entries\n", + " # Play with the K for isomap, play with the K for neighbors. \n", + "\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.set_title('Transformed Boundary, Image Space -> 2D')\n", + "\n", + " padding = 0.1 # Zoom out\n", + " resolution = 1 # Don't get too detailed; smaller values (finer rez) will take longer to compute\n", + " colors = ['blue','green','orange','red']\n", + "\n", + "\n", + " # ------\n", + "\n", + " # Calculate the boundaries of the mesh grid. The mesh grid is\n", + " # a standard grid (think graph paper), where each point will be\n", + " # sent to the classifier (KNeighbors) to predict what class it\n", + " # belongs to. This is why KNeighbors has to be trained against\n", + " # 2D data, so we can produce this countour. Once we have the \n", + " # label for each point on the grid, we can color it appropriately\n", + " # and plot it.\n", + " x_min, x_max = DTrain[:, 0].min(), DTrain[:, 0].max()\n", + " y_min, y_max = DTrain[:, 1].min(), DTrain[:, 1].max()\n", + " x_range = x_max - x_min\n", + " y_range = y_max - y_min\n", + " x_min -= x_range * padding\n", + " y_min -= y_range * padding\n", + " x_max += x_range * padding\n", + " y_max += y_range * padding\n", + "\n", + " # Using the boundaries, actually make the 2D Grid Matrix:\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # What class does the classifier say about each spot on the chart?\n", + " # The values stored in the matrix are the predictions of the model\n", + " # at said location:\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + "\n", + " # Plot the mesh grid as a filled contour plot:\n", + " plt.contourf(xx, yy, Z, cmap=plt.cm.terrain, z=-100)\n", + "\n", + "\n", + " # ------\n", + "\n", + " # When plotting the testing images, used to validate if the algorithm\n", + " # is functioning correctly, size them as 5% of the overall chart size\n", + " x_size = x_range * 0.05\n", + " y_size = y_range * 0.05\n", + "\n", + " # First, plot the images in your TEST dataset\n", + " img_num = 0\n", + " for index in LTest.index:\n", + " # DTest is a regular NDArray, so you'll iterate over that 1 at a time.\n", + " x0, y0 = DTest[img_num,0]-x_size/2., DTest[img_num,1]-y_size/2.\n", + " x1, y1 = DTest[img_num,0]+x_size/2., DTest[img_num,1]+y_size/2.\n", + "\n", + " # DTest = our images isomap-transformed into 2D. But we still want\n", + " # to plot the original image, so we look to the original, untouched\n", + " # dataset (at index) to get the pixels:\n", + " img = df.iloc[index,:].reshape(num_pixels, num_pixels)\n", + " ax.imshow(img,\n", + " aspect='auto',\n", + " cmap=plt.cm.gray,\n", + " interpolation='nearest',\n", + " zorder=100000,\n", + " extent=(x0, x1, y0, y1),\n", + " alpha=0.8)\n", + " img_num += 1\n", + "\n", + "\n", + " # Plot your TRAINING points as well... as points rather than as images\n", + " for label in range(len(np.unique(LTrain))):\n", + " indices = np.where(LTrain == label)\n", + " ax.scatter(DTrain[indices, 0], DTrain[indices, 1], c=colors[label], alpha=0.8, marker='o')\n", + "\n", + " # Plot\n", + " plt.show() " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Use the same code from Module4/assignment4.ipynb to load up the `face_data.mat` file into a dataframe called `df`. Be sure to calculate the `num_pixels` value, and to rotate the images to being right-side-up instead of sideways. This was demonstrated in the [Lab Assignment 4](https://github.com/authman/DAT210x/blob/master/Module4/assignment4.ipynb) code." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('pixels', 64, (698, 4096))\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:9: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " if __name__ == '__main__':\n" + ] + }, + { + "data": { + "text/html": [ + "
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It only has a single column, and you're only interested in that single column. You will have to slice the column out so that you have access to it as a \"Series\" rather than as a \"Dataframe\". This was discussed in the the \"Slicin'\" lecture of the \"Manipulating Data\" reading on the course website. Use an appropriate indexer to take care of that. Be sure to print out the labels and compare what you see to the raw `face_labels.csv` so you know you loaded it correctly." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(698, 1)\n" + ] + } + ], + "source": [ + "labels = pd.read_csv('Datasets/face_labels.csv', header=None)\n", + "print labels.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data_train, data_test, label_train, label_test = train_test_split(df,labels,test_size=0.1,random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do `train_test_split`. Use the same code as on the EdX platform in the reading material, but set the random_state=7 for reproducibility, and the test_size to 0.15 (150%). Your labels are actually passed in as a series (instead of as an NDArray) so that you can access their underlying indices later on. This is necessary so you can find your samples in the original dataframe. The convenience methods we've written for you that handle drawing expect this, so that they can plot your testing data as images rather than as points:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "shapes:\n", + "('data_train: ', (628, 4096))\n", + "('label_train: ', (628, 1))\n", + "('data_test', (70, 4096))\n", + "('label_test', (70, 1))\n" + ] + } + ], + "source": [ + "print ('shapes:')\n", + "print ('data_train: ', data_train.shape)\n", + "print ('label_train: ', label_train.shape)\n", + "print ('data_test', data_test.shape)\n", + "print ('label_test', label_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dimensionality Reduction" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('ISOMap - data_train: ', (628L, 2L), ' data_test: ', (70L, 2L))\n" + ] + } + ], + "source": [ + "if Test_PCA:\n", + " # INFO: PCA is used *before* KNeighbors to simplify your high dimensionality\n", + " # image samples down to just 2 principal components! A lot of information\n", + " # (variance) is lost during the process, as I'm sure you can imagine. But\n", + " # you have to drop the dimension down to two, otherwise you wouldn't be able\n", + " # to visualize a 2D decision surface / boundary. In the wild, you'd probably\n", + " # leave in a lot more dimensions, which is better for higher accuracy, but\n", + " # worse for visualizing the decision boundary;\n", + " #\n", + " # Your model should only be trained (fit) against the training data (data_train)\n", + " # Once you've done this, you need use the model to transform both data_train\n", + " # and data_test from their original high-D image feature space, down to 2D\n", + " pca = PCA(n_components = 2)\n", + " pca.fit(data_train, label_train)\n", + " # TODO: Implement PCA here. ONLY train against your training data, but\n", + " # transform both your training + test data, storing the results back into\n", + " # data_train, and data_test.\n", + " data_train = pca.transform(data_train)\n", + " data_test = pca.transform(data_test)\n", + " print ('PCA - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n", + " \n", + "else:\n", + " # INFO: Isomap is used *before* KNeighbors to simplify your high dimensionality\n", + " # image samples down to just 2 components! A lot of information has been is\n", + " # lost during the process, as I'm sure you can imagine. But if you have\n", + " # non-linear data that can be represented on a 2D manifold, you probably will\n", + " # be left with a far superior dataset to use for classification. Plus by\n", + " # having the images in 2D space, you can plot them as well as visualize a 2D\n", + " # decision surface / boundary. In the wild, you'd probably leave in a lot more\n", + " # dimensions, which is better for higher accuracy, but worse for visualizing the\n", + " # decision boundary;\n", + " \n", + " # Your model should only be trained (fit) against the training data (data_train)\n", + " # Once you've done this, you need use the model to transform both data_train\n", + " # and data_test from their original high-D image feature space, down to 2D\n", + "\n", + " # TODO: Implement Isomap here. ONLY train against your training data, but\n", + " # transform both your training + test data, storing the results back into\n", + " # data_train, and data_test.\n", + " iso = manifold.Isomap(n_neighbors=5, n_components=2)\n", + " iso.fit(data_train)\n", + " data_train = iso.transform(data_train)\n", + " data_test = iso.transform(data_test)\n", + " print ('ISOMap - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Implement `KNeighborsClassifier` here. You can use any K value from 1 through 20, so play around with it and attempt to get good accuracy. Fit the classifier against your training data and labels." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(628, 1)\n" + ] + }, + { + "data": { + "text/plain": [ + "0.95714285714285718" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print label_train.shape\n", + "knn = KNeighborsClassifier()\n", + "knn.fit(data_train, label_train.values.ravel())\n", + "knn.score(data_test, label_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calculate and display the accuracy of the testing set (data_test and label_test):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's chart the combined decision boundary, the training data as 2D plots, and the testing data as small images so we can visually validate performance:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:64: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n" + ] + }, + { + "data": { + "image/png": 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2Zn+MMdFOMo/oGuqxJwRzw6G6y+hesBW2cJFPPcXWGowWRwACr++ERoNktZ71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\ncuUqbrcby7QQCP766Sc898x3URSVfZ/sQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "Plot2DBoundary(knn, data_train, label_train, data_test, label_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "After submitting your answers, experiment with using using PCA instead of ISOMap. Are the results what you expected? Also try tinkering around with the test/train split percentage from 10-20%. Notice anything?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# 10% is higher accurate than 20% testing data set. PCA much sucks than ISOMap on this problem" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module5 - Lab7.ipynb b/Module6/Module5 - Lab7.ipynb new file mode 100644 index 0000000..614e548 --- /dev/null +++ b/Module6/Module5 - Lab7.ipynb @@ -0,0 +1,506 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab7" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import random, math\n", + "import pandas as pd\n", + "import numpy as np\n", + "import scipy.io\n", + "\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib\n", + "\n", + "matplotlib.style.use('ggplot') # Look Pretty\n", + "from sklearn import preprocessing\n", + "from sklearn import manifold\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "\n", + "#data = pd.read_csv('Datasets/breast-cancer-wisconsin.data', names=['sample', 'thickness', 'size', 'shape', 'adhesion', 'epithelial', 'nuclei', 'chromatin', 'nucleoli', 'mitoses', 'status'], na_values=['?'])\n", + "data = pd.read_csv('Datasets/breast-cancer-wisconsin.data', names=['sample', 'thickness', 'size', 'shape', 'adhesion', 'epithelial', 'nuclei', 'chromatin', 'nucleoli', 'mitoses', 'status'], na_values=['?'])\n", + "label = data.status.copy()\n", + "data.drop(['status','sample'], axis=1, inplace=True)\n", + "data.nuclei = pd.to_numeric(data.nuclei, errors='coerce')\n", + "data.nuclei.fillna(data.nuclei.mean(), inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This method is for your visualization convenience only. You aren't expected to know how to put this together yourself, although you should be able to follow the code by now:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def plotDecisionBoundary(model, X, y):\n", + " print(\"Plotting...\")\n", + "\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + "\n", + " padding = 0.1\n", + " resolution = 0.1\n", + "\n", + " #(2 for benign, 4 for malignant)\n", + " colors = {2:'royalblue', 4:'lightsalmon'} \n", + "\n", + "\n", + " # Calculate the boundaris\n", + " x_min, x_max = X[:, 0].min(), X[:, 0].max()\n", + " y_min, y_max = X[:, 1].min(), X[:, 1].max()\n", + " x_range = x_max - x_min\n", + " y_range = y_max - y_min\n", + " x_min -= x_range * padding\n", + " y_min -= y_range * padding\n", + " x_max += x_range * padding\n", + " y_max += y_range * padding\n", + "\n", + " # Create a 2D Grid Matrix. The values stored in the matrix\n", + " # are the predictions of the class at at said location\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # What class does the classifier say?\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + "\n", + " # Plot the contour map\n", + " plt.contourf(xx, yy, Z, cmap=plt.cm.seismic)\n", + " plt.axis('tight')\n", + "\n", + " # Plot your testing points as well...\n", + " for label in np.unique(y):\n", + " indices = np.where(y == label)\n", + " plt.scatter(X[indices, 0], X[indices, 1], c=colors[label], alpha=0.8)\n", + "\n", + " p = model.get_params()\n", + " plt.title('K = ' + str(p['n_neighbors']))\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load in the dataset, identify nans, and set proper headers. Be sure to verify the rows line up by looking at the file in a text editor." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "print data.dtypes\n", + "print data.head().shape\n", + "\n", + "#nuclei is object thus it must have non-numeric value, clean it\n", + "data.nuclei = pd.to_numeric(data.nuclei, errors='coerce')\n", + "\n", + "data.nuclei.fillna(data.nuclei.mean(), inplace=True)\n", + "\n", + "#check missing data for each column\n", + "for n in data.columns:\n", + " print (n,data[n].isnull().unique())\n", + "print (data.head(1), data.dtypes)\n", + "\n", + "print data.nuclei.mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copy out the status column into a slice, then drop it from the main dataframe. Always verify you properly executed the drop by double checking (printing out the resulting operating)! Many people forget to set the right axis here.\n", + "\n", + "If you goofed up on loading the dataset and notice you have a `sample` column, this would be a good place to drop that too if you haven't already." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "label = data.status.copy()\n", + "data.drop(['status','sample'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the labels safely extracted from the dataset, replace any nan values with the mean feature / column value:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print ('Before transform:', data.head(1), data.dtypes, data.shape)\n", + "#none - 0.959999999\n", + "#7-0.95428571428571429\n", + "#data = preprocessing.MaxAbsScaler().fit_transform(data)\n", + "#15-0.95428571428571429 9-0.94857142857142862 7-0.95428571428571429 1-0.93999999999999995\n", + "#data = preprocessing.MinMaxScaler().fit_transform(data)\n", + "#7-0.95428571428571429\n", + "#data = preprocessing.StandardScaler().fit_transform(data)\n", + "#7-0.83142857142857141\n", + "#data = preprocessing.Normalizer().fit_transform(data)\n", + "#\n", + "data = preprocessing.RobustScaler().fit_transform(data)\n", + "#data = pd.DataFrame(data,columns=['thickness', 'size', 'shape', 'adhesion', 'epithelial', 'nuclei', 'chromatin', 'nucleoli', 'mitoses'])\n", + "print ('After transform:', data.shape)\n", + "\n", + "data_train, data_test, label_train, label_test = train_test_split(data,label,test_size = 0.5, random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do train_test_split. Use the same variable names as on the EdX platform in the reading material, but set the random_state=7 for reproducibility, and keep the test_size at 0.5 (50%)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Experiment with the basic SKLearn preprocessing scalers. We know that the features consist of different units mixed in together, so it might be reasonable to assume feature scaling is necessary. Print out a description of the dataset, post transformation. Recall: when you do pre-processing, which portion of the dataset is your model trained upon? Also which portion(s) of your dataset actually get transformed?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print (data_train.shape,label_train.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dimensionality Reduction" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "PCA and Isomap are your new best friends" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = None\n", + "# Leave this alone until indicated:\n", + "Test_PCA = False\n", + "\n", + "if Test_PCA:\n", + " print('Computing 2D Principle Components')\n", + " # TODO: Implement PCA here. Save your model into the variable 'model'.\n", + " # You should reduce down to two dimensions.\n", + " \n", + " # .. your code here ..\n", + " model = PCA(n_components=2)\n", + " model.fit(data_train, label_train)\n", + " data_train = model.transform(data_train)\n", + " data_test = model.transform(data_test)\n", + " print ('PCA - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n", + " \n", + "else:\n", + " print('Computing 2D Isomap Manifold')\n", + " # TODO: Implement Isomap here. Save your model into the variable 'model'\n", + " # Experiment with K values from 5-10.\n", + " # You should reduce down to two dimensions.\n", + "\n", + " # .. your code here ..\n", + " model = manifold.Isomap(n_neighbors=5, n_components=2)\n", + " model.fit(data_train, label_train)\n", + " data_train = model.transform(data_train)\n", + " data_test = model.transform(data_test)\n", + " print ('ISOMap - data_train: ', data_train.shape, ' data_test: ', data_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train your model against data_train, then transform both `data_train` and `data_test` using your model. You can save the results right back into the variables themselves." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# .. your code here .." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Implement and train `KNeighborsClassifier` on your projected 2D training data here. You can name your variable `knmodel`. You can use any `K` value from 1 - 15, so play around with it and see what results you can come up. Your goal is to find a good balance where you aren't too specific (low-K), nor are you too general (high-K). You should also experiment with how changing the weights parameter affects the results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# .. your code here ..\n", + "knn = KNeighborsClassifier(n_neighbors=7)\n", + "knn.fit(data_train, label_train)\n", + "knn.score(data_test, label_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Be sure to always keep the domain of the problem in mind! It's WAY more important to errantly classify a benign tumor as malignant, and have it removed, than to incorrectly leave a malignant tumor, believing it to be benign, and then having the patient progress in cancer. Since the UDF weights don't give you any class information, the only way to introduce this data into SKLearn's KNN Classifier is by \"baking\" it into your data. For example, randomly reducing the ratio of benign samples compared to malignant samples from the training set." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Calculate and display the accuracy of the testing set:" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Computing 2D Isomap Manifold\n", + "('ISOMap - data_train: ', (349, 2), ' data_test: ', (350, 2))\n", + "0.897142857143\n" + ] + } + ], + "source": [ + "#none - 0.92\n", + "#0.885714285714\n", + "#data = preprocessing.MaxAbsScaler().fit_transform(data)\n", + "#0.885714285714\n", + "#data = preprocessing.MinMaxScaler().fit_transform(data)\n", + "#0.854285714286\n", + "#data = preprocessing.StandardScaler().fit_transform(data)\n", + "#0.885714285714\n", + "#data = preprocessing.Normalizer().fit_transform(data)\n", + "#0.905714285714\n", + "#data = preprocessing.RobustScaler().fit_transform(data)\n", + "data_train, data_test, label_train, label_test = train_test_split(data,label,test_size = 0.5, random_state=7)\n", + "model = None\n", + "# Leave this alone until indicated:\n", + "Test_PCA = False\n", + "\n", + "if Test_PCA:\n", + " print('Computing 2D Principle Components')\n", + " # TODO: Implement PCA here. Save your model into the variable 'model'.\n", + " # You should reduce down to two dimensions.\n", + " \n", + " # .. your code here ..\n", + " model = PCA(n_components=2)\n", + " model.fit(data_train, label_train)\n", + " data_train = model.transform(data_train)\n", + " data_test = model.transform(data_test)\n", + " print ('PCA - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n", + " \n", + "else:\n", + " print('Computing 2D Isomap Manifold')\n", + " # TODO: Implement Isomap here. Save your model into the variable 'model'\n", + " # Experiment with K values from 5-10.\n", + " # You should reduce down to two dimensions.\n", + "\n", + " # .. your code here ..\n", + " model = manifold.Isomap(n_neighbors=5, n_components=2)\n", + " model.fit(data_train, label_train)\n", + " data_train = model.transform(data_train)\n", + " data_test = model.transform(data_test)\n", + " print ('ISOMap - data_train: ', data_train.shape, ' data_test: ', data_test.shape)\n", + "knn = KNeighborsClassifier(n_neighbors=7,weights='distance')\n", + "\n", + "#knn = KNeighborsClassifier(n_neighbors=7,weights='uniform')\n", + "knn.fit(data_train, label_train)\n", + "print(knn.score(data_test, label_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Plotting...\n" + ] + }, + { + "data": { + "image/png": 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pW4SqaYT8flxuNyVKL6sqDqBr/X05NKi2d2D4g/ytfpICWxRMgwUVfZQ4QkTa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\nrQM5jPCEt/Zn03bbZYAcfi3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d73yHmTNnsmDBgmwPK6coioKiSEfWTMQRCeyDfOMb3xjT\n8xoaGvjXf/3XNI8m95SVldHe3h5/3N7eTllZWRZHlBtiP4OSkhIuuugi9u3bJ4Ed6+fR2dmJx+Oh\ns7NzSq9BxJSWlsb/nK44Ijn2cejs7Iz/+c0332TWrFlZHE12zJ07l6NHj3LixAkikQivvfYaS5Ys\nyfawsioQCOD3++N/bmlpYfbs2VkeVW5YsmQJzc3NADQ3N3PRRRdleUTZl4k4IjtPx+HRRx/l448/\nRlEUKisr+fKXvxzPH04lb7/9Nk8++SSGYVBfX891112X7SFl1fHjx/m3f/s3AKLRKJdeeumU/Jn8\n4Ac/YPfu3fT29lJSUsKNN97IRRddxCOPPEJbW9uULHcc7meya9eutMcRCexCCJFnJBUjhBB5RgK7\nEELkGQnsQgiRZySwCyFEnpHALoQQeUYCuxBC5BkJ7EIIkWf+H51hiilxVEtcAAAAAElFTkSuQmCC\n", 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bR5Wz7z3T7h+wez+md+AuqixjStX0RCuA+auXnSthBOzBdlxlJh5c/hf2txaA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\n6P01W6EDX6cnkcOfv3oZrrJ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plotDecisionBoundary(knn, data_test, label_test)" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module5 - Lab8.ipynb b/Module6/Module5 - Lab8.ipynb new file mode 100644 index 0000000..25fa089 --- /dev/null +++ b/Module6/Module5 - Lab8.ipynb @@ -0,0 +1,435 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab8" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "\n", + "matplotlib.style.use('ggplot') # Look Pretty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This convenience method will take care of plotting your test observations, comparing them to the regression line, and displaying the R2 coefficient" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawLine(model, X_test, y_test, title):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(X_test, y_test, c='g', marker='o')\n", + " ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7)\n", + "\n", + " print(\"Est 2014 \" + title + \" Life Expectancy: \", model.predict([[2014]])[0])\n", + " print(\"Est 2030 \" + title + \" Life Expectancy: \", model.predict([[2030]])[0])\n", + " print(\"Est 2045 \" + title + \" Life Expectancy: \", model.predict([[2045]])[0])\n", + "\n", + " score = model.score(X_test, y_test)\n", + " title += \" R2: \" + str(score)\n", + " ax.set_title(title)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Load up the data here into a variable called `X`. As usual, do a .describe and a print of your dataset and compare it to the dataset loaded in a text file or in a spread sheet application:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Year WhiteMale WhiteFemale BlackMale BlackFemale\n", + "0 1900 46.6 48.7 32.5 33.5\n", + "1 1950 66.5 72.2 59.1 62.9\n", + "2 1960 67.4 74.1 61.1 66.3\n", + "3 1970 68.0 75.6 60.0 68.3\n", + "4 1975 69.5 77.3 62.4 71.3\n", + "Year int64\n", + "WhiteMale float64\n", + "WhiteFemale float64\n", + "BlackMale float64\n", + "BlackFemale float64\n", + "dtype: object\n", + "('Year', array([False], dtype=bool))\n", + "('WhiteMale', array([False], dtype=bool))\n", + "('WhiteFemale', array([False], dtype=bool))\n", + "('BlackMale', array([False], dtype=bool))\n", + "('BlackFemale', array([False], dtype=bool))\n", + " Year WhiteMale WhiteFemale BlackMale BlackFemale\n", + "count 40.000000 40.000000 40.000000 40.000000 40.000000\n", + "mean 1991.250000 72.730000 78.592500 65.912500 73.262500\n", + "std 20.536085 4.968681 5.200561 6.422284 7.157592\n", + "min 1900.000000 46.600000 48.700000 32.500000 33.500000\n", + "25% 1984.750000 71.800000 78.700000 64.575000 73.400000\n", + "50% 1994.500000 73.350000 79.650000 65.250000 73.900000\n", + "75% 2004.250000 75.500000 80.500000 69.425000 76.125000\n", + "max 2014.000000 76.700000 81.400000 72.500000 78.400000\n" + ] + } + ], + "source": [ + "from sklearn import linear_model\n", + "\n", + "df = pd.read_csv('Datasets/life_expectancy.csv', delimiter='\\t')\n", + "print df.head()\n", + "print df.dtypes\n", + "for n in df.columns:\n", + " print (n,df[n].isnull().unique())\n", + "print(df.describe())\n", + "#print (data.head(1), data.dtypes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create your linear regression model here and store it in a variable called `model`. Don't actually train or do anything else with it yet:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data = df.copy()\n", + "model = linear_model.LinearRegression()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Slice out your data manually (e.g. don't use `train_test_split`, but actually do the indexing yourself. Set `X_train` to be year values LESS than 1986, and `y_train` to be corresponding 'WhiteMale' age values. You might also want to read the note about slicing on the bottom of this document before proceeding:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "((11, 1), (11, 1))\n" + ] + } + ], + "source": [ + "temp = data[data.Year < 1986]\n", + "x_train = temp[['Year']]\n", + "y_train = temp[['WhiteMale']]\n", + "print(x_train.shape, y_train.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train your model then pass it into `drawLine` with your training set and labels. You can title it 'WhiteMale'. `drawLine` will output to the console a 2014 extrapolation / approximation for what it believes the WhiteMale's life expectancy in the U.S. will be... given the pre-1986 data you trained it with. It'll also produce a 2030 and 2045 extrapolation:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Est 2014 WhiteMale pre1986 Life Expectancy: ', array([ 80.85635426]))\n", + "('Est 2030 WhiteMale pre1986 Life Expectancy: ', array([ 85.39349384]))\n", + "('Est 2045 WhiteMale pre1986 Life Expectancy: ', array([ 89.6470622]))\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.fit(x_train,y_train)\n", + "drawLine(model, x_train, y_train, \"WhiteMale pre1986\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Print the actual 2014 'WhiteMale' life expectancy from your loaded dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39 76.7\n", + "Name: WhiteMale, dtype: float64\n" + ] + } + ], + "source": [ + "print(df[df.Year == 2014].WhiteMale)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Repeat the process, but instead of for WhiteMale, this time select BlackFemale. Create a slice for BlackFemales, fit your model, and then call `drawLine`. Lastly, print out the actual 2014 BlackFemale life expectancy:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Est 2014 BlackFemale pre1986 Life Expectancy: ', array([ 88.6988994]))\n", + "('Est 2030 BlackFemale pre1986 Life Expectancy: ', array([ 96.11438808]))\n", + "('Est 2045 BlackFemale pre1986 Life Expectancy: ', array([ 103.06640871]))\n" + ] + }, + { + "data": { + "image/png": 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HqwVup2vXrpDL5bhw4QLi4+Nr/dQ39no7mZmZMBqNWLBgAe6//34kJSXVujzvVsnJybhw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\nYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39 78.4\n", + "Name: BlackFemale, dtype: float64\n" + ] + } + ], + "source": [ + "y_train = temp[['BlackFemale']]\n", + "model.fit(x_train,y_train)\n", + "drawLine(model, x_train, y_train, \"BlackFemale pre1986\")\n", + "print(df[df.Year == 2014].BlackFemale)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly, print out a correlation matrix for your entire dataset, and display a visualization of the correlation matrix, just as we described in the visualization section of the course:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Year WhiteMale WhiteFemale BlackMale BlackFemale\n", + "Year 1.000000 0.974154 0.913907 0.960635 0.940429\n", + "WhiteMale 0.974154 1.000000 0.975164 0.987974 0.985009\n", + "WhiteFemale 0.913907 0.975164 1.000000 0.956689 0.994656\n", + "BlackMale 0.960635 0.987974 0.956689 1.000000 0.975922\n", + "BlackFemale 0.940429 0.985009 0.994656 0.975922 1.000000\n" + ] + }, + { + "data": { + "text/plain": [ + "([,\n", + " ,\n", + " ,\n", + " ,\n", + " ],\n", + " )" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(df.corr())\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.imshow(df.corr(), cmap=plt.cm.Blues, interpolation='nearest')\n", + "plt.colorbar()\n", + "tick_marks = [i for i in range(len(df.columns))]\n", + "plt.xticks(tick_marks, df.columns, rotation='vertical')\n", + "plt.yticks(tick_marks, df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MGRkZ9tmnbtqxYwe+vr6kpqZis9mYPHlyo/GfeeYZBg8e3OL39/35ZZ96+/MWP9NWf35+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\n5dI8IToIpS7Bs1qtZGRksHD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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Notes On Fitting, Scoring, and Predicting:" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Here's a hint to help you complete the assignment without pulling your hair out! When you use `.fit()`, `.score()`, and `.predict()` on your model, SciKit-Learn expects your training data to be in spreadsheet (2D Array-Like) form. This means you can't simply pass in a 1D Array (slice) and get away with it.\n", + "\n", + "To properly prep your data, you have to pass in a 2D Numpy Array, or a dataframe. But what happens if you really only want to pass in a single feature?\n", + "\n", + "If you slice your dataframe using `df[['ColumnName']]` syntax, the result that comes back is actually a _dataframe_. Go ahead and do a `type()` on it to check it out. Since it's already a dataframe, you're good -- no further changes needed.\n", + "\n", + "But if you slice your dataframe using the `df.ColumnName` syntax, OR if you call `df['ColumnName']`, the result that comes back is actually a series (1D Array)! This will cause SKLearn to bug out. So if you are slicing using either of those two techniques, before sending your training or testing data to `.fit` / `.score`, do `any_column = my_column.reshape(-1,1)`. \n", + "\n", + "This will convert your 1D array of `[n_samples]`, to a 2D array shaped like `[n_samples, 1]`. A single feature, with many samples.\n", + "\n", + "If you did something like `my_column = [my_column]`, that would produce an array in the shape of `[1, n_samples]`, which is incorrect because SKLearn expects your data to be arranged as `[n_samples, n_features]`. Keep in mind, all of the above only relates to your `X` or input data, and does not apply to your `y` or labels." + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module5 - Lab9.ipynb b/Module6/Module5 - Lab9.ipynb new file mode 100644 index 0000000..2251952 --- /dev/null +++ b/Module6/Module5 - Lab9.ipynb @@ -0,0 +1,723 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DAT210x - Programming with Python for DS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Module5- Lab9" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "\n", + "matplotlib.style.use('ggplot') # Look Pretty" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### A Convenience Function" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This convenience method will take care of plotting your test observations, comparing them to the regression line, and displaying the R2 coefficient" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawLine(model, X_test, y_test, title, R2):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(111)\n", + " ax.scatter(X_test, y_test, c='g', marker='o')\n", + " ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7)\n", + "\n", + " title += \" R2: \" + str(R2)\n", + " ax.set_title(title)\n", + " print(title)\n", + " print(\"Intercept(s): \", model.intercept_)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def drawPlane(model, X_test, y_test, title, R2):\n", + " # This convenience method will take care of plotting your\n", + " # test observations, comparing them to the regression plane,\n", + " # and displaying the R2 coefficient\n", + " fig = plt.figure()\n", + " ax = Axes3D(fig)\n", + " ax.set_zlabel('prediction')\n", + "\n", + " \n", + " # You might have passed in a DataFrame, a Series (slice),\n", + " # an NDArray, or a Python List... so let's keep it simple:\n", + " X_test = np.array(X_test)\n", + " col1 = X_test[:,0]\n", + " col2 = X_test[:,1]\n", + "\n", + " \n", + " # Set up a Grid. We could have predicted on the actual\n", + " # col1, col2 values directly; but that would have generated\n", + " # a mesh with WAY too fine a grid, which would have detracted\n", + " # from the visualization\n", + " x_min, x_max = col1.min(), col1.max()\n", + " y_min, y_max = col2.min(), col2.max()\n", + " x = np.arange(x_min, x_max, (x_max-x_min) / 10)\n", + " y = np.arange(y_min, y_max, (y_max-y_min) / 10)\n", + " x, y = np.meshgrid(x, y)\n", + "\n", + " \n", + " # Predict based on possible input values that span the domain\n", + " # of the x and y inputs:\n", + " z = model.predict( np.c_[x.ravel(), y.ravel()] )\n", + " z = z.reshape(x.shape)\n", + "\n", + " \n", + " ax.scatter(col1, col2, y_test, c='g', marker='o')\n", + " ax.plot_wireframe(x, y, z, color='orange', alpha=0.7)\n", + "\n", + " title += \" R2: \" + str(R2)\n", + " ax.set_title(title)\n", + " print(title)\n", + " print(\"Intercept(s): \", model.intercept_)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### The Assignment" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Let's get started!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, as is your habit, inspect your dataset in a text editor, or spread sheet application. The first thing you should notice is that the first column is both unique (the name of each) college, as well as unlabeled. This is a HINT that it must be the index column. If you do not indicate to Pandas that you already have an index column, it'll create one for you, which would be undesirable since you already have one.\n", + "\n", + "Review the `.read_csv()` documentation and discern how to load up a dataframe while indicating which existing column is to be taken as an index. Then, load up the College dataset into a variable called `X`:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "( Private Apps Accept Enroll Top10perc \\\n", + "Abilene Christian University Yes 1660 1232 721 23 \n", + "Adelphi University Yes 2186 1924 512 16 \n", + "Adrian College Yes 1428 1097 336 22 \n", + "Agnes Scott College Yes 417 349 137 60 \n", + "Alaska Pacific University Yes 193 146 55 16 \n", + "\n", + " Top25perc F.Undergrad P.Undergrad Outstate \\\n", + "Abilene Christian University 52 2885 537 7440 \n", + "Adelphi University 29 2683 1227 12280 \n", + "Adrian College 50 1036 99 11250 \n", + "Agnes Scott College 89 510 63 12960 \n", + "Alaska Pacific University 44 249 869 7560 \n", + "\n", + " Room.Board Books Personal PhD Terminal \\\n", + "Abilene Christian University 3300 450 2200 70 78 \n", + "Adelphi University 6450 750 1500 29 30 \n", + "Adrian College 3750 400 1165 53 66 \n", + "Agnes Scott College 5450 450 875 92 97 \n", + "Alaska Pacific University 4120 800 1500 76 72 \n", + "\n", + " S.F.Ratio perc.alumni Expend Grad.Rate \n", + "Abilene Christian University 18.1 12 7041 60 \n", + "Adelphi University 12.2 16 10527 56 \n", + "Adrian College 12.9 30 8735 54 \n", + "Agnes Scott College 7.7 37 19016 59 \n", + "Alaska Pacific University 11.9 2 10922 15 , (777, 18))\n", + "Private object\n", + "Apps int64\n", + "Accept int64\n", + "Enroll int64\n", + "Top10perc int64\n", + "Top25perc int64\n", + "F.Undergrad int64\n", + "P.Undergrad int64\n", + "Outstate int64\n", + "Room.Board int64\n", + "Books int64\n", + "Personal int64\n", + "PhD int64\n", + "Terminal int64\n", + "S.F.Ratio float64\n", + "perc.alumni int64\n", + "Expend int64\n", + "Grad.Rate int64\n", + "dtype: object\n", + "('Private', array([False], dtype=bool))\n", + "('Apps', array([False], dtype=bool))\n", + "('Accept', array([False], dtype=bool))\n", + "('Enroll', array([False], dtype=bool))\n", + "('Top10perc', array([False], dtype=bool))\n", + "('Top25perc', array([False], dtype=bool))\n", + "('F.Undergrad', array([False], dtype=bool))\n", + "('P.Undergrad', array([False], dtype=bool))\n", + "('Outstate', array([False], dtype=bool))\n", + "('Room.Board', array([False], dtype=bool))\n", + "('Books', array([False], dtype=bool))\n", + "('Personal', array([False], dtype=bool))\n", + "('PhD', array([False], dtype=bool))\n", + "('Terminal', array([False], dtype=bool))\n", + "('S.F.Ratio', array([False], dtype=bool))\n", + "('perc.alumni', array([False], dtype=bool))\n", + "('Expend', array([False], dtype=bool))\n", + "('Grad.Rate', array([False], dtype=bool))\n", + " Apps Accept Enroll Top10perc Top25perc \\\n", + "count 777.000000 777.000000 777.000000 777.000000 777.000000 \n", + "mean 3001.638353 2018.804376 779.972973 27.558559 55.796654 \n", + "std 3870.201484 2451.113971 929.176190 17.640364 19.804778 \n", + "min 81.000000 72.000000 35.000000 1.000000 9.000000 \n", + "25% 776.000000 604.000000 242.000000 15.000000 41.000000 \n", + "50% 1558.000000 1110.000000 434.000000 23.000000 54.000000 \n", + "75% 3624.000000 2424.000000 902.000000 35.000000 69.000000 \n", + "max 48094.000000 26330.000000 6392.000000 96.000000 100.000000 \n", + "\n", + " F.Undergrad P.Undergrad Outstate Room.Board Books \\\n", + "count 777.000000 777.000000 777.000000 777.000000 777.000000 \n", + "mean 3699.907336 855.298584 10440.669241 4357.526384 549.380952 \n", + "std 4850.420531 1522.431887 4023.016484 1096.696416 165.105360 \n", + "min 139.000000 1.000000 2340.000000 1780.000000 96.000000 \n", + "25% 992.000000 95.000000 7320.000000 3597.000000 470.000000 \n", + "50% 1707.000000 353.000000 9990.000000 4200.000000 500.000000 \n", + "75% 4005.000000 967.000000 12925.000000 5050.000000 600.000000 \n", + "max 31643.000000 21836.000000 21700.000000 8124.000000 2340.000000 \n", + "\n", + " Personal PhD Terminal S.F.Ratio perc.alumni \\\n", + "count 777.000000 777.000000 777.000000 777.000000 777.000000 \n", + "mean 1340.642214 72.660232 79.702703 14.089704 22.743887 \n", + "std 677.071454 16.328155 14.722359 3.958349 12.391801 \n", + "min 250.000000 8.000000 24.000000 2.500000 0.000000 \n", + "25% 850.000000 62.000000 71.000000 11.500000 13.000000 \n", + "50% 1200.000000 75.000000 82.000000 13.600000 21.000000 \n", + "75% 1700.000000 85.000000 92.000000 16.500000 31.000000 \n", + "max 6800.000000 103.000000 100.000000 39.800000 64.000000 \n", + "\n", + " Expend Grad.Rate \n", + "count 777.000000 777.00000 \n", + "mean 9660.171171 65.46332 \n", + "std 5221.768440 17.17771 \n", + "min 3186.000000 10.00000 \n", + "25% 6751.000000 53.00000 \n", + "50% 8377.000000 65.00000 \n", + "75% 10830.000000 78.00000 \n", + "max 56233.000000 118.00000 \n" + ] + } + ], + "source": [ + "x = pd.read_csv('http://www-bcf.usc.edu/~gareth/ISL/College.csv', index_col=0)\n", + "print (x.head(), x.shape)\n", + "print x.dtypes\n", + "for n in x.columns:\n", + " print (n,x[n].isnull().unique())\n", + "print(x.describe())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This line isn't necessary for your purposes; but we'd just like to show you an additional way to encode features directly. The `.map()` method is like `.apply()`, but instead of taking in a lambda / function, you simply provide a mapping of keys:values. If you decide to embark on the \"Data Scientist Challenge\", this line of code will save you the trouble of converting it through other means:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "x.Private = x.Private.map({'Yes':1, 'No':0})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create your linear regression model here and store it in a variable called `model`. Don't actually train or do anything else with it yet:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn import linear_model\n", + "model = linear_model.LinearRegression()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first relationship we're interested in is the number of accepted students, as a function of the amount charged for room and board." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using indexing, create two slices (series). One will just store the room and board column, the other will store the accepted students column. Then use train_test_split to cut your data up into `X_train`, `X_test`, `y_train`, `y_test`, with a `test_size` of 30% and a random_state of 7." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Room.Board\n", + "Abilene Christian University 3300\n", + "Adelphi University 6450\n", + "Adrian College 3750\n", + "Agnes Scott College 5450\n", + "Alaska Pacific University 4120\n", + " Accept\n", + "Abilene Christian University 1232\n", + "Adelphi University 1924\n", + "Adrian College 1097\n", + "Agnes Scott College 349\n", + "Alaska Pacific University 146\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "data = x[['Room.Board']]\n", + "label = x[['Accept']]\n", + "print(data.head())\n", + "print(label.head())\n", + "x_train, x_test, y_train, y_test = train_test_split(data,label,test_size = 0.3, random_state=7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Fit and score your model appropriately. Store the score in the `score` variable." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "model.fit(x_train,y_train)\n", + "score = model.score(x_test,y_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll take it from here, buddy:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accept(Room&Board) R2: -0.00266698641455\n", + "('Intercept(s): ', array([ 1340.61956519]))\n" + ] + }, + { + "data": { + "image/png": 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A3jucPHkyTZ06Vfidnp5OsbGxJJFISCaT0eTJk2nSpEnUt29fIc+bb75JPXr0oC+++IJ+\n/fVX2rZtmyB0tLi7u1NYWJjOfNWuXbsIAJWXl1NDQwPFxcXpmMIsFQ7z5s2jmTNnCr8NCYf2aNu6\ntu2LcfHiRZJIJHrm2Y7QnVZ3MbZu3Yrm5mYMGjRIJ725uRn/+c9/MH36dKvv0dLSgttvv11HddXS\n1ixgKcHBwcjMzBQ9plQq0bt3bwDAZ599httvvx3x8fGYNWuW1fdtj5ubm85viUQimtbS0gIAKC0t\nRXFxMYYMGQIAmDBhAnbs2IHp06ejoKAA33//PebOnQuZTKZzDW19AKBfv37IysrCG2+8gaefftqk\nchYWFmLSpEl49NFH8fLLL0OlUqGoqAiJiYl6nlxtTRvmolarERwc3GE+U99RZWUlJk+ejMbGRqSl\npcHf39+s8oSHh+PEiRPCbz8/PwBAWFgY0tLS9PJfu3YNYWFhBq8XFhaGkpISvXO0x0zNo+XAgQOY\nOnUqli9fjhdeeEHvXkCruUuLp6cnevXqhYKCAoN5AOCOO+7oME9cXBy+/fZb4ffYsWORk5ODiooK\ntLS0ICgoCHfddZdgSm5oaMCSJUvw4Ycf4oEHHgAA9O/fH5cvX8Zrr72GJ598UrjfbbfdpvMdaO9d\nUFCAwMBA/Pbbb3j22Wfx7LPPAmg1l7a0tEAul+O1117TexaGSEtLw+XLl7Fr1y6d9DFjxmD8+PHY\nt2+f6HnDhg0D0OqS3dY825aePXsiJCRE1FPSGC4759DS0oKtW7fihRdewIkTJ3T+HnnkEfy///f/\nAACDBw8G0GrTFGPIkCGoqKjA0aNHRY/Hx8cjLy8Pfn5+6N27t85f+3mCw4cPC/9vamrCkSNHcMcd\ndwCAYIdu7yo3ePBg5ObmorGx0Wh9PTw8sGLFCjz33HOCjTEuLg5nzpxBWVmZkO/atWvIyclBv379\nhDxtba1A6zyHRCLR+8jMQalUQqFQ6Fz7vvvuw+eff45XX30Vx44dM+nDkEqlqK+vB9AqODw8PETL\nq61PVlYW6uvr8eabb2LkyJHo06eP0GF1xB133KEniH/++WfRvKdOnUJ8fLxJ19Ui9o6AVnfIsWPH\nAgC+++47BAQEmHVdAJDL5TptTzsnNnLkSOTn5+PChQtC3jNnzuDy5ctG3RdHjhyp1+F8++23iI6O\nRmRkpJDnu+++EwYE2jwKhUJnQPb1119j0qRJWLlypeg7HzVqFADg3LlzQppGo0F+fr4wzyKWBwBy\ncnKEPPHx8fDy8jKapy2BgYEICgpCTk4Ojh07JriKazQaNDY26rmcymQyHRfcUaNGITc3V8c9Picn\nB0Cru2hERAROnTql0/e89tprkMlkOHHiBJ544gm9Mhli//79OHnypHCdb775BkCrm/u7775r8Lzs\n7GwAQPfu3Q3mKSoqQmlpqdE8opilZzgRe/bsIYlEQgUFBXrH9u3bR1KpVDDhzJo1i4KDg+njjz+m\n3NxcOnLkCL355ptERNTS0kKjRo2inj17UmpqKuXl5dFPP/1EW7ZsIaJW9TcuLo7i4+MFt7fDhw/T\n3//+d8G2rFXtYmJi6Ouvv6YzZ87Q448/Tl5eXoIXUklJCUmlUtqwYQNdu3ZNMCuo1Wry9PSkgwcP\n6tRBzOOgoaGBQkNDBVNOXV0dRUVF0bhx4+jYsWN09OhRGjNmDPXq1UuYPzh58iTJZDJauHAhnT17\nlvbu3Uvdu3enpKQk4bpiqu68efMEjyot8+fPp5EjRwq/V65cSW5ubrRq1So6d+4cHTlyhJ577jny\n9vYmqVSqYyJo78p66dIl+uyzz8jX15fmzZsn5Hv++edJqVTSzp07KScnh9544w2SSCSUlpYm1Eci\nkdDrr79OeXl5lJKSQn369NHxztG+j8uXL+uU/+jRoySRSOiFF16gnJwc+vLLL6lHjx566ntVVRV5\neHgY9fYx9R1dvXqVbr/9dho8eDDl5ubquBe2neOxdM5B68p611130S+//EKHDx+mIUOG0LBhw3Ts\n0H369KG3335b+H3kyBGSy+X0wgsv0NmzZ+mDDz4gT09PUVfWuXPn0unTp2n37t2kVCp15ol27txJ\nbm5u9NJLL+nUrbS0VMjT0tJCw4YNoz59+lBGRgadPXuWHnvsMQoKCtLJ9/DDD1NoaCjt2bOHzp8/\nT8uWLSMPDw86e/askGfJkiXk4+ND27dvpwsXLtD69etJKpXqzHdt27aNfvrpJ7p48SJ9/vnnFBkZ\nSWPGjNFxHR43bhzFxMTQ/v37KT8/nz7//HNSKpU6XownTpwgd3d3euKJJ+js2bOUnp5OvXr1ov/5\nn/8x+D4MmZWOHz9Ox48fp6lTp9Ldd98t/DaEmFnpq6++on//+9908uRJysvLoy+++IJ69OhBd911\nl+BRlpmZSf/85z/p2LFjdOnSJfr2229p4MCBdNttt1F1dbXB+4nhssLh/vvvp2HDhokea2xsJJVK\nJUxMazQaevHFFyk6Oprc3NwoIiJCmEwmau0MkpOTKTQ0lNzc3Oi2226jVatWCcfLysroqaeeEtwr\nw8PDadq0aZSdnU1Ev3dGu3fvFlxGb7/9dmGSTMs//vEPCg8PJ6lUqtPxzp49m5544gmdvIbc0d54\n4w0KCAggtVpNRK2urPfdd59gi548ebJRV1aVSkVPPfWUqCtrW0wRDkREH330EQ0ePJgUCgWpVCqa\nOXMmnTlzRvhotetOtBPS2j93d3fq2bMnLV26lGpra4XrmeLKunHjRoqMjCRPT08aOXIk7d271yTh\nQET06aefCi7Nd911F6Wmpup9hO+//z716dNH79z2mPKO2te77V9b4fPYY4/puJGaw9WrV2nGjBnk\n4+NDvr6+9PDDDwsTvVoA0CuvvKKTtmfPHrrzzjvJ3d2doqKiBPt/Ww4dOkTDhw8nDw8P6tatGy1b\ntkynk01ISBCtW/u6lJaWUlJSEvn7+1NAQABNnDiRTp8+rZOntraWnn32WQoODiYfHx+655576Kef\nftLJ09TURC+99BJFRESQQqGgIUOG0O7du3XyrFixgsLCwsjNzY2ioqJoyZIlOm1MW54nnniCIiMj\nycPDg3r27EnLly/Xm7RNS0uj+Ph48vDwoOjoaHruuef0rtUWQ8LBUBswhJhw+Pbbb2nIkCHk6+tL\nnp6eFBsbS8uWLdOZvzp27BgNHz6cAgMDhW/sqaee0nHtNRXJfwvOWMGBAwcwduxYXL58WVDJzSE3\nNxdDhw7Fb7/91qFLK2NfWlpaMGDAALz44ov405/+1NnFYZhOw2XnHG4levfujXfffVcnBADTOVy5\ncgWzZ89mwcB0eVhzsAHWag4MwzDOBgsHhmEYRg82KzEMwzB6sHBgGIZh9HDpFdJXr151yH1UKpXO\nQrNbBa6Xa8H1ci2ctV6mekR2KBw2b96M7Oxs+Pv7CxuzfPzxxzh27Bjkcjm6deuGZ555RghVkJKS\ngvT0dEilUsyZMwcDBw4EAOTl5WHTpk3QaDQYNGgQ5syZA4lEgsbGRmzcuBF5eXnw9fXFwoULhdWf\nDMMwTOfQoVlpzJgxekvi77zzTqxduxb/+te/EBYWJsQdKioqQmZmJtatW4cVK1Zg69atwtL7LVu2\nYP78+diwYQNKSkqEODHp6enw9vbG22+/jcmTJ2P79u22riPDMAxjJh0KhzvuuAM+Pj46aQMGDBAC\nqsXGxkKtVgNojXszYsQIuLm5ISQkBKGhocjNzUVFRQXq6+sRGxsLiUSC0aNHIysrCwBw9OhRjBkz\nBkBrEKnTp0+LbjHIMAzDOA6r5xzS09OFaIBqtRoxMTHCMaVSCbVaDZlMhqCgICE9KChIEChqtVo4\nJpPJoFAoUF1dLUSdbEtaWpoQgXL16tVQqVTWFt8k5HK5w+7lSLhergXXy7Vw9XpZJRy+/PJLyGQy\nIaKivUlMTNTZnNtRkz3OOrFkLVwv14Lr5Vo4a71sNiFtiAMHDuDYsWN4+eWXIZFIALRqCm23o1Or\n1VAqlXrp5eXlUCqVOucEBQWhubkZdXV18PX1tbRYjA0prCrEmqNrUFJXglBFKJbEL0GUX1RnF4th\nGAdg0TqHEydOYPfu3Vi6dKnOXqfx8fHIzMxEY2OjsBlM7969ERgYCC8vL5w/fx5EhIMHDwqx8ocM\nGYIDBw4AaN0PIS4uThA2TOdRWFWImXtnIuViCg4VH0LKxRTM3DsThVWFnV00hmEcQIfhM958802c\nOXMG1dXV8Pf3x8MPP4yUlBQ0NTUJE9UxMTHC7klffvklfvjhB0ilUsyePVvYFOTixYvYvHkzNBoN\nBg4ciLlz50IikUCj0WDjxo3Iz8+Hj48PFi5ciG7duplUeF7nYB3G6pWcnoyUi/q7303vNR0bx220\nd9Gsoiu+L1eG6+VYTDUruXRsJRYO1mGsXjP2zMCh4kN66SPCRmDXlF0iZzgPXfF9uTJcL8diqnDg\n8BmMKKGKUNH0bgrTtDqGYVwbFg6MKEvilyDaL1onLdovGkvil3RSiRiGcSQuHVuJsR9RflHYcd8O\nrDm6BtfqrqGboht7KzFMF4KFA2OQKL8op598ZhjGPrBZiWEYhtGDhQPDMAyjBwsHhmEYRg8WDgzD\nMIweLBwYhmEYPVg4MAzDMHqwcGAYhmH0YOHAMAzD6MGL4BjmFof35WAsgYUDw9zCaPflKKgqENKy\nr2djx307WEAwRmGzEsPcwqw5ukZHMABAQVUB1hxd00klYlwFFg4McwtTUlcimn6t7pqDS8K4Giwc\nGOYWhvflYCyFhQPD3MLwvhyMpfCENMPcwvC+HIylsHBgmFsc3peDsQQ2KzEMwzB6sHBgGIZh9GDh\nwDAMw+jBwoFhGIbRg4UDwzAMo0eH3kqbN29GdnY2/P39sXbtWgBATU0N1q9fj+vXryM4OBiLFi2C\nj48PACAlJQXp6emQSqWYM2cOBg4cCADIy8vDpk2boNFoMGjQIMyZMwcSiQSNjY3YuHEj8vLy4Ovr\ni4ULFyIkJMSOVWYYhmE6okPNYcyYMXjhhRd00lJTU9G/f39s2LAB/fv3R2pqKgCgqKgImZmZWLdu\nHVasWIGtW7eipaUFALBlyxbMnz8fGzZsQElJCU6cOAEASE9Ph7e3N95++21MnjwZ27dvt3UdGYZh\nGDPpUDjccccdglagJSsrCwkJCQCAhIQEZGVlCekjRoyAm5sbQkJCEBoaitzcXFRUVKC+vh6xsbGQ\nSCQYPXq0cM7Ro0cxZswYAMCwYcNw+vRpEJEt68gwDMOYiUWL4CorKxEYGAgACAgIQGVlJQBArVYj\nJiZGyKdUKqFWqyGTyRAUFCSkBwUFQa1WC+doj8lkMigUClRXV8PPz0/vvmlpaUhLSwMArF69GiqV\nypLim41cLnfYvRwJ18u14Hq5Fq5eL6tXSEskEkgkEluUpUMSExORmJgo/C4rK3PIfVUqlcPu5Ui4\nXq4F18u1cNZ6hYeHm5TPIm8lf39/VFRUAAAqKiqEUb5SqUR5ebmQT61WQ6lU6qWXl5dDqVTqndPc\n3Iy6ujr4+vpaUiyGYRjGRlgkHOLj45GRkQEAyMjIwNChQ4X0zMxMNDY2orS0FMXFxejduzcCAwPh\n5eWF8+fPg4hw8OBBxMfHAwCGDBmCAwcOAAAOHz6MuLg4h2kiDMMwjDgdmpXefPNNnDlzBtXV1Xjq\nqafw8MMPY9q0aVi/fj3S09MFV1YA6N69O4YPH47FixdDKpVi3rx5kEpb5c/jjz+OzZs3Q6PRYODA\ngRg0aBAAYNy4cdi4cSP+8pe/wMfHBwsXLrRjdRmGYRhTkJALuwZdvXrVIfdxVtuhtXC9XAuul2vh\nrPWy65wDwzAMc2vDwoFhGIbRg4UDwzAMowcLB4ZhGEYPFg4MwzCMHiwcGIZhGD1YODAMwzB6sHBg\nGIZh9GDhwDAMw+jBwoFhGIbRg4UDwzAMo4fV+zkwjKtRWFWINUfXoKSuBKGKUCyJX4Iov6jOLhbD\nOBUsHJguRWFVIWbunYmCqgIhLft6Nnbct4MFBMO0gc1KTJdizdE1OoIBAAqqCrDm6JpOKhHDOCcs\nHJguRUldiWj6tbprDi4Jwzg3LByYLkWoIlQ0vZuim4NLwjDODQsHpkuxJH4Jov2iddKi/aKxJH5J\nJ5WIYZzIUu0DAAAgAElEQVQTnpBmuhRRflHYcd8OrDm6BtfqrqGboht7KzEugyM97Vg4MF2OKL8o\nbBy3sbOLwTBm4WhPOzYrMQzDuACO9rRj4cAwDOMCONrTjs1KDMO4DF15dbujPe1YODAM4xJ09dXt\nS+KXIPt6tk797elpx2YlhmFcgq6+ul3raTe913SMCBuB6b2m21UwsubAMIxLwKvbHetpZ5Vw2LNn\nD9LT0yGRSNC9e3c888wz0Gg0WL9+Pa5fv47g4GAsWrQIPj4+AICUlBSkp6dDKpVizpw5GDhwIAAg\nLy8PmzZtgkajwaBBgzBnzhxIJBLra8cwzC0Dr253LBabldRqNfbu3YvVq1dj7dq1aGlpQWZmJlJT\nU9G/f39s2LAB/fv3R2pqKgCgqKgImZmZWLduHVasWIGtW7eipaUFALBlyxbMnz8fGzZsQElJCU6c\nOGGb2jEMc8vAq9sdi1VzDi0tLdBoNGhuboZGo0FgYCCysrKQkJAAAEhISEBWVhYAICsrCyNGjICb\nmxtCQkIQGhqK3NxcVFRUoL6+HrGxsZBIJBg9erRwDsMwjBZH29y7OhablZRKJaZOnYqnn34a7u7u\nGDBgAAYMGIDKykoEBgYCAAICAlBZWQmgVdOIiYnROV+tVkMmkyEoKEhIDwoKglqtFr1nWloa0tLS\nAACrV6+GSqWytPhmIZfLHXYvR9JZ9cq/kY+VGStRXFOMMJ8wrExYiR4BPWx2fX5froU59VKpVNjR\nc4edS2QbXP19WSwcampqkJWVhU2bNkGhUGDdunU4ePCgTh6JRGLTuYPExEQkJiYKv8vKymx2bWOo\nVCqH3cuRdEa9xNwRDxUdsukIkN+Xa8H1cizh4eEm5bPYrHTq1CmEhITAz88Pcrkcd999N86fPw9/\nf39UVFQAACoqKuDn5wegVVMoLy8Xzler1VAqlXrp5eXlUCqVlhaLcXK6ujsiw7gKFgsHlUqFCxcu\n4ObNmyAinDp1ChEREYiPj0dGRgYAICMjA0OHDgUAxMfHIzMzE42NjSgtLUVxcTF69+6NwMBAeHl5\n4fz58yAiHDx4EPHx8bapHeN0WOuOWFhViOT0ZMzYMwPJ6ckorCq0ZfEYhvkvFpuVYmJiMGzYMCxd\nuhQymQy33XYbEhMT0dDQgPXr1yM9PV1wZQWA7t27Y/jw4Vi8eDGkUinmzZsHqbRVNj3++OPYvHkz\nNBoNBg4ciEGDBtmmdozTYY07YldfIcswjkRCRNTZhbCUq1evOuQ+zmo7tBZnmXOI9os2qYNPTk9G\nysUUvfTpvabrLAzi9+VacL0ci6lzDrxCmnEo1my2wytkGcZxsHBgOsTWkTAtDQHAK2QZxnGwcGCM\n4kx2fkdHpWSYrgxHZWWM0pHrqSO9h3iFLMM4DtYcGKMYs/N3hlbB+z8ztyrOtpERCwfGKMbs/Ma0\nCmfpwJ3tg2MYMZzJfKuFzUqMUYxFwnR27yHtB5dyMQWHig8h5WIKZu6dyQvnGKfDGSMHsHBgjGLM\nzu/s3kPO+MExjBjOONBisxLTIYbs/M7uPeSMHxzDiOGMAy3WHBiLcXbvIWf84BhGDGfcyIg1B8Yq\nnNl7yNk1G4bRYk3kAHvBwoG5ZXHGD45hDOFsAy0WDswtjbN9cAzjKvCcA8MwDKMHCweGYRhGDxYO\nDMMwjB4sHBiGYRg9WDgwDMMwerBwYBiGYfRg4cAwDMPowcKBYRiG0YOFA8MwDKMHCweGYRhGDxYO\nDMMwjB4sHBiGYRg9rAq8V1tbi3feeQeXL1+GRCLB008/jfDwcKxfvx7Xr19HcHAwFi1aBB8fHwBA\nSkoK0tPTIZVKMWfOHAwcOBAAkJeXh02bNkGj0WDQoEGYM2cOJBKJ9bVjGBeE971mnAGrhMO2bdsw\ncOBA/O1vf0NTUxNu3ryJlJQU9O/fH9OmTUNqaipSU1ORlJSEoqIiZGZmYt26daioqMDrr7+Ot956\nC1KpFFu2bMH8+fMRExODVatW4cSJExg0aJCt6sgwLoOxjeZVKlUnlozpalhsVqqrq8PZs2cxbtw4\nAIBcLoe3tzeysrKQkJAAAEhISEBWVhYAICsrCyNGjICbmxtCQkIQGhqK3NxcVFRUoL6+HrGxsZBI\nJBg9erRwDsN0NXjfa8ZZsFhzKC0thZ+fHzZv3oyCggL07NkTs2fPRmVlJQIDAwEAAQEBqKysBACo\n1WrExMQI5yuVSqjVashkMgQFBQnpQUFBUKvVovdMS0tDWloaAGD16tUOG0nJ5fJbctTWleuVfyMf\nKzNWorimGGE+YViZsBI9Ano4qISGUTeKt311o7pLvy9XxNXrZbFwaG5uRn5+PubOnYuYmBhs27YN\nqampOnkkEolN5w4SExORmJgo/C4rK7PZtY2hUqkcdi9H0lXrJWa6OVR0yCn2v1a6KQ2mNzU1dcn3\n5ao4a73Cw8NNymexWSkoKAhBQUGCNjBs2DDk5+fD398fFRUVAICKigr4+fkBaNUUysvLhfPVajWU\nSqVeenl5OZRK8Q+EYWyBM5tuTN1ovrCqEMnpyZixZwaS05NRWFXoyGIyXQCLhUNAQACCgoJw9epV\nAMCpU6cQGRmJ+Ph4ZGRkAAAyMjIwdOhQAEB8fDwyMzPR2NiI0tJSFBcXo3fv3ggMDISXlxfOnz8P\nIsLBgwcRHx9vg6oxjDgldSWi6dfqrjm4JPpo972e3ms6RoSNwPRe0/U0Gq3mk3IxBYeKDyHlYgpm\n7p3JAoKxKVZ5K82dOxcbNmxAU1MTQkJC8Mwzz4CIsH79eqSnpwuurADQvXt3DB8+HIsXL4ZUKsW8\nefMglbbKpscffxybN2+GRqPBwIED2VOJsSuhilDR9G6Kbg4uiTgd7XttTPPh/bLFYfdg85EQEXV2\nISxFq7XYG2e1HVqLLevlTB+fJXMO0X7RdptzsNWz0dZrxp4ZOFR8SO/4iLAR2DVlly2K7FBMeV/W\nPD9Hv28tztpvmDrnYJXmwDCAcd98ZxydaU03a46uwbW6a+im6GY3YWaPZ+Psmo8tscXzY03LMjh8\nBmM1zjzBawit6WbXlF3YOG6j3YSYPZ6NqZPWtwK2eH7OPMfkzLDmwFgNf3yGscezcaTm09nY4vl1\nJU3LlrBwYKyGPz7D2OvZdDRpfatgi+e3JH4Jsq9n68053Iqali1hsxJjNV3JzGEuXenZ2GPthS2e\nnynuwc6As61dYW8lE3BWrwNrsYe3kjOYOZztfdnq2ThbvdpijUeQqd5KztC2zMGc9+VIjypTvZVY\nOJiAM3+U1sD1ci2cuV7J6clIuZiilz691/QOzV/OXC9rMKde1jw/c7F7+AyGYRgt7JRgHc74/Fg4\nMAxjNeyUYB3O+PxYODBOhbNNyjGm0ZUm3u2BMz4/dmVlnAZXW2nN/E5XWnthD5zx+bFwYJwGDnPg\n2nSVtRf2wtmeH5uVGKfhUtUl0XSe1GQYx8PCgXEKCqsKkVORI3qMJzUZxvGwcGDshjmTy2uOrkFd\nU51eukwiQ0FVAU9OM4yD4TkHxi6YO7lsyM+7mZqRfT1b+OPJaYZxDKw5MHbB3FDLhvy8TT3fVKxx\nlWU3W6YrwZoDYxfMXfEpFjnTnPNNwRpXWXazZboarDkwdsHcFZ/tI2dG+kSadb4pWLNxjCtuaMQw\n1sCaA2MXLImh39bP21CUSmtWjFoTv8YZY98wjD1h4cDYBWtXfNpjxag18WucMfYNw9gTFg6M3bB2\nxaetV4xasyMY7ybGdDVYODBdBmu0EWeMfePqaDfxUTeqoXRT8vN0Mlg4MHZF2wGU1JUgVBHa6R2A\nNdqIs8W+cWXY+8v5YeHA2A3uABhDcJBF58dq4dDS0oJly5ZBqVRi2bJlqKmpwfr163H9+nUEBwdj\n0aJF8PHxAQCkpKQgPT0dUqkUc+bMwcCBAwEAeXl52LRpEzQaDQYNGoQ5c+ZAIpFYWzSmk+EOgDEE\ne385P1avc/jmm28QEREh/E5NTUX//v2xYcMG9O/fH6mpqQCAoqIiZGZmYt26dVixYgW2bt2KlpYW\nAMCWLVswf/58bNiwASUlJThx4oS1xWKcAO4AGEOw95fzY5VwKC8vR3Z2NsaPHy+kZWVlISEhAQCQ\nkJCArKwsIX3EiBFwc3NDSEgIQkNDkZubi4qKCtTX1yM2NhYSiQSjR48WzmFcG+4AGEM4485njC5W\nmZU++OADJCUlob6+XkirrKxEYGAgACAgIACVlZUAALVajZiYGCGfUqmEWq2GTCZDUFCQkB4UFAS1\nWi16v7S0NKSlpQEAVq9eDZVKZU3xTUYulzvsXo7E3vVaNWEVTn56Enk38oS0ngE9sWrCKqgC7Hdf\nfl/Oj0qlwr5Z+7AyYyVKaksQ6h2KlQkr0SOgR2cXzWa4+vuyWDgcO3YM/v7+6NmzJ3777TfRPBKJ\nxKZzB4mJiUhMTBR+l5WV2ezaxlCpVA67lyOxd7184YvtE7fruX/6Nvna9b78vlwDX/hi7ci1v9er\nyXHftCNw1vcVHh5uUj6LhUNOTg6OHj2K48ePQ6PRoL6+Hhs2bIC/vz8qKioQGBiIiooK+Pn5AWjV\nFMrLy4Xz1Wo1lEqlXnp5eTmUSqWlxWKcDHb/ZBjXxOI5hz//+c945513sGnTJixcuBD9+vXDX//6\nV8THxyMjIwMAkJGRgaFDhwIA4uPjkZmZicbGRpSWlqK4uBi9e/dGYGAgvLy8cP78eRARDh48iPj4\neNvUjmEYhrEIm69zmDZtGtavX4/09HTBlRUAunfvjuHDh2Px4sWQSqWYN28epNJW2fT4449j8+bN\n0Gg0GDhwIAYNGmTrYjEMwzBmICEi6uxCWMrVq1cdch9ntR1aS1eply1XaZt7LVveu6u8r1sFZ62X\n3eccGMYVsOUqbXOvxSvEGVeGN/thbmlsuUnPK5mvmHUte20QxNuVMo6ANQfG6bHGNGOrVdqFVYXI\nuJph1rXssUKctRHGUbBwYJwaaztDW63SXnN0DW423zTrWvZYIc7xqhhHwWYlBoDzmiqsNc3YKkyD\nIS3AQ+Zh8Fr2CBHhyvGqnLWNMeKw5sA4tanC2s7QVpv0GNICEiISDF7L2bY67UyMtTFXDjFxK8PC\ngbGLqcJWLpy26AxNXaVtrMyGtgl9dfirNrm3qbjqdqXG2tiOnjssuqazbSR1q9GlhAM3JnFsbaqw\npSbiqM6wozI7yzahzlIOc3HmNsaI02WEAzcmw9jaVGFLTcRRnaEpZXaWOFHOUg5zcOY2xojTZYQD\nNybD2Hp0butRoj07Q602+X3h96LHXWGi1xVw9jbG6NNlhAM3JsPYenTuKpOmYtpke5ytzK5KV21j\nrkyXEQ7cmIxjy9G5q0yaimmTbTFWZp6/Mp+u2MZcmS4jHLgxOQ5XmTQ1pE36uflhfNR4g2Xm+SvL\nsKVAdZU25sp0GeHAjcmxuMKkqSFtcnzUeKNlt3T+qitrG2IC9ZtL3yAhPAEbpmyAL3zNvqa921hX\nfl9AFxIOgGt0WIzjsFSbtGT+qqtrG68c0g9aeLP5JvZf3o9Jn07C9onbneo5dPX3BXD4DKYLo9Um\np/eajhFhIzC913STPn5L5q/sFaHVFSisKkTGFfGghQCQdyPP6Z5DV35fWrqU5uAM2ENV7erqrzVY\nok1aonF0ZW85Y0ELtTjbc+js9yVpqoVbdTY8bhyBW82vOsduBiagNuIxQCKzaxlYODgQe6iqrP46\nHkvmr7qyt5yhjrYtzvYcLH1fkuY6uFUdg3vlUchzzkCp0di8bB4VB1EbnsTC4VbCHgvxeHFf52Cu\nxmFM2+hMzc8W9+7oGoY6Wi09A3ra3WuwozJKmmrhof4BnmX7IG2uwtaAejwT5YX6xnohj5ebF4YE\nlMLr1GOm3dTd3awyksQdGv+h0PjfhUafOwCpeefbGhYODsQeqmpnq7+3KrbusA1pGwA6TfOzhdZp\nyjXEBKO33Bt9lH0Q7RuNVRNWwbfJfG8loHWk7qHOgGfZt5A23RDNU99Yj5rr2Zij7ejrgJpD38Ir\neDC83LxEz/Fy88KQ4MHIrbyIm8034SHzQG//XqL5CTJo/O+Cxn8oGn37C526SqWC2gn3kDYVFg4O\nxB6mha5srmhL2848OjAaC/ovcDpTnZi2kZye3Gman6FtTx/6+iF09+1uklA0NSZVe8G4dPBfEdOU\nD4+y/fD6bTE0djC/aMmtvKijAQCtAiO38iLuCBuDBtVE3AwcBcj0O/6Ituf896+rwMLBgdhqIV7b\njtBX7osI7whcqb1i1TVdmfad+aHiQzhUdMjiztyRprrO0vyMbXtaVFOEopoiACJCsbkeXte/htf1\n/wAAFrccw5ww/WsEthyAso35RQng/4IBQAGgGrj8xu+ZzTS/AECLPBANqntxUzkaJFMYzbtgzwwc\nKtZ/ziPCemJX37Vm37urwMLBgdhiIZ7YqDbcOxwToiagprHGJRb32dpkY+vO3JEdtsM0v+YGeJV9\nA6/S3QCAK2WnsSvEuAdRKwWQHZsOpaqf6FEPmYdZ6QBQ1+0h3FSOAcl9ANjf/MLatWWwcHAw1i7E\nE+sIr9Zexd2hd2PbxG3WFk8He7nd2tpkY+vO3JGdSYfaZIsGnmX7oLj2OeTu7jbzfunItbQtZfVl\nOFV2GqqoWfCMmgNyCxSONVcV4i/t3me0XzR2jN4BtRVtxZZtj0PnWAYLBxfDUaNae9nd7WGysaQz\nt2TXN7M6k5bG/3bqu4xmUwI4HhOJ3MqbbSY+I+FV8JLp9+qAmwH3oL7bg2hxVwpp664nI6U4xcQr\nNAEoQXTp59gRPANRbYSDsYn25PRk4fkm9U3CJ+c+Mamzt3Xb49A5lmGxcCgrK8OmTZtw48YNSCQS\nJCYmYtKkSaipqcH69etx/fp1BAcHY9GiRfDxaVUfU1JSkJ6eDqlUijlz5mDgwIEAgLy8PGzatAka\njQaDBg3CnDlzIJFIbFPDWwxfN3GvDh83H5vex152d3sIN3M7c6Odj084YjTnkB3bHRdvWN5hayc8\nO/J0AVo9Y/qLmG1uBgxHfbcZaHFv3WPZluYXsWcW7h0OCSQ681dtMfT+22vDYs/3P3n/QRM1Cb+N\ndfb2aHuWauxdeYGpxcJBJpPh0UcfRc+ePVFfX49ly5bhzjvvxIEDB9C/f39MmzYNqampSE1NRVJS\nEoqKipCZmYl169ahoqICr7/+Ot566y1IpVJs2bIF8+fPR0xMDFatWoUTJ05g0KBBtqznrQOZmW4h\n9tJQ7GGyifKLwo57t+P7Y8/hnpbz8HHzRE9fw535lbLTeNu7BPBum9rOti73FO2wTaHUIxYzzu1G\n1o3fn2G0n4dTLUw0NuLXbn5U1Vild96PV35EYVWh2R5MbQUDYLyzdxb37K6+wNRi4RAYGIjAwFb1\n0svLCxEREVCr1cjKysLKlSsBAAkJCVi5ciWSkpKQlZWFESNGwM3NDSEhIQgNDUVubi6Cg4NRX1+P\n2NhYAMDo0aORlZXFwsEA1U3Vouk1TTU2vY+tO3HtCOxS1SUo5ArUNdUBACQAklQhWK+shLepi4va\nUd9YD1nlRSS0tI7S+wTFQk6Gm7Yhe3u2xh3dY1ahxTPconJoWZiejKwbuqNvZ1yYaGg0vXHcRiSn\nJyPlor7ZqayhDDP3zjTaQZqyIhr4XdCoVCqddGeZQO7qC0xtMudQWlqK/Px89O7dG5WVlYLQCAgI\nQGVlJQBArVYjJiZGOEepVEKtVkMmkyEoKEhIDwoKglqtFr1PWloa0tLSAACrV6/Wa1T2Qi6XO+xe\nHREdGI1DxYf00qMCo8wuo7F6rZqwCic/PYm8G3lCWs+Anlg1YRVUASqACJLyTEgL/w+S+qtG71PX\nWIfaK0cwp7GutcUFAxKJBL7uvvBx90GfoFgo3DzNKnvba39YfAbrSytQ+N/BaWSpHAO7DUT1zWqE\n+YRhZcJK9AjoIZzzj88fxJ7iPXrXmhJzJ+ZE3mlROdqibhRvv+pGNarl1ViZsRLFNcWiZTOGI9uh\n2PvXUlBVgLdOvYUP//ih6LmG2mh7yhrKMGvfLOxP2o/uqu5G763T9hyEsfdoyntwpn7DEqwWDg0N\nDVi7di1mz54NhULX31gikdh07iAxMRGJiYnC7zIHrT5UqVQOu1dHLOi/AIeKDunZ1xf0X2BaGYkg\nrz0Hj4qD8K07ihYD3i/RAI72CkNuZV0bu3kYvI4no6VNvmYTyny27BzqGuvaFYOQVl2PB0a9j6rg\n4dA3YJhGcnoyUq5W6KQVVRWhqKpI+N1+zYOmQbzOmgaNTd6z0k0pmu5BHhj30Thcrf1dmB4sOIgv\npnxhcFOhtvbuVRNWoUJd4RAbuC98sX3idkzdPRVlDfrPpLCi0OCzEmujcolcz7QEtEZkfTH9Rawd\n+ft6A+2925u8fJt8HfodGnqPSjelSeVwpn6jLeHhpmnGVgmHpqYmrF27FqNGjcLdd98NAPD390dF\nRQUCAwNRUVEBPz8/AK2aQnl5uXCuWq2GUqnUSy8vL4dSKf5SujKFlQXYeWwF4pouYIeqAVCp0ETN\n1nm3dLD4yNBEqcYvHvUh96PZK9qk2xhahAQ04rdT27Fx3HCTriOGKSaM9qYAe5vmDE2Q1zXV6QgG\noNUN+ZXMV7DtXl03ZDF799HtR9Hc3KxzDXvawKP8ojAqYpSoecmYiaftfEZBVQFK60vh7+aP3Mpc\n3GzRN+kV1xSLXqOzTTdd3QXWYuFARHjnnXcQERGBKVOmCOnx8fHIyMjAtGnTkJGRgaFDhwrpGzZs\nwJQpU1BRUYHi4mL07t0bUqkUXl5eOH/+PGJiYnDw4EHce++91tfMWSCCtLEc8rpcyOsutP5bf8ms\nS2hjw4z9bwiA6/g99oshD5j2tMi8cTMwATcDRwk2dUfFfjEWeM1eE9zG7mNvm7ahyd6pu6eK5s++\nnq2XJmbvvlx1WS+fLW3gYp45lnaQUX5RWBK/BDP3zmxdcY0ig3nDfESWWDsBXd0F1mLhkJOTg4MH\nDyIqKgrPP/88AOCRRx7BtGnTsH79eqSnpwuurADQvXt3DB8+HIsXL4ZUKsW8efMglbbuNfT4449j\n8+bN0Gg0GDhwoHNMRrfp1KVV1+BXegLyen37qyNIvVGJ/y2uR15j29R6THcL6fTRlSksiV+C/QX7\nUdtUq3fM2g5ZrPMSo+19kvom6ZXH1iNCa0e+pk7qArbx4jHmmWNpBykm4NoT7ReNlQkrW5dSOCHO\noMF0FhYLh759+2Lnzp2ix15++WXR9AceeAAPPPCAXnqvXr2wdq2DYpy0aOCX94ZZo3epuzvkZqxM\nbVL0/v3Pq5fO4iNL2LJnRjvB0IozRl415Bf+0cSP8Oi+RwUvJcA2HXL70Z2P3AdnK8/qjLLb3qew\nqhCLf1ysIxgUcgXWjVpntxGh9pk0k/gMzeCQwXpppmpEgG00no48c2wZhkTlqUJsYKwgaHoE9OjQ\nNi/WrrTl7oprEBxB11shTS2QNNWApB5ocVPq/ZHMG6AWNCl6o8VNCUgknR5611lc+zrC2OhzWPgw\nfP/g93ZR0duP7qrl1Vi+f3mrsHDzAQhYfHAxQhWhqNXU6nWCdU11+OTcJxgWPszqsrRH7Jm0xUvu\nhfn95+uli2lE3f2668052ErjscfaAkPtdlTEKLOEjdgz/KXkF70Fe9q2BrDQsAVdTzjIPFHpYpEY\nXWVirKPRZ0cqevvRoTkhF9rSI6AHNo7bKNqpGAoIZy8trCPTSn1TPRb/uFhvUlnM3t3WW8nWAtYe\nAxBbtVtD8cTaU1BVgFcOvYKcGzldduGaLel6wsEFcZWJMWtGn9aGXBBDrFMxtADOnDhM5ggtS7yp\ntLQXpqoAFXybfO1iA7fHAMTUuEurJqyCLwxv9mPO/Et2abae621XWrhmS1g4uAjmTIx1VjwYa0af\n1oZcEMPQiN1D5qEjJMyNw2RMaLV/9oZiYbWns+ePLBmAmNLOTIm7dPLTk9g+cbvBe5kz/2KIzn6+\nrggLBwfiiE7bVls/WlJOa0afpo4OTf3IC6sKkVORI3osISIB3m7eHXaChVWFeOjrh4SNb7QYElpa\n1832wezab8YkhrXzR7ZoW+YMQA5fPaznYGBKOxMbBOTdyMNDXz+EXZN3iZ5rapDAaL9o9PHvg/2X\n9+tdw9nm51wB2UptICQXpLpafDGTrVEoFKirq+s4oxG0nfbhksMoqinCuYpzSLuchj9E/QH+Hv42\nKimw4ucVOFxyWCet8mYl1A1qTOoxSSddrF7WlNPfwx9/iPoD1A1qKD2ViO8Wj/UJ603qpA4WHcS5\ninMd5ovvFq9Xj/YoFAos+m4Rfi3/Vf+YXIFtE7ZhZPhInLx+EiV1JTh5/ST6BfXTqZ/2OVyu1l9b\nIIbSU4mT10/qPfvqxmoMDx2OO4PvhNJTidsDb0dDcwOqG39vuwq5AnKpHJlXM/XK0b5eYu3QUW2r\n7f2m/2e6jmAADLeztrz/2/t6whYAqjRVBsvs7+GPOGUcMoszAQKCFcHYMGYD5vWbp9fWxnYfi7TL\naai8WSmcH+0XjfUJ6+3yLIxhi37DHvj6mqbNsubgIBwVxMtarxNLy9l+5Lp29FqzRq5L4pfgSMkR\noyPsjrQQbRnUjWr8VvqbaJ6+gX0BoEPtSmx/ZWN0U3Qz+Oxrmmp0VkBry1lQXYAcdQ5qm2px/Ppx\nHL9+3KLJU0PvbOruqRgVMcrmGuqao2tE16wAHbczYyYiQ+1M636sFSpVjVXCJL5Ym3SF+TlXgIWD\ng3BUGGJz7P75N/KxPH25jinCknKKmbL2F+zHRxM/MugeKjbJS0bijnfz6ma00+zIZVRLtF90hwLQ\n2P7KACCFFC1tIkxFeEegVlOLCxUXxMve5tm3rXdpXaleJ1tQVaBjYmmbPzqwNYZW+2dg6J2VNZQh\n5WKKzb11jJkAOzLfdLRoUaydmTtg6coL12wJCwcH4ai1Ch3Z/duGzr5w4wJqGn+PJ5R9PRt9/PuY\nXT1wWxoAABPKSURBVE6xj7e2qRZ/3vtnHHjogF6nZEiYGBqNAoBcKsfVmqsG7eqmrsZdEr8Eiw8u\nFj2u7ZjWHF1jdBvNYEUwBgQNQE1TDXzcfHC6/LSonbvtPQ3VW4yimiLM3DsT60atw+IfFwv5DxUf\n0gsiCAAyyIxer+2ciC3mvAy1ZQkkSOqbpJfefiCwbtQ6LMhYIGpeEmtnzrK/Q1eDhYODcNRaBWNe\nJx11TgVVBegT0AfRftFmldPQx3uz5aZoUDlDwsQYV2qv4H/2/Y9Ovm8ufYOEiAS8OvxVk1fjRvlF\ndSioO5ocv1Z3Dd5h3th27zYkpyeL+tyrPFUYFTEKSX2ThI7xcvVl0Q5RjIKqAtEOtKCqAK9kvgJv\nd2+hsz2n7niupqCqwGYb1xgKh0IgvcWEhhwk3kp4S0fwAYbbmassAr3VYOHgIBy5VsGQWm3K6Lqm\nseb3iJrVBSitK4XSQymMPMXKa8yOLBZUzhy/9ba074xuNt/E/sL9yLmRgz4B4hqP2GrcJfFL8EvJ\nLzqderh3uNAxmeI6qR21GqpLbGAskvom6Qk0c6i6KR7IPONqhlHNRozS+lJRQWPJnFeUXxT6BPYR\nfbftR/OGTEKfnPtEaGfqRjWUbkqD7ctVFoHak85wT2fh4EA62xZqSqdcWF0IALoRNWuKjE6WJvVN\nEg3rbAhDvv9eci/UN9WbfB0tBVUF6OOvr/Eo5ApcqrqE5PRkvY9JAt19Rtr+NiWYn4+bD5LTkw3O\nM/jIffRcPc3Fz8NPdKtOcwVDtF80gjyCRLUWS00z0X7RosKh/WjemElI+z10tO+BqywCtRedtV2p\n1G5XZpwOU0bERTVFmLFnBqZ9Nc3gJGBbtJ4khmgbVK6wqhDJ6ck4UnJENO8dAXcg0icS3jJvyCS6\ndnSFXCF6jpbs69lQeigR6ROJAd0GwFvujbqmOhy/fhwpF1Mw/ovxOHy11c10zdE1el5RV2qvCHXT\ndkbTe03H4ODBeveO8I7A6fLTSLmYIroRTrRfNCCBSYLBUDgPD5kH3kp4q/VaFiCBBHHKOEzoPgF9\nAvoIQr89lppmlsQv0Sub2GjeViYhrSDZNWWXEIqlq2BsQt6esObgAthKpRQbEcskMr1oocbcSQuq\nCnRCH4gFstMS4R2BV4e/KtSho8nY0xWndUbF3nJv9FH2QbRvNJL6JunZqNtS1lAmdNRiI+S6pjo8\n/M3DGKAagPyqfNFrtB1Ft9XytM9fO2qt1dSKTkAHegTC280bQR5ByC7VH1VrifSJRJRvVOu1Gmux\nv1D/WgnhCRgWPgw77tuBVzJfQfb1bFQ3VhvVGtyl7vCUecLPww9vJbyFcJ9wo8/cGtOMqaN5NglZ\nT2dNyLNwcHJsqVK2/6CjAqNw/vp5UfOAIc5VnNPJb2jkq/JU4fMpn5vlTdS+46ttqkW0b7TgXton\noA+qGqpQ2ViJFmoxcBXDNFOz0bpqR7NiwritOXDGnhmi59c11aHiZoXRSWdvuTfeSnhLiM3kK/fV\nW0Ed7ReNV0e8KvzOqcwR1VDaM7nHZJ1yJqcniz5z7WS5taYZMQHafgAT5RcleCdV3ayCn4efXcOj\n34p01oQ8Cwcnx9aL59p+0CqVCjN3zjRZOHjJvPRMJYZGsqMiRul0AB3Nd7SPd6TlWt01UQEpk8ig\nkCkMbvlpLgq5Akvil6CwqhAP7nlQZ7L6l5JfdPZ5NvSxdjQXoJAr8M9R/9TTgMK9wzEhagJqGmv0\nRuCmCFVAfDRubLLclnNfxgYwAAwuYHNGAdFZccmM0VnaF885ODn2VinFbMdidPPqZnCzmvbag4fM\nA7WaWhRW/W7n9pWLT0J7SD2g8lQh0CNQ/L6KbqIdZDM1W+wFJEbfwL6I8ovCK5mvGNznWYvYMzOk\nQWmJ9InE9w9+j+8KvxMNP+3t5i1qTzdFqE6ImiDa2TpqxGlsAGOKvTz/Rj6S05MxY88MJKcn67Qb\nR6IVcikXU3Co+BBSLqZg5t6ZnVYeLW3nwEaEjcD0XtMdIlxZc3ByHL3fsUwiQ1ZJFhpaGoQ80X7R\n6BPQR9Q2DrTa2usa6wTPmpvNN7H/8n6c3nMaX0z5AgDwm1o/nIUUUtxsuYmbDa0jbrlErhPULtw7\nHLWNtfj5ys+i9227StlatJ29IS2qbbqYvd3QPIRwjm+ricVcYW/o/ZtiGnLUiNNYnQytetfWt7Cq\nELP2zULejd+34O2s/RccFeLGEjrD05GFgw2xh0qa1DdJL0S0XCIXXYlqbjnVjWp4wAOg1gndq7VX\nUV5fjkb6fU9S7Raa/8r+l8HrGeocrtZexfT/TEdTS5Oozbx9595ETYKG0tTShIqbFQYFkpb2oSws\nIcI7osMOs0pThcKqQuF9tre3v5L5ikHTGNDq2gqYL+wNdfCmdJ6OcgG1ZACjPbbm6BodwQB0Xofs\nzCuxeZ2DC2NrX2RtY/jxyo96IaKbqAkLMhagu293kxuKEOytqgA5FTkmm2S0W2haGlPf3AVvNzQ3\nzPLjb0ELpJDCz90P/YL6ob6xHsfLj5s1Yd12dDs4ZLCoQNK0aDBz70y9fRvOq8/j3I1zBk1uAv9d\nRiHW2SvkCoPCvm0H39FisbZYGwjRHDrSUIwdc6YO2VlXYnfWOgcO2d2GwqpCrPh5Bd7/7X0cLDoo\nhE82JfSuOaGyTSmHNgSzIV/5Kk2VyeGZ216vuK4YjS2NovkMofRU4rXhr+mFQvaQeXTcKZqJJdcj\nEBqaGyCRSvD+hPfx3KjnkHouFVUa8RXG7alurBbe0+CQwdiTvwe1jfrCU/s++wX1E57n9YbrRgMG\naumm6IaHYx8Wwk9/nf+18B4aWxrxy7VfDL5Dfw9/TOoxCfOHzceYbmM6DD1tSghvQ23dULoxjIVq\nr7xZiVNlp1B5sxIKuQL3hN2DTeM2CZ2aoVDtpoRmt6SsxugX1M+m4b5tFbLbln0LwCG7zcaYdFap\nVB2eb8sRkKkeKlo6UsPNvV57uim6idvZDfjodxba57Dj4R3YNXmXSUHu2p4LtI7UBwQNwP468Xpd\nq7tm0fNsO/r85NwnotFYjb3DwqpC/O3nv6GgoqBDbbEj2/nhq4f1wnpkX8/WC/QHdBxdV4uYTVzs\nm8qp1N2AaUn8EpwsP6ljWjJlXsQeo2lnXYnN6xw6GWMf1I6eOzo835YqqSWxhwqqdRentW3UlsYy\nAnTt8WJbPv589WezvIbc4IZGmKe5tEUCidGRuvaD0frXmxrb6FzFOWFOwZh7rLF9GwzRvrMz92M3\npyMsrCrEj1d+NHj9wqpC0bAehgL91TbV4tF9j+L7B783u5M0ZYI3yi8K3zzyDZbvX25Wh2xK2HVL\nbPSdHeJGjM4yd7Er63+xVjqbGk7AFIx5qET6RIoey1HnGHTBs2YP3jhlnMGPKsovCh9N/EgvvIQU\nUgxRDUGEd4ROerh3OJQKpcVlAVpNSMZCaXQ0QjdEXVOd4F5p6Hlp10J09Dw9pZ6YEDXBoNuhuR+7\nsc182rp+aoWIoQVzWrdgg6ZKA4H+2j4bczD1m+oR0MPs0BjGru2sLqmWYsu+xRxYOPwXa6WzLX2R\nDTWG//zxP9g1eZfeMYVcYdBMYeh6CrkCSo+OO+qaphqjx4eFD8P3D36vU++f//Qzvpr+FT6f8rlO\ner+gfjZRhfsG9sWEqAl6awtMHaEbQls2seflLffGxxM/RpRflNG1IQq5Atvv245tE7cZ7OzM/dg7\n2sxH2/EZM3dpr2/smfh5+Bk8Zsl7s+eI19i1OysWkb3o8uscTpw4gW3btqGlpQXjx4/HtGnTHHp/\nW/iE20ol7cj22f7YpapLOH79uN512ppYxK4XqAzExO0TjdrPTfmQDdW7fbqhsBPmEu0XrWM6MGSO\nMFdj0ta1o+ff9nhBVQFK60sRoghBtG+0SeYLc23bHdVD2/EZ29NC25kYupY2rIchM5wlHbo911kY\nu3ZHmzm5Ip1h7pIQUceuFnampaUFCxYswIsvvoigoCAsX74cCxYsQGSkuAlFy9Wr+pusWIOhzqaj\nkMKdTXJ6smjI7Om9phttUCqVCtl52UInd67inI7JwVR/emvLaQ6mlEn7vkzdec3U63YWptRjRNgI\ndFN067AdiF1LIVfg44kfY1j4MBy+elhvTsKaZ9ORAAdg8fdl6NqWfg+2xln7jfDwcJPyOYVwOH/+\nPHbt2oUVK1YAAFJSWl/s9OnTjZ5na+FgCGd9yVrEPnhzOtG217Gnp0ZhVSHGfD7GrHUMo8JHQfX/\n27ufmKbSNY7j3xY0IAZoeyGMKIkIbnQBBCL+JSrGxLgZxyGR6wLQhaIhmphYN0qiRBIhOGoJO01Y\n3MVNhIS5sxmigURigvwJhigKIpCAVChWgZLS9r0LQlMoA44jtqc8n13fnsL7g9PznPOet30j//W3\n+uSba/DzIL/+79clvwzP99tRg2FWynIGPw/y28vfaHzXuOQ9hZ+3/exdg2Ol/WCl//Nq7weLfe/3\n17e+H763YD1uaKo4PH/+nM7OTs6dOwdAc3Mzb9++5cyZMwu2a2xspLGxEYDy8nKcTucP6V94eDgu\nl2vlDQOo/1M/pU2ljEyO8NPGnyjNKWVr7NZlXxOIXL/89xd+7/3dr90UYcLhciw4Y90SvYU///3n\nijkWW5yr/1M/x/5zbMF0yeTYZP449cff/tmBFB4eztuxt8tm+Zb9INBWYz8Mhr9DsB431q9f/1Xb\naao4LCZXDv9MIHItd1YHfJcz1qVy/eiz4dXgO1ym9Sy+5P31Y33tlUNQ3JA2Go2Mj497H4+Pj2M0\n/rMpjyI4rXQzdrXGhINx/vq3CqUsIngFRXHYtm0bIyMjWK1WjEYjLS0tlJSUBLpbYpXIwU2I4BcU\nxSEsLIyioiLKysrweDwcPHiQLVu2BLpbQgixZgVFcQDIyMggIyNj5Q2FEEKsOvmEtBBCCD9SHIQQ\nQviR4iCEEMJPUHzOQQghRHCRK4evYDabA92FVSG5tEVyaYvWc0lxEEII4UeKgxBCCD9hpaWlpYHu\nhBYkJycHugurQnJpi+TSFi3nkhvSQggh/MiwkhBCCD9SHIQQQvgJmu9W+pHGxsawWCx8+vQJnU5H\nbm4ux44dY3JykqqqKj5+/EhcXByXL19m48aNwNzqdE+ePEGv11NYWEhaWhoA7969w2Kx4HQ6SU9P\np7CwEJ1OF5BcTqeTGzdu4HK5cLvdZGdnk5eXp/lc8zweD2azGaPRiNlsDolcFy5cICIiAr1eT1hY\nGOXl5SGRa2pqipqaGoaGhtDpdJw/f55NmzZpOtfw8DBVVVXex1arlby8PHJycjSd6y+pNchms6m+\nvj6llFLT09OqpKREDQ0NqdraWlVXV6eUUqqurk7V1tYqpZQaGhpSV65cUU6nU42OjqqLFy8qt9ut\nlFLKbDarnp4e5fF4VFlZmWpvbw9MKKWUx+NRDodDKaXU7Oysunbtmurp6dF8rnkNDQ3q7t276vbt\n20opFRK5iouLld1uX9AWCrnu37+vGhsblVJz++Lk5GRI5JrndrvV2bNnldVqDalcvtbksJLBYPDO\nIoiMjCQxMRGbzUZrays5OTkA5OTk0NraCkBrayt79uxh3bp1xMfHk5CQQG9vLxMTEzgcDrZv345O\np+PAgQPe1wSCTqcjIiICALfbjdvtRqfTaT4XzC0A1d7ezuHDh71toZBrKVrPNT09zatXrzh06BAw\nt1xmVFSU5nP5evnyJQkJCcTFxYVULl9rcljJl9Vqpb+/n5SUFOx2OwaDAYDY2FjsdjsANpuN1NRU\n72uMRiM2m42wsDBMJpO33WQyYbPZfmyARTweD1evXuXDhw8cPXqU1NTUkMj16NEjTp8+jcPh8LaF\nQi6AmzdvotfrOXLkCLm5uZrPZbVaiY6Oprq6moGBAZKTkykoKNB8Ll/Pnj1j7969QOjsh4ut6eIw\nMzNDZWUlBQUFbNiwYcFzOp0u+MYAv4Jer+fOnTtMTU1RUVHB4ODggue1mKutrY2YmBiSk5Pp7u5e\nchst5oK5wmA0GrHb7dy6dctvfV8t5nK73fT391NUVERqaioPHz6kvr5+wTZazDXP5XLR1tZGfn6+\n33NazrXYmi0OLpeLyspK9u/fz65duwCIiYlhYmICg8HAxMQE0dHRgP8a1zabDaPRGNRrX0dFRbFj\nxw46Ozs1n6unp4cXL17Q0dGB0+nE4XBw7949zecCvL8/JiaGrKwsent7NZ/LZDJhMpm8Z83Z2dnU\n19drPte8jo4Otm7dSmxsLBBaxw1fa/Keg1KKmpoaEhMTOX78uLc9MzOTpqYmAJqamsjKyvK2t7S0\nMDs7i9VqZWRkhJSUFAwGA5GRkbx58walFM3NzWRmZgYkE8Dnz5+ZmpoC5mYudXV1kZiYqPlc+fn5\n1NTUYLFYuHTpEjt37qSkpETzuWZmZrzDZDMzM3R1dZGUlKT5XLGxsZhMJoaHh4G58fnNmzdrPtc8\n3yEl0P5x46+syU9Iv379muvXr5OUlOS9BDx16hSpqalUVVUxNjbmNyXt8ePHPH36FL1eT0FBAenp\n6QD09fVRXV2N0+kkLS2NoqKigF1WDgwMYLFY8Hg8KKXYvXs3J0+e5MuXL5rO5au7u5uGhgbMZrPm\nc42OjlJRUQHMDcXs27ePEydOaD4XwPv376mpqcHlchEfH09xcTFKKc3nmpmZobi4mAcPHniHokPh\n/7WUNVkchBBCLG9NDisJIYRYnhQHIYQQfqQ4CCGE8CPFQQghhB8pDkIIIfxIcRBCCOFHioMQQgg/\n/wcZNNPc64k4YQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drawLine(model, x_test, y_test, \"Accept(Room&Board)\", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Duplicate the process above; this time, model the number of accepted students, as a function of the number of enrolled students per college." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Enroll\n", + "Abilene Christian University 721\n", + "Adelphi University 512\n", + "Adrian College 336\n", + "Agnes Scott College 137\n", + "Alaska Pacific University 55\n", + " Accept\n", + "Abilene Christian University 1232\n", + "Adelphi University 1924\n", + "Adrian College 1097\n", + "Agnes Scott College 349\n", + "Alaska Pacific University 146\n" + ] + } + ], + "source": [ + "data = x[['Enroll']]\n", + "label = x[['Accept']]\n", + "print(data.head())\n", + "print(label.head())\n", + "x_train, x_test, y_train, y_test = train_test_split(data,label,test_size = 0.3, random_state=7)\n", + "model.fit(x_train,y_train)\n", + "score = model.score(x_test,y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accept(Enroll) R2: 0.857820486736\n", + "('Intercept(s): ', array([ 151.72611242]))\n" + ] + }, + { + "data": { + "image/png": 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3lUF8bRUAx+tXMIeCAyGEGKNruvO+wp1+hWEboXPx7+dC9R0KDoQQ0h5jcCvZ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\n+jxh0a69GSjtoaO+rznqjYk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tLUV4eDgkEglEIhGuXbsGxhhOnTrlMPXHGMP2\n7dsRGBiIGTNmcOlUR61qampQX18PoHXk0k8//YTAwECqHwDPPPMMtm/fjuTkZCxbtgz33XcflixZ\n4nB14/BvSGdlZWHPnj3c2tRPPvlkfxepT7z//vu4cuUKamtr4e3tjTlz5mDs2LFITExERUWFwVC7\ngwcP4sSJE+Dz+Zg3bx6ioqIAAHl5edi2bRs0Gg0iIyMxf/58u39cBv6/HTumgRCIoij6lEyHCHzQ\n4IRqXKAELSS0aKAHus0mU+2Wk3Mc/Nfc5CfHcaTWmlLK5555njMMg42SnOeZdV1z33ee58k4jpmm\nKdd12efLvu/Zti3LsnS3TfdxAOB3Xb+VAPiPOADQEAcAGuIAQEMcAGiIAwANcQCg8QJDJ9ej6Uhh\npAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drawLine(model, x_test, y_test, \"Accept(Enroll)\", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Duplicate the process above; this time, model the number of accepted students, as as function of the number of failed undergraduate students per college." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " F.Undergrad\n", + "Abilene Christian University 2885\n", + "Adelphi University 2683\n", + "Adrian College 1036\n", + "Agnes Scott College 510\n", + "Alaska Pacific University 249\n", + " Accept\n", + "Abilene Christian University 1232\n", + "Adelphi University 1924\n", + "Adrian College 1097\n", + "Agnes Scott College 349\n", + "Alaska Pacific University 146\n" + ] + } + ], + "source": [ + "data = x[['F.Undergrad']]\n", + "label = x[['Accept']]\n", + "print(data.head())\n", + "print(label.head())\n", + "x_train, x_test, y_train, y_test = train_test_split(data,label,test_size = 0.3, random_state=7)\n", + "model.fit(x_train,y_train)\n", + "score = model.score(x_test,y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accept(F.Undergrad) R2: 0.777991797375\n", + "('Intercept(s): ', array([ 380.9429105]))\n" + ] + }, + { + "data": { + "image/png": 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Tpa7/9Od33ucGbh6PB94AXcSYmBjExMRwy9euXev1Mby8vIzab7Cz1XwDtpt3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\n+MDPzw/5+fmQy+VQKBQYOXIkeDwepk+fbpHXZuz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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drawLine(model, x_test, y_test, \"Accept(F.Undergrad)\", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Duplicate the process above (almost). This time is going to be a bit more complicated. Instead of modeling one feature as a function of another, you will attempt to do multivariate linear regression to model one feature as a function of TWO other features.\n", + "\n", + "Model the number of accepted students as a function of the amount charged for room and board _and_ the number of enrolled students. To do this, instead of creating a regular slice for a single-feature input, simply create a slice that contains both columns you wish to use as inputs. Your training labels will remain a single slice." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Room.Board Enroll\n", + "Abilene Christian University 3300 721\n", + "Adelphi University 6450 512\n", + "Adrian College 3750 336\n", + "Agnes Scott College 5450 137\n", + "Alaska Pacific University 4120 55\n", + " Accept\n", + "Abilene Christian University 1232\n", + "Adelphi University 1924\n", + "Adrian College 1097\n", + "Agnes Scott College 349\n", + "Alaska Pacific University 146\n" + ] + } + ], + "source": [ + "data = x[['Room.Board','Enroll']]\n", + "label = x[['Accept']]\n", + "print(data.head())\n", + "print(label.head())\n", + "x_train, x_test, y_train, y_test = train_test_split(data,label,test_size = 0.3, random_state=7)\n", + "model.fit(x_train,y_train)\n", + "score = model.score(x_test,y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accept(Room&Board,Enroll) R2: 0.876437177421\n", + "('Intercept(s): ', array([-1176.62848249]))\n" + ] + }, + { + "data": { + "image/png": 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n8xk5ljabzajeE1nqrr0UUTcxaQxTFE2aRf3GvjqNWXC6GPp8vhYRwyPRUtzs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r6hOzAlH/qSz0O08POoNCtmS3XlL9AH996HK/o6W+VVKGofZ6nt/Gnfn3JpX2Xd1HLwDd+b84O8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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "drawPlane(model, x_test, y_test, \"Accept(Room&Board,Enroll)\", score)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That concludes this assignment!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Notes On Fitting, Scoring, and Predicting:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here's a hint to help you complete the assignment without pulling your hair out! When you use `.fit()`, `.score()`, and `.predict()` on your model, SciKit-Learn expects your training data to be in spreadsheet (2D Array-Like) form. This means you can't simply pass in a 1D Array (slice) and get away with it.\n", + "\n", + "To properly prep your data, you have to pass in a 2D Numpy Array, or a dataframe. But what happens if you really only want to pass in a single feature?\n", + "\n", + "If you slice your dataframe using `df[['ColumnName']]` syntax, the result that comes back is actually a _dataframe_. Go ahead and do a `type()` on it to check it out. Since it's already a dataframe, you're good -- no further changes needed.\n", + "\n", + "But if you slice your dataframe using the `df.ColumnName` syntax, OR if you call `df['ColumnName']`, the result that comes back is actually a series (1D Array)! This will cause SKLearn to bug out. So if you are slicing using either of those two techniques, before sending your training or testing data to `.fit` / `.score`, do `any_column = my_column.reshape(-1,1)`. \n", + "\n", + "This will convert your 1D array of `[n_samples]`, to a 2D array shaped like `[n_samples, 1]`. A single feature, with many samples.\n", + "\n", + "If you did something like `my_column = [my_column]`, that would produce an array in the shape of `[1, n_samples]`, which is incorrect because SKLearn expects your data to be arranged as `[n_samples, n_features]`. Keep in mind, all of the above only relates to your `X` or input data, and does not apply to your `y` or labels." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Scientist Challenge" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You've experimented with a number of feature scaling techniques already, such as `MaxAbsScaler`, `MinMaxScaler`, `Normalizer`, `StandardScaler` and more from http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing.\n", + "\n", + "What happens if you apply scaling to your data before doing linear regression? Would it alter the quality of your results? Do the scalers that work on a per-feature basis, such as `MinMaxScaler` behave differently that those that work on a multi-feature basis, such as normalize? And moreover, once your features have been scaled, you won't be able to use the resulting regression directly... unless you're able to `.inverse_transform()` the scaling. Do all of the SciKit-Learn scalers support that?\n", + "\n", + "This is your time to shine and to show how much of an explorer you are: Dive deeper into uncharted lands, browse SciKit-Learn's documentation, scour Google, ask questions on Quora, Stack-Overflow, and the course message board, and see if you can discover something that will be of benefit to you in the future!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.2" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "58px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Module6/Module6 - Lab1.ipynb b/Module6/Module6 - Lab1.ipynb index dab9ab7..e131e64 100755 --- a/Module6/Module6 - Lab1.ipynb +++ b/Module6/Module6 - Lab1.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -53,14 +53,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# TODO: Change to 200000 once you get to Question#2\n", - "iterations = 5000\n", + "iterations = 200000\n", "\n", "# You can set this to false if you want to draw the full square matrix:\n", "FAST_DRAW = True" @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -154,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "collapsed": true }, @@ -166,7 +166,7 @@ " \n", " for i in range(iterations):\n", " # TODO: train the classifier on the training data / labels:\n", - " \n", + " model.fit(X_train,y_train)\n", " # .. your code here ..\n", " \n", " print(\"{0} Iterations Training Time: \".format(iterations), time.time() - s)\n", @@ -175,7 +175,7 @@ " s = time.time()\n", " for i in range(iterations):\n", " # TODO: score the classifier on the testing data / labels:\n", - "\n", + " score = model.score(X_test, y_test)\n", " # .. your code here ..\n", " \n", " print(\"{0} Iterations Scoring Time: \".format(iterations), time.time() - s)\n", @@ -198,22 +198,171 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "X = pd.read_csv('Datasets/wheat.data', index_col='id')" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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714.1114.100.89115.42003.3022.700NaNcanadian
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20112.6713.320.89774.98403.1352.300NaNcanadian
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" + ], + "text/plain": [ + " area perimeter compactness length width asymmetry groove \\\n", + "id \n", + "7 14.11 14.10 0.8911 5.4200 3.302 2.700 NaN \n", + "35 16.12 15.00 NaN 0.9000 NaN 5.709 3.485 \n", + "60 11.42 12.86 0.8683 5.0080 2.850 2.700 NaN \n", + "135 15.38 14.66 0.8990 5.4770 3.465 3.600 NaN \n", + "169 11.24 13.00 NaN 0.8359 5.090 2.715 3.521 \n", + "170 11.02 13.00 NaN 0.8189 5.325 2.701 6.735 \n", + "201 12.67 13.32 0.8977 4.9840 3.135 2.300 NaN \n", + "\n", + " wheat_type \n", + "id \n", + "7 canadian \n", + "35 canadian \n", + "60 canadian \n", + "135 canadian \n", + "169 canadian \n", + "170 canadian \n", + "201 canadian " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# An easy way to show which rows have nans in them:\n", "X[pd.isnull(X).any(axis=1)]" @@ -228,13 +377,70 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [area, perimeter, compactness, length, width, asymmetry, groove, wheat_type]\n", + "Index: []" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# .. your code here .." + "X.dropna(axis=0, inplace=True)\n", + "X[pd.isnull(X).any(axis=1)]" ] }, { @@ -255,13 +461,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "X.wheat_type = X.wheat_type.map({'canadian':0, 'kama':1, 'rosa':2})\n", + "y = X.wheat_type.copy()\n", + "X.drop('wheat_type', axis=1, inplace=True)" ] }, { @@ -273,13 +481,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)" ] }, { @@ -291,13 +500,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "from sklearn.svm import SVC\n", + "svc = SVC(C=C, kernel='linear')\n" ] }, { @@ -309,13 +519,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "from sklearn.neighbors import KNeighborsClassifier\n", + "knn = KNeighborsClassifier(n_neighbors=5)" ] }, { @@ -327,11 +538,54 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KNeighbors Results\n", + "('200000 Iterations Training Time: ', 56.61500000953674)\n", + "('200000 Iterations Scoring Time: ', 210.06199979782104)\n", + "('High-Dimensionality Score: ', 83.607)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:42: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:43: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:47: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Max 2D Score: ', 90.164)\n" + ] + } + ], "source": [ "benchmark(knn, X_train, X_test, y_train, y_test, 'KNeighbors')\n", "drawPlots(knn, X_train, X_test, y_train, y_test, 'KNeighbors')" @@ -339,11 +593,40 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SVC Results\n", + "('200000 Iterations Training Time: ', 108.88199996948242)\n", + "('200000 Iterations Scoring Time: ', 43.68500018119812)\n", + "('High-Dimensionality Score: ', 86.885)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:47: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Max 2D Score: ', 93.443)\n" + ] + } + ], "source": [ "benchmark(svc, X_train, X_test, y_train, y_test, 'SVC')\n", "drawPlots(svc, X_train, X_test, y_train, y_test, 'SVC')" @@ -351,11 +634,38 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\matplotlib\\figure.py:1743: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n", + " warnings.warn(\"This figure includes Axes that are not \"\n" + ] + }, + { + "data": { + "image/png": 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6v3wzfz3/lyLT7KrPy9PbQBTRrVhx22NWHncyZv3jIyyDwcDo0aM5fPgwAwcO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HDUOv1VIpOLjYOg0QExPDtm3byMzMZOXKlTet7+S1kzH5mvjhvR9489s3mb55\nOis/X4nT4bJxg6ZVmf7TOPat/oOIgAA2vTeRwT3b8x0ijdLg43QIyHSFBy/Xt74ouus0wJYZM9g0\nfTqVgoP5cu3aYm2z9s8/qVq+PN6enjicTrYdPUqnhg0v1YWUFJKSklizZg1t2rRh/vz5xZZTyH/e\nYel0OiZMmMDRo0cZOnQoH3/8MadPn3ZXHkEQEASBLLOZyiEh6LRaKpcvz8WsLNDpaNy0KWLVapwA\nlgKdgMlABiBrNDgXL0YZOtS9wGrDwYME+vpyZP583hk0iI+WLcPXZCInPx+AnPx8fAuyyNrvMRFl\nWsMAfqFrj6F89NFpkpOTOHPGtRA7NzeDuXNH8dVXXwGwfv16goKCOHHiBO+99x4zZ84sWX2BxgWL\nvE+eP89P27bRbexYpi1dSsZlGZzS8OFX/HrXcuDBgjnIE/Hx/J2YyF9ffMHiceN49/vvi5zrazLR\nrn59ADpERnLy/Hl+2LSJXi1bcmjuXHr37s2PP/5Io0aNqF+/Pp06dSInJ4eQkCvXuZS4vuPHsyBN\nINlbf4WOCrC2QgUCmja9IftezrM9e/LXF1+QkJbGoTNnAFcPdtTcucwvCPuVpn3TGzVC0V+pswNg\n1gx+273H3ZDdrn3vb978hu17IzpLnp7X1rlmTYwNmhHXuitLdDoeuJjPu74GksKC0deoh+Ljg1xg\nXwVYj6sRPw5MAGYKAt4VKtDMzw9Dr150+OQTTuYVTbj4eNkyxg8cyJH58/Hx9GT7sWPF1mkAf39/\nBEHgwQcf5NixY7dsY3OWmZDKIWh1WspXLk9efDKi08kQc1U6bxHRbExlyZ49dJo4kRUbLnAxvDz5\nxit/eW8dEFi9Oke+/NJdpwH8C0ZaD7RuzV/nzl0hZ2xSErN++cUd7l+4eTOPduxYtC74+nLfffeh\n0Wjo3LkzJ/4Rffgn/3mHFRcXh8PhSm4IDg5GlmVq1arFnj2XUqQURcHXZOJcSgoOp5OzyckElysH\ngNCuHcLDA6kVGckTXl5s8vBga0QEE8ePR16xgn9uW6EoitvQAT4+ZOfnUyMsjONxcUiSxOZDh2hR\nu3aRa/L0eqIM6wnotgyDwYQkeZOTIzBz5lMMHTqV8uXLXyq7YBI0MDCQ7OzsEte3cGhfMyyMxzt3\nZsPUqWyZMYP/GzLk0k1698b5wQfI3t7IoogtJIQTYWE07N3bfUo5kwlRFF3P4B8jjlZ16nC04AU4\nHBtL5ZDKx+DyAAAgAElEQVQQl24F29ZfrtuECRPYsmULAQEB9L6s/Dupb/TcuUwbMwGlRw/k4GBk\nT0/k8HCk559HGjoUfz+/m7KvrUA+URQxGQwY9HqcksRTM2cydehQyhfYtFTt+/zzSN9/j9S8ObKH\nB7LRiNSmDcybh1ipJifPnyey6qX99m7Lvj4+N2zfktS5WXhdXuj1KAc+/4nDny/how/nI02ZgvTj\nj0grV+L85huktm2RvL3x8/BAqlIF/x49yOzVi2qzZpESHo7j0Uc5fOEClf/hXBXA7/L33mwutk6b\nzWZ32Hfnzp1Uq1btlvU1+ZpIOZeC0+Ek5UwC/v7ehCaCZDLhNBqL1umZM/l0wiwMw0ahdOiAXK4c\nsocHUr16OJ9/Hr+CpI7COm13ONz1dveJE1SrUKGIjLn5+Tz30UfMe+UVTAVb6Z2+cIEvVq+mzzvv\n8NdffzF79myaN2/udlKHDh2iSpUqxdq4kP980sWhQ4d45JFHMBqN6HQ6vvnmG8LDw6lUqRJt27ZF\nn5fH0vHjefeJJxgyfTqSLPNC797ueQc0GpTWrenVqhWvzptH1/h4AEaIIs0zM/l2/XrGPvaY+37d\nmjThuw0b6DZ2LLIs88Wrr6LTannm/vvpPHo05by8+H70aABe/+ILpg8dyncbNvDztm1Iskz7Bg14\nJewYo3bt59Sp/Xz55XhWrIApU6bQvXt3vv76azp27Igsy3zzzTclr28BfQv07TFunEvfqCia16x5\nSd9GjZCWLAFg4/79dDx40H1tnYgIvIxGOo8ejVOS+LCgB1aob+8WLXjx00/pOmYMNcPDaV23LnUi\nInh82jQWbdmCPiSEpUuXIssynTt3RqPR0KVLl2I3Rr6j+j7xBN8GBxe1ryTx3ZYtt2Xf2hUrsjQ6\nmv2nT/NWgQ2n+vndG/atXZux771X5Nwt+/fTMfLS717drn21Gg0/v/PODdn3ruhcWKeDg1Heeosu\nksQ306bRJScH+cIFl419fBh6//10GzcOURBY8OqrRXQe1rs3z86axeTFi/H39mbMI4+Qb7NdUadj\nYmJ45pln8PLycm/4fbP65unzGL90PEPGDGDmE1ORJZmxrXrQfYeeRZfpXKy+TZvybXo6YwvqqLtO\nT5tWpE5n5uXxwLvv4mUwUM7Li2/feKOIvnNXreJcSgrDPvkEgC9GjWJywbZ8AJ0nT2bkyJEAdOjQ\ngfbt2+Pp6cmigjnrqyEo9/LWESoqKioqKgX850OCKioqKiplA9VhqaioqKiUCVSHpaKioqJSJlAd\nloqKiopKmUB1WCoqKioqZQLVYamoqKiolAlUh6WioqKiUiZQHZaKioqKSplAdVgqKioqKmUC1WGp\nqKioqJQJVIeloqKiolImUB2WioqKikqZQHVYKioqKiplAtVhqaioqKiUCVSHpaKioqJSJlAdloqK\niopKmUB1WCoqKioqZQLt9U/5b5OYmFjaIlyX0NDQEitr9Wp7iZV1p+jVS19iZZUFfaHkdP6v6Qtl\nQ+eS1PfnDZmQ6w2Sxn3MZHKUWPklwa3qqzoslTuGJEFWFuj14O1d2tKUDnY75OSAlxcYDKUtzZ3n\n327zvDywWsHPDzSa659fGpg67AbAorUgb+oMud6YzToARFHBaHTeVvn5+a6Pry/odLct7k2hOiyV\nO8LRo/D55yKpqQI6HbRrp/DsszL6kutI3tPk58O334r88YeAzeZqwLt2lRk0SEH8FwbiExLgk09E\nzp1z2btJE4UaNeD++8uGzbOzYflykYQEAS8v6NtXQhDgzBkBX1+oXVth61aR5GSXbc1maNhQoWtX\n5Z7Vz+g0wj+cl5xVDrNZd0uOKyfH9U6fOiXgcICnJzRtqvDUUzIeHndCgytRHZZKiZOVBWPHaiic\nIrVY4PffFXJzFcaMUUpXuLvAgQMwcaIGp1MABPfxX34RyMqSGTFCLj3hShinE1asEPj6a5HLp8Q3\nb1bIz1cwGAS6d7+3bZ6XB9OmaTCbBSTJ5ZCio7XIsgIIaLVgMChUrgyZmZCR4bLriRMK8fEKHTtK\nnD4tkpfnasSbNZMJDy9lpf5BofMyb20Nud7IkgaLRXvDTis9HV54QUN+/iUbZ2ZCWprC+fMCo0dL\n+PjcKekvoToslRJn8mQBA1a6sgEdEkbysWDkt219UUYLCML1yyirzP4UpHWbeZSL5GNEAbbRgQyC\ncDgEtm4VGThQJiCgtCW9fSQJFiwQWbVKxJ80mrGf2pzARD47uI8de9sTHi6iKNI9bfOFCwXi4wUs\nFtdouL5ymCdZiy/ZZFOOVc5enLDW59AhlwMD0GrBahXYtAn27dNSvbpCWJjL+a1dK9K3r0xISOnq\nVRymDrtdo61fo5AljTtUeLU5LkmCr74SWLFCJIgU2nIYP7KoQAKHaMJWW0f+/ltgwwaR/v3vfEfs\nXxicKB06derErl27SluMe4K//hJoxR4y8ScDf+KoRAb+9OdnJKm0pbtzfPWVgHPdRmREzlKFDAK5\nSHkacwgtrol/ux0OH76HW++b4OBBWLVKQIedhhzBioF9tOQktenN77RWdnHxIij38AArPx8OHhRx\nOgWsVoXKyt8M5gc8seBAByhUIBlvsrh8tOx0gsMB+fkCeXkCGRkCx4+7RmgGg8D+/fdu02p0GjH1\nWY8pag2UywKNhNmsw2zWYbEUHcP88FsOK/YkoMdGTf7GhoEkKrCPVjTgCO3YhtUqcO7c3ZH93n2q\nZYwtW7bQpk2bEi936dKlPPjggyVe7p0kmGQUBLS4vJMWCQUBG0aO77eUsnR3hv0n8lm2OwEfcrHj\ngQ5XqEWHEydaahDj+r8ObLbSlLRkUBT47DNX1kEVzgICAuCBnSQqcJFg2rKT9HTu2Tk7p+Bgy9l4\nhIZHyY3cBvWO0NW0jHwDYLCAzs5xauNEQ3XOXKUUBZtNQVFAliE5GQTBlZhRFjB12I2pz3rE/sug\nXBayLGA269hm3MDQ1vX5ufnrkBpCKIl4YEcARBT0ODhKQ1qzG1DuWgKKGhK8TZxOJ1rtvfsYS0M+\nHQ70mnzsJieIEigigs0Di9VI4t9mIlsa76o816IwJHI9rjVJfdh7OxP6DIakl7B8E44op7tSivNM\noGgQAB12QCE4WKFRo3t4yHGDrDwew8UmMXA8EoMlHtmWD2YTSDq0SKQQTFXOEhhY+roWZ+MEr1Ns\nq/wtuw0xJD+8DyQR/DIxvuePctYPjtWF9GDM6BEUJ1pncSEzBVBwahxczFYIDfDAYhGQJAV//9LX\n+2YonOOK08bxivMNHNp81x+CaoHejtFqQ6KoV7Khx+WsFNq2vTv63qN9n7tD5cqVmTJlCnXr1sXP\nz4+nn34aa0HXaNWqVTRq1Ig6derwwAMPcPz4cfd1LVu25LPPPqNr167UqFEDp9NJy5Yt2bZtGwAf\nfvghzz//PCNHjqRmzZp06dKFM2fOMHv2bCIjI2nWrBlbt251l5eTk8Prr79O48aNadq0KdOmTUOS\nJGJiYhg3bhz79++nRo0a1KlTBwCbzcakSZNo3rw5DRs25IUXXsBicY1coqOjCQ8PZ9q0aZQvX56n\nn376bj1ON6neOhwmG4gyIICggNGCbLQQ3vnWYoIWi9YdtihJTFFrrvkR+y8DjeTueV7+ybRIfFD7\nSd5q0xVNvjdCneNYdSKKorh098kFQIOT81TEz0+hUyeF8uVLVIWbwmLRuj/X+/s/P4XE6U/xde9u\naIOSwGgh2cMPHQ7wzgVRQkLEhxySxEBat9Zc8dxu5FOS/NOmhqhVbK/5Jcf8d5DSdiUEpkPEefDK\n52yYBx6eGdD4MOjs6LUWNFormQYDCJfmaAyYCRCTEXGi97aQI+eRocQiKX8i2c/TssW153Ou9mxL\nCwcOfhZ+ZrgyHIcu3xX9FEDwzIVWu0kmED1F17NpcZKBP23bKjRvfnccVuk/qVJm4cKFrFu3DpPJ\nRN++fXn//ffp378/zzzzDCtXriQ0NJT//e9/PP3002zbtg2PgvzNX3/9le+++w5/f/9iRzAbN27k\n66+/5qOPPuK1117j8ccfZ+DAgezfv5+ffvqJMWPGsGfPHgBeffVVAgIC2LlzJ/n5+QwZMoTQ0FAG\nDx7MlClTWLx4Mb/++qu77MmTJxMXF8f69evR6XS8/vrrTJo0iSlTpgCQnJxMRkYGcXFxyPLNTYSW\nRGNhH7yU03+EE9BuOdVsSWSKPmSeaEuu3ZfWYbGYc28xhapcFmKXzUD/25bxRjE6jdBn/RXHZWQ+\nEadyOG0nfX6DdO8zHGgsc2CEiXqfdMdgdyKJIjpNLuelaniUD+TJJ6FxY8jP15TIephbQS5sdC+b\ncL8CTfGdCrNZhz49Ad+1jan7loSu/RyU8N85mtWGtOUNCLLkY9XZ8XbmE+T7F79XHMfoTlmIXTe7\nnuNN0esmz79x0kgjs9IB4sU/UQSHKwogKIDMuoezqZWsEJiWz8Go42RX+4s4MZzktPrwYwhcDKQe\nJ4jkMFl4g28ORl0mjpwgqlniqRpxilqOQ/ht7EX6/WPRmrMRJQdW/1B3bNT93Is859IdO/wq/spC\ncSHg8suVYqHaWYjLyOB8tRPkHmjAxZwggknFjh4FKE8Slvsf5JXhdy/r9T/vsEaMGEHFihUBGD9+\nPCNHjiQ9PZ1hw4bRsmVLEhMTeeSRR5g9ezYHDhygdevWAAwdOpSwsLCrltuiRQs6duwIQJ8+fViz\nZg0jRoxAo9EQFRXF6NGjyc7Oxm63s3nzZo4fP47RaMTT05PnnnuOH3/8kcGDB19RrqIoLFy4kI0b\nN+Ln5wfAW2+9xaBBg9wOSxRFJk6c6HauN4Nfl1+K3k8ARRRxGm+8wQmqNpEHHGE8/ctFTHYHTo3I\nqdD9vDDNA1vbRzBhvmm53DiNcA+se9ll2cjQoTtpexC0TpA1EheCz/LiCB1/vKGj0tw+6C0aEr0r\nEf5ABl8tWAOAVTQj/fZQkQyt6yGKJdd7jTJccr46s5lfynWBXB/wzmFA1iYcJtNVr9WuXIlj3jy+\nGwJfPwce1uNY7RfI9viDWfd1ZM++16hmvIDU7TeW9PBn1oC/XNmBN+2s7iwaNJwTzuEUCjoMGleD\na7AodDmWQm6oByebicT6niYjoTHJOgH8/sbw4gxenehLMw7igR2tbCck+wLh1nPk2cvhZ8pGStaS\nJvgin19KyOEYLIEVQZZxGn2Ib/c4eaE1QSMxQFqOw3D5s75zDvp6pJLKWtai2BxUjYe3P4Dmf4DB\nCrJ4lN+rzGFSUHPic6sSr1QkjEQUFPq834Z6je9uAtF/3mEVOiuASpUqkZiYSFxcHN999x2zZ892\nhXcAu91OSkqK+9zrbYcUFBTk/m4wGPD390dTMDNpKNjywGw2k5KSgsPhoEmTJu7zZVm+avnp6elY\nLBZ69uxZ5Lh0WfpdUFCQ+x43S/s9l14ircWCIMts6iKjz7txJ/PwplzeWHsSh0ZEMmgwINMkLZuP\nF8CBtv+CjAOg+eBP6LkGLlQEpaBzHJ4i8cXsk3SfbyE+1xt7XiAR3jF8OCoIMc/1YvfcBIq4Aqfp\n+o14oUORc324Ez1wh8lElGMPGAAH13RWZGbCvHmkhkDL/eCTA7IGMORg1jt4/dRannjGg32NU6Dj\ndpYavuVezYUMIAAR0TUFVSCkMR/enAEeVrAabZwIhRC7lbimHlQ7HoTBAU+dPUmPQJHstNqEcJEw\nEjBiAxv4cxHJDIrDgUYjowgCPvp9KFULe1ep1N79LtKgQaDV4uAaz/ouE0MMySTT8k8Y+jW021Hw\nWArCgs/sjqVihef40DCTZEtVjmtr0u+t01SuqcdcTLNwJ6MH/3mHdf78eff3+Ph4QkNDqVixIuPH\nj2f8+PF3fC/B0NBQPDw8OHr0aLGhReEfC1j8/f0xGAxs3ryZChUquMu41jW3SuGoqv2em7hIUfD7\nERBAFGVEXL1XQYFWeyEv3R+9x9Wd362M6O4WWosFUZKJSz3IUyvBrsc9RQeu72EpCg1yzhE35FPs\nRj9OHJ2Hdu+lyWrHTbRTRRxKKfbAAYQZMxAAqxG883A39AYbmAwWHBoL3b2X8e39VuoJtfFSvEpT\n3GsiIFCPepznPJIigQDd14HeBnYPkAGnFnROhfvPnCXbNwGdEeok2zF4Q/20K18IAdAoIDtlRLsT\nnUMAn6KNtmK3Q3w8VK16dxS9Qf4S/qJiPHTaAi33ukKCSmGVFUAnQZeUk1STR7Km0jO0G9mRlnVy\ngIQi5bg7WFl+JT4PWch/3mF99tln9OnTB09PTz744AMeffRR+vXrx0MPPUTXrl0JDw/HYrGwa9cu\nWrVqhZdXyb6IISEhtG/fnkmTJvHmm29iMpmIj48nKSmJ1q1bExQURFJSEna7Hb1ejyiKPP7447z3\n3nt88MEHBAYGkpCQwLFjx+jRo0eJynZLyDLBF8Gpd+UdKIW+UwFvMwzcWw2TvvhW+4ZHdP4lL3bh\nvYXrRN86bRH4e+p8BEBvd+lYeI2CazqkShzct93ClMY/FyR7l33EY8cACEuA5Aq4OiSyS2ejBRRP\n0OvM6DQ63sp7Ge69/kYRwpVwqlGNC45z5GkthCaAQw+eueCTDZXiIMcbfPIg19dOcJorchiWdO1y\nFUDjlNE5tXCtEes9hCzINP8DTHmglVx6SgUDeq0TPOzgYYNIzlJvTABUyim2HHcH6ypqay0Wfo2S\nkZYPuGVZ//MOa9CgQXTv3p3ExESioqJ4++238fT0ZMGCBYwYMYLTp09jMBho3rw5rVq1uiMyfPLJ\nJ0yePJmOHTtiNpuJiIjgpZdeAqBt27bUrFmTxo0bIwgCx44d46233uKjjz6ib9++ZGRkEB4ezosv\nvnhvOCxBoHwypAdCnrer8suiq+L7pQN636teesMjuhIcbFzuGLtsuv7oLl+fT2BcHuAK0vmnQ1qQ\ny1GJMuR6wbDP4L5Ri+Ff4qwA19YOkoTBAZ5mVwa7UBAy0tsAGfytHvyyaxSe9fyg4LnKmntntKwz\nm92di240J9Z4HKdoQUhKw6nLQ2eFcjmu5M5nvoSlj4GnBZonQL4nhKSC8XrrqzQiBqcexUOPUr36\npeOKgqDTQUTEHdPvVtCZzbQS65MV/zu1TkikhEDVs65OmCJA8EUQFdeoE70eKlW65Xs5jUZX/pJp\nDbf6EguKci+vQ7+zVK5cmS+//JKuXbte9Zx/28+L5OTkMHDgQMxmM1arlTlz5tCsWTP33+2rV9+2\nPJrevQGwGMCihxFmSJRAB/y4aBGBvr4s3rKFeatW4eftzfejR+Pj6em+fsOBA0xevBinJNGpYUMm\nDRnCvpMneXPBAkRRpEX37nz00UfIssyTTz5JfHw8er2eJUuWEBgYeEf1lR02kt59lojDGe5ZJafo\n+jUHmx60ZngluDLnTSZ0Wi0/jhlz2/o2rVGDT3/9tVT0LUT49FM069a5XbBN52rEjzng7XzIK6ch\nXe/PyKgHeaR9ewZPn44gScQ6smnWuSEvTnnK3RmQnBIfPfcRKedSaN6rOY+8+Yj7Pss/Wc6uX3fx\n186/ABg5ciRHjx6latWqLFiwwD0PfDM6b8z42f398jlaGZklFaLZ5fEnpkMxPDw3Bc9cCbsOwuNB\na4M/WoHZC1rvgvCkwutgCBCPK/9nMRAIHNBqGQM4RZFR3brRJzjYNfenKCQLAo8fP46i11O1QgW+\nGDWKfKuVgVOmkG+zUa5KFX766Sc8PDzw9fWlcePGACxbtgx//6Ihhevpu9p+YzbWWix03QhOQWJi\nxiienpSEVy6YfcA/C7xyQVvgHUYCR6tXp0qVKswdORKNRkOX0aMRBAGNRsMPo0cTXK7cFfd4bf58\nMnJy+PbNN93HPlm+nBUnTrBjxw7S0tJ44IEH0Ol0+Pr6snTpUozX6OD8p9dh/Rf5/vvv6devH9HR\n0ezYsYNatWrddBnXS5W3DxuKAJisEJ8DnhJEA32bVGFxdDQOp5MFa9awafp0Hu/cmQVr1hS5vmNk\nJFtmzGD7rFnsOXGC1OxsIoKDWTdlCltmzODixYscPXqUQ4cOodfr2bZtG08//TQLFy684/qKOg+s\nrRpj07saLgXQylAuG4JT4Wy95uirV2fT9OkM6datRPRNzc4uNX0LUZ5/HkWno7B36+Fw6dw2Hz7o\nGcDuH38lskpVerVoQXl/fzZMncr6GTN4oE5TnqvYhq4bQSgod8+qPYTXCmfGlhkc33mcjOQMABw2\nB2ePnHXf848//sButxMdHU29evVYtWpVsfJeT+f2e0zuz+WIiAxK6sycc6N5z3c2B17phFQpAi/v\nCmTUDSG9spHWB3Q8+GvRUOAhXJ2vrbgc10JA8ffnfYOB5XXqsP7//o9ew4cj9++P/PDDyP36sSgg\ngCF9+rBx2jQ0osiR2FjW799Pi1q12DB1Ki1atGDt2rUANGjQgOjoaKKjo69wVjei7/XQWixoc3IR\nJRlBltEqGjqFP8XF2t54WqBKvGukWeis9gLW+vXZ8Mkn1ImI4Pd9+wBYO3kyG6dN44nOnflh06Yr\n7pOSmcm55OQix2wOB0fOXrKxn58fO3bsYOvWrTRt2vSqNi5EdVj/MTw9Pdm9ezdpaWlotVq8C360\n6O233+a+++6jx7hxZOXlcSQ2lo5vvEG7115j0ebNADw7axavzJ1LnwkTUBSFEZ99Ro9x44h6910y\nc3NJzshg6pIlaB7oh2XwY9g1UB5wCJDSsxlis24EeHvzd2Ii9SpVQqvR0LlRI/aeOFFERl1B8okk\nSYT4+eHj6Ul5f38MBb/joNPp0Gg0hIWFubMjs7KyCChmR9k7oe9r+9I506slJ8sbeR+QAEdYeaRv\nvqHCK68gFQQtsszmktFXoylVfaPefZdMh4OEuXN5P7QCTsAJWIwCf/dvTNOXviLfZiclM5Pq/xjt\n7zh2jA6RkSiiiKC4QrAxO47R7L66AER2iOT0H6cBWPfNOro80cV9bWxsLJGRkQA0atToqnt1loTO\n/d95n4e9n+V1D1/65Cs8LOtJnPQOea9OZGqHzkiPPYYUGYns40OopyeSTsf/s3ff4VFV+ePH33dK\n2qSRXoDQIYAUgUBoIaEpXXBFcBF/i2IDWcQCiOiuCFEQ2cVV0a+KoCIqTSDUJIi00CE0CSSEQAoQ\nUieTTLnn98eEIaGswEJC9LyeJ08yM7ecz5yb+dxz7rln1Hr1yOvSBe9Ro0gZOpTS0FD+otfz6IoV\n5OTl2ftMvb3Bz4/GtWtTUD6krshkwsvdnQbBwRjLJyqoWJ/Hjx+nW7duTJ48mRt1gP1evFP6TqE4\nv5jUw6m80uMVXu72Mr8s3IDeaGTe6Pf5z6TPmd1zJt12uvHswoX0/Oc/+eDNTagxf2Fv97pMd9Ni\nxX5CZmvdmtMvvMAD3boB0LpBA3aVH79XjluT2UzzG3R1zl+1ihcGDar03FcbNvDXnlfrWKvVoim/\nP81ms9G4ceMb1vEVf+prWGeqasbG+8ioUaM4d+4c0dHRBAYG8s0335CVlUVqairbtm2jbO1aAN5e\nvJiFr75KqK8v0a++yl+6dwegc3g4/3r+edYkJVHX35+PXnyR9Xv38vm6dbz22GNMfvxxAPSPj4JB\nw/DJzqZ08WJikjPRHtvA9rlzOZSa6ugS8zIYHP/IFf3funV8sGwZfdq1w7nCt8Qlp6Vx8eJFmjdv\njs1mw2QyER4ejlarZXf5mV9VxLvq9Glee3csk8vKUENC7NcnAD+bDVNZGa2efRatVnt34i0oqPZ4\nHfX7+f8hCgvh8mX0Pj7UL/9OiZ/3JtGnXbtKZdmXksID9euj02qxuro6rk0uPWbEfaQLTsVGPF10\nmC7mYbVYSd6azIDnBvDNP78BoGnTpixbtowXX3yRhIQE8vPzr4v3rsa8I4lebg/y2vTHWL93LzuX\n/0a3xx5jcuvW5ZMwAULgnZ1Nyccf0+LCBbTnzrH95Zc5nJbGybVr2TdzJluPHCF26VI+fO45Rxk7\nNGnCmwsXsmDtWto3aUJYQAAlnp4knThBm+efJ7BBA9577z0AUlJSqFWrFs899xyrV69m0DUf+r8X\n79oye7yL317MlE9exD/Ih4n9pvOORycWX9TRu04rhs966bo63nIildeen0fXIVkIgwGbnx8oCk1O\nn2bFDz/w/IABbDl0iPzy4/fshQv89b33KDKZ+Pkf/6hUxstFRVwqKKh0AmOxWtmanMxzAwbwTnmd\nAOzevZsXXngBFxcXJk2adMM6vkK2sP5k9Ho906dPJzk5mTFjxjBv3jxOnjzpmLhXURQURSHfaKRe\nYCB6nY56QUFcKP+waFt+BnQiI4Mftm6l9+TJvLd0KZeLiq7fmZsbmy5fxs/fn8MLFvDmyJF8uHw5\nXgYDhSX2ucoKS0rwusFoqqcffpijn33G+UuXOHjaPvHo5aIi/v7JJ3zxxRcAbNy4EX9/f44fP87b\nb7/NnDlzqi7e4mIICrJfhK6QYDYdOICfl9ddjXfBhAnVH2/F+vX0hHr1qPgFSKt27mTINZM/r9qx\ng8HlN9pX5OHlRdOdgphEDaH7TXh4uLH1y3X0HNIJnenq5Mht2rShZcuWREdHU1hYSOBNvq+jSo9p\nRWHT+fP4BQdfV8ftGzfGzcWF6NatOVHhdhmAecuX88aIERxesABPNzd+PXKExfHx9OvYkYOffEL/\n/v355ht7ovbx8UFRFIYMGcKR8tGZtxOvU0kJzsYSSnIL+evJAPpsc+IB9xDOWyy/H6+zs71u/f25\n8p0wrRs2pEVYGH0mT6awpITA8mtVdQMC2PrBB0x/4gk+XL68Uhk/WrWK5wYMqPTctwkJDC+fTKGi\niIgI9u7dyyOPPMKXX355wzq+QiasP5n09HQs5QduQEAAqqrStGlTxzRRYJ9Nw8tg4ExODharlbTs\nbMcFVU35QdwkNJQnYmLYFBtL4uzZvDN69A33J4TAp7zLwtfTk4KSEhqHhnIsPR2bzUbCwYNENGtW\naTYNxIwAACAASURBVJ2y8vJpNBoMLi64ODlhtdl4as4cYseMIah8Mj4hhKOP38/Pj4KCgj9mvOUx\n3o/xgv3M+URGBq2uub9o84ED9K5wQ/wVnZo1I/HQIayuriScOMFo8QCa+Cx2ztnEG0Pf4ezRdObP\nnw/A9OnTSUxMxNfXl/7lg3mqO+Yb1XGjkBAuFBRgs9k4dPo09a5JrgKoVXEdo9G+nfLbZK7Up9Fo\ndHT7bt++nYYNG952vL02Q3SCQl3Vk5TiYkx6/f9cx2+MHMnG2Fh8PT15uEMHLFaro7vSw80N12u+\ndvlMTg7TFi7k6blz2XL4MD/9+isnz53js7g4Brz5JkePHmX+/PmYzVfnJ/T09PyvAy6uvPnSn8jK\nlStFRESEiIqKEr169RIZGRlCCCGmTp0qOnfuLKKjo0VeXp7Yv3+/iIyMFBEREWLhwoVCCCFGjx4t\nUlJShBBCqKoqxo0bJ6Kjo0V0dLRYtWqVyMrKEjNmzKi0P4vFIoYNGyaioqJEt27dxKlTp4QQQixa\ntEhERkaKfv36ifz8fCGEEBMmTBBWq1V88sknIioqSnTt2lVMmzZNCCHEd999J/z8/ERUVJSIiooS\nO3bsuOm2ZbxVF68QQqxfv15MmjSp0nMnTpwQw4YNq/TclXjNZrMYOXKk6NKli3j33Xev216XLl2E\nEELYbDYRFRUlYmJibrhcdcV8s3pYsmSJ6Nq1q+jevbtITU2tFHNaWpro3r276N69u3jkkUdEWVmZ\nyMvLE3369HGUOzc3Vxw4cEC0bdtWdOvWTTz55JPCarVWe7w3qof09HTRvXt30aNHD9G3b1+RlZVV\nKd4r0tLSxBNPPHHTOk5KSnJsZ+jQocJoNN60noUQ4k89rF2SJEmqOWSXoCRJklQjyIQlSZIk1Qgy\nYUmSJEk1gkxYkiRJUo0gE5YkSZJUI8iEJUmSJNUIMmFJkiRJNYJMWJIkSVKNIBOWJEmSVCPIhCVJ\nkiTVCDJhSZIkSTWCTFiSJElSjSATliRJklQjyIQlSZIk1QgyYUmSJEk1gkxYkiRJUo0gE5YkSZJU\nI+iquwDS/SUzM7O6i/C7QkJC7tq2zHFxt7W8zmRCUVXie4Kq1WB1dQXApDPB5l5Q5AGAq6v1rpUR\noF8/p7uynduN92Z0JhPxMSoWg8Hx3JX3QC3wxGCw/E/bv1vxAsSZ7zxmk86EumzoLcdjNOrBO4/B\nll23tR+nfv3upHg39L/EW5FJZ0JdORiN0Nw3x7NsYUnSbbC6umIxGOgZX90lke43RqMetDaGFSZW\nd1H+sGQLS5LukKKq1V0EqZqZTPaPUFVV7MlKrHK0uqW7T7awJOkOCI0GRYDeaERnMlV3caRqYDLp\nUFUFVVFBa+NR2wqZrO4x2cKSpDtgdXWl+y57wtrcS0VRQVR3oaqRSWdCjY+BYsPvL/wHcCVZ4Z3H\no/n2/uGK1/Oke0O2sKRq9eijj/Ldd99VdzHumNBo6Jnw5/43unJxnnxvsGnRaP74qftKF+Bgyy4s\nBoNMVlVEtrAk6Q4YbUUc/2kWLRYfQrhArdbw1tuwJ6wOTgufpMOXrVBNXpwnlBSaEN5cwwsvqNSv\nX90l/x8lJMAHH5DvBt714XAr+E/jHhxYV4smJ7W0LThFCe5caNGXiW+64eFR3QW+uUwyWapZyl72\nUmi0oeZ443Pcl0YpCg1+CcVDV8jJOq6cVBLwWtuFoAwdbhYTzUmhlThKQ10ye3ycyK0VwUVffy4a\ntDQ35BLdsR7OLVuDyYRy+DBYLIjwcPD3r5K47qSL2oqVH3WrOLtjCZ0ToMkpaJICh1rC1nawdsVC\nCn59jEak0YBUdFg5FRLF0NHudOok0FVRJvlznxr+gWRkZDB06FD8/f3x9fVl3LhxqKrKjBkzCAsL\nIyAggCeffJKCggIAzpw5g6IofPXVV9SpU4datWrx6aefcvDgQXr16kV4eDhvvPGGY/tLly5l8ODB\nvPHGGzRr1ozu3bvz66+/Vno9KiqKJk2aEBkZyeLFiyuVb8OGDfTu3ZumTZvSuXNnEhMTiY2NJSkp\niWnTptG4cWPH/kJDQ1m0aBFdunQhPDycqVOnIsTVs/Yvv/yS8PBwatWqRd++fUlPTwdACMHEiRMJ\nCAjA09OTBx54gCNHjgAQFxdH8+bN8fDwIDQ0lDlz5tzxe3228AjWJx6n46JDaFwgNwDCMuGrZ+Fv\ny4y03ueKSeeG1UkQyCU6sptjxzSMG6fjiy9q6L+cqqLp3x/dBx9wqhEU+IJvIbTZZeDjhUeYd/5D\napvyOUtjvClm0NFZvPR4LufOVXfBb2ybso3Xta+zWbOZ/DIjqt7EE9szmLb+MHMWpvD4xW1c6n4K\nUT8T96DzZL6wkYsdsxgifqGDOE4YOQRZzTS9kEXob4cI2HGU0k0aEn9uygczSiibMg3NN9+gOXkS\nTXo6mpUrUXbvrpLYem9Ub+snZqOF6ebJeH28hK6J8EgcdNkDvgUwYgV8MMWVlr8G0Zqj1CaLIrwo\nxJv+mZ/x1awc3npLQ3FxlYQmE9Yfgc1mY8CAAYSFhXHmzBnOnz/P448/zsKFC1m4cCGJiYmkpqZS\nXFzMuHHjKq2blJRESkoKS5cu5e9//zv//ve/+f7770lISGD16tXs3LnTseyBAwcICwsjOTmZSZMm\n8cwzz5CXlweAr68vX3/9Nb/99htz587l7bffJjk52bHehAkTePPNNzl+/DjLli2jTp06TJ48mY4d\nOzJjxgxSUlJ49913HfvavHkzcXFxbN68mdWrV7NlyxbAnvhmzpzJ8uXLuXjxIt26dWPEiBEAbNy4\nka1bt3Ly5EkKCgr44Ycf8PX1BWDMmDEsWLCAoqIijhw5QkxMzB2/38Xf/AefIvvfFwMBDahaEAqM\n+b6MrIcPoNOVonErQaPYcMZMMOcBhfXrFXJy7njX1Ub517/QAGY9aAUILVi1GmyqCzaNhkjdDsKc\nf8NJV8oppTEFeDKUZXz9tba6i34dM2ZWalaSr+SDTQNoidhno3WyQugpd4ROEPeXUkSJG8bCEBSz\nHm+jlf5eSyjRa7Ghw41SrDiTix/5eOKBkfYcxKCWUGx25/QpFU1KCuh0oNGguLmhHDkCJSX3PL4r\nXZS3+rOo0R6Ks85Q6AHddkKtfFA1gAYuBIK2TMeTLCWIC6ho0GNFQbCfdjzCCo4f17B5c9WkEpmw\n/gB2795NZmYms2fPxmAw4OLiQteuXfn22295+eWXadCgAe7u7syaNYvvv/8eq/XqTYBvvvkmLi4u\n9OnTB4PBwODBg/Hz8yM4OJiOHTs6WigAfn5+PPPMM+j1egYPHkzDhg2Jj7dfcO7Vqxf16tVDURQi\nIyOJiooiKSkJgCVLljB8+HC6d++ORqMhODiYRo0a/deYxo0bh5eXF6GhoXTu3JmjR48CsHjxYqZM\nmUJ4eDg6nY6pU6dy8OBB0tPT0ev1FBUVceLECYQQhIeHExwcDIBer+fYsWMUFhZSq1YtHnzwwTt6\nr8usRurszkQBypzAVuHzWCjgUqZQ35SFOcDeksWpDAUI4BIAZrPC9u01799Ok5CAAmQGg95qj9Va\nfkVBi4qiUWnmfAScy9AIlSxCCOACqalwv43+zyWXy8pl++g+iw40Kg8eVDAawKNQweSkJd8bVEVH\nKa4oCjjZLAQWmlCDL6FBpQAvFAQluOFJEQIFTwrRoOItCimxuUB+fqX9KkKgZGRUU9Q3tzpwFx2T\nwKcA/C+V53DF/ppVCyadMyGcR0+ZYx0FKMMVT4qwWBSOHauasta8/xzpOhkZGYSFhaG7piM5MzOT\nsLAwx+OwsDCsVis5FU7xAwMDHX+7urriX6Gf3cXFBaPR6HgcFBSEoiiOx6GhoY5tJSQkMGDAAFq0\naEF4eDgJCQlcvnwZgKysLOrVq3dbMVUsh6urq6Mc586dY8KECXh7e+Pt7Y2Pjw9CCM6fP09MTAzj\nxo3jxRdfJCAggLFjx1JYWAjAsmXLiIuLIywsjKioqEotx9uhU/SY3ex36WttoFQYX6AANo1CsZMz\nWlP5nfyqFi1WCrBfzNFowNu7Bg5KKK9351JQyw8BpXxcpEBBEVCgeoOqQUWDC6UYMeDl5Vj1vmHA\ngJNwQiM0oFVBKNg0AoTA7CTQWW32ugW02ACwKRosegVKnQCBDvtJnw4rFvTA1VGiZUJvj1lT+eNV\nqCrC07NqgrwN9UoCuewFRlew6EFT4QRDEaBVBSbc0FwzDlZBpQwnNBqBu3vVlFUmrD+AOnXqcPbs\n2UotJ7BPYXTl+g7A2bNn0el0lZLU7cjOzq50LSkzM5PAwEDKysp45plneO655zh48CDHjx8nJibG\nsWxwcDBnzpy5o31eKyQkhAULFpCfn+/4MZlMdO7cGYCXXnqJffv2cezYMU6ePMns2bMB6NChA6tW\nreLChQsMGTKExx577I72r9U6kTk0EhXQ2cC5/Pq2AmitcD5EkFPYEF2BAYSCYtFhxJ107CcOvr6C\nrl1rXsKyDR2KAIIvQJGnPVY9FjSo2BSFItzZb4tAmJzRY6E+aSTQk0GD1PsuYXniSXPRHB06e3NR\n1bC1K7gXw6mWJnsr+ZQGxakETyUfVSgUaA0c9gvF7YIBgQY/LiIQGDBShAcabOTii1AUCnTeBLkU\nIAICru7UZgNvbwgKqr7Ab+KVtEfZ29MFAZyuj/1gtudxXE3gQglHCS8/6bIfu1a0hJDJNrphMAii\noqrmmJYJ6w8gIiKC4OBgJk+ejNFopLS0lO3btzNixAg+/PBD0tLSKC4uZurUqQwfPvy6ltitunTp\nEl988QUWi4XVq1eTkpJCTEwMFosFs9mMr68vOp2OhIQEfvnlF8d6I0aM4IcffuDXX39FVVWysrI4\ndeoUYG9JVUyqv2fUqFHMmjXL0UVYUFDAjz/+CMCePXtISkrCYrE4ukY1Gg1ms5lvv/2WgoIC9Ho9\nnp6eaDR3fui3iB7Pmb7NEEBgDrgaQQj4rTFMeKMWbgcbY1X1lBX6UoAnh2iJQEtwsMrUqTac7t40\neVXnqadQy1sHDVMgz9v+gaZxKea0px/PWD4nq6QRzpQRzlF+4FE6Pte6yj7Ibtdz6nP0VHviKlzB\nqZTfGjqxrpcOowGOhkOXNV6EZGgp9S6hyEOFXF+SNr1GBnUxo+ci/uiwEEwGD3CIYtzYTXs0eivD\nvDdR56E2qA8/jFAUUFXUoCDUgQPvv+Ym4G/xZvnRWSS317OrPWyPBLMzuBmh1mW46Kkjns4k0ZE8\nvLGixYNCUmnAKe/2PPOMSqtWVVPPclj7H4BWq2X16tW89NJL1K1bF0VRGDlyJPPmzSMzM5Pu3btT\nWlpK3759mT9//h3vp23btqSlpfHAAw/g5+fHZ599ho+PDwDvvPMOzz33HGazmV69etGnT59K682d\nO5d//OMfnD17Fn9/f959910aNWrEmDFj+Pvf/87ixYsZNmwY77zzzn8tw8MPP4yTkxOPP/446enp\neHl50bt3b/7yl79QWFjIxIkTSU1NxcXFhb59+/Lqq68C9mtf48aNw2az0bRpU7799ts7fh80Wj11\nX/oA9UUb7N2L7/dLcLeZ8A1swysPdKbgxUdwz6uHi16Ht7cFIUBVrdT0SRDUJUtQMzNx+c9/aJ6V\nRW6PNpT2bM/lwQ0Y+200Ph56/P2t6PW9GQTcz7dSO+HEOHUcL/IiKipCr6J0LsHcWeBUmE8pBmbs\ndEEUXURnEVgaOFM2ciX6UguCALQ2Xzzc20JwMH4hIfR2daWX2YJiMUOtdqjlZyWiS5dqjvTWtCtu\nQiIroTWUNszFyo+wew/mYA88Hx9KXO0SvukcD+uHEBBgwWaz5143N1uVllMRFft4pD+9m83WvnTp\nUpYsWcLKlSuruETXq87Z2n+PzmQiIVolb19PKPK8azNd32+ztV9xZdb2/MRH7uqs3tU1W7vOZEJj\nU+kZX7UzV9zN2drvdh2D/X1ZOVjFtuLR/3kmfrjz+pUtLOkPrbCwkBEjRji6Sj/66CPat29/z/a3\nLzOTGd0+5ZLf21w4UUL/fi/Rs+cw3n9/FAB5eTm0a9ebsWM/cKxjs1n58MNnyMk5Q4cO/XjssVcd\nr61Y8S927FhJv37bARg/fjzJyck0aNCAzz//HK228rDxqo73YFoarwz8Cmv+R1y6eJbBg19kyJCX\n+PLLKRw7thONRsOECQsIDW1cab0ff5zDgQObUVUbM2duwGwuZdasEZSVleDm5knPnj/h7Oz8u/He\n7ZhvJ1mt3L6dSZ99xumvvwag5dixBJf3OPz7hRcIr1vXsWyB0cjo2bMxlpYysFMnXhoyBIBXPvuM\n/adO0W7DBv71r3+RlpbGk08+iaIo1K5dm8WLF1d7HR86fZpXP/2US/+GC8dfY8gQex0nJi5hzZpP\n8fCoxWuvLcLN7foBJQsWvExh4WVefXUhNpuVOXOeIi/vAlu2RPD+++/fUrwVyWtY0h/aokWLGDp0\nKFu2bGHbtm00bdr0treh3sa47NYNG7Jx9mzmrXibsLAHaNeuPz4+QcTGbiI2dhMPPtiLDh0qn03v\n2rWG2rWbMnt2IseObefy5WwALJYy0tIOO5bbs2cPZrOZLVu20KJFC9asWVPt8bapX585q9/m7X/G\nU7fuA0RE9KOo6DIpKfuZM2cLTz01g7VrF1Ra57ff9lBaWszMmeuJjd2ERqNh376NNG0aQWzsJpo0\n6cD69etvKd67GbPeaLytltXy7dup7efneOzv5cWm2Fg2xcZWSlYA/7d+PSN69GBTbCzbjx7lUkEB\nB06dwlhaSsL772M2m9mzZw/e3t6sWbOGrVu3Ur9+feJu0FqqjmM64Z//5J/xbxMW1oqIiH5YrRbW\nrfuc99+PJybmCdat+/y69fLycsjOPuN4vGPHKurXb0Vs7EZMJhOHDh26pXgrkglLuiXDhw+/L7oD\nb5ebmxs7d+7k0qVL6HQ6PMrnCpo2bRpdu3al75Qp5BcXczg1lR6vvEK3l1/mu4QEAJ6eO5cJn3zC\ngOnTEUIw7j//oe+UKQx+6y3yiorIvnyZ2O+/v+F+TcZS8vOzCQ6ufL/ZkSPbaNUqqtJzv/2WRNu2\nPQFo1SqKkyf3ALBhw1f07PlXx3Kpqam0atUKgDZt2rBjx477Jt7SUiP5+TmEhDTCxcUdg8ETm81G\ncXE+np6+lZbdvTuOwsJLTJ7ch+++s98sHhzcgNJS+60LRmM+vr6+txTvrcQ8pe8UivOLST2cyis9\nXuHlbi+T8J095rlPz+WTCZ/w1sNvgCp4duHCW4p53Z49xLRpU2nwzuWiInq+9hovzJ9Pqdlcafm0\n7GweKJ+XK7xuXfampJB04gQ927YF7Pcx7ty5k1q1auHl5QXY7x28UWuj2uq4/JgOCWlEZuYpwsJa\noNXqaNMmhuPHk65bftWq+Qwa9ILjcXZ2GvXqtQSu1uetxFuRTFjSH9qoUaOoW7cu0dHR9OrVi+zs\nbA4cOEBqairbtm1j/cyZeBkMvL14MQtffZWE99/n49WrsZTfItA5PJy4GTNYu3s3df392TBrFs8P\nHMjn69YR5OPD5Mcfv+F+98QfpE2bvpWeS0nZR/36D6DVVu6JLy7Ox83N/qFjMHhhNBZgtVpITt5K\n69bRjuWaNm3qGH2ZkJBA/jU3plZnvAcPrKdtW3u8er0TgYH1ePbZlnz66d/p0+epSsvm5+fg7l6L\n2NiNZGQc59SpA4SENOLEiSSef74NKSn76dy58y3Feysxz1w/E4OXgcVvL+bVha/yfsL7rP54NVaL\nPeYH2jXgvWXTKPr30VuO+Zv4eEZGR1d6LnH2bOLff5+wgAD+b/36Sq81CQ1la3IyNpuNbUeOUFBc\nTIHRiEf5SBwvL69K8WVmZrJp06ZKg5equ44PrL96TNuPWXsX4JVjtqKiossUFFwiJOTqCVvt2o05\ncsQ+nVtiYuItx1uRTFjSH5per2f69OkkJyczZswY5s2bx8mTJx33bSmKgqIo5BuN1AsMRK/TUS8o\niAvl/0xtG9uvvZzIyOCHrVvpPXky7y1dyuWiov+63+1rdxPRaUil53bsWEVk5ODrljUYvCgpsW+v\npKQQg8GLhIRv6dFjeKXl2rRpQ8uWLYmOjqawsPCG99NVV7y7k1bSseMjAJw9e5zMzFN89tlRpkxZ\nwqJFb10Xb8uW3QB7izIj4wTx8Yvp2LEfn3xykA4dHuKbb765pXhvJ2ZjvpHAeoHo9DqC6gWRfyEf\njdVGk1YNiEnU3HLMiYcO0bFZM5z0+krP+5S3dAZFRnL0mvsOxzz0ELuOH2fgW28R7ONDQK1aeBoM\nFJVPVFtYWIi3tzcAZWVljB49ms8///yGt6BUVx0nrdxNRMRQ4Moxa78p/8oxW9GqVR8xYMBzlZ6L\niBhAWZmJqVP74uzs7KjP34u3IpmwpD+09PR0LBb7qKaAgABUVaVp06bs2rXLsYwQAi+DgTM5OVis\nVtKyswko//DQlN830yQ0lCdiYtgUG0vi7Nm8M3r0TfdpsVo5e/I89eq1rvT8gQObefDB3tct36xZ\nJw4dsn+t+uHDv9CkSXvOnTtJXNxnvPnmANLTjzluR5g+fTqJiYn4+vrSv3//+yJeq8XK+XMnKsVr\nMHij0Wjw9PS97uw7PLwTZ87Y55lMTT1EYGA9hBC4u9sHLHh6+jkmaf69eG8nZoOXgZwzOVgtVrLT\nsvHzcAYh6Lxbi9XV9ZZjPpqeztqkJAa8+SbH0tN5a9EizBYLZeVl2Hn8OA3LpwRzvB8uLix89VVW\n/+MfqELQqVkzOjVrRsLBg4B97sxOnToBMHbsWF588UWaN2/+P8V7t4/pcyeuHtOhoY1JTz+GzWbj\n4MEEmjWLqLR8Ts4ZFi6cxty5T3P48BZ+/fUntFotzz8/j5kzN6DVaunbt+8txVuJkKQ/sJUrV4qI\niAgRFRUlevXqJTIyMoQQQkydOlV07txZREdHi7y8PLF//34RGRkpIiIixMKFC4UQQowePVqkpKQI\nIYRQVVWMGzdOREdHi+joaLFq1SqRlZUlZsyYcd0+169fLyZNmlTpuRMnTohhw4ZVem7ChAnCarUK\ns9ksRo4cKbp06SLefffd67bXpUsXIYQQNptNREVFiZiYmBsudz/F+/zzz4uuXbuKTp06iaSkpErx\nWiwW8dRTT4nu3buLsWPHCiGEyMvLE3369HGUOzc395bira6Yr62b7Oxs0bZtW9GtWzcxaNAgUVhY\nWCnmvXv3ih49eojo6Gixbt06x/ovvfSS6Nq1qxg3bpwQQogdO3YId3d3ERUVJaKiosTy5cvvi3hv\nVMeLFi0SkZGRol+/fiI/P79SvFekpaWJJ554QgghxLlz50RUVJSIjo4WX3311S3HW5G8D0uSJEmq\nEWSXoCRJklQjyIQlSZIk1QgyYUmSJEk1gkxYkiRJUo0gE5YkSZJUI8iEJUmSJNUIMmFJkiRJNYJM\nWJIkSVKNIBOWJEmSVCPIhCVJkiTVCDJhSZIkSTWCTFiSJElSjSATliRJklQjyIQlSZIk1QgyYUmS\nJEk1gkxYkiRJUo0gE5YkSZJUI+iquwCSVJ0yMzOruwi3JCQk5K5sZ7n1R2wrHnU8Nhgsd2W7d1u/\nfk53bVtxcea7tq175a7Ga467reVNOhNs7oVa4Fllx8OdxitbWJL0JzJgo4FhmuVoH/kJAKNRj9Go\nr+ZSSdVNVVQATKb7uw0jE5Yk/clYXV0rJy6tTSauPzFXqyuangngnY+qKhiN+vs2cd2fpZIk6Z6z\nJy7QiVWsfETF9vMjjqR1q11DqgqnT8PJkxrOnAGbDUJDBZ07C4KCQFHuYQB3WVERpKQo+PkJQkPh\n9GmFtDQFFxdBmzYCT09ISYHDhxU8PKBVK0FwcHWX+u5wtbpC1M5K3YM3YrPBoUOwbp1CWZlC27aC\nvn0Fbm5VU06ZsCQJ6NixI7Nnz6Z79+5Vts+MjAw6depEeno6Ol31/StWTFwJPVXytlxNXBqNwNXV\nesP1hIB16zTs2wdJSQqgYKCYUlxYulTLI48IhgxRcXWtwmDu0NKlGnbs0FBQAFarwFpmw1WUUGh1\nQ+eswctL4OamcPEi2GwKqgru7vb4Bg4UXLgA588rBAYKQkJqVqK+VsXuwYp1/8knCmvWKLhhwowz\nVnQcPSpIShK88ooNP797XzaZsCSpilRHUrwdVldXuu+qnLhUmxajUX/DxJWWBt8tM5Of44Qfl2hA\nKh4U0ZxjZBjrsGL5YDw9NfTvr1ZTRLdmzx6Ii1PILzFjVW30KN1OD7biSgnFeLDUMpyTxeHlSwvH\neiaThi+/VNi2TeDiArVr2xO8nx8MGKBSjecgd8zV6oqpZwKWhO6oebXINhmZl7yB5H8MwY98OnAG\nZ0oxYEJPKWtLB5GaqpCYqOEvf7n39VwD31JJku6lK4kLl41s7WS8LnG5OZWySd3EV/pPyfeag7Oz\nQpvLx7CYvLDa9OznQfqynpISN1JT+6CqoLkPr5bnOmWx3XstX/qewPLTfgjOokWqkX7zamE80okS\nozspJbUJtpzjsvDhEoHAlaaTBZ1qxaw6ceI3aBRm44xRpVWdyxSWubF3r4FOnaozujtTTDHfqd+x\nKsY+klRTpEOdnIQzKq05jBV7y7sEVzyx8BDr2FTWj5SUqimfTFiSVIGqqnz88cd89913FBQU0LVr\nV2JjY6lVq5ajC+/DDz9k9uzZmEwmnnnmGSZMmACAyWRi8uTJbNq0CX9/f4YPH84XX3zBvn37GD9+\nPOfPn+f//b//h0ajYeLEiQwcOBCA5cuX33B794PuuwyOxGVa3YDuEwZCSRa7XoMhxU0offBlDlkf\nxBLfFnSFUOCFEDrSaMCDHODHlD7V3j12owEEh/3i+abFFFKVVGhkAa0NnCz0+tQfJ9WCpd02jumb\nsjs8H5tOYDhbh0tLpqIz6enJZhqQigCcMXPR6sOldB8acRblvMDJ1QVLRgjKgz1wzstGsVooXJJs\nGQAAIABJREFUDaqH0OowmXSo6v3ZX3iGM7yofRGtFaI3wsA1UFrsyTxDOl64oqJ1LKtBkIcPndnO\nBrUfnje+5HXXyYQlSRV8+eWXrF+/np9++glfX1/efPNN3njjDT7++GPHMnv27GHr1q2kpqYyYMAA\n+vXrR+PGjfnwww85d+4cO3bsoKSkhCeffNKxzvz589m9e3elLsGMjIz/ur37SffNAu1T7VGAFQNh\n5PegNaVSyCVsur38+EBbdh9+AVzKwKRHoEGHGUWp/us5V67JXGHWlLK68Vwy3I+DKO/m1FgZukLQ\n/xcjHiXFxEcLcproUItbo1cFaoNTNBjzOi99pMGZUkLIpjWHOEVDrOhwsZaxk47kG30oU0z4Z56l\n7cxPKAltDEJgc3HndMRI1DotwDsPbXT8NaX8S9W8GTexjGV8W/olXfbC7NehdibYNKAzX6ZH/nTe\n4R1K8ai0jgC0WHF2FvTtWzXdvvdhQ12Sqs/ixYt5/fXXCQkJwdnZmUmTJrF27Vqs1qvXbyZOnIir\nqystWrSgefPmHDt2DIDVq1czfvx4vL29CQkJ4W9/+9st7fNm27ufKG+9hQJc8Icmp8DJCjYnFVUv\nKNXoefTsfnx150ARoAjqcIYzmto89FD1tyYMAzZW+intt5TswENYnU2gs4BG0CZZpVOSICtAR5nB\nzIlWVjxKLQSol9AIlTKbgWEZ+xA+uXhgpB5nKMOZOpxDQUVFQxsOoVOtWMpc6G9eilvGKUw6b0z6\nWphtesJ+/RbFkMNgyy4GbDRU+qlO5znPQs2XRO6Cye9B8AUocwarE5S4Q0PbGQazGldKHOsIwJNC\nsgni5ZdtVNX5lWxhSVIF586d4+mnn0ZT4aKLVqvl4sWLjscBAQGOv11dXTEajQDk5ORUmpHiVmen\nuNn27ieakydRgGIDuJWAUECrqBgwUqo4IVSFB9UDxJc1JsItnlK9id1ew/lnV8Vx7auim408rApu\nuF29FKUTUCbomARGD0hrWYTbIR2qsxkPJZ8GIo0DGk+KcSUwrwy9Rx6NLl/CkwLMuOBGCW05yFFa\n4oQZHWaGsJwwNR1n/GiuHHfsV9hKaXj6R2jYsHoCv4mfND/RbidE7IY65+0tqyvvj9CAm9ZIe1sS\n3/DX8hc0uFNEY36jw6d/w7dO1ZVVJixJqiAkJIS5c+fSoUOH61670oV3MwEBAWRlZdGkSRPg+mmf\nlOruG/tf6PVQVkZwFlwIAoS9q0+vmHHXX8aodeFMUCllTZewuo6FemXjmP2PXynbHglFHlTqMPov\nIw+rghdehIkwcshBKAKcr5ZBuFlIbivIddfippTgWVCCu7ee+uZT+Luco8XFIgIxAQpOFBNADloE\n3fkVKxq6aLai6rUoNgXh44PQX70ZW1gsoNXeoETVy4SJrtvAtbwBpRFgK39Nq4KTVVBHl06g9Tyb\n6E0TUmke3Yiuzz6Mu0fV1p9MWJJUwahRo3jvvfeYN28etWvXJjc3l71799K3b9/fXXfgwIHMnz+f\n1q1bYzKZ+Oqrryq97ufnx9mzZ+9V0e8p25NPonz+OW5l4FRm7zLSqKBqQNFbKPK38vMXP3AhTOUV\n9RWiRQEAuqid123LpDOhrhzsGHlYUVUlsYmFY5hkSCdTl42KYHsXGL0YSlzAxWqlyz7Y1h1sHuDn\n8ht6k5YA1UbbkjwU7F1i155+aFCxOikIFLSetRDh4VdfFAKcnaFOFTZHbkJnMqGxXT2F6Kvtyt7G\nv9LvZ8gJAK9CQAFVB34X7b28Bk0xT3r/xJhX6hPTpoBfI8+Rt6Xhbd9o/j+XvUr2Ikk1xNNPP40Q\nghEjRpCTk4Ofnx8DBw68pYQ1ceJEXn/9dSIjIwkICOCRRx7hhx9+cLw+fvx4pk2bxrvvvsuECRPo\n37//vQzl7hoyBPX779EUFRGcDUY3MLnYP8zyDbCxl0Dn7sRTZcPooevxXzflanWFARvtsypUcLMk\ndjfor+lm9RFenF79IXPC17EycDvnQzM50ryEiCQIS7d3e/beBMfCQeig404b4Sevrn8laVH+2+ak\no9jXGSehRdemI+qop9AkJkJurj1Zubuj9upV5S0sncmEol5NTkp5oWMSNVjL7+juRheGtH+Aeh8l\nUzsdCg0QcBFq5YPeBlbAqXUHHnp7LGA/Eem+y3DDG83vdeJShBDi9xeTpD+mezlb+9dff83PP//M\nsmXL/udt3er1sMLCQkaMGIHRaKS0tJSPPvqI9u3bO143x93eTN7Xsv7wHdqvv0UHlAE/ttIxt8Qb\n4W6gINNI/wn9eeT5/iyYsZRjO4+h0WiYsGACoY1DK23nxzk/cmDzAVSbyswNMzGXmpk1YhYlphLc\nzGFsS1yBs7Mz48ePJzk5mQYNGvD555+jvcEH/u/FvCnvRxRh/5CuFMs1U3D85ppOYvEabJlncLXo\naJLljfdFCz4XzASlmdAVGKG4GBs2niwqJEPR4OzpzXeDBuOv0dD8hx8IDgoCJyf+/cILhNeta5/v\nyWZjzYkTvPfDDyiKwiNdujBx6FDHfv+1YgWrjh9n27Zt9vJu2sSsWbNQVZUPPviAdu3a3Va8ceY4\nR6JSBPSMB1Hhmuy1cQPYsPGV0xJ8vv2ZmGVGfIrsz4vgYMScOfx9yRKOpqdTPyiIT8aPR6vVsiQx\nkU/XrMHHzY0Rm17CecsTYLPXT3b2Hj744G+YTMV89dXVTB8f/w3x8Yvx9hZ8++23hIbaj4vly5cz\nYcKE3+12ly0sSbpLcnJyOHv2LO3atSM1NZXPPvuMp556qkrLsGjRIoYOHcqYMWOwWq2YTKbfX+ka\nqqpWGnRSke6xkfDYSKyqDa1GwwgURpS/Nuyf/+Tvnu1JzismZX8Kc7bM4diOY6xdsJaxc8Y6tvHb\nnt8oLS5l5vqZjuf2bdxH04imjHxjJN/Hfs/69esJCQnBbDazZcsWPvjgA9asWcPgwYNvO2ZF2FsE\n1v8yRZSqqjQ1hdFU+yKijkBBgQbXLFP++2BKCq5r1rBl4kSWJCbyXWEh4wcPxn/7djbNnl15JQ/7\nUPBWDRqwZfZsNBoNvSdP5m99++JlMFBmsXA4Lc2xuMlkYsGCBWzatOmGyflW4tUbjY5EZTEYsNxg\nEOK1daxFy9PmvyL+8gQMU1EVjeN+hL0nT2K2WtkUG8uHy5ezdvduHu7Qgc/XrSP+/fdZsX07Z1/d\nyuv93B1zUnp5NeOdd3YRG3u1Z+LSpfMkJ//KzJkbrvt6kZ9++ok6t9BdKoe1S9JdYrFYeP3112nS\npAnDhw+nT58+jB49ukrL4Obmxs6dO7l06RI6nQ6P8g/MadOm0bVrV/pOmUJ+cTGHU1Pp8cordHv5\nZb5LSADg6blzmfDJJwyYPh0hBOP+8x/6TpnC4LfeIq+oiOzLl4n9/nsAFI3W/qFezlhaSk5eHo2C\ng3E1uGDwNGCz2SjOL8bTt/JdpbvjdlN4qZDJfSbz3bvfARDcIJhSY6l9W/lGfH19SU1NpVWrVgC0\nadOGHTt23FHM70bPuK2YH5oy9YYxXxHi54etvGMq32jEt3x/l4uK6Pnaa7wwfz6l5srfwVU3IACt\nVouiKGi1WjTlyeCrDRv4a8+ejuV27tyJRqPh4YcfZtSoUTccMfp78c7q9g9abRbsy8m57TrOuZzH\nez/8WOnmubTsbB6oXx+A1g0asOv4cU5lZtIiLAydVktMmzYkHT9+9VsAxCrcR27AxcWAzaY4ugv3\n79+EqtqYOrUv48ePx2azD+2Ii4ujV69eNz1JqkgmLEm6S2rXrk1CQgKnTp1i3759vPXWWzg53b0v\n5rsVo0aNom7dukRHR9OrVy+ys7M5cOAAqampbNu2jfUzZ+JlMPD24sUsfPVVEt5/n49Xr8ZSfp9Z\n5/Bw4mbMYO3u3dT192fDrFk8P3Agn69bR5CPD5Mff/yG+92wdy99yruunPQ6gmv78mzLZ/n075/S\n56k+lZbNz8nHvZY7sRtjyTiewakDpwhpFMKJpBM83+Z5Uvan0LlzZ5o2bcovv/wCQEJCAvn5+fdF\nzH6enpjKymj17LN8FhfHkM6dAUicPZv4998nLCCA/1u//oZlXb93Lw2CgvBwc8NitbI1OZno1q0d\nr+fk5JCVlcW6devo3LkzCxYsuO1417333l2Nt0loKL8mJwOw5dAh8o1G8ouL8Syfot3LYKCgQmKt\n+PU1iu8lwP69axcuXMJqNTNz5gbc3NxYtWoVYO86/+tf/3rD9+taMmFJ0h+IXq9n+vTpJCcnM2bM\nGObNm8fJkyfpXP6hqigKiqKQbzRSLzAQvU5HvaAgLpQng7bld4CeyMjgh61b6T15Mu8tXcrloqL/\nut9VO3cypHNnrK6uBC/OJPN0JguTPmTawoksemtRpWUNXgZadmsJQKuoVmScyCB+cTwd+3Xkk4Of\n0OGhDnzzzTe0adOGli1bEh0dTWFhIYGBgfdFzJsOHMDPy4vDCxbw5siRfLh8OQA+5S2dQZGRHD1z\n5rr1UrOymPvTT8wZa+8e/TYhgeE9elRaxsvLi65du6LVaomJieH48ePXbaeq423dsCEtwsLoM3ky\nhSUlBHp742UwUFhiHwdfWFKCl+H6fkerqys++VrH9665uXnRpEkPjEa9I7aEhAQiIyNv+cROJixJ\n+gNJT0/HYrGP1AoICLBfm2nalF27djmWEULgZTBwJicHi9VKWnY2Ad7eAI6uqiahoTwRE8Om2FgS\nZ8/mnf/StWmxWjmRkUGrBvaLPlZnZxqYvej1iw6vWu4YCyp3a4V3CudM8hkAUg+lElgvECEE7j7u\nAHj6eVJQYB+NNn36dBITE/H19b3pqMqqjlkI4UhOvp6eFJSUYLZYKCsvw87jx2l4zRdlFZWU8MyH\nH/LphAkYXFwAOHnuHJ/FxTHgzTc5evQo8+fPp0OHDo4kdfDgQeqXd8VVZ7wAb4wcycbYWHw9PXm4\nQwcah4ZyLD0dm81GwsGDRDRrdtN1r7S4XmhmIkO7olJsR44c4eeff+ahhx7i6NGjTJs27abbuRKY\nJEl/ECtXrhQREREiKipK9OrVS2RkZAghhJg6daro3LmziI6OFnl5eWL//v0iMjJSREREiIULFwoh\nhBg9erRISUkRQgihqqoYN26ciI6OFtHR0WLVqlUiKytLzJgx47p9rl+/XkyaNKnSc88//7zo2rWr\n6NSpk0hKShJCCDFhwgRhtVqFxWIRTz31lOjevbsYO3asEEKIvLw80adPH0e5c3Nzhc1mE1FRUSIm\nJka8++67903MFotFDBs2TERFRYlu3bqJU6dOiezsbNG2bVvRrVs3MWjQIFFYWFgp5pkzZ4ratWuL\nqKgoERUVJVJTUytts0uXLo6/586dK7p16yb69u0rcnNzqz3em9XDokWLRGRkpOjXr5/Iz8+vFO/Z\ns2dFz549hZeXl+jZs6dIS0sTQggxadIkERUVJYYNGybKyspu+h7cjBzWLkmSJNUIsktQkiRJqhFk\nwpIkSZJqBJmwJEmSpBpBJixJkiSpRpAJS5IkSaoRZMKSJEmSagSZsCRJkqQaQSYsSZIkqUaQCUuS\nJEmqEWTCkiRJkmoEmbAkSZKkGkEmLEmSJKlGkAlLkiRJqhFkwpIkSZJqBJmwJEmSpBpBJixJkiSp\nRpAJS5IkSaoRdNVdAEmSqk5mZmZ1F+GWhISE3LVtxcWZ79q27pV+/Zzu2rbizHF3tJ7xl0go8gCb\nFgCDwXLXynStO41XJixJkiQJQ9ROTDoTbO6FWuBZ3cW5IdklKEmSJNUIMmFJkiRJNYLsEpQkSQKs\nVjCZQKeD7AwLpw4UY3PzoGVbHT4+cPCgwpEjCh4e4OEhaN1aYDBAQQEEBIDBUN0R3B2qogJgNOrR\naAQ6nZXjxxWOHYOLOSoF6QX41XUjvK0zkZECp7t3+e13yYQlSdLvaty4MZs3byYsLOy615YuXcqS\nJUtYuXLlDdfdsWMH48ePZ9++ffe6mLdFIMh3ukBWvolvt53n6C4PLPsfoI8lnm76eEK1xZgw8OOC\n7mwWg1AUcHICm83+29lZ4OcHISFw+TJ4ekKTJoL27VXq1avu6O6M1qpFF7WVdF06B08YySwqIWmb\nQv7yXrTaY+BB9tOUQvx+u8SxTS1Y6Dec0f8PoqIEinLvyycTliRJvyslJeWWlw0NDWXbtm3Ur1//\nHpbof5PrnMm62l+wzW8lGeaL0EmARUfr+Fr0mhuCsTSAYgRWoxbnfDO+6nlyraGUlQEIrDYbJe4X\nybMZST9Qm8B6Ji4VWbHkl3E5PpABDyvcxYGO91wRRazQrGCzsplccy5ogXDABsS9hseeFtTiIL8R\nDoAOK5HsoOOlOBYvHoC3t0qbNuKel1MmLEmS/tCMRn2lxyoqq+t+zQ7/5Zx3SQPVGbxMoLXS5aQG\nY/tCyDCRawnk1zYlFOkS8T1+jtz4FwixXWAAawgV5zh3IZRN+V3I9/0Na7ozrVxS0BWUoYSWcXhz\nR1o3O4pn6mEUmw1TUD2yug5DdXatpnfh5gSCrzRfkXR5A7UuQb9dEJMAfpfgfC0XYpNb40Q2CuCE\npXwd2EsHOrKL9bkD2bNHkQlLkqR7a+nSpcTFxfH1118D0KVLF1q0aMFnn30GQPv27Vm4cCF9+/Z1\ntJouX77Myy+/zM6dO2nUqBFRUVGO7Q0dOhSA3r17oygKc+bMwd/fH4BPP/2Ujz/+GK1Wy+TJkxk+\nfHjVBOmdX+lhrvM5zvjuJsvrJJTpwK0UtFY8C1QiDpkIzFXZ3/YI+1vnk5/fAr1qwtxrG93cTzFy\nuQULegyU0Jt4hplXcC4rhGyCKC7wQGi0lBbpaZ02C98LUOpXF1BwOnOakIsLSBk0iSrpO7sNpzhF\nAvF03QeRSTDkZ/AqBFUDbfNKCTfNIpZ3MOHhWEcBTLhiRYeqKuTmVk1ZZcKSpD+xTp068fbbb6Oq\nKhcuXMBisTiuNaWnp1NSUkLz5s0rrfPGG2/g7OzMgQMHOHv2LE888QR16tQBYPny5YSGhrJp0yZH\nl+COHTu4ePEiRUVF7Nu3j61btzJ27Fj69u2Lt7f3PY/RELWz0uNicsjUHkJobOBkBasejyLBa3NB\n0Ztxs1g52Qr8Cq3kqWZAoaTUixjTbko9WuBZZCGQHAK5gCcF6LHQlBT205aLIgi1WNDKtB+PLA9M\n/vb3Rei0OOdn4XLxNCWBDW5QyuobsB2vxBOUasU3D6K3gE8eoIBGhRJPaJybRX/iWM0jlOLiWE+L\nSgZ10OlElXV/yoQlSX9iYWFhGAwGjh49SmpqKj169ODo0aOcOnWKffv2ERERgUZz9cPUZrMRFxdH\nfHw8bm5uNGvWjEcffZSkpKT/uh+9Xs/EiRPR6XT07NkTg8HA6dOnadeu3b0O8Tr++KNHjyJAaAFV\n5eGNKkKBtFbFOFtdMbtZcS4qJUhkc1ppSIlwwctoQfUpwFCkpxEpWNHijJkAcsikDuH8RoaoSy31\nMk10J3EvqIWfqPBJrpTROH8ZBDSpVB6rqyvQr0rfA53JhKLaRwOaXYpokwz10+zdgELB3oTC3spy\n0pdQx3ye8wQRxEUUBDY06LCwgqH4+goGDVKrptxVshdJku5bkZGR7NixgzNnztCpUyc8PT3ZuXMn\n+/bto1OnTpWWzc3NxWq1Vpo6qXbt2r+bsLy9vdHprn7cuLq6YjQa724gt0iDhgfNzcnVZFGkKwO9\nDb9csDoBQnCsfcn/b+/e46Kq9v+Pv2aYgRkBkZsgWGqIBsJRMvEGEkT61Z/lLbO8YVIeNU3NY9nl\nmFbnqGlqHcu8dPOSUV8v/DxaHlIxFW+JJpgdQQi5KwECI8Jc1vcPPJOkVnbRxvN5Ph78MbP3Xvuz\nxsdj3q61197DOX8NekstVWVGTDo9ymqjxqjDv9KJEE5ioI46DPhyFjdMeFBNJR700/yTu5y/xIgG\npdOh9N9fP1MWC7a2bcF4865j6Wpr0VobwiVuV8N/REoCw9hTmkqdC9S7gFM1WC/9U2kVGG0XackZ\nLOjYTTSeVFKPjvN4ExauSEy0cgMGyg3135jTCCH+qLp160ZKSgr5+flMnjyZpk2bsmnTJo4cOcKj\njz7aaF9vb290Oh1FRUW0bdsWgMLCwptR9s/mXHNlME483hl92xp2N/uKs7rzlDaHFsVg0YHeBiGn\nFCfvLKWdSynOutuwXmyCp1cBj5zPxIwLCi2BFOJEw0KDlhQRQBE2HWi0RrQuTVA+Pg1r4LVaVG0t\nKjz8htysdbX+Xu7eHWB2dcVyKTcHVcSTHL6J9jsLyQhrmBbUWhpCq1k5uFgUrcnmQZJYoH+GHl0u\ncveUMzif6UnLQCd0Oi3w+z138HISWEL8l+vWrRtz5szB19eXgIAA3N3dmTJlChaLhbCwsEb7Ojk5\n0bdvX1577TUWLVpEfn4+n3zyif0aFoCvry9nzpz5wyxr73XgypBQdEXlu9Liojdf6/5NzW1F3Lmh\nBs+zFio8IWoXVHvAzjgIP5dPxwyI/7zhC1PDlQ/TVYDGyQknZwPK0wtb9+7Y+vVD8+9/g9mMCgkB\nf//fv7Ncvb+XM/9gs7PS85bpNQ6eGo+5spLdvaDTV9CyELwrGmYHPbjIpPEX+EvvfRhdGkZoujbJ\nbB5gw/r/B2Ey6X/Xh+X+hwSWEP/lgoKCcHV1JTIyEgB3d3duv/12vL29cXJyumL/v/3tb0ybNo1O\nnTrRtm1bhg0bRlpamn37U089xdSpU7l48SLz58/Hx8fnhvXl59KgoVdFOL0qwhvesNngf85iyzhG\ndf13uAR7YtR70HdXOpw5gyY3F6y1/HDhttLpoEULbGFhDXcOu7tD+/aodu1Ap0NdWiH5R9fM5k6f\n4Wup2fMpbvPfxImGoFKX/qyzZ+PZpQvw/bUqi9HIoE0m/rdZFVR63pA6NUqp33/xvBDiD+FW/HmR\nqqoqHnnkEUwmExcvXmTp0qXcfffd9u31237Zz21ci81qZeyiReSfO4dep2PtM8/g4+HBs+++y/6v\nv0ar1bJ8yhSCAwPtx+w+fpzHFi2itb8/t/n68u706Rz65htmrFyJVqslsndvFi9eDICHhwcRERFA\nw6pLLy+vm9NfpUCjwWazMfa1167a3wOZmVT4aBj/UDItWgQDDT9Lcvz4bhYtegx//9b4+t7G9Onv\n8s03h1i5cgZarZbevSN/dn8vJyMsIYRDW716NYMHDyYxMRGLxUJtbe11t2Gz2RqthvwxX+Xm4qzX\ns+PVV1m/axfrU1MZERdHelYWqQsXkvb11yzfupWF48Y1Om54XBxzRo+2v769eXO2z52LwdmZR9et\nIyMjg/DwcMLDw0lNTb35/b10v9hXOTnX7O+uRYtI+/prNm+fRoupa6DSE5NJT12dE3Fxwxk9eo69\nuebNb2fu3O04OxtYt+7Rn93fy8nT2oUQDq1Jkybs37+fsrIydDod7u4NN7i+8MILREVF0efZZ6ms\nqeF4Tg73/OUvRD/1FB/u3AnAY4sWMWXZMvrPmoVSiklvvkmfZ59lwIsvUlFdTUl5OfM++qjR+QK8\nvbFeWhJeaTLh7e6Om8FAU1dXrFYrlTU1eDe98vekknbvJu7pp0m69OXs7+WF4dKTY/V6vX369eTJ\nk0RHRzNz5kyuNgH2R+yvp7c3A8wHeJD/hWYVKKUhNfVjpk+/l9TUJAC8vPxxdjZcd38vJyMsIYRD\nGzVqFAUFBcTGxuLn58fatWspLi4mJyeHvXv3Urd1KwCz16zh/RkzCPT2JnbGDIb26gVAj5AQXp8w\ngX8ePMjtvr4sfeIJPvvyS1Z++ilPP/QQMx9+uNH5fJo2pbaujj/9+c84OTmxb9EinPV6Wvv5Efbn\nP2O12di9cGGjYzoHB5OxfDn1Fgt9n3+euIgIfD08AMjIzeXcuXP2G7SzsrLw9PRk/PjxbNmyhQce\neMBh+mt2dWWA+QCGsd+xODQTS52Vl1++j4iIODw8Gq7n5eZmXFd/LycjLCGEQ9Pr9cyaNYuMjAwS\nExNZsmQJp06dokePHgBoNBo0Gg2VJhOt/fzQ63S09vfnbGXDI5sighuuvXyTn8/HX3zBfTNnMj8p\nifLq6queL+XoUXw8PDi+fDl/HT6cxRs3cvLMGbKLijixYgXrn32WF1evbnSMm9GIXqfD1WAgqkMH\nsi/dClBeXc3UZct455137Pt6eXmh0WgYOHAgmZmZDtnfPpneDHPahusjnxLSIYrTp7/FZNJTXV3O\nsmVTr6u/l5PAEkI4tLy8PMzmhiXVzZs3x2az0b59ew4cOGDfRymFh6sr35aWYrZYyC0pofmlu121\nl67VtAsMZERcHCnz5rFrwQJeTki46vmUUnhdmobzbtqU8xcuANDM1RWtVtvw3g9uiq66tI/VauVI\nVhat/PywWK2MWbiQeYmJ+F9a8m4ymbBarQDs27ePoKAgh+2vxWik76cGqrM/w390JlarhfnzxzJi\nxMLr6u8PixFCCIe1efNmFRkZqWJiYlR8fLzKz89XSin13HPPqR49eqjY2FhVUVGh0tPTVffu3VVk\nZKR6//33lVJKJSQkqKysLKWUUjabTU2aNEnFxsaq2NhYlZycrIqLi9Urr7zS6Hxms1kNGTJExcTE\nqOjoaJWdna2UUmrChAkqKipKdevWTR08eFAppdSUKVOUxWJRK1euVF26dFFdu3ZVS5YsUUop9eGH\nHyofHx8VExOjYmJiVFpamjp69KiKiIhQ0dHRavTo0cpisfzX9/dysqxdCCGEQ5ApQSGEEA5BAksI\nIYRDkMASQgjhECSwhBBCOAQJLCGEEA5BAksIIYRDkMASQgjhECSwhBBCOAQJLCGEEA5BAksIIYRD\nkMASQgjhECSwhBBCOAQJLCGEEA5BAksIIYRDkMASQgjhECSwhBBCOAQJLCGEEA5Bd7MLEEKI31NR\nUdHNLuEnBQQE/GZt1W/b9ssPtlrRHDmCpqAAtFpUcDAqNBTdxYtsHmDDuulBXF3Nv7qFX69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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.show()" ] @@ -387,7 +697,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -401,7 +711,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.2" }, "toc": { "colors": { diff --git a/Module6/Module6 - Lab2.ipynb b/Module6/Module6 - Lab2.ipynb index 71f1fd8..f168c70 100755 --- a/Module6/Module6 - Lab2.ipynb +++ b/Module6/Module6 - Lab2.ipynb @@ -16,14 +16,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", - "\n", + "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import svm" ] @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "collapsed": true }, @@ -73,12 +73,17 @@ " # Special:\n", " # ...\n", " \n", + " reduced_length = int(np.ceil(training.shape[0]*0.04))\n", + " \n", + " X_train = X_train.loc[:reduced_length-1]\n", + " y_train = y_train[:reduced_length]\n", + " print ('special: ', reduced_length, X_train.shape, y_train.shape)\n", " return X_train, X_test, y_train, y_test" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -103,13 +108,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "def drawPredictions(X_train, X_test, y_train, y_test):\n", + "def drawPredictions(model, X_train, X_test, y_train, y_test):\n", " fig = plt.figure()\n", " fig.set_tight_layout(True)\n", " \n", @@ -149,14 +154,42 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('special: ', 153, (153, 64), (153L,))\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:12: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + " if sys.path[0] == '':\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:13: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + " del sys.path[0]\n" + ] + } + ], "source": [ "# TODO: Pass in the file paths to the .tra and the .tes files:\n", - "X_train, X_test, y_train, y_test = load('', '')" + "X_train, X_test, y_train, y_test = load('Datasets/optdigits.tra', 'Datasets/optdigits.tes')" ] }, { @@ -168,11 +201,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { - "collapsed": false + "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:11: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + " # This is added back by InteractiveShellApp.init_path()\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:11: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", + " # This is added back by InteractiveShellApp.init_path()\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Peeking your data...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\matplotlib\\figure.py:1743: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n", + " warnings.warn(\"This figure includes Axes that are not \"\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "peekData(X_train)" ] @@ -186,15 +261,35 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training SVC Classifier...\n" + ] + }, + { + "data": { + "text/plain": [ + "SVC(C=1, cache_size=200, class_weight=None, coef0=0.0,\n", + " decision_function_shape=None, degree=3, gamma=0.001, kernel='linear',\n", + " max_iter=-1, probability=False, random_state=None, shrinking=True,\n", + " tol=0.001, verbose=False)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "print(\"Training SVC Classifier...\")\n", - "\n", - "# .. your code here .." + "from sklearn.svm import SVC\n", + "svc = SVC(C=1, kernel='linear', gamma=0.001)\n", + "svc.fit(X_train, y_train)" ] }, { @@ -206,28 +301,58 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scoring SVC Classifier...\n", + "('Score:\\n', 0.8541202672605791)\n" + ] + } + ], "source": [ "print(\"Scoring SVC Classifier...\")\n", - "\n", + "score = svc.score(X_test, y_test)\n", "# .. your code here ..\n", "print(\"Score:\\n\", score)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:21: DeprecationWarning: \n", + ".ix is deprecated. Please use\n", + ".loc for label based indexing or\n", + ".iloc for positional indexing\n", + "\n", + "See the documentation here:\n", + "http://pandas.pydata.org/pandas-docs/stable/indexing.html#deprecate_ix\n", + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\ipykernel_launcher.py:21: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n" + ] + }, + { + "data": { + "image/png": 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lWVZWVrKTwC9YxeVBKtxZk8/kJ0bxpnrO1HN6W/kxvnbtWlZQ/YJaXGohwO6v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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Let's get some visual confirmation of accuracy:\n", - "drawPredictions(X_train, X_test, y_train, y_test)" + "drawPredictions(svc, X_train, X_test, y_train, y_test)" ] }, { @@ -239,14 +364,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('1000th test label: ', 1)\n" + ] + } + ], "source": [ "# .. your code here ..\n", - "\n", + "true_1000th_test_value = y_test[999]\n", "print(\"1000th test label: \", true_1000th_test_value)" ] }, @@ -259,14 +390,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('1000th test prediction: ', array([1], dtype=int64))\n" + ] + } + ], "source": [ "# .. your code here ..\n", - "\n", + "guess_1000th_test_value = svc.predict(X_test.loc[999].values.reshape(1,-1))\n", "print(\"1000th test prediction: \", guess_1000th_test_value)" ] }, @@ -279,13 +416,23 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# .. your code here .." + "plt.imshow(X_test.loc[999].values.reshape(8,8))\n", + "plt.show()" ] }, { @@ -327,7 +474,7 @@ "\n", "This operation might require some Pandas indexing skills, or rather some _numpy_ indexing skills, if you'd like to go that route. Feel free to ask on the class forum if you'd like a tip on how to do this; but try to exercise your own muscles first! \n", "\n", - "Re-Run your application after throwing away 96% your training data. What accuracy score do you get now?" + "Re-Run your application after throwing away 96% your training data. What accuracy score do you get now? 0.85467706013363032" ] }, { @@ -341,25 +488,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Change your kernel back to linear and run your assignment one last time. What's the accuracy score this time?\n", + "Change your kernel back to linear and run your assignment one last time. What's the accuracy score this time? 0.8541202672605791\n", "\n", "Surprised?" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": { "collapsed": true }, - "outputs": [], - "source": [] + "source": [ + "Why?" + ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -373,7 +520,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.2" }, "toc": { "colors": { diff --git a/Module6/Module6 - Lab3.ipynb b/Module6/Module6 - Lab3.ipynb index 275362d..3ebdf8c 100755 --- a/Module6/Module6 - Lab3.ipynb +++ b/Module6/Module6 - Lab3.ipynb @@ -21,6 +21,125 @@ "This code is intentionally missing! Read the directions on the course lab page!" ] }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Shape BEFORE PCA: X_train:(136, 22) X_test(59, 22)\n", + "Q2 This will be a long run...\n", + "(array([ 0.05, 0.1 , 0.15, 0.2 , 0.25, 0.3 , 0.35, 0.4 , 0.45,\n", + " 0.5 , 0.55, 0.6 , 0.65, 0.7 , 0.75, 0.8 , 0.85, 0.9 ,\n", + " 0.95, 1. , 1.05, 1.1 , 1.15, 1.2 , 1.25, 1.3 , 1.35,\n", + " 1.4 , 1.45, 1.5 , 1.55, 1.6 , 1.65, 1.7 , 1.75, 1.8 ,\n", + " 1.85, 1.9 , 1.95]), array([ 0.001, 0.002, 0.003, 0.004, 0.005, 0.006, 0.007, 0.008,\n", + " 0.009, 0.01 , 0.011, 0.012, 0.013, 0.014, 0.015, 0.016,\n", + " 0.017, 0.018, 0.019, 0.02 , 0.021, 0.022, 0.023, 0.024,\n", + " 0.025, 0.026, 0.027, 0.028, 0.029, 0.03 , 0.031, 0.032,\n", + " 0.033, 0.034, 0.035, 0.036, 0.037, 0.038, 0.039, 0.04 ,\n", + " 0.041, 0.042, 0.043, 0.044, 0.045, 0.046, 0.047, 0.048,\n", + " 0.049, 0.05 , 0.051, 0.052, 0.053, 0.054, 0.055, 0.056,\n", + " 0.057, 0.058, 0.059, 0.06 , 0.061, 0.062, 0.063, 0.064,\n", + " 0.065, 0.066, 0.067, 0.068, 0.069, 0.07 , 0.071, 0.072,\n", + " 0.073, 0.074, 0.075, 0.076, 0.077, 0.078, 0.079, 0.08 ,\n", + " 0.081, 0.082, 0.083, 0.084, 0.085, 0.086, 0.087, 0.088,\n", + " 0.089, 0.09 , 0.091, 0.092, 0.093, 0.094, 0.095, 0.096,\n", + " 0.097, 0.098, 0.099]))\n", + "NN:2 NC:4\n", + "New best_score find: 0.796610169492 C=0.05 gamma=0.001 Isomap(neighbors=2,components=4)\n", + "NN:3 NC:4\n", + "NN:4 NC:4\n", + "NN:5 NC:4\n", + "NN:2 NC:5\n", + "NN:3 NC:5\n", + "NN:4 NC:5\n", + "NN:5 NC:5\n", + "NN:2 NC:6\n", + "NN:3 NC:6\n", + "NN:4 NC:6\n", + "NN:5 NC:6\n", + "('Final best_score:', 0.79661016949152541)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn import svm\n", + "\n", + "X = pd.read_csv('Datasets/parkinsons.data', index_col='name')\n", + "y = X['status'].copy()\n", + "X.drop('status', axis=1, inplace=True)\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)\n", + "\n", + "from sklearn import preprocessing\n", + "#PCA 0.84745762711864403\n", + "#ISO 0.79661016949152541\n", + "preprocessor = preprocessing.Normalizer().fit(X_train) \n", + "\n", + "#PCA 0.9152542372881356\n", + "#ISO 0.88135593220338981\n", + "#preprocessor = preprocessing.MaxAbsScaler().fit(X_train) \n", + "\n", + "#PCA 0.94915254237288138\n", + "#ISO 0.83050847457627119\n", + "#preprocessor = preprocessing.MinMaxScaler().fit(X_train) \n", + "\n", + "#PCA 0.9152542372881356\n", + "#ISO 0.81355932203389836\n", + "#preprocessor = preprocessing.KernelCenterer().fit(X_train) \n", + "\n", + "#PCA 0.949152542373\n", + "#ISO 0.93220338983050843\n", + "#preprocessor = preprocessing.StandardScaler().fit(X_train) \n", + "X_train = preprocessor.transform(X_train)\n", + "X_test = preprocessor.transform(X_test)\n", + "print('Shape BEFORE PCA: X_train:{0} X_test{1}'.format(X_train.shape,X_test.shape))\n", + "from sklearn.decomposition import PCA\n", + "from sklearn import manifold\n", + "\n", + "from sklearn.svm import SVC\n", + "#svc = SVC()\n", + "#svc.fit(X_train, y_train)\n", + "#score = svc.score(X_test, y_test)\n", + "#print ('Q1 score:',score)\n", + "\n", + "print ('Q2 This will be a long run...')\n", + "c_range = np.arange(0.05, 2, 0.05)\n", + "gamma_range = np.arange(0.001, 0.1, 0.001)\n", + "print (c_range, gamma_range)\n", + "\n", + "best_score = 0\n", + "for NC in range(4,7):\n", + " for NN in range(2,6):\n", + " #for N in range(4,15):\n", + " #pca = PCA(n_components=4)\n", + " #pca.fit(X_train,y_train)\n", + " iso = manifold.Isomap(n_neighbors=NN, n_components=NC)\n", + " iso.fit(X_train,y_train)\n", + " X_train = iso.transform(X_train)\n", + " X_test = iso.transform(X_test)\n", + " print('NN:{0} NC:{1}'.format(NN,NC))\n", + " #print('N:{0}'.format(N))\n", + " for C in c_range:\n", + " for gamma in gamma_range:\n", + " svc = SVC(C=C, gamma=gamma, kernel='rbf')\n", + " svc.fit(X_train, y_train)\n", + " score = svc.score(X_test, y_test)\n", + " if score > best_score:\n", + " best_score = score\n", + " #print('New best_score find: {0} C={1} gamma={2} PCA({3})'.format(best_score, C, gamma, N))\n", + " print('New best_score find: {0} C={1} gamma={2} Isomap(neighbors={3},components={4})'.format(best_score, C, gamma, NN, NC))\n", + "print('Final best_score:', best_score)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -28,13 +147,15 @@ "collapsed": true }, "outputs": [], - "source": [] + "source": [ + "0.89830508474576276 PCA" + ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -48,7 +169,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.2" }, "toc": { "colors": { diff --git a/Module6/Module6 - Lab4.ipynb b/Module6/Module6 - Lab4.ipynb index 7940669..da42b42 100755 --- a/Module6/Module6 - Lab4.ipynb +++ b/Module6/Module6 - Lab4.ipynb @@ -21,6 +21,176 @@ "This code is intentionally missing! Read the directions on the course lab page!" ] }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tree Results\n", + "('5000 Iterations Training Time: ', 1.4219999313354492)\n", + "('5000 Iterations Scoring Time: ', 0.8640000820159912)\n", + "('High-Dimensionality Score: ', 68.852)\n", + "KNeighbors Results\n", + "('5000 Iterations Training Time: ', 1.4920001029968262)\n", + "('5000 Iterations Scoring Time: ', 5.565999984741211)\n", + "('High-Dimensionality Score: ', 83.607)\n", + "SVC Results\n", + "('5000 Iterations Training Time: ', 2.873000144958496)\n", + "('5000 Iterations Scoring Time: ', 1.1319999694824219)\n", + "('High-Dimensionality Score: ', 86.885)\n" + ] + } + ], + "source": [ + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import pandas as pd\n", + "import numpy as np \n", + "import time\n", + "C = 1\n", + "kernel = 'linear'\n", + "# TODO: Change to 200000 once you get to Question#2\n", + "iterations = 5000\n", + "\n", + "# You can set this to false if you want to draw the full square matrix:\n", + "FAST_DRAW = True\n", + "def drawPlots(model, X_train, X_test, y_train, y_test, wintitle='Figure 1'):\n", + " # You can use this to break any higher-dimensional space down,\n", + " # And view cross sections of it.\n", + "\n", + " # If this line throws an error, use plt.style.use('ggplot') instead\n", + " mpl.style.use('ggplot') # Look Pretty\n", + "\n", + " padding = 3\n", + " resolution = 0.5\n", + " max_2d_score = 0\n", + "\n", + " y_colors = ['#ff0000', '#00ff00', '#0000ff']\n", + " my_cmap = mpl.colors.ListedColormap(['#ffaaaa', '#aaffaa', '#aaaaff'])\n", + " colors = [y_colors[i] for i in y_train]\n", + " num_columns = len(X_train.columns)\n", + "\n", + " fig = plt.figure()\n", + " fig.canvas.set_window_title(wintitle)\n", + " fig.set_tight_layout(True)\n", + " \n", + " cnt = 0\n", + " for col in range(num_columns):\n", + " for row in range(num_columns):\n", + " \n", + " # Easy out\n", + " if FAST_DRAW and col > row:\n", + " cnt += 1\n", + " continue\n", + "\n", + " ax = plt.subplot(num_columns, num_columns, cnt + 1)\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + "\n", + " # Intersection:\n", + " if col == row:\n", + " plt.text(0.5, 0.5, X_train.columns[row], verticalalignment='center', horizontalalignment='center', fontsize=12)\n", + " cnt += 1\n", + " continue\n", + "\n", + "\n", + " # Only select two features to display, then train the model\n", + " X_train_bag = X_train.ix[:, [row,col]]\n", + " X_test_bag = X_test.ix[:, [row,col]]\n", + " model.fit(X_train_bag, y_train)\n", + "\n", + " # Create a mesh to plot in\n", + " x_min, x_max = X_train_bag.ix[:, 0].min() - padding, X_train_bag.ix[:, 0].max() + padding\n", + " y_min, y_max = X_train_bag.ix[:, 1].min() - padding, X_train_bag.ix[:, 1].max() + padding\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution),\n", + " np.arange(y_min, y_max, resolution))\n", + "\n", + " # Plot Boundaries\n", + " plt.xlim(xx.min(), xx.max())\n", + " plt.ylim(yy.min(), yy.max())\n", + "\n", + " # Prepare the contour\n", + " Z = model.predict(np.c_[xx.ravel(), yy.ravel()])\n", + " Z = Z.reshape(xx.shape)\n", + " plt.contourf(xx, yy, Z, cmap=my_cmap, alpha=0.8)\n", + " plt.scatter(X_train_bag.ix[:, 0], X_train_bag.ix[:, 1], c=colors, alpha=0.5)\n", + "\n", + "\n", + " score = round(model.score(X_test_bag, y_test) * 100, 3)\n", + " plt.text(0.5, 0, \"Score: {0}\".format(score), transform = ax.transAxes, horizontalalignment='center', fontsize=8)\n", + " max_2d_score = score if score > max_2d_score else max_2d_score\n", + "\n", + " cnt += 1\n", + "\n", + " print(\"Max 2D Score: \", max_2d_score)\n", + " \n", + "def benchmark(model, X_train, X_test, y_train, y_test, wintitle='Figure 1'):\n", + " print(wintitle + ' Results')\n", + " s = time.time()\n", + " \n", + " for i in range(iterations):\n", + " # TODO: train the classifier on the training data / labels:\n", + " model.fit(X_train,y_train)\n", + " # .. your code here ..\n", + " \n", + " print(\"{0} Iterations Training Time: \".format(iterations), time.time() - s)\n", + "\n", + "\n", + " s = time.time()\n", + " for i in range(iterations):\n", + " # TODO: score the classifier on the testing data / labels:\n", + " score = model.score(X_test, y_test)\n", + " # .. your code here ..\n", + " \n", + " print(\"{0} Iterations Scoring Time: \".format(iterations), time.time() - s)\n", + " print(\"High-Dimensionality Score: \", round((score*100), 3))\n", + " \n", + "X = pd.read_csv('Datasets/wheat.data', index_col='id')\n", + "# An easy way to show which rows have nans in them:\n", + "X[pd.isnull(X).any(axis=1)]\n", + "X.dropna(axis=0, inplace=True)\n", + "X[pd.isnull(X).any(axis=1)]\n", + "X.wheat_type = X.wheat_type.map({'canadian':0, 'kama':1, 'rosa':2})\n", + "y = X.wheat_type.copy()\n", + "X.drop('wheat_type', axis=1, inplace=True)\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)\n", + "\n", + "from sklearn import tree\n", + "dt = tree.DecisionTreeClassifier(max_depth=1, random_state=2)\n", + "#dt.fit(X,y)\n", + "tree.export_graphviz(dt.tree_, out_file='tree.dot', feature_names=X.columns)\n", + "#from subprocess import call\n", + "#call(['dot', '-T', 'png', 'C:\\Users\\ferryto\\Documents\\GitHub\\DAT210x\\Module6\\tree.dot', '-o', 'C:\\Users\\ferryto\\Documents\\GitHub\\DAT210x\\Module6\\tree.png'])\n", + "benchmark(dt, X_train, X_test, y_train, y_test, 'Tree')\n", + "#drawPlots(dt, X_train, X_test, y_train, y_test, 'Tree')\n", + "\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "knn = KNeighborsClassifier(n_neighbors=5)\n", + "benchmark(knn, X_train, X_test, y_train, y_test, 'KNeighbors')\n", + "#drawPlots(knn, X_train, X_test, y_train, y_test, 'KNeighbors')\n", + "\n", + "from sklearn.svm import SVC\n", + "svc = SVC(C=1, kernel='linear')\n", + "benchmark(svc, X_train, X_test, y_train, y_test, 'SVC')\n", + "#drawPlots(svc, X_train, X_test, y_train, y_test, 'SVC')\n", + "#plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -34,7 +204,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -48,7 +218,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.2" }, "toc": { "colors": { diff --git a/Module6/Module6 - Lab5.ipynb b/Module6/Module6 - Lab5.ipynb index d28dd82..b0162c1 100755 --- a/Module6/Module6 - Lab5.ipynb +++ b/Module6/Module6 - Lab5.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -45,25 +45,241 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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edibilecap-shapecap-surfacecap-colorbruisesodorgill-attachmentgill-spacinggill-sizegill-color...stalk-surface-below-ringstalk-color-above-ringstalk-color-below-ringveil-typeveil-colorring-numberring-typespore-print-colorpopulationhabitat
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" + ], + "text/plain": [ + " edibile cap-shape cap-surface cap-color bruises odor gill-attachment \\\n", + "0 p x s n t p f \n", + "1 e x s y t a f \n", + "2 e b s w t l f \n", + "3 p x y w t p f \n", + "4 e x s g f n f \n", + "\n", + " gill-spacing gill-size gill-color ... stalk-surface-below-ring \\\n", + "0 c n k ... s \n", + "1 c b k ... s \n", + "2 c b n ... s \n", + "3 c n n ... s \n", + "4 w b k ... s \n", + "\n", + " stalk-color-above-ring stalk-color-below-ring veil-type veil-color \\\n", + "0 w w p w \n", + "1 w w p w \n", + "2 w w p w \n", + "3 w w p w \n", + "4 w w p w \n", + "\n", + " ring-number ring-type spore-print-color population habitat \n", + "0 o p k s u \n", + "1 o p n n g \n", + "2 o p n n m \n", + "3 o p k s u \n", + "4 o e n a g \n", + "\n", + "[5 rows x 23 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# .. your code here .." + "h=['edibile','cap-shape','cap-surface','cap-color','bruises','odor','gill-attachment','gill-spacing','gill-size','gill-color','stalk-shape','stalk-root','stalk-surface-above-ring','stalk-surface-below-ring','stalk-color-above-ring','stalk-color-below-ring','veil-type','veil-color','ring-number','ring-type','spore-print-color','population','habitat']\n", + "X = pd.read_csv('Datasets/agaricus-lepiota.data',names=h)\n", + "X.head()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('Before clearing stalk-root = ?', (8124, 23))\n" + ] + } + ], "source": [ "# An easy way to show which rows have nans in them:\n", - "X[pd.isnull(X).any(axis=1)]" + "X[pd.isnull(X).any(axis=1)]\n", + "print('Before clearing stalk-root = ?', X.shape)\n", + "# = X[X['stalk-root']!= '?']\n", + "#rint('After clearing stalk-root = ?',X.shape)" ] }, { @@ -75,20 +291,101 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "((8124, 22), cap-shape cap-surface cap-color bruises odor gill-attachment gill-spacing \\\n", + "0 x s n t p f c \n", + "\n", + " gill-size gill-color stalk-shape ... stalk-surface-below-ring \\\n", + "0 n k e ... s \n", + "\n", + " stalk-color-above-ring stalk-color-below-ring veil-type veil-color \\\n", + "0 w w p w \n", + "\n", + " ring-number ring-type spore-print-color population habitat \n", + "0 o p k s u \n", + "\n", + "[1 rows x 22 columns], 0 0\n", + "1 1\n", + "2 1\n", + "3 0\n", + "4 1\n", + "5 1\n", + "6 1\n", + "7 1\n", + "8 0\n", + "9 1\n", + "10 1\n", + "11 1\n", + "12 1\n", + "13 0\n", + "14 1\n", + "15 1\n", + "16 1\n", + "17 0\n", + "18 0\n", + "19 0\n", + "20 1\n", + "21 0\n", + "22 1\n", + "23 1\n", + "24 1\n", + "25 0\n", + "26 1\n", + "27 1\n", + "28 1\n", + "29 1\n", + " ..\n", + "8094 1\n", + "8095 0\n", + "8096 1\n", + "8097 0\n", + "8098 0\n", + "8099 1\n", + "8100 1\n", + "8101 0\n", + "8102 1\n", + "8103 1\n", + "8104 1\n", + "8105 1\n", + "8106 1\n", + "8107 1\n", + "8108 0\n", + "8109 1\n", + "8110 1\n", + "8111 1\n", + "8112 1\n", + "8113 0\n", + "8114 0\n", + "8115 1\n", + "8116 0\n", + "8117 0\n", + "8118 0\n", + "8119 1\n", + "8120 1\n", + "8121 1\n", + "8122 0\n", + "8123 1\n", + "Name: edibile, Length: 8124, dtype: int64)\n" + ] + } + ], "source": [ - "# .. your code here .." + "X.edibile = X.edibile.map({'e':1, 'p':0})\n", + "y = X.edibile.copy()\n", + "X.drop('edibile',axis=1, inplace=True)\n", + "#X.drop('p', axis=1, inplace=True)\n", + "print(X.shape,X.head(1),y)" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "Copy the labels out of the dataframe into variable `y`, then remove them from `X`.\n", "\n", @@ -97,13 +394,75 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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cap-shape_bcap-shape_ccap-shape_fcap-shape_kcap-shape_scap-shape_xcap-surface_fcap-surface_gcap-surface_scap-surface_y...population_spopulation_vpopulation_yhabitat_dhabitat_ghabitat_lhabitat_mhabitat_phabitat_uhabitat_w
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [cap-shape_b, cap-shape_c, cap-shape_f, cap-shape_k, cap-shape_s, cap-shape_x, cap-surface_f, cap-surface_g, cap-surface_s, cap-surface_y, cap-color_b, cap-color_c, cap-color_e, cap-color_g, cap-color_n, cap-color_p, cap-color_r, cap-color_u, cap-color_w, cap-color_y, bruises_f, bruises_t, odor_a, odor_c, odor_f, odor_l, odor_m, odor_n, odor_p, odor_s, odor_y, gill-attachment_a, gill-attachment_f, gill-spacing_c, gill-spacing_w, gill-size_b, gill-size_n, gill-color_b, gill-color_e, gill-color_g, gill-color_h, gill-color_k, gill-color_n, gill-color_o, gill-color_p, gill-color_r, gill-color_u, gill-color_w, gill-color_y, stalk-shape_e, stalk-shape_t, stalk-root_?, stalk-root_b, stalk-root_c, stalk-root_e, stalk-root_r, stalk-surface-above-ring_f, stalk-surface-above-ring_k, stalk-surface-above-ring_s, stalk-surface-above-ring_y, stalk-surface-below-ring_f, stalk-surface-below-ring_k, stalk-surface-below-ring_s, stalk-surface-below-ring_y, stalk-color-above-ring_b, stalk-color-above-ring_c, stalk-color-above-ring_e, stalk-color-above-ring_g, stalk-color-above-ring_n, stalk-color-above-ring_o, stalk-color-above-ring_p, stalk-color-above-ring_w, stalk-color-above-ring_y, stalk-color-below-ring_b, stalk-color-below-ring_c, stalk-color-below-ring_e, stalk-color-below-ring_g, stalk-color-below-ring_n, stalk-color-below-ring_o, stalk-color-below-ring_p, stalk-color-below-ring_w, stalk-color-below-ring_y, veil-type_p, veil-color_n, veil-color_o, veil-color_w, veil-color_y, ring-number_n, ring-number_o, ring-number_t, ring-type_e, ring-type_f, ring-type_l, ring-type_n, ring-type_p, spore-print-color_b, spore-print-color_h, spore-print-color_k, spore-print-color_n, spore-print-color_o, ...]\n", + "Index: []\n", + "\n", + "[0 rows x 117 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# .. your code here .." + "X = pd.get_dummies(X)\n", + "X[pd.isnull(X).any(axis=1)]" ] }, { @@ -126,13 +485,113 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { - "collapsed": true + "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "( cap-shape_b cap-shape_c cap-shape_f cap-shape_k cap-shape_s \\\n", + "0 0 0 0 0 0 \n", + "1 0 0 0 0 0 \n", + "2 1 0 0 0 0 \n", + "3 0 0 0 0 0 \n", + "4 0 0 0 0 0 \n", + "\n", + " cap-shape_x cap-surface_f cap-surface_g cap-surface_s cap-surface_y \\\n", + "0 1 0 0 1 0 \n", + "1 1 0 0 1 0 \n", + "2 0 0 0 1 0 \n", + "3 1 0 0 0 1 \n", + "4 1 0 0 1 0 \n", + "\n", + " ... population_s population_v population_y habitat_d habitat_g \\\n", + "0 ... 1 0 0 0 0 \n", + "1 ... 0 0 0 0 1 \n", + "2 ... 0 0 0 0 0 \n", + "3 ... 1 0 0 0 0 \n", + "4 ... 0 0 0 0 1 \n", + "\n", + " habitat_l habitat_m habitat_p habitat_u habitat_w \n", + "0 0 0 0 1 0 \n", + "1 0 0 0 0 0 \n", + "2 0 1 0 0 0 \n", + "3 0 0 0 1 0 \n", + "4 0 0 0 0 0 \n", + "\n", + "[5 rows x 117 columns], (8124, 117), 0 0\n", + "1 1\n", + "2 1\n", + "3 0\n", + "4 1\n", + "5 1\n", + "6 1\n", + "7 1\n", + "8 0\n", + "9 1\n", + "10 1\n", + "11 1\n", + "12 1\n", + "13 0\n", + "14 1\n", + "15 1\n", + "16 1\n", + "17 0\n", + "18 0\n", + "19 0\n", + "20 1\n", + "21 0\n", + "22 1\n", + "23 1\n", + "24 1\n", + "25 0\n", + "26 1\n", + "27 1\n", + "28 1\n", + "29 1\n", + " ..\n", + "8094 1\n", + "8095 0\n", + "8096 1\n", + "8097 0\n", + "8098 0\n", + "8099 1\n", + "8100 1\n", + "8101 0\n", + "8102 1\n", + "8103 1\n", + "8104 1\n", + "8105 1\n", + "8106 1\n", + "8107 1\n", + "8108 0\n", + "8109 1\n", + "8110 1\n", + "8111 1\n", + "8112 1\n", + "8113 0\n", + "8114 0\n", + "8115 1\n", + "8116 0\n", + "8117 0\n", + "8118 0\n", + "8119 1\n", + "8120 1\n", + "8121 1\n", + "8122 0\n", + "8123 1\n", + "Name: edibile, Length: 8124, dtype: int64)\n" + ] + } + ], "source": [ - "# .. your code here .." + "print (X.head(), X.shape, y)\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)" ] }, { @@ -146,13 +605,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "from sklearn import tree\n", + "dt = tree.DecisionTreeClassifier()\n", + "dt.fit(X_train,y_train)\n", + "score = dt.score(X_test,y_test)" ] }, { @@ -164,7 +626,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -175,11 +637,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('High-Dimensionality Score: ', 100.0)\n" + ] + } + ], "source": [ "print(\"High-Dimensionality Score: \", round((score*100), 3))" ] @@ -195,6 +663,17 @@ "If you encounter issues installing graphviz or don't have the rights to, you can always visualize your .dot file on the website: http://webgraphviz.com/." ] }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "tree.export_graphviz(dt.tree_, out_file='lab5_tree.dot', feature_names=X.columns)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -208,7 +687,7 @@ "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -222,7 +701,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.2" }, "toc": { "colors": { diff --git a/Module6/Module6 - Lab6.ipynb b/Module6/Module6 - Lab6.ipynb index fc07ee0..50324ef 100755 --- a/Module6/Module6 - Lab6.ipynb +++ b/Module6/Module6 - Lab6.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "collapsed": true }, @@ -52,13 +52,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferryto\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2717: DtypeWarning: Columns (17) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " interactivity=interactivity, compiler=compiler, result=result)\n" + ] + } + ], "source": [ - "# .. your code here .." + "X = pd.read_csv('Datasets/dataset-har-PUC-Rio-ugulino.csv',delimiter=';')" ] }, { @@ -70,13 +77,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "X.drop('gender',axis=1,inplace=True)\n", + "#X.gender = X.gender.map({'Man':0, 'Woman':1})\n", + "#X.gender = pd.get_dummies(X.gender)\n", + "#print(X.gender.unique())" ] }, { @@ -88,13 +98,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "X['how_tall_in_meters'].replace({',':'.'}, regex=True, inplace=True)\n", + "X['body_mass_index'].replace({',':'.'}, regex=True, inplace=True)" ] }, { @@ -106,33 +117,60 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "user object\n", + "age int64\n", + "how_tall_in_meters object\n", + "weight int64\n", + "body_mass_index object\n", + "x1 int64\n", + "y1 int64\n", + "z1 int64\n", + "x2 int64\n", + "y2 int64\n", + "z2 int64\n", + "x3 int64\n", + "y3 int64\n", + "z3 int64\n", + "x4 int64\n", + "y4 int64\n", + "z4 object\n", + "class object\n", + "dtype: object" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X.dtypes" ] }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "Convert any column that needs to be converted into numeric use `errors='raise'`. This will alert you if something ends up being problematic." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "X['how_tall_in_meters'] = pd.to_numeric(X['how_tall_in_meters'], errors='raise')\n", + "X['body_mass_index'] = pd.to_numeric(X['body_mass_index'], errors='raise')\n", + "X.z4 = pd.to_numeric(X.z4, errors='coerce')" ] }, { @@ -153,13 +191,41 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "user False\n", + "age False\n", + "how_tall_in_meters False\n", + "weight False\n", + "body_mass_index False\n", + "x1 False\n", + "y1 False\n", + "z1 False\n", + "x2 False\n", + "y2 False\n", + "z2 False\n", + "x3 False\n", + "y3 False\n", + "z3 False\n", + "x4 False\n", + "y4 False\n", + "z4 True\n", + "class False\n", + "dtype: bool\n" + ] + } + ], + "source": [ + "print(X.isnull().any())\n", + "X.dropna(axis=0, inplace=True)\n", + "y = X['class'].astype(\"category\").cat.codes\n", + "#y = pd.get_dummies(X['class'])\n", + "#print(y)" ] }, { @@ -173,13 +239,41 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "# .. your code here .." + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 165632 entries, 0 to 165632\n", + "Data columns (total 16 columns):\n", + "age 165632 non-null int64\n", + "how_tall_in_meters 165632 non-null float64\n", + "weight 165632 non-null int64\n", + "body_mass_index 165632 non-null float64\n", + "x1 165632 non-null int64\n", + "y1 165632 non-null int64\n", + "z1 165632 non-null int64\n", + "x2 165632 non-null int64\n", + "y2 165632 non-null int64\n", + "z2 165632 non-null int64\n", + "x3 165632 non-null int64\n", + "y3 165632 non-null int64\n", + "z3 165632 non-null int64\n", + "x4 165632 non-null int64\n", + "y4 165632 non-null int64\n", + "z4 165632 non-null float64\n", + "dtypes: float64(3), int64(13)\n", + "memory usage: 21.5 MB\n", + "None\n" + ] + } + ], + "source": [ + "X.drop(['class','user'],axis=1,inplace=True)\n", + "print(X.info())" ] }, { @@ -191,11 +285,252 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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agehow_tall_in_metersweightbody_mass_indexx1y1z1x2y2z2x3y3z3x4y4z4
count165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000165632.000000
mean38.2649251.63971270.81943126.188535-6.64931988.293591-93.164449-87.827956-52.065911-175.05564717.423517104.517056-93.881641-167.641211-92.625235-159.650985
std13.1838210.05282011.2965572.99578111.61627323.89588139.409487169.435606205.160081192.81711152.63554654.15598745.38977038.31133619.96865313.221020
min28.0000001.58000055.00000022.000000-306.000000-271.000000-603.000000-494.000000-517.000000-617.000000-499.000000-506.000000-613.000000-702.000000-526.000000-537.000000
25%28.0000001.58000055.00000022.000000-12.00000078.000000-120.000000-35.000000-29.000000-141.0000009.00000095.000000-103.000000-190.000000-103.000000-167.000000
50%31.0000001.62000075.00000028.400000-6.00000094.000000-98.000000-9.00000027.000000-118.00000022.000000107.000000-90.000000-168.000000-91.000000-160.000000
75%46.0000001.71000083.00000028.6000000.000000101.000000-64.0000004.00000086.000000-29.00000034.000000120.000000-80.000000-153.000000-80.000000-153.000000
max75.0000001.71000083.00000028.600000509.000000533.000000411.000000473.000000295.000000122.000000507.000000517.000000410.000000-13.00000086.000000-43.000000
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agehow_tall_in_metersweightbody_mass_indexx1y1z1x2y2z2x3y3z3x4y4z4
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [age, how_tall_in_meters, weight, body_mass_index, x1, y1, z1, x2, y2, z2, x3, y3, z3, x4, y4, z4]\n", + "Index: []" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "X[pd.isnull(X).any(axis=1)]" ] @@ -227,13 +615,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "from sklearn.ensemble import RandomForestClassifier\n", + "model = RandomForestClassifier(n_estimators=30,max_depth=10,oob_score=True,random_state=0)" ] }, { @@ -245,13 +634,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code here .." + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3,random_state=7)" ] }, { @@ -263,17 +653,24 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fitting...\n", + "('Fitting completed in: ', 3.450000047683716)\n" + ] + } + ], "source": [ "print(\"Fitting...\")\n", "s = time.time()\n", "\n", "# TODO: train your model on your training set\n", - "\n", + "model.fit(X_train,y_train)\n", "# .. your code here ..\n", "\n", "print(\"Fitting completed in: \", time.time() - s)" @@ -288,11 +685,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "('OOB Score: ', 97.379)\n" + ] + } + ], "source": [ "score = model.oob_score_\n", "print(\"OOB Score: \", round(score*100, 3))" @@ -300,17 +703,25 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scoring...\n", + "('Score: ', 97.517)\n", + "('Scoring completed in: ', 0.19100022315979004)\n" + ] + } + ], "source": [ "print(\"Scoring...\")\n", "s = time.time()\n", "\n", "# TODO: score your model on your test set\n", - "\n", + "score = model.score(X_test,y_test)\n", "# .. your code here ..\n", "\n", "print(\"Score: \", round(score*100, 3))\n", @@ -333,13 +744,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "# .. your code changes above .." + "# dropping the gender column largely increase OOB score, however it does drop a bit when y is encoded in 1 column " ] }, { @@ -351,18 +762,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], - "source": [] + "source": [ + "# higher score achieved when y encoded in 1 column instaed of 4, but OOB score drops a bit" + ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python [default]", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -376,7 +789,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.2" }, "toc": { "colors": { diff --git a/Module6/Original Test Clip.wav b/Module6/Original Test Clip.wav new file mode 100644 index 0000000..730bc64 Binary files /dev/null and b/Module6/Original Test Clip.wav differ diff --git a/Module6/ab5_tree.dot b/Module6/ab5_tree.dot new file mode 100644 index 0000000..14633e4 --- /dev/null +++ b/Module6/ab5_tree.dot @@ -0,0 +1,36 @@ +digraph Tree { +node [shape=box] ; +0 [label="k.1_h <= 0.5\nimpurity = 0.4735\nsamples = 3950\nvalue = [1520, 2430]"] ; +1 [label="n.1_b <= 0.5\nimpurity = 0.2488\nsamples = 2844\nvalue = [414, 2430]"] ; +0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; +2 [label="p.1_n <= 0.5\nimpurity = 0.4351\nsamples = 494\nvalue = [336, 158]"] ; +1 -> 2 ; +3 [label="e_e <= 0.5\nimpurity = 0.2581\nsamples = 381\nvalue = [323, 58]"] ; +2 -> 3 ; +4 [label="impurity = 0.0\nsamples = 58\nvalue = [0, 58]"] ; +3 -> 4 ; +5 [label="impurity = 0.0\nsamples = 323\nvalue = [323, 0]"] ; +3 -> 5 ; +6 [label="s.3_c <= 0.5\nimpurity = 0.2036\nsamples = 113\nvalue = [13, 100]"] ; +2 -> 6 ; +7 [label="impurity = 0.0\nsamples = 100\nvalue = [0, 100]"] ; +6 -> 7 ; +8 [label="impurity = 0.0\nsamples = 13\nvalue = [13, 0]"] ; +6 -> 8 ; +9 [label="o_o <= 0.5\nimpurity = 0.0642\nsamples = 2350\nvalue = [78, 2272]"] ; +1 -> 9 ; +10 [label="u_p <= 0.5\nimpurity = 0.4126\nsamples = 110\nvalue = [78, 32]"] ; +9 -> 10 ; +11 [label="s.3_y <= 0.5\nimpurity = 0.1327\nsamples = 84\nvalue = [78, 6]"] ; +10 -> 11 ; +12 [label="impurity = 0.0\nsamples = 78\nvalue = [78, 0]"] ; +11 -> 12 ; +13 [label="impurity = 0.0\nsamples = 6\nvalue = [0, 6]"] ; +11 -> 13 ; +14 [label="impurity = 0.0\nsamples = 26\nvalue = [0, 26]"] ; +10 -> 14 ; +15 [label="impurity = 0.0\nsamples = 2240\nvalue = [0, 2240]"] ; +9 -> 15 ; +16 [label="impurity = 0.0\nsamples = 1106\nvalue = [1106, 0]"] ; +0 -> 16 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; +} \ No newline at end of file diff --git a/Module6/lab5_tree.dot b/Module6/lab5_tree.dot new file mode 100644 index 0000000..f19bc5b --- /dev/null +++ b/Module6/lab5_tree.dot @@ -0,0 +1,56 @@ +digraph Tree { +node [shape=box] ; +0 [label="odor_n <= 0.5\nimpurity = 0.4992\nsamples = 5686\nvalue = [2730, 2956]"] ; +1 [label="stalk-root_c <= 0.5\nimpurity = 0.2926\nsamples = 3214\nvalue = [2642, 572]"] ; +0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; +2 [label="stalk-surface-below-ring_y <= 0.5\nimpurity = 0.1337\nsamples = 2819\nvalue = [2616, 203]"] ; +1 -> 2 ; +3 [label="odor_l <= 0.5\nimpurity = 0.0508\nsamples = 2686\nvalue = [2616, 70]"] ; +2 -> 3 ; +4 [label="odor_a <= 0.5\nimpurity = 0.0246\nsamples = 2649\nvalue = [2616, 33]"] ; +3 -> 4 ; +5 [label="impurity = 0.0\nsamples = 2616\nvalue = [2616, 0]"] ; +4 -> 5 ; +6 [label="impurity = 0.0\nsamples = 33\nvalue = [0, 33]"] ; +4 -> 6 ; +7 [label="impurity = 0.0\nsamples = 37\nvalue = [0, 37]"] ; +3 -> 7 ; +8 [label="impurity = 0.0\nsamples = 133\nvalue = [0, 133]"] ; +2 -> 8 ; +9 [label="stalk-color-below-ring_w <= 0.5\nimpurity = 0.123\nsamples = 395\nvalue = [26, 369]"] ; +1 -> 9 ; +10 [label="impurity = 0.0\nsamples = 26\nvalue = [26, 0]"] ; +9 -> 10 ; +11 [label="impurity = 0.0\nsamples = 369\nvalue = [0, 369]"] ; +9 -> 11 ; +12 [label="spore-print-color_r <= 0.5\nimpurity = 0.0687\nsamples = 2472\nvalue = [88, 2384]"] ; +0 -> 12 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; +13 [label="stalk-surface-below-ring_y <= 0.5\nimpurity = 0.0277\nsamples = 2418\nvalue = [34, 2384]"] ; +12 -> 13 ; +14 [label="cap-surface_g <= 0.5\nimpurity = 0.005\nsamples = 2378\nvalue = [6, 2372]"] ; +13 -> 14 ; +15 [label="cap-shape_c <= 0.5\nimpurity = 0.0025\nsamples = 2375\nvalue = [3, 2372]"] ; +14 -> 15 ; +16 [label="gill-size_b <= 0.5\nimpurity = 0.0017\nsamples = 2374\nvalue = [2, 2372]"] ; +15 -> 16 ; +17 [label="bruises_f <= 0.5\nimpurity = 0.0288\nsamples = 137\nvalue = [2, 135]"] ; +16 -> 17 ; +18 [label="impurity = 0.0\nsamples = 2\nvalue = [2, 0]"] ; +17 -> 18 ; +19 [label="impurity = 0.0\nsamples = 135\nvalue = [0, 135]"] ; +17 -> 19 ; +20 [label="impurity = 0.0\nsamples = 2237\nvalue = [0, 2237]"] ; +16 -> 20 ; +21 [label="impurity = 0.0\nsamples = 1\nvalue = [1, 0]"] ; +15 -> 21 ; +22 [label="impurity = 0.0\nsamples = 3\nvalue = [3, 0]"] ; +14 -> 22 ; +23 [label="stalk-root_b <= 0.5\nimpurity = 0.42\nsamples = 40\nvalue = [28, 12]"] ; +13 -> 23 ; +24 [label="impurity = 0.0\nsamples = 28\nvalue = [28, 0]"] ; +23 -> 24 ; +25 [label="impurity = 0.0\nsamples = 12\nvalue = [0, 12]"] ; +23 -> 25 ; +26 [label="impurity = 0.0\nsamples = 54\nvalue = [54, 0]"] ; +12 -> 26 ; +} \ No newline at end of file diff --git a/Module6/tree.dot b/Module6/tree.dot new file mode 100644 index 0000000..a6a9129 --- /dev/null +++ b/Module6/tree.dot @@ -0,0 +1,64 @@ +digraph Tree { +node [shape=box] ; +0 [label="groove <= 5.5755\nimpurity = 1.5847\nsamples = 203\nvalue = [69, 66, 68]"] ; +1 [label="area <= 13.41\nimpurity = 1.0556\nsamples = 134\nvalue = [68, 65, 1]"] ; +0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; +2 [label="asymmetry <= 4.168\nimpurity = 0.6403\nsamples = 80\nvalue = [67, 13, 0]"] ; +1 -> 2 ; +3 [label="area <= 12.71\nimpurity = 0.9745\nsamples = 32\nvalue = [19, 13, 0]"] ; +2 -> 3 ; +4 [label="groove <= 4.981\nimpurity = 0.684\nsamples = 22\nvalue = [18, 4, 0]"] ; +3 -> 4 ; +5 [label="asymmetry <= 3.4255\nimpurity = 0.9183\nsamples = 6\nvalue = [2, 4, 0]"] ; +4 -> 5 ; +6 [label="impurity = 0.0\nsamples = 4\nvalue = [0, 4, 0]"] ; +5 -> 6 ; +7 [label="impurity = 0.0\nsamples = 2\nvalue = [2, 0, 0]"] ; +5 -> 7 ; +8 [label="impurity = 0.0\nsamples = 16\nvalue = [16, 0, 0]"] ; +4 -> 8 ; +9 [label="length <= 5.1055\nimpurity = 0.469\nsamples = 10\nvalue = [1, 9, 0]"] ; +3 -> 9 ; +10 [label="impurity = 0.0\nsamples = 1\nvalue = [1, 0, 0]"] ; +9 -> 10 ; +11 [label="impurity = 0.0\nsamples = 9\nvalue = [0, 9, 0]"] ; +9 -> 11 ; +12 [label="impurity = 0.0\nsamples = 48\nvalue = [48, 0, 0]"] ; +2 -> 12 ; +13 [label="width <= 3.572\nimpurity = 0.2656\nsamples = 54\nvalue = [1, 52, 1]"] ; +1 -> 13 ; +14 [label="width <= 3.154\nimpurity = 0.1371\nsamples = 52\nvalue = [1, 51, 0]"] ; +13 -> 14 ; +15 [label="width <= 3.1515\nimpurity = 0.5917\nsamples = 7\nvalue = [1, 6, 0]"] ; +14 -> 15 ; +16 [label="impurity = 0.0\nsamples = 6\nvalue = [0, 6, 0]"] ; +15 -> 16 ; +17 [label="impurity = 0.0\nsamples = 1\nvalue = [1, 0, 0]"] ; +15 -> 17 ; +18 [label="impurity = 0.0\nsamples = 45\nvalue = [0, 45, 0]"] ; +14 -> 18 ; +19 [label="asymmetry <= 3.146\nimpurity = 1.0\nsamples = 2\nvalue = [0, 1, 1]"] ; +13 -> 19 ; +20 [label="impurity = 0.0\nsamples = 1\nvalue = [0, 1, 0]"] ; +19 -> 20 ; +21 [label="impurity = 0.0\nsamples = 1\nvalue = [0, 0, 1]"] ; +19 -> 21 ; +22 [label="asymmetry <= 2.848\nimpurity = 0.2183\nsamples = 69\nvalue = [1, 1, 67]"] ; +0 -> 22 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; +23 [label="asymmetry <= 2.84\nimpurity = 0.5907\nsamples = 19\nvalue = [1, 1, 17]"] ; +22 -> 23 ; +24 [label="width <= 3.5085\nimpurity = 0.3095\nsamples = 18\nvalue = [0, 1, 17]"] ; +23 -> 24 ; +25 [label="area <= 16.115\nimpurity = 0.9183\nsamples = 3\nvalue = [0, 1, 2]"] ; +24 -> 25 ; +26 [label="impurity = 0.0\nsamples = 2\nvalue = [0, 0, 2]"] ; +25 -> 26 ; +27 [label="impurity = 0.0\nsamples = 1\nvalue = [0, 1, 0]"] ; +25 -> 27 ; +28 [label="impurity = 0.0\nsamples = 15\nvalue = [0, 0, 15]"] ; +24 -> 28 ; +29 [label="impurity = 0.0\nsamples = 1\nvalue = [1, 0, 0]"] ; +23 -> 29 ; +30 [label="impurity = 0.0\nsamples = 50\nvalue = [0, 0, 50]"] ; +22 -> 30 ; +} \ No newline at end of file diff --git a/Module2/Datasets/tutorial.csv b/Module6/tutorial.csv similarity index 100% rename from Module2/Datasets/tutorial.csv rename to Module6/tutorial.csv diff --git a/Obsolete Py27/Module1/Course Golden Ratio.png b/Obsolete Py27/Module1/Course Golden Ratio.png deleted file mode 100644 index 7253294..0000000 Binary files a/Obsolete Py27/Module1/Course Golden Ratio.png and /dev/null differ diff --git a/Obsolete Py27/Module1/Course Map.pdf b/Obsolete Py27/Module1/Course Map.pdf deleted file mode 100644 index d171e6d..0000000 Binary files a/Obsolete Py27/Module1/Course Map.pdf and /dev/null differ diff --git a/Obsolete Py27/Module1/tutorial.csv b/Obsolete Py27/Module1/tutorial.csv deleted file mode 100644 index 0e0b069..0000000 --- a/Obsolete Py27/Module1/tutorial.csv +++ /dev/null @@ -1,5 +0,0 @@ -col0,col1,col2,col3 --0.722876,-1.330682,1.309208,0.232378 -1.160396,-0.730879,0.677368,1.044722 --1.062870,-0.503704,-0.238536,-1.417937 -0.437078,0.362640,-0.111228,-1.649853 \ No newline at end of file diff --git a/Obsolete Py27/Module2/assignment1.xls b/Obsolete Py27/Module2/assignment1.xls deleted file mode 100644 index 1d0e635..0000000 Binary files a/Obsolete Py27/Module2/assignment1.xls and /dev/null differ diff --git a/Obsolete Py27/Module2/assignment2.py b/Obsolete Py27/Module2/assignment2.py deleted file mode 100644 index 6a0654e..0000000 --- a/Obsolete Py27/Module2/assignment2.py +++ /dev/null @@ -1,20 +0,0 @@ -import pandas as pd - -# TODO: Load up the 'tutorial.csv' dataset -# -# .. your code here .. - - - -# TODO: Print the results of the .describe() method -# -# .. your code here .. - - - -# TODO: Figure out which indexing method you need to -# use in order to index your dataframe with: [2:4,'col3'] -# And print the results -# -# .. your code here .. - diff --git a/Obsolete Py27/Module2/assignment3.py b/Obsolete Py27/Module2/assignment3.py deleted file mode 100644 index e4fd04e..0000000 --- a/Obsolete Py27/Module2/assignment3.py +++ /dev/null @@ -1,39 +0,0 @@ -import pandas as pd - -# TODO: Load up the dataset -# Ensuring you set the appropriate header column names -# -# .. your code here .. - - -# TODO: Create a slice that contains all entries -# having a vgain equal to 5. Then print the -# length of (# of samples in) that slice: -# -# .. your code here .. - - -# TODO: Create a slice that contains all entries -# having a motor equal to E and screw equal -# to E. Then print the length of (# of -# samples in) that slice: -# -# .. your code here .. - - - -# TODO: Create a slice that contains all entries -# having a pgain equal to 4. Use one of the -# various methods of finding the mean vgain -# value for the samples in that slice. Once -# you've found it, print it: -# -# .. your code here .. - - - -# TODO: (Bonus) See what happens when you run -# the .dtypes method on your dataframe! - - - diff --git a/Obsolete Py27/Module2/assignment4.py b/Obsolete Py27/Module2/assignment4.py deleted file mode 100644 index b0d220c..0000000 --- a/Obsolete Py27/Module2/assignment4.py +++ /dev/null @@ -1,55 +0,0 @@ -import pandas as pd - - -# TODO: Load up the table, and extract the dataset -# out of it. If you're having issues with this, look -# carefully at the sample code provided in the reading -# -# .. your code here .. - - -# TODO: Rename the columns so that they are similar to the -# column definitions provided to you on the website. -# Be careful and don't accidentially use any names twice. -# -# .. your code here .. - - -# TODO: Get rid of any row that has at least 4 NANs in it, -# e.g. that do not contain player points statistics -# -# .. your code here .. - - -# TODO: At this point, look through your dataset by printing -# it. There probably still are some erroneous rows in there. -# What indexing command(s) can you use to select all rows -# EXCEPT those rows? -# -# .. your code here .. - - -# TODO: Get rid of the 'RK' column -# -# .. your code here .. - - -# TODO: Ensure there are no holes in your index by resetting -# it. By the way, don't store the original index -# -# .. your code here .. - - - -# TODO: Check the data type of all columns, and ensure those -# that should be numeric are numeric -# -# .. your code here .. - - - -# TODO: Your dataframe is now ready! Use the appropriate -# commands to answer the questions on the course lab page. -# -# .. your code here .. - diff --git a/Obsolete Py27/Module2/assignment5.py b/Obsolete Py27/Module2/assignment5.py deleted file mode 100644 index ffa93bb..0000000 --- a/Obsolete Py27/Module2/assignment5.py +++ /dev/null @@ -1,51 +0,0 @@ -import pandas as pd -import numpy as np - - -# -# TODO: -# Load up the dataset, setting correct header labels. -# -# .. your code here .. - - - -# -# TODO: -# Use basic pandas commands to look through the dataset... get a -# feel for it before proceeding! Do the data-types of each column -# reflect the values you see when you look through the data using -# a text editor / spread sheet program? If you see 'object' where -# you expect to see 'int32' / 'float64', that is a good indicator -# that there is probably a string or missing value in a column. -# use `your_data_frame['your_column'].unique()` to see the unique -# values of each column and identify the rogue values. If these -# should be represented as nans, you can convert them using -# na_values when loading the dataframe. -# -# .. your code here .. - - - -# -# TODO: -# Look through your data and identify any potential categorical -# features. Ensure you properly encode any ordinal and nominal -# types using the methods discussed in the chapter. -# -# Be careful! Some features can be represented as either categorical -# or continuous (numerical). If you ever get confused, think to yourself -# what makes more sense generally---to represent such features with a -# continuous numeric type... or a series of categories? -# -# .. your code here .. - - - -# -# TODO: -# Print out your dataframe -# -# .. your code here .. - - diff --git a/Obsolete Py27/Module3/assignment1.py b/Obsolete Py27/Module3/assignment1.py deleted file mode 100755 index 3d3f888..0000000 --- a/Obsolete Py27/Module3/assignment1.py +++ /dev/null @@ -1,41 +0,0 @@ -import pandas as pd -import matplotlib.pyplot as plt -import matplotlib - -# Look pretty... -# matplotlib.style.use('ggplot') -plt.style.use('ggplot') - - -# -# TODO: Load up the Seeds Dataset into a Dataframe -# It's located at 'Datasets/wheat.data' -# -# .. your code here .. - - -# -# TODO: Create a slice of your dataframe (call it s1) -# that only includes the 'area' and 'perimeter' features -# -# .. your code here .. - - -# -# TODO: Create another slice of your dataframe (call it s2) -# that only includes the 'groove' and 'asymmetry' features -# -# .. your code here .. - - -# -# TODO: Create a histogram plot using the first slice, -# and another histogram plot using the second slice. -# Be sure to set alpha=0.75 -# -# .. your code here .. - - -# Display the graphs: -plt.show() - diff --git a/Obsolete Py27/Module3/assignment2.py b/Obsolete Py27/Module3/assignment2.py deleted file mode 100755 index 9cdd980..0000000 --- a/Obsolete Py27/Module3/assignment2.py +++ /dev/null @@ -1,48 +0,0 @@ -import pandas as pd -import matplotlib.pyplot as plt -import matplotlib - -# Look pretty... -# matplotlib.style.use('ggplot') -plt.style.use('ggplot') - - -# -# TODO: Load up the Seeds Dataset into a Dataframe -# It's located at 'Datasets/wheat.data' -# -# .. your code here .. - - -# -# TODO: Create a 2d scatter plot that graphs the -# area and perimeter features -# -# .. your code here .. - - -# -# TODO: Create a 2d scatter plot that graphs the -# groove and asymmetry features -# -# .. your code here .. - - -# -# TODO: Create a 2d scatter plot that graphs the -# compactness and width features -# -# .. your code here .. - - - -# BONUS TODO: -# After completing the above, go ahead and run your program -# Check out the results, and see what happens when you add -# in the optional display parameter marker with values of -# either '^', '.', or 'o'. - - -plt.show() - - diff --git a/Obsolete Py27/Module3/assignment3.py b/Obsolete Py27/Module3/assignment3.py deleted file mode 100755 index 4e29dd4..0000000 --- a/Obsolete Py27/Module3/assignment3.py +++ /dev/null @@ -1,44 +0,0 @@ -import pandas as pd -import matplotlib.pyplot as plt -import matplotlib -from mpl_toolkits.mplot3d import Axes3D - -# Look pretty... -# matplotlib.style.use('ggplot') -plt.style.use('ggplot') - - -# -# TODO: Load up the Seeds Dataset into a Dataframe -# It's located at 'Datasets/wheat.data' -# -# .. your code here .. - - - -fig = plt.figure() - -# -# TODO: Create a new 3D subplot using fig. Then use the -# subplot to graph a 3D scatter plot using the area, -# perimeter and asymmetry features. Be sure to use the -# optional display parameter c='red', and also label your -# axes -# -# .. your code here .. - - -fig = plt.figure() -# -# TODO: Create a new 3D subplot using fig. Then use the -# subplot to graph a 3D scatter plot using the width, -# groove and length features. Be sure to use the -# optional display parameter c='green', and also label your -# axes -# -# .. your code here .. - - -plt.show() - - diff --git a/Obsolete Py27/Module3/assignment4.py b/Obsolete Py27/Module3/assignment4.py deleted file mode 100755 index de4a874..0000000 --- a/Obsolete Py27/Module3/assignment4.py +++ /dev/null @@ -1,40 +0,0 @@ -import pandas as pd -import matplotlib.pyplot as plt -import matplotlib - -from pandas.tools.plotting import parallel_coordinates - -# Look pretty... -# matplotlib.style.use('ggplot') -plt.style.use('ggplot') - - -# -# TODO: Load up the Seeds Dataset into a Dataframe -# It's located at 'Datasets/wheat.data' -# -# .. your code here .. - - - -# -# TODO: Drop the 'id' feature, if you included it as a feature -# (Hint: You shouldn't have) -# Also get rid of the 'area' and 'perimeter' features -# -# .. your code here .. - - - -# -# TODO: Plot a parallel coordinates chart grouped by -# the 'wheat_type' feature. Be sure to set the optional -# display parameter alpha to 0.4 -# -# .. your code here .. - - - -plt.show() - - diff --git a/Obsolete Py27/Module3/assignment5.py b/Obsolete Py27/Module3/assignment5.py deleted file mode 100755 index 1073705..0000000 --- a/Obsolete Py27/Module3/assignment5.py +++ /dev/null @@ -1,4 +0,0 @@ -# -# This code is intentionally missing! -# Read the directions on the course lab page! -# \ No newline at end of file diff --git a/Obsolete Py27/Module3/assignment6.py b/Obsolete Py27/Module3/assignment6.py deleted file mode 100755 index 6068e77..0000000 --- a/Obsolete Py27/Module3/assignment6.py +++ /dev/null @@ -1,33 +0,0 @@ -import pandas as pd -import matplotlib.pyplot as plt - - -# -# TODO: Load up the Seeds Dataset into a Dataframe -# It's located at 'Datasets/wheat.data' -# -# .. your code here .. - - -# -# TODO: Drop the 'id' feature, if you included it as a feature -# (Hint: You shouldn't have) -# -# .. your code here .. - - -# -# TODO: Compute the correlation matrix of your dataframe -# -# .. your code here .. - - -# -# TODO: Graph the correlation matrix using imshow or matshow -# -# .. your code here .. - - -plt.show() - - diff --git a/Obsolete Py27/Module4/assignment1.py b/Obsolete Py27/Module4/assignment1.py deleted file mode 100755 index 0b29e06..0000000 --- a/Obsolete Py27/Module4/assignment1.py +++ /dev/null @@ -1,115 +0,0 @@ -import pandas as pd -import matplotlib.pyplot as plt -import matplotlib -import datetime - -from mpl_toolkits.mplot3d import Axes3D -from plyfile import PlyData, PlyElement - - -# Every 100 data samples, we save 1. If things run too -# slow, try increasing this number. If things run too fast, -# try decreasing it... =) -reduce_factor = 100 - - -# Look pretty... -matplotlib.style.use('ggplot') - - -# Load up the scanned armadillo -plyfile = PlyData.read('Datasets/stanford_armadillo.ply') -armadillo = pd.DataFrame({ - 'x':plyfile['vertex']['z'][::reduce_factor], - 'y':plyfile['vertex']['x'][::reduce_factor], - 'z':plyfile['vertex']['y'][::reduce_factor] -}) - - -def do_PCA(armadillo): - # - # TODO: Write code to import the libraries required for PCA. - # Then, train your PCA on the armadillo dataframe. Finally, - # drop one dimension (reduce it down to 2D) and project the - # armadillo down to the 2D principal component feature space. - # - # NOTE: Be sure to RETURN your projected armadillo! - # (This projection is actually stored in a NumPy NDArray and - # not a Pandas dataframe, which is something Pandas does for - # you automatically. =) - # - # .. your code here .. - - return None - - -def do_RandomizedPCA(armadillo): - # - # TODO: Write code to import the libraries required for - # RandomizedPCA. Then, train your RandomizedPCA on the armadillo - # dataframe. Finally, drop one dimension (reduce it down to 2D) - # and project the armadillo down to the 2D principal component - # feature space. - # - # NOTE: Be sure to RETURN your projected armadillo! - # (This projection is actually stored in a NumPy NDArray and - # not a Pandas dataframe, which is something Pandas does for - # you automatically. =) - # - # NOTE: SKLearn deprecated the RandomizedPCA method, but still - # has instructions on how to use randomized (truncated) method - # for the SVD solver. To find out how to use it, set `svd_solver` - # to 'randomized' and check out the full docs here - # - # http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html - # - # Deprecated Method: http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.RandomizedPCA.html - # - # .. your code here .. - - return None - - - -# Render the Original Armadillo -fig = plt.figure() -ax = fig.add_subplot(111, projection='3d') -ax.set_title('Armadillo 3D') -ax.set_xlabel('X') -ax.set_ylabel('Y') -ax.set_zlabel('Z') -ax.scatter(armadillo.x, armadillo.y, armadillo.z, c='green', marker='.', alpha=0.75) - - - -# Time the execution of PCA 5000x -# PCA is ran 5000x in order to help decrease the potential of rogue -# processes altering the speed of execution. -t1 = datetime.datetime.now() -for i in range(5000): pca = do_PCA(armadillo) -time_delta = datetime.datetime.now() - t1 - -# Render the newly transformed PCA armadillo! -if not pca is None: - fig = plt.figure() - ax = fig.add_subplot(111) - ax.set_title('PCA, build time: ' + str(time_delta)) - ax.scatter(pca[:,0], pca[:,1], c='blue', marker='.', alpha=0.75) - - - -# Time the execution of rPCA 5000x -t1 = datetime.datetime.now() -for i in range(5000): rpca = do_RandomizedPCA(armadillo) -time_delta = datetime.datetime.now() - t1 - -# Render the newly transformed RandomizedPCA armadillo! -if not rpca is None: - fig = plt.figure() - ax = fig.add_subplot(111) - ax.set_title('RandomizedPCA, build time: ' + str(time_delta)) - ax.scatter(rpca[:,0], rpca[:,1], c='red', marker='.', alpha=0.75) - - -plt.show() - diff --git a/Obsolete Py27/Module4/assignment2.py b/Obsolete Py27/Module4/assignment2.py deleted file mode 100755 index 7ec764c..0000000 --- a/Obsolete Py27/Module4/assignment2.py +++ /dev/null @@ -1,99 +0,0 @@ -import pandas as pd -import matplotlib.pyplot as plt -import matplotlib -import assignment2_helper as helper - -# Look pretty... -# matplotlib.style.use('ggplot') -plt.style.use('ggplot') - - -# Do * NOT * alter this line, until instructed! -scaleFeatures = False - - -# TODO: Load up the dataset and remove any and all -# Rows that have a nan. You should be a pro at this -# by now ;-) -# -# QUESTION: Should the id column be included as a -# feature? -# -# .. your code here .. - - - -# Create some color coded labels; the actual label feature -# will be removed prior to executing PCA, since it's unsupervised. -# You're only labeling by color so you can see the effects of PCA -labels = ['red' if i=='ckd' else 'green' for i in df.classification] - - -# TODO: Use an indexer to select only the following columns: -# ['bgr','wc','rc'] -# -# .. your code here .. - - - -# TODO: Print out and check your dataframe's dtypes. You'll might -# want to set a breakpoint after you print it out so you can stop the -# program's execution. -# -# You can either take a look at the dataset webpage in the attribute info -# section: https://archive.ics.uci.edu/ml/datasets/Chronic_Kidney_Disease -# or you can actually peek through the dataframe by printing a few rows. -# What kind of data type should these three columns be? If Pandas didn't -# properly detect and convert them to that data type for you, then use -# an appropriate command to coerce these features into the right type. -# -# .. your code here .. - - - -# TODO: PCA Operates based on variance. The variable with the greatest -# variance will dominate. Go ahead and peek into your data using a -# command that will check the variance of every feature in your dataset. -# Print out the results. Also print out the results of running .describe -# on your dataset. -# -# Hint: If you don't see all three variables: 'bgr','wc' and 'rc', then -# you probably didn't complete the previous step properly. -# -# .. your code here .. - - - -# TODO: This method assumes your dataframe is called df. If it isn't, -# make the appropriate changes. Don't alter the code in scaleFeatures() -# just yet though! -# -# .. your code adjustment here .. -if scaleFeatures: df = helper.scaleFeatures(df) - - - -# TODO: Run PCA on your dataset and reduce it to 2 components -# Ensure your PCA instance is saved in a variable called 'pca', -# and that the results of your transformation are saved in 'T'. -# -# .. your code here .. - - -# Plot the transformed data as a scatter plot. Recall that transforming -# the data will result in a NumPy NDArray. You can either use MatPlotLib -# to graph it directly, or you can convert it to DataFrame and have pandas -# do it for you. -# -# Since we've already demonstrated how to plot directly with MatPlotLib in -# Module4/assignment1.py, this time we'll convert to a Pandas Dataframe. -# -# Since we transformed via PCA, we no longer have column names. We know we -# are in P.C. space, so we'll just define the coordinates accordingly: -ax = helper.drawVectors(T, pca.components_, df.columns.values, plt, scaleFeatures) -T = pd.DataFrame(T) -T.columns = ['component1', 'component2'] -T.plot.scatter(x='component1', y='component2', marker='o', c=labels, alpha=0.75, ax=ax) -plt.show() - - diff --git a/Obsolete Py27/Module4/assignment2_helper.py b/Obsolete Py27/Module4/assignment2_helper.py deleted file mode 100755 index 97ac92c..0000000 --- a/Obsolete Py27/Module4/assignment2_helper.py +++ /dev/null @@ -1,87 +0,0 @@ -import math -import pandas as pd -from sklearn import preprocessing - -# A Note on SKLearn .transform() calls: -# -# Any time you transform your data, you lose the column header names. -# This actually makes complete sense. There are essentially two types -# of transformations, those that change the scale of your features, -# and those that change your features entire. Changing the scale would -# be like changing centimeters to inches. Changing the features would -# be like using PCA to reduce 300 columns to 30. In either case, the -# original column's units have been altered or no longer exist, so it's -# up to you to rename your columns after ANY transformation. Due to -# this, SKLearn returns an NDArray from *transform() calls. - -def scaleFeatures(df): - # SKLearn contains many methods for transforming your features by - # scaling them (this is a type of pre-processing): - # RobustScaler, Normalizer, MinMaxScaler, MaxAbsScaler, StandardScaler... - # http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing - # - # However in order to be effective at PCA, there are a few requirements - # that must be met, and which will drive the selection of your scaler. - # PCA required your data is standardized -- in other words it's mean is - # equal to 0, and it has ~unit variance. - # - # SKLearn's regular Normalizer doesn't zero out the mean of your data, - # it only clamps it, so it's inappropriate to use here (depending on - # your data). MinMaxScaler and MaxAbsScaler both fail to set a unit - # variance, so you won't be using them either. RobustScaler can work, - # again depending on your data (watch for outliers). For these reasons - # we're going to use the StandardScaler. Get familiar with it by visiting - # these two websites: - # - # http://scikit-learn.org/stable/modules/preprocessing.html#preprocessing-scaler - # - # http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html#sklearn.preprocessing.StandardScaler - # - - - # --------- - # Feature scaling is the type of transformation that only changes the - # scale and not number of features, so we'll use the original dataset - # column names. However we'll keep in mind that the _units_ have been - # altered: - scaled = preprocessing.StandardScaler().fit_transform(df) - scaled = pd.DataFrame(scaled, columns=df.columns) - print "New Variances:\n", scaled.var() - print "New Describe:\n", scaled.describe() - return scaled - - -def drawVectors(transformed_features, components_, columns, plt, scaled): - if not scaled: - return plt.axes() # No cheating ;-) - - num_columns = len(columns) - - # This funtion will project your *original* feature (columns) - # onto your principal component feature-space, so that you can - # visualize how "important" each one was in the - # multi-dimensional scaling - - # Scale the principal components by the max value in - # the transformed set belonging to that component - xvector = components_[0] * max(transformed_features[:,0]) - yvector = components_[1] * max(transformed_features[:,1]) - - ## visualize projections - - # Sort each column by it's length. These are your *original* - # columns, not the principal components. - important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) } - important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True) - print "Features by importance:\n", important_features - - ax = plt.axes() - - for i in range(num_columns): - # Use an arrow to project each original feature as a - # labeled vector on your principal component axes - plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75) - plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75) - - return ax - \ No newline at end of file diff --git a/Obsolete Py27/Module4/assignment3.py b/Obsolete Py27/Module4/assignment3.py deleted file mode 100755 index 1073705..0000000 --- a/Obsolete Py27/Module4/assignment3.py +++ /dev/null @@ -1,4 +0,0 @@ -# -# This code is intentionally missing! -# Read the directions on the course lab page! -# \ No newline at end of file diff --git a/Obsolete Py27/Module4/assignment4.py b/Obsolete Py27/Module4/assignment4.py deleted file mode 100755 index 9f78fc5..0000000 --- a/Obsolete Py27/Module4/assignment4.py +++ /dev/null @@ -1,72 +0,0 @@ -import pandas as pd -import numpy as np -import scipy.io -import random, math - -from mpl_toolkits.mplot3d import Axes3D -import matplotlib.pyplot as plt - -def Plot2D(T, title, x, y, num_to_plot=40): - # This method picks a bunch of random samples (images in your case) - # to plot onto the chart: - fig = plt.figure() - ax = fig.add_subplot(111) - ax.set_title(title) - ax.set_xlabel('Component: {0}'.format(x)) - ax.set_ylabel('Component: {0}'.format(y)) - x_size = (max(T[:,x]) - min(T[:,x])) * 0.08 - y_size = (max(T[:,y]) - min(T[:,y])) * 0.08 - for i in range(num_to_plot): - img_num = int(random.random() * num_images) - x0, y0 = T[img_num,x]-x_size/2., T[img_num,y]-y_size/2. - x1, y1 = T[img_num,x]+x_size/2., T[img_num,y]+y_size/2. - img = df.iloc[img_num,:].reshape(num_pixels, num_pixels) - ax.imshow(img, aspect='auto', cmap=plt.cm.gray, interpolation='nearest', zorder=100000, extent=(x0, x1, y0, y1)) - - # It also plots the full scatter: - ax.scatter(T[:,x],T[:,y], marker='.',alpha=0.7) - - - -# A .MAT file is a .MATLAB file. The faces dataset could have came -# in through .png images, but we'll show you how to do that in -# anither lab. For now, you'll see how to import .mats: -mat = scipy.io.loadmat('Datasets/face_data.mat') -df = pd.DataFrame(mat['images']).T -num_images, num_pixels = df.shape -num_pixels = int(math.sqrt(num_pixels)) - -# Rotate the pictures, so we don't have to crane our necks: -for i in range(num_images): - df.loc[i,:] = df.loc[i,:].reshape(num_pixels, num_pixels).T.reshape(-1) - - -# -# TODO: Implement PCA here. Reduce the dataframe df down -# to THREE components. Once you've done that, call Plot2D. -# -# The format is: Plot2D(T, title, x, y, num_to_plot=40): -# T is your transformed data, NDArray. -# title is your chart title -# x is the principal component you want displayed on the x-axis, Can be 0 or 1 -# y is the principal component you want displayed on the y-axis, Can be 1 or 2 -# -# .. your code here .. - - -# -# TODO: Implement Isomap here. Reduce the dataframe df down -# to THREE components. Once you've done that, call Plot2D using -# the first two components. -# -# .. your code here .. - - -# -# TODO: If you're up for a challenge, draw your dataframes in 3D -# Even if you're not, just do it anyway. -# -# .. your code here .. - - -plt.show() diff --git a/Obsolete Py27/Module4/assignment5.py b/Obsolete Py27/Module4/assignment5.py deleted file mode 100755 index 9d2785c..0000000 --- a/Obsolete Py27/Module4/assignment5.py +++ /dev/null @@ -1,78 +0,0 @@ -import pandas as pd - -from scipy import misc -from mpl_toolkits.mplot3d import Axes3D -import matplotlib -import matplotlib.pyplot as plt - -# Look pretty... -# matplotlib.style.use('ggplot') -plt.style.use('ggplot') - - -# -# TODO: Start by creating a regular old, plain, "vanilla" -# python list. You can call it 'samples'. -# -# .. your code here .. - -# -# TODO: Write a for-loop that iterates over the images in the -# Module4/Datasets/ALOI/32/ folder, appending each of them to -# your list. Each .PNG image should first be loaded into a -# temporary NDArray, just as shown in the Feature -# Representation reading. -# -# Optional: Resample the image down by a factor of two if you -# have a slower computer. You can also convert the image from -# 0-255 to 0.0-1.0 if you'd like, but that will have no -# effect on the algorithm's results. -# -# .. your code here .. - - -# -# TODO: Once you're done answering the first three questions, -# right before you converted your list to a dataframe, add in -# additional code which also appends to your list the images -# in the Module4/Datasets/ALOI/32_i directory. Re-run your -# assignment and answer the final question below. -# -# .. your code here .. - - -# -# TODO: Convert the list to a dataframe -# -# .. your code here .. - - - -# -# TODO: Implement Isomap here. Reduce the dataframe df down -# to three components, using K=6 for your neighborhood size -# -# .. your code here .. - - - -# -# TODO: Create a 2D Scatter plot to graph your manifold. You -# can use either 'o' or '.' as your marker. Graph the first two -# isomap components -# -# .. your code here .. - - - - -# -# TODO: Create a 3D Scatter plot to graph your manifold. You -# can use either 'o' or '.' as your marker: -# -# .. your code here .. - - - -plt.show() - diff --git a/Obsolete Py27/Module5/assignment1.py b/Obsolete Py27/Module5/assignment1.py deleted file mode 100755 index 3c41275..0000000 --- a/Obsolete Py27/Module5/assignment1.py +++ /dev/null @@ -1,93 +0,0 @@ -# -# TODO: Import whatever needs to be imported to make this work -# -# .. your code here .. - - -# Look Pretty -# matplotlib.style.use('ggplot') -#plt.style.use('ggplot') - - -# -# TODO: To procure the dataset, follow these steps: -# 1. Navigate to: https://data.cityofchicago.org/Public-Safety/Crimes-2001-to-present/ijzp-q8t2 -# 2. In the 'Primary Type' column, click on the 'Menu' button next to the info button, -# and select 'Filter This Column'. It might take a second for the filter option to -# show up, since it has to load the entire list first. -# 3. Scroll down to 'GAMBLING' -# 4. Click the light blue 'Export' button next to the 'Filter' button, and select 'Download As CSV' - - - -def doKMeans(df): - # - # INFO: Plot your data with a '.' marker, with 0.3 alpha at the Longitude, - # and Latitude locations in your dataset. Longitude = x, Latitude = y - fig = plt.figure() - ax = fig.add_subplot(111) - ax.scatter(df.Longitude, df.Latitude, marker='.', alpha=0.3) - - # - # TODO: Filter df so that you're only looking at Longitude and Latitude, - # since the remaining columns aren't really applicable for this purpose. - # - # .. your code here .. - - # - # TODO: Use K-Means to try and find seven cluster centers in this df. - # Be sure to name your kmeans model `model` so that the printing works. - # - # .. your code here .. - - # - # INFO: Print and plot the centroids... - centroids = model.cluster_centers_ - ax.scatter(centroids[:,0], centroids[:,1], marker='x', c='red', alpha=0.5, linewidths=3, s=169) - print centroids - - - -# -# TODO: Load your dataset after importing Pandas -# -# .. your code here .. - - -# -# TODO: Drop any ROWs with nans in them -# -# .. your code here .. - - -# -# TODO: Print out the dtypes of your dset -# -# .. your code here .. - - -# -# Coerce the 'Date' feature (which is currently a string object) into real date, -# and confirm by re-printing the dtypes. NOTE: This is a slow process... -# -# .. your code here .. - - -# INFO: Print & Plot your data -doKMeans(df) - - -# -# TODO: Filter out the data so that it only contains samples that have -# a Date > '2011-01-01', using indexing. Then, in a new figure, plot the -# crime incidents, as well as a new K-Means run's centroids. -# -# .. your code here .. - - - -# INFO: Print & Plot your data -doKMeans(df) -plt.show() - - diff --git a/Obsolete Py27/Module5/assignment10.py b/Obsolete Py27/Module5/assignment10.py deleted file mode 100755 index 1403e4a..0000000 --- a/Obsolete Py27/Module5/assignment10.py +++ /dev/null @@ -1,236 +0,0 @@ -import numpy as np -import pandas as pd - -import scipy.io.wavfile as wavfile - -# Good Luck! - -# -# INFO: -# Samples = Observations. Each audio file will is a single sample -# in our dataset. -# -# Audio Samples = https://en.wikipedia.org/wiki/Sampling_(signal_processing) -# Each .wav file is actually just a bunch of numeric samples, "sampled" -# from the analog signal. Sampling is a type of discretization. When we -# mention 'samples', we mean observations. When we mention 'audio samples', -# we mean the actually "features" of the audio file. -# -# -# The goal of this lab is to use multi-target, linear regression to generate -# by extrapolation, the missing portion of the test audio file. -# -# Each one audio_sample features will be the output of an equation, -# which is a function of the provided portion of the audio_samples: -# -# missing_samples = f(provided_samples) -# -# You can experiment with how much of the audio you want to chop off -# and have the computer generate using the Provided_Portion parameter. - - - - -# -# TODO: Play with this. This is how much of the audio file will -# be provided, in percent. The remaining percent of the file will -# be generated via linear extrapolation. -Provided_Portion = 0.25 - - - -# INFO: You have to download the dataset (audio files) from the website: -# https://github.com/Jakobovski/free-spoken-digit-dataset - - - -# -# TODO: Create a regular ol' Python List called `zero` -# -# .. your code here .. - - - -# -# TODO: Loop through the dataset and load up all 50 of the 0_jackson*.wav -# files using the wavfile.read() method: https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.io.wavfile.read.html -# Be careful! .read() returns a tuple and you're only interested in the audio -# data, and not sample_rate at this point. Inside your for loop, simply -# append the loaded audio data into your Python list `zero`: -# -# .. your code here .. - - - -# -# TODO: Just for a second, convert zero into a DataFrame. When you do -# so, set the dtype to np.int16, since the input audio files are 16 -# bits per sample. If you don't know how to do this, read up on the docs -# here: -# http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html -# -# Since these audio clips are unfortunately not length-normalized, -# we're going to have to just hard chop them to all be the same length. -# Since Pandas would have inserted NANs at any spot to make zero a -# perfectly rectangular [n_observed_samples, n_audio_samples] array, -# do a dropna on the Y axis here. Then, convert one back into an -# NDArray using yourarrayname.values -# -# .. your code here .. - - -# -# TODO: It's important to know how (many audio_samples samples) long the -# data is now. 'zero' is currently shaped [n_samples, n_audio_samples], -# so get the n_audio_samples count and store it in a variable called -# n_audio_samples -# -# .. your code here .. - - - -# -# TODO: Create your linear regression model here and store it in a -# variable called 'model'. Don't actually train or do anything else -# with it yet: -# -# .. your code here .. - - - -# -# INFO: There are 50 takes of each clip. You want to pull out just one -# of them, randomly, and that one will NOT be used in the training of -# your model. In other words, the one file we'll be testing / scoring -# on will be an unseen sample, independent to the rest of your -# training set: -from sklearn.utils.validation import check_random_state -rng = check_random_state(7) # Leave this alone until you've submitted your lab -random_idx = rng.randint(zero.shape[0]) -test = zero[random_idx] -train = np.delete(zero, [random_idx], axis=0) - - - -# -# TODO: Print out the shape of train, and the shape of test -# train will be shaped: [n_samples, n_audio_samples], where -# n_audio_samples are the 'features' of the audio file -# train will be shaped [n_audio_features], since it is a single -# sample (audio file, e.g. observation). -# -# .. your code here .. - - - -# -# INFO: The test data will have two parts, X_test and y_test. X_test is -# going to be the first portion of the test audio file, which we will -# be providing the computer as input. y_test, the "label" if you will, -# is going to be the remaining portion of the audio file. Like such, -# the computer will use linear regression to derive the missing -# portion of the sound file based off of the training data its received! - - - -# -# Save the original 'test' clip, the one you're about to delete -# half of, so that you can compare it to the 'patched' clip once -# you've generated it. HINT: you should have got the sample_rate -# when you were loading up the .wav files: -wavfile.write('Original Test Clip.wav', sample_rate, test) - - - -# -# TODO: Prepare the TEST date by creating a slice called X_test. It -# should have Provided_Portion * n_audio_samples audio sample features, -# taken from your test audio file, currently stored in the variable -# 'test'. In other words, grab the FIRST Provided_Portion * -# n_audio_samples audio features from test and store it in X_test. This -# should be accomplished using indexing. -# -# .. your code here .. - - -# -# TODO: If the first Provided_Portion * n_audio_samples features were -# stored in X_test, then we need to also grab the *remaining* audio -# features and store it in y_test. With the remaining features stored -# in there, we will be able to R^2 "score" how well our algorithm did -# in completing the sound file. -# -# .. your code here .. - - - - -# -# TODO: Duplicate the same process for X_train, y_train. The only -# differences being: 1) You will be getting your audio data from -# 'train' instead of from 'test', 2) Remember the shape of train that -# you printed out earlier? You want to do this slicing but for ALL -# samples (observations). For each observation, you want to slice -# the first Provided_Portion * n_audio_samples audio features into -# X_train, and the remaining go into y_tran. All of this should be -# accomplishable using regular indexing in two lines of code. -# -# .. your code here .. - - - -# -# TODO: SciKit-Learn gets mad if you don't supply your training -# data in the form of a 2D arrays: [n_samples, n_features]. -# -# So if you only have one SAMPLE, such as is our case with X_test, -# and y_test, then by calling .reshape(1, -1), you can turn -# [n_features] into [1, n_features]. -# -# On the other hand, if you only have one FEATURE, which currently -# doesn't apply, you can call .reshape(-1, 1) on your data to turn -# [n_samples] into [n_samples, 1]: -# -# .. your code here .. - - -# -# TODO: Fit your model using your training data and label: -# -# .. your code here .. - - -# -# TODO: Use your model to predict the 'label' of X_test. Store the -# resulting prediction in a variable called y_test_prediction -# -# .. your code here .. - - -# INFO: SciKit-Learn will use float64 to generate your predictions -# so let's take those values back to int16: -y_test_prediction = y_test_prediction.astype(dtype=np.int16) - - - -# -# TODO: Score how well your prediction would do for some good laughs, -# by passing in your test data and test label (y_test). -# -# .. your code here .. -print "Extrapolation R^2 Score: ", score - - -# -# First, take the first Provided_Portion portion of the test clip, the -# part you fed into your linear regression model. Then, stitch that -# together with the abomination the predictor model generated for you, -# and then save the completed audio clip: -completed_clip = np.hstack((X_test, y_test_prediction)) -wavfile.write('Extrapolated Clip.wav', sample_rate, completed_clip[0]) - - - -# -# INFO: Congrats on making it to the end of this crazy lab =) ! -# diff --git a/Obsolete Py27/Module5/assignment2.py b/Obsolete Py27/Module5/assignment2.py deleted file mode 100755 index 7423052..0000000 --- a/Obsolete Py27/Module5/assignment2.py +++ /dev/null @@ -1,129 +0,0 @@ -import pandas as pd - -import matplotlib.pyplot as plt -import matplotlib - -matplotlib.style.use('ggplot') # Look Pretty - -def showandtell(title=None): - if title != None: plt.savefig(title + ".png", bbox_inches='tight', dpi=300) - plt.show() - # exit() - - - - -# -# INFO: This dataset has call records for 10 users tracked over the course of 3 years. -# Your job is to find out where the users likely live and work at! - - -# -# TODO: Load up the dataset and take a peek at its head -# Convert the date using pd.to_datetime, and the time using pd.to_timedelta -# -# .. your code here .. - - -# -# TODO: Get a distinct list of "In" phone numbers (users) and store the values in a -# regular python list. -# Hint: https://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.tolist.html -# -# .. your code here .. - - -# -# TODO: Create a slice called user1 that filters to only include dataset records where the -# "In" feature (user phone number) is equal to the first number on your unique list above; -# that is, the very first number in the dataset -# -# .. your code here .. - - -# INFO: Plot all the call locations -user1.plot.scatter(x='TowerLon', y='TowerLat', c='gray', alpha=0.1, title='Call Locations') -showandtell() # Comment this line out when you're ready to proceed - - -# -# INFO: The locations map above should be too "busy" to really wrap your head around. This -# is where domain expertise comes into play. Your intuition tells you that people are likely -# to behave differently on weekends: -# -# On Weekends: -# 1. People probably don't go into work -# 2. They probably sleep in late on Saturday -# 3. They probably run a bunch of random errands, since they couldn't during the week -# 4. They should be home, at least during the very late hours, e.g. 1-4 AM -# -# On Weekdays: -# 1. People probably are at work during normal working hours -# 2. They probably are at home in the early morning and during the late night -# 3. They probably spend time commuting between work and home everyday - - - -# -# TODO: Add more filters to the user1 slice you created. Add bitwise logic so that you're -# only examining records that came in on weekends (sat/sun). -# -# .. your code here .. - - -# -# TODO: Further filter it down for calls that came in either before 6AM OR after 10pm (22:00:00). -# You can use < and > to compare the string times, just make sure you code them as military time -# strings, eg: "06:00:00", "22:00:00": https://en.wikipedia.org/wiki/24-hour_clock -# -# You might also want to review the Data Manipulation section for this. Once you have your filtered -# slice, print out its length: -# -# .. your code here .. - - -# -# INFO: Visualize the dataframe with a scatter plot as a sanity check. Since you're familiar -# with maps, you know well that your X-Coordinate should be Longitude, and your Y coordinate -# should be the tower Latitude. Check the dataset headers for proper column feature names. -# https://en.wikipedia.org/wiki/Geographic_coordinate_system#Geographic_latitude_and_longitude -# -# At this point, you don't yet know exactly where the user is located just based off the cell -# phone tower position data; but considering the below are for Calls that arrived in the twilight -# hours of weekends, it's likely that wherever they are bunched up is probably near where the -# caller's residence: -fig = plt.figure() -ax = fig.add_subplot(111) -ax.scatter(user1.TowerLon,user1.TowerLat, c='g', marker='o', alpha=0.2) -ax.set_title('Weekend Calls (<6am or >10p)') -showandtell() # TODO: Comment this line out when you're ready to proceed - - - -# -# TODO: Run K-Means with a K=1. There really should only be a single area of concentration. If you -# notice multiple areas that are "hot" (multiple areas the usr spends a lot of time at that are FAR -# apart from one another), then increase K=2, with the goal being that one of the centroids will -# sweep up the annoying outliers; and the other will zero in on the user's approximate home location. -# Or rather the location of the cell tower closest to their home..... -# -# Be sure to only feed in Lat and Lon coordinates to the KMeans algo, since none of the other -# data is suitable for your purposes. Since both Lat and Lon are (approximately) on the same scale, -# no feature scaling is required. Print out the centroid locations and add them onto your scatter -# plot. Use a distinguishable marker and color. -# -# Hint: Make sure you graph the CORRECT coordinates. This is part of your domain expertise. -# -# .. your code here .. - - -showandtell() # TODO: Comment this line out when you're ready to proceed - - - -# -# TODO: Repeat the above steps for all 10 individuals, being sure to record their approximate home -# locations. You might want to use a for-loop, unless you enjoy typing. -# -# .. your code here .. - diff --git a/Obsolete Py27/Module5/assignment3.py b/Obsolete Py27/Module5/assignment3.py deleted file mode 100755 index c7da7cc..0000000 --- a/Obsolete Py27/Module5/assignment3.py +++ /dev/null @@ -1,150 +0,0 @@ -import pandas as pd -from datetime import timedelta -import matplotlib.pyplot as plt -import matplotlib - -matplotlib.style.use('ggplot') # Look Pretty - -# -# INFO: This dataset has call records for 10 users tracked over the course of 3 years. -# Your job is to find out where the users likely live at! - - -def showandtell(title=None): - if title != None: plt.savefig(title + ".png", bbox_inches='tight', dpi=300) - plt.show() - # exit() - -def clusterInfo(model): - print "Cluster Analysis Inertia: ", model.inertia_ - print '------------------------------------------' - for i in range(len(model.cluster_centers_)): - print "\n Cluster ", i - print " Centroid ", model.cluster_centers_[i] - print " #Samples ", (model.labels_==i).sum() # NumPy Power - -# Find the cluster with the least # attached nodes -def clusterWithFewestSamples(model): - # Ensure there's at least on cluster... - minSamples = len(model.labels_) - minCluster = 0 - for i in range(len(model.cluster_centers_)): - if minSamples > (model.labels_==i).sum(): - minCluster = i - minSamples = (model.labels_==i).sum() - print "\n Cluster With Fewest Samples: ", minCluster - return (model.labels_==minCluster) - - -def doKMeans(data, clusters=0): - # - # TODO: Be sure to only feed in Lat and Lon coordinates to the KMeans algo, since none of the other - # data is suitable for your purposes. Since both Lat and Lon are (approximately) on the same scale, - # no feature scaling is required. Print out the centroid locations and add them onto your scatter - # plot. Use a distinguishable marker and color. - # - # Hint: Make sure you fit ONLY the coordinates, and in the CORRECT order (lat first). This is part - # of your domain expertise. Also, *YOU* need to instantiate (and return) the variable named `model` - # here, which will be a SKLearn K-Means model for this to work. - # - # .. your code here .. - return model - - - -# -# TODO: Load up the dataset and take a peek at its head and dtypes. -# Convert the date using pd.to_datetime, and the time using pd.to_timedelta -# -# .. your code here .. - - - - - -# -# TODO: Create a unique list of of the phone-number values (users) stored in the -# "In" column of the dataset, and save it to a variable called `unique_numbers`. -# Manually check through unique_numbers to ensure the order the numbers appear is -# the same order they appear (uniquely) in your dataset: -# -# .. your code here .. - - -# -# INFO: The locations map above should be too "busy" to really wrap your head around. This -# is where domain expertise comes into play. Your intuition tells you that people are likely -# to behave differently on weekends: -# -# On Weekends: -# 1. People probably don't go into work -# 2. They probably sleep in late on Saturday -# 3. They probably run a bunch of random errands, since they couldn't during the week -# 4. They should be home, at least during the very late hours, e.g. 1-4 AM -# -# On Weekdays: -# 1. People probably are at work during normal working hours -# 2. They probably are at home in the early morning and during the late night -# 3. They probably spend time commuting between work and home everyday - - - - -print "\n\nExamining person: ", 0 -# -# TODO: Create a slice called user1 that filters to only include dataset records where the -# "In" feature (user phone number) is equal to the first number on your unique list above -# -# .. your code here .. - - -# -# TODO: Alter your slice so that it includes only Weekday (Mon-Fri) values. -# -# .. your code here .. - - -# -# TODO: The idea is that the call was placed before 5pm. From Midnight-730a, the user is -# probably sleeping and won't call / wake up to take a call. There should be a brief time -# in the morning during their commute to work, then they'll spend the entire day at work. -# So the assumption is that most of the time is spent either at work, or in 2nd, at home. -# -# .. your code here .. - - -# -# TODO: Plot the Cell Towers the user connected to -# -# .. your code here .. - - - -# -# INFO: Run K-Means with K=3 or K=4. There really should only be a two areas of concentration. If you -# notice multiple areas that are "hot" (multiple areas the usr spends a lot of time at that are FAR -# apart from one another), then increase K=5, with the goal being that all centroids except two will -# sweep up the annoying outliers and not-home, not-work travel occasions. the other two will zero in -# on the user's approximate home location and work locations. Or rather the location of the cell -# tower closest to them..... -model = doKMeans(user1, 3) - - -# -# INFO: Print out the mean CallTime value for the samples belonging to the cluster with the LEAST -# samples attached to it. If our logic is correct, the cluster with the MOST samples will be work. -# The cluster with the 2nd most samples will be home. And the K=3 cluster with the least samples -# should be somewhere in between the two. What time, on average, is the user in between home and -# work, between the midnight and 5pm? -midWayClusterIndices = clusterWithFewestSamples(model) -midWaySamples = user1[midWayClusterIndices] -print " Its Waypoint Time: ", midWaySamples.CallTime.mean() - - -# -# Let's visualize the results! -# First draw the X's for the clusters: -ax.scatter(model.cluster_centers_[:,1], model.cluster_centers_[:,0], s=169, c='r', marker='x', alpha=0.8, linewidths=2) -# -# Then save the results: -showandtell('Weekday Calls Centroids') # Comment this line out when you're ready to proceed diff --git a/Obsolete Py27/Module5/assignment4.py b/Obsolete Py27/Module5/assignment4.py deleted file mode 100755 index b64fe7d..0000000 --- a/Obsolete Py27/Module5/assignment4.py +++ /dev/null @@ -1,241 +0,0 @@ -import numpy as np -import pandas as pd -from sklearn import preprocessing - -import matplotlib.pyplot as plt -import matplotlib - - -# -# TODO: Parameters to play around with -PLOT_TYPE_TEXT = False # If you'd like to see indices -PLOT_VECTORS = True # If you'd like to see your original features in P.C.-Space - - -matplotlib.style.use('ggplot') # Look Pretty -c = ['red', 'green', 'blue', 'orange', 'yellow', 'brown'] - -def drawVectors(transformed_features, components_, columns, plt): - num_columns = len(columns) - - # This function will project your *original* feature (columns) - # onto your principal component feature-space, so that you can - # visualize how "important" each one was in the - # multi-dimensional scaling - - # Scale the principal components by the max value in - # the transformed set belonging to that component - xvector = components_[0] * max(transformed_features[:,0]) - yvector = components_[1] * max(transformed_features[:,1]) - - ## Visualize projections - - # Sort each column by its length. These are your *original* - # columns, not the principal components. - import math - important_features = { columns[i] : math.sqrt(xvector[i]**2 + yvector[i]**2) for i in range(num_columns) } - important_features = sorted(zip(important_features.values(), important_features.keys()), reverse=True) - print "Projected Features by importance:\n", important_features - - ax = plt.axes() - - for i in range(num_columns): - # Use an arrow to project each original feature as a - # labeled vector on your principal component axes - plt.arrow(0, 0, xvector[i], yvector[i], color='b', width=0.0005, head_width=0.02, alpha=0.75, zorder=600000) - plt.text(xvector[i]*1.2, yvector[i]*1.2, list(columns)[i], color='b', alpha=0.75, zorder=600000) - return ax - - -def doPCA(data, dimensions=2): - from sklearn.decomposition import PCA - model = PCA(n_components=dimensions, svd_solver='randomized', random_state=7) - model.fit(data) - return model - - -def doKMeans(data, clusters=0): - # - # TODO: Do the KMeans clustering here, passing in the # of clusters parameter - # and fit it against your data. Then, return a tuple containing the cluster - # centers and the labels. - # - # Hint: Just like with doPCA above, you will have to create a variable called - # `model`, which is a SKLearn K-Means model for this to work. - # - # .. your code here .. - return model.cluster_centers_, model.labels_ - - -# -# TODO: Load up the dataset. It may or may not have nans in it. Make -# sure you catch them and destroy them, by setting them to '0'. This is valid -# for this dataset, since if the value is missing, you can assume no $ was spent -# on it. -# -# .. your code here .. - -# -# TODO: As instructed, get rid of the 'Channel' and 'Region' columns, since -# you'll be investigating as if this were a single location wholesaler, rather -# than a national / international one. Leaving these fields in here would cause -# KMeans to examine and give weight to them. -# -# .. your code here .. - - -# -# TODO: Before unitizing / standardizing / normalizing your data in preparation for -# K-Means, it's a good idea to get a quick peek at it. You can do this using the -# .describe() method, or even by using the built-in pandas df.plot.hist() -# -# .. your code here .. - - -# -# INFO: Having checked out your data, you may have noticed there's a pretty big gap -# between the top customers in each feature category and the rest. Some feature -# scaling algos won't get rid of outliers for you, so it's a good idea to handle that -# manually---particularly if your goal is NOT to determine the top customers. After -# all, you can do that with a simple Pandas .sort_values() and not a machine -# learning clustering algorithm. From a business perspective, you're probably more -# interested in clustering your +/- 2 standard deviation customers, rather than the -# creme dela creme, or bottom of the barrel'ers -# -# Remove top 5 and bottom 5 samples for each column: -drop = {} -for col in df.columns: - # Bottom 5 - sort = df.sort_values(by=col, ascending=True) - if len(sort) > 5: sort=sort[:5] - for index in sort.index: drop[index] = True # Just store the index once - - # Top 5 - sort = df.sort_values(by=col, ascending=False) - if len(sort) > 5: sort=sort[:5] - for index in sort.index: drop[index] = True # Just store the index once - -# -# INFO Drop rows by index. We do this all at once in case there is a -# collision. This way, we don't end up dropping more rows than we have -# to, if there is a single row that satisfies the drop for multiple columns. -# Since there are 6 rows, if we end up dropping < 5*6*2 = 60 rows, that means -# there indeed were collisions. -print "Dropping {0} Outliers...".format(len(drop)) -df.drop(inplace=True, labels=drop.keys(), axis=0) -print df.describe() - - -# -# INFO: What are you interested in? -# -# Depending on what you're interested in, you might take a different approach -# to normalizing/standardizing your data. -# -# You should note that all columns left in the dataset are of the same unit. -# You might ask yourself, do I even need to normalize / standardize the data? -# The answer depends on what you're trying to accomplish. For instance, although -# all the units are the same (generic money unit), the price per item in your -# store isn't. There may be some cheap items and some expensive one. If your goal -# is to find out what items people tend to buy together but you didn't -# "unitize" properly before running kMeans, the contribution of the lesser priced -# item would be dwarfed by the more expensive item. This is an issue of scale. -# -# For a great overview on a few of the normalization methods supported in SKLearn, -# please check out: https://stackoverflow.com/questions/30918781/right-function-for-normalizing-input-of-sklearn-svm -# -# Suffice to say, at the end of the day, you're going to have to know what question -# you want answered and what data you have available in order to select the best -# method for your purpose. Luckily, SKLearn's interfaces are easy to switch out -# so in the mean time, you can experiment with all of them and see how they alter -# your results. -# -# -# 5-sec summary before you dive deeper online: -# -# NORMALIZATION: Let's say your user spend a LOT. Normalization divides each item by -# the average overall amount of spending. Stated differently, your -# new feature is = the contribution of overall spending going into -# that particular item: $spent on feature / $overall spent by sample -# -# MINMAX: What % in the overall range of $spent by all users on THIS particular -# feature is the current sample's feature at? When you're dealing with -# all the same units, this will produce a near face-value amount. Be -# careful though: if you have even a single outlier, it can cause all -# your data to get squashed up in lower percentages. -# Imagine your buyers usually spend $100 on wholesale milk, but today -# only spent $20. This is the relationship you're trying to capture -# with MinMax. NOTE: MinMax doesn't standardize (std. dev.); it only -# normalizes / unitizes your feature, in the mathematical sense. -# MinMax can be used as an alternative to zero mean, unit variance scaling. -# [(sampleFeatureValue-min) / (max-min)] * (max-min) + min -# Where min and max are for the overall feature values for all samples. - - -# -# TODO: Un-comment just ***ONE*** of lines at a time and see how alters your results -# Pay attention to the direction of the arrows, as well as their LENGTHS -#T = preprocessing.StandardScaler().fit_transform(df) -#T = preprocessing.MinMaxScaler().fit_transform(df) -#T = preprocessing.MaxAbsScaler().fit_transform(df) -#T = preprocessing.Normalizer().fit_transform(df) -T = df # No Change - - -# -# INFO: Sometimes people perform PCA before doing KMeans, so that KMeans only -# operates on the most meaningful features. In our case, there are so few features -# that doing PCA ahead of time isn't really necessary, and you can do KMeans in -# feature space. But keep in mind you have the option to transform your data to -# bring down its dimensionality. If you take that route, then your Clusters will -# already be in PCA-transformed feature space, and you won't have to project them -# again for visualization. - - -# Do KMeans -n_clusters = 3 -centroids, labels = doKMeans(T, n_clusters) - - -# -# TODO: Print out your centroids. They're currently in feature-space, which -# is good. Print them out before you transform them into PCA space for viewing -# -# .. your code here .. - - -# Do PCA *after* to visualize the results. Project the centroids as well as -# the samples into the new 2D feature space for visualization purposes. -display_pca = doPCA(T) -T = display_pca.transform(T) -CC = display_pca.transform(centroids) - - -# Visualize all the samples. Give them the color of their cluster label -fig = plt.figure() -ax = fig.add_subplot(111) -if PLOT_TYPE_TEXT: - # Plot the index of the sample, so you can further investigate it in your dset - for i in range(len(T)): ax.text(T[i,0], T[i,1], df.index[i], color=c[labels[i]], alpha=0.75, zorder=600000) - ax.set_xlim(min(T[:,0])*1.2, max(T[:,0])*1.2) - ax.set_ylim(min(T[:,1])*1.2, max(T[:,1])*1.2) -else: - # Plot a regular scatter plot - sample_colors = [ c[labels[i]] for i in range(len(T)) ] - ax.scatter(T[:, 0], T[:, 1], c=sample_colors, marker='o', alpha=0.2) - - -# Plot the Centroids as X's, and label them -ax.scatter(CC[:, 0], CC[:, 1], marker='x', s=169, linewidths=3, zorder=1000, c=c) -for i in range(len(centroids)): ax.text(CC[i, 0], CC[i, 1], str(i), zorder=500010, fontsize=18, color=c[i]) - - -# Display feature vectors for investigation: -if PLOT_VECTORS: drawVectors(T, display_pca.components_, df.columns, plt) - - -# Add the cluster label back into the dataframe and display it: -df['label'] = pd.Series(labels, index=df.index) -print df - -plt.show() diff --git a/Obsolete Py27/Module5/assignment5.py b/Obsolete Py27/Module5/assignment5.py deleted file mode 100755 index bb7e5f1..0000000 --- a/Obsolete Py27/Module5/assignment5.py +++ /dev/null @@ -1,165 +0,0 @@ -import numpy as np -import pandas as pd -import matplotlib.pyplot as plt -import matplotlib - -matplotlib.style.use('ggplot') # Look Pretty - - -def plotDecisionBoundary(model, X, y): - fig = plt.figure() - ax = fig.add_subplot(111) - - padding = 0.6 - resolution = 0.0025 - colors = ['royalblue','forestgreen','ghostwhite'] - - # Calculate the boundaris - x_min, x_max = X[:, 0].min(), X[:, 0].max() - y_min, y_max = X[:, 1].min(), X[:, 1].max() - x_range = x_max - x_min - y_range = y_max - y_min - x_min -= x_range * padding - y_min -= y_range * padding - x_max += x_range * padding - y_max += y_range * padding - - # Create a 2D Grid Matrix. The values stored in the matrix - # are the predictions of the class at at said location - xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution), - np.arange(y_min, y_max, resolution)) - - # What class does the classifier say? - Z = model.predict(np.c_[xx.ravel(), yy.ravel()]) - Z = Z.reshape(xx.shape) - - # Plot the contour map - cs = plt.contourf(xx, yy, Z, cmap=plt.cm.terrain) - - # Plot the test original points as well... - for label in range(len(np.unique(y))): - indices = np.where(y == label) - plt.scatter(X[indices, 0], X[indices, 1], c=colors[label], label=str(label), alpha=0.8) - - p = model.get_params() - plt.axis('tight') - plt.title('K = ' + str(p['n_neighbors'])) - - -# -# TODO: Load up the dataset into a variable called X. Check the .head and -# compare it to the file you loaded in a text editor. Make sure you're -# loading your data properly--don't fail on the 1st step! -# -# .. your code here .. - - - -# -# TODO: Copy the 'wheat_type' series slice out of X, and into a series -# called 'y'. Then drop the original 'wheat_type' column from the X -# -# .. your code here .. - - - -# TODO: Do a quick, "ordinal" conversion of 'y'. In actuality our -# classification isn't ordinal, but just as an experiment... -# -# .. your code here .. - - - -# -# TODO: Basic nan munging. Fill each row's nans with the mean of the feature -# -# .. your code here .. - - - -# -# TODO: Split X into training and testing data sets using train_test_split(). -# INFO: Use 0.33 test size, and use random_state=1. This is important -# so that your answers are verifiable. In the real world, you wouldn't -# specify a random_state. -# -# .. your code here .. - - - -# -# TODO: Create an instance of SKLearn's Normalizer class and then train it -# using its .fit() method against your *training* data. -# -# NOTE: The reason you only fit against your training data is because in a -# real-world situation, you'll only have your training data to train with! -# In this lab setting, you have both train+test data; but in the wild, -# you'll only have your training data, and then unlabeled data you want to -# apply your models to. -# -# .. your code here .. - - - -# -# TODO: With your trained pre-processor, transform both your training AND -# testing data. -# -# NOTE: Any testing data has to be transformed with your preprocessor -# that has ben fit against your training data, so that it exist in the same -# feature-space as the original data used to train your models. -# -# .. your code here .. - - - - -# -# TODO: Just like your preprocessing transformation, create a PCA -# transformation as well. Fit it against your training data, and then -# project your training and testing features into PCA space using the -# PCA model's .transform() method. -# -# NOTE: This has to be done because the only way to visualize the decision -# boundary in 2D would be if your KNN algo ran in 2D as well: -# -# .. your code here .. - - - - -# -# TODO: Create and train a KNeighborsClassifier. Start with K=9 neighbors. -# NOTE: Be sure train your classifier against the pre-processed, PCA- -# transformed training data above! You do not, of course, need to transform -# your labels. -# -# .. your code here .. - - - - -# HINT: Ensure your KNeighbors classifier object from earlier is called 'knn' -plotDecisionBoundary(knn, X_train, y_train) - - -#------------------------------------ -# -# TODO: Display the accuracy score of your test data/labels, computed by -# your KNeighbors model. -# -# NOTE: You do NOT have to run .predict before calling .score, since -# .score will take care of running your predictions for you automatically. -# -# .. your code here .. - - - -# -# BONUS: Instead of the ordinal conversion, try and get this assignment -# working with a proper Pandas get_dummies for feature encoding. HINT: -# You might have to update some of the plotDecisionBoundary code. - - -plt.show() - diff --git a/Obsolete Py27/Module5/assignment6.py b/Obsolete Py27/Module5/assignment6.py deleted file mode 100755 index 879d070..0000000 --- a/Obsolete Py27/Module5/assignment6.py +++ /dev/null @@ -1,206 +0,0 @@ -import random, math -import pandas as pd -import numpy as np -import scipy.io - -from mpl_toolkits.mplot3d import Axes3D -import matplotlib.pyplot as plt - -# If you'd like to try this lab with PCA instead of Isomap for dimensionality -# reduction technique: -Test_PCA = False - - -matplotlib.style.use('ggplot') # Look Pretty - -# Startng from here, the following code is for your convenience only; -# You can skip all the way down to the first 'TODO:' item. - -def Plot2DBoundary(DTrain, LTrain, DTest, LTest): - # The dots are training samples (img not drawn), and the pics are testing samples (images drawn) - # Play around with the K values. This is very controlled dataset so it should be able to get perfect classification on testing entries - # Play with the K for isomap, play with the K for neighbors. - - fig = plt.figure() - ax = fig.add_subplot(111) - ax.set_title('Transformed Boundary, Image Space -> 2D') - - padding = 0.1 # Zoom out - resolution = 1 # Don't get too detailed; smaller values (finer rez) will take longer to compute - colors = ['blue','green','orange','red'] - - - # ------ - - # Calculate the boundaries of the mesh grid. The mesh grid is - # a standard grid (think graph paper), where each point will be - # sent to the classifier (KNeighbors) to predict what class it - # belongs to. This is why KNeighbors has to be trained against - # 2D data, so we can produce this countour. Once we have the - # label for each point on the grid, we can color it appropriately - # and plot it. - x_min, x_max = DTrain[:, 0].min(), DTrain[:, 0].max() - y_min, y_max = DTrain[:, 1].min(), DTrain[:, 1].max() - x_range = x_max - x_min - y_range = y_max - y_min - x_min -= x_range * padding - y_min -= y_range * padding - x_max += x_range * padding - y_max += y_range * padding - - # Using the boundaries, actually make the 2D Grid Matrix: - xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution), - np.arange(y_min, y_max, resolution)) - - # What class does the classifier say about each spot on the chart? - # The values stored in the matrix are the predictions of the model - # at said location: - Z = model.predict(np.c_[xx.ravel(), yy.ravel()]) - Z = Z.reshape(xx.shape) - - # Plot the mesh grid as a filled contour plot: - plt.contourf(xx, yy, Z, cmap=plt.cm.terrain, z=-100) - - - # ------ - - # When plotting the testing images, used to validate if the algorithm - # is functioning correctly, size them as 5% of the overall chart size - x_size = x_range * 0.05 - y_size = y_range * 0.05 - - # First, plot the images in your TEST dataset - img_num = 0 - for index in LTest.index: - # DTest is a regular NDArray, so you'll iterate over that 1 at a time. - x0, y0 = DTest[img_num,0]-x_size/2., DTest[img_num,1]-y_size/2. - x1, y1 = DTest[img_num,0]+x_size/2., DTest[img_num,1]+y_size/2. - - # DTest = our images isomap-transformed into 2D. But we still want - # to plot the original image, so we look to the original, untouched - # dataset (at index) to get the pixels: - img = df.iloc[index,:].reshape(num_pixels, num_pixels) - ax.imshow(img, aspect='auto', cmap=plt.cm.gray, interpolation='nearest', zorder=100000, extent=(x0, x1, y0, y1), alpha=0.8) - img_num += 1 - - - # Plot your TRAINING points as well... as points rather than as images - for label in range(len(np.unique(LTrain))): - indices = np.where(LTrain == label) - ax.scatter(DTrain[indices, 0], DTrain[indices, 1], c=colors[label], alpha=0.8, marker='o') - - # Plot - plt.show() - - - -# -# TODO: Use the same code from Module4/assignment4.py to load up the -# face_data.mat file into a dataset called "df". Be sure to calculate -# the num_pixels value, and to rotate the images to being right-side-up -# instead of sideways. This was demonstrated in the M4/A4 code: -# https://github.com/authman/DAT210x/blob/master/Module4/assignment4.py#L31-L41 -# -# .. your code here .. - - -# -# TODO: Load up your face_labels dataset. It only has a single column, and -# you're only interested in that single column. You will have to slice the -# column out so that you have access to it as a "Series" rather than as a -# "Dataframe". This was discussed in the the "Slicin'" lecture of the -# "Manipulating Data" reading on the course website. Use an appropriate -# indexer to take care of that. Be sure to print out the labels and compare -# what you see to the raw face_labels.csv so you know you loaded it correctly. -# -# .. your code here .. - - -# -# TODO: Do train_test_split. Use the same code as on the EdX platform in the -# reading material, but set the random_state=7 for reproduceability, and the -# test_size to 0.15 (150%). Your labels are actually passed in as a series -# (instead of as an NDArray) so that you can access their underlying indices -# later on. This is necessary so you can find your samples in the original -# dataframe. The convenience methods we've written for you that handle drawing -# expect this, so that they can plot your testing data as images rather than -# as points: -# -# .. your code here .. - - - -if Test_PCA: - # INFO: PCA is used *before* KNeighbors to simplify your high dimensionality - # image samples down to just 2 principal components! A lot of information - # (variance) is lost during the process, as I'm sure you can imagine. But - # you have to drop the dimension down to two, otherwise you wouldn't be able - # to visualize a 2D decision surface / boundary. In the wild, you'd probably - # leave in a lot more dimensions, which is better for higher accuracy, but - # worse for visualizing the decision boundary; - # - # Your model should only be trained (fit) against the training data (data_train) - # Once you've done this, you need use the model to transform both data_train - # and data_test from their original high-D image feature space, down to 2D - - # - # - # TODO: Implement PCA here. ONLY train against your training data, but - # transform both your training + test data, storing the results back into - # data_train, and data_test. - # - # .. your code here .. - -else: - # INFO: Isomap is used *before* KNeighbors to simplify your high dimensionality - # image samples down to just 2 components! A lot of information has been is - # lost during the process, as I'm sure you can imagine. But if you have - # non-linear data that can be represented on a 2D manifold, you probably will - # be left with a far superior dataset to use for classification. Plus by - # having the images in 2D space, you can plot them as well as visualize a 2D - # decision surface / boundary. In the wild, you'd probably leave in a lot more - # dimensions, which is better for higher accuracy, but worse for visualizing the - # decision boundary; - # - # Your model should only be trained (fit) against the training data (data_train) - # Once you've done this, you need use the model to transform both data_train - # and data_test from their original high-D image feature space, down to 2D - - # - # TODO: Implement Isomap here. ONLY train against your training data, but - # transform both your training + test data, storing the results back into - # data_train, and data_test. - # - # .. your code here .. - - - - -# -# TODO: Implement KNeighborsClassifier here. You can use any K value from 1 -# through 20, so play around with it and attempt to get good accuracy. -# Fit the classifier against your training data and labels. -# -# .. your code here .. - - - -# -# TODO: Calculate + Print the accuracy of the testing set (data_test and -# label_test). -# -# .. your code here .. - - - -# Chart the combined decision boundary, the training data as 2D plots, and -# the testing data as small images so we can visually validate performance. -Plot2DBoundary(data_train, label_train, data_test, label_test) - - -# -# TODO: -# After submitting your answers, expriment with using using PCA instead of -# ISOMap. Are the results what you expected? Also try tinkering around with -# the test/train split percentage from 10-20%. Notice anything? -# diff --git a/Obsolete Py27/Module5/assignment7.py b/Obsolete Py27/Module5/assignment7.py deleted file mode 100755 index 978f222..0000000 --- a/Obsolete Py27/Module5/assignment7.py +++ /dev/null @@ -1,172 +0,0 @@ -# If you'd like to try this lab with PCA instead of Isomap, -# as the dimensionality reduction technique: -Test_PCA = True - - -def plotDecisionBoundary(model, X, y): - print "Plotting..." - import matplotlib.pyplot as plt - import matplotlib - matplotlib.style.use('ggplot') # Look Pretty - - fig = plt.figure() - ax = fig.add_subplot(111) - - padding = 0.1 - resolution = 0.1 - - #(2 for benign, 4 for malignant) - colors = {2:'royalblue',4:'lightsalmon'} - - - # Calculate the boundaris - x_min, x_max = X[:, 0].min(), X[:, 0].max() - y_min, y_max = X[:, 1].min(), X[:, 1].max() - x_range = x_max - x_min - y_range = y_max - y_min - x_min -= x_range * padding - y_min -= y_range * padding - x_max += x_range * padding - y_max += y_range * padding - - # Create a 2D Grid Matrix. The values stored in the matrix - # are the predictions of the class at at said location - import numpy as np - xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution), - np.arange(y_min, y_max, resolution)) - - # What class does the classifier say? - Z = model.predict(np.c_[xx.ravel(), yy.ravel()]) - Z = Z.reshape(xx.shape) - - # Plot the contour map - plt.contourf(xx, yy, Z, cmap=plt.cm.seismic) - plt.axis('tight') - - # Plot your testing points as well... - for label in np.unique(y): - indices = np.where(y == label) - plt.scatter(X[indices, 0], X[indices, 1], c=colors[label], alpha=0.8) - - p = model.get_params() - plt.title('K = ' + str(p['n_neighbors'])) - plt.show() - - -# -# TODO: Load in the dataset, identify nans, and set proper headers. -# Be sure to verify the rows line up by looking at the file in a text editor. -# -# .. your code here .. - - - -# -# TODO: Copy out the status column into a slice, then drop it from the main -# dataframe. Always verify you properly executed the drop by double checking -# (printing out the resulting operating)! Many people forget to set the right -# axis here. -# -# If you goofed up on loading the dataset and notice you have a `sample` column, -# this would be a good place to drop that too if you haven't already. -# -# .. your code here .. - - - -# -# TODO: With the labels safely extracted from the dataset, replace any nan values -# with the mean feature / column value -# -# .. your code here .. - - - -# -# TODO: Do train_test_split. Use the same variable names as on the EdX platform in -# the reading material, but set the random_state=7 for reproduceability, and keep -# the test_size at 0.5 (50%). -# -# .. your code here .. - - - - -# -# TODO: Experiment with the basic SKLearn preprocessing scalers. We know that -# the features consist of different units mixed in together, so it might be -# reasonable to assume feature scaling is necessary. Print out a description -# of the dataset, post transformation. Recall: when you do pre-processing, -# which portion of the dataset is your model trained upon? Also which portion(s) -# of your dataset actually get transformed? -# -# .. your code here .. - - - - -# -# PCA and Isomap are your new best friends -model = None -if Test_PCA: - print "Computing 2D Principle Components" - # - # TODO: Implement PCA here. Save your model into the variable 'model'. - # You should reduce down to two dimensions. - # - # .. your code here .. - - - -else: - print "Computing 2D Isomap Manifold" - # - # TODO: Implement Isomap here. Save your model into the variable 'model' - # Experiment with K values from 5-10. - # You should reduce down to two dimensions. - # - # .. your code here .. - - - - -# -# TODO: Train your model against data_train, then transform both -# data_train and data_test using your model. You can save the results right -# back into the variables themselves. -# -# .. your code here .. - - - -# -# TODO: Implement and train KNeighborsClassifier on your projected 2D -# training data here. You can use any K value from 1 - 15, so play around -# with it and see what results you can come up. Your goal is to find a -# good balance where you aren't too specific (low-K), nor are you too -# general (high-K). You should also experiment with how changing the weights -# parameter affects the results. -# -# .. your code here .. - - - -# -# INFO: Be sure to always keep the domain of the problem in mind! It's -# WAY more important to errantly classify a benign tumor as malignant, -# and have it removed, than to incorrectly leave a malignant tumor, believing -# it to be benign, and then having the patient progress in cancer. Since the UDF -# weights don't give you any class information, the only way to introduce this -# data into SKLearn's KNN Classifier is by "baking" it into your data. For -# example, randomly reducing the ratio of benign samples compared to malignant -# samples from the training set. - - - -# -# TODO: Calculate + Print the accuracy of the testing set -# -# .. your code here .. - - -plotDecisionBoundary(knmodel, X_test, y_test) diff --git a/Obsolete Py27/Module5/assignment8.py b/Obsolete Py27/Module5/assignment8.py deleted file mode 100755 index 6ef0bf2..0000000 --- a/Obsolete Py27/Module5/assignment8.py +++ /dev/null @@ -1,134 +0,0 @@ -import pandas as pd -import numpy as np -import matplotlib -import matplotlib.pyplot as plt - -matplotlib.style.use('ggplot') # Look Pretty - - -def drawLine(model, X_test, y_test, title): - # This convenience method will take care of plotting your - # test observations, comparing them to the regression line, - # and displaying the R2 coefficient - fig = plt.figure() - ax = fig.add_subplot(111) - ax.scatter(X_test, y_test, c='g', marker='o') - ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7) - - print "Est 2014 " + title + " Life Expectancy: ", model.predict([[2014]])[0] - print "Est 2030 " + title + " Life Expectancy: ", model.predict([[2030]])[0] - print "Est 2045 " + title + " Life Expectancy: ", model.predict([[2045]])[0] - - score = model.score(X_test, y_test) - title += " R2: " + str(score) - ax.set_title(title) - - - plt.show() - - -# -# TODO: Load up the data here into a variable called 'X'. -# As usual, do a .describe and a print of your dataset and -# compare it to the dataset loaded in a text file or in a -# spread sheet application -# -# .. your code here .. - - -# -# TODO: Create your linear regression model here and store it in a -# variable called 'model'. Don't actually train or do anything else -# with it yet: -# -# .. your code here .. - - - -# -# TODO: Slice out your data manually (e.g. don't use train_test_split, -# but actually do the Indexing yourself. Set X_train to be year values -# LESS than 1986, and y_train to be corresponding WhiteMale age values. -# -# INFO You might also want to read the note about slicing on the bottom -# of this document before proceeding. -# -# .. your code here .. - - - -# -# TODO: Train your model then pass it into drawLine with your training -# set and labels. You can title it "WhiteMale". drawLine will output -# to the console a 2014 extrapolation / approximation for what it -# believes the WhiteMale's life expectancy in the U.S. will be... -# given the pre-1986 data you trained it with. It'll also produce a -# 2030 and 2045 extrapolation. -# -# .. your code here .. - - -# -# TODO: Print the actual 2014 WhiteMale life expectancy from your -# loaded dataset -# -# .. your code here .. - - - -# -# TODO: Repeat the process, but instead of for WhiteMale, this time -# select BlackFemale. Create a slice for BlackFemales, fit your -# model, and then call drawLine. Lastly, print out the actual 2014 -# BlackFemale life expectancy -# -# .. your code here .. - - - -# -# TODO: Lastly, print out a correlation matrix for your entire -# dataset, and display a visualization of the correlation -# matrix, just as we described in the visualization section of -# the course -# -# .. your code here .. - -plt.show() - - - - -# -# INFO + HINT On Fitting, Scoring, and Predicting: -# -# Here's a hint to help you complete the assignment without pulling -# your hair out! When you use .fit(), .score(), and .predict() on -# your model, SciKit-Learn expects your training data to be in -# spreadsheet (2D Array-Like) form. This means you can't simply -# pass in a 1D Array (slice) and get away with it. -# -# To properly prep your data, you have to pass in a 2D Numpy Array, -# or a dataframe. But what happens if you really only want to pass -# in a single feature? -# -# If you slice your dataframe using df[['ColumnName']] syntax, the -# result that comes back is actually a *dataframe*. Go ahead and do -# a type() on it to check it out. Since it's already a dataframe, -# you're good -- no further changes needed. -# -# But if you slice your dataframe using the df.ColumnName syntax, -# OR if you call df['ColumnName'], the result that comes back is -# actually a series (1D Array)! This will cause SKLearn to bug out. -# So if you are slicing using either of those two techniques, before -# sending your training or testing data to .fit / .score, do a -# my_column = my_column.reshape(-1,1). This will convert your 1D -# array of [n_samples], to a 2D array shaped like [n_samples, 1]. -# A single feature, with many samples. -# -# If you did something like my_column = [my_column], that would produce -# an array in the shape of [1, n_samples], which is incorrect because -# SKLearn expects your data to be arranged as [n_samples, n_features]. -# Keep in mind, all of the above only relates to your "X" or input -# data, and does not apply to your "y" or labels. - diff --git a/Obsolete Py27/Module5/assignment9.py b/Obsolete Py27/Module5/assignment9.py deleted file mode 100755 index e361eab..0000000 --- a/Obsolete Py27/Module5/assignment9.py +++ /dev/null @@ -1,236 +0,0 @@ -import pandas as pd -import numpy as np -import matplotlib -import matplotlib.pyplot as plt -from mpl_toolkits.mplot3d import Axes3D - -matplotlib.style.use('ggplot') # Look Pretty - - -def drawLine(model, X_test, y_test, title, R2): - # This convenience method will take care of plotting your - # test observations, comparing them to the regression line, - # and displaying the R2 coefficient - fig = plt.figure() - ax = fig.add_subplot(111) - ax.scatter(X_test, y_test, c='g', marker='o') - ax.plot(X_test, model.predict(X_test), color='orange', linewidth=1, alpha=0.7) - - title += " R2: " + str(R2) - ax.set_title(title) - print title - print "Intercept(s): ", model.intercept_ - - plt.show() - -def drawPlane(model, X_test, y_test, title, R2): - # This convenience method will take care of plotting your - # test observations, comparing them to the regression plane, - # and displaying the R2 coefficient - fig = plt.figure() - ax = Axes3D(fig) - ax.set_zlabel('prediction') - - # You might have passed in a DataFrame, a Series (slice), - # an NDArray, or a Python List... so let's keep it simple: - X_test = np.array(X_test) - col1 = X_test[:,0] - col2 = X_test[:,1] - - # Set up a Grid. We could have predicted on the actual - # col1, col2 values directly; but that would have generated - # a mesh with WAY too fine a grid, which would have detracted - # from the visualization - x_min, x_max = col1.min(), col1.max() - y_min, y_max = col2.min(), col2.max() - x = np.arange(x_min, x_max, (x_max-x_min) / 10) - y = np.arange(y_min, y_max, (y_max-y_min) / 10) - x, y = np.meshgrid(x, y) - - # Predict based on possible input values that span the domain - # of the x and y inputs: - z = model.predict( np.c_[x.ravel(), y.ravel()] ) - z = z.reshape(x.shape) - - ax.scatter(col1, col2, y_test, c='g', marker='o') - ax.plot_wireframe(x, y, z, color='orange', alpha=0.7) - - title += " R2: " + str(R2) - ax.set_title(title) - print title - print "Intercept(s): ", model.intercept_ - - plt.show() - - - -# -# INFO: Let's get started! - - -# -# TODO: First, as is your habit, inspect your dataset in a text -# editor, or spread sheet application. The first thing you should -# notice is that the first column is both unique (the name of each) -# college, as well as unlabeled. This is a HINT that it must be the -# index column. If you do not indicate to Pandas that you already -# have an index column, it'll create one for you, which would be -# undesirable since you already have one. -# -# Review the .read_csv() documentation and discern how to load up -# a dataframe while indicating which existing column is to be taken -# as an index. Then, load up the College dataset into a variable -# called X: -# -# .. your code here .. - - -# -# INFO: This line isn't necessary for your purposes; but we'd just -# like to show you an additional way to encode features directly. -# The .map() method is like .apply(), but instead of taking in a -# lambda / function, you simply provide a mapping of keys:values. -# If you decide to embark on the "Data Scientist Challenge", this -# line of code will save you the trouble of converting it through -# other means: -X.Private = X.Private.map({'Yes':1, 'No':0}) - - -# -# TODO: Create your linear regression model here and store it in a -# variable called 'model'. Don't actually train or do anything else -# with it yet: -# -# .. your code here .. - - - - -# -# INFO: The first relationship we're interested in is the -# number of accepted students, as a function of the amount -# charged for room and board. - -# -# TODO: Using indexing, create two slices (series). One will just -# store the room and board column, the other will store the accepted -# students column. Then use train_test_split to cut your data up -# into X_train, X_test, y_train, y_test, with a test_size of 30% and -# a random_state of 7. -# -# .. your code here .. - -# -# TODO: Fit and score your model appropriately. Store the score in the -# score variable. -# -# .. your code here .. - -# INFO: We'll take it from here, buddy: -drawLine(model, X_test, y_test, "Accept(Room&Board)", score) - - - - -# -# TODO: Duplicate the process above; this time, model the number of -# accepted students, as a function of the number of enrolled students -# per college. -# -# .. your code here .. -drawLine(model, X_test, y_test, "Accept(Enroll)", score) - - - -# -# TODO: Duplicate the process above; this time, model the number of -# accepted students, as as function of the numbr of failed undergraduate -# students per college. -# -# .. your code here .. -drawLine(model, X_test, y_test, "Accept(F.Undergrad)", score) - - -# -# TODO: Duplicate the process above (almost). This time is going to be -# a bit more complicated. Instead of modeling one feature as a function -# of another, you will attempt to do multivariate linear regression to -# model one feature as a function of TWO other features. -# -# Model the number of accepted students as a function of the amount -# charged for room and board _and_ the number of enrolled students. To do -# this, instead of creating a regular slice for a single-feature input, -# simply create a slice that contains both columns you wish to use as -# inputs. Your training labels will remain a single slice. -# -# .. your code here .. -drawPlane(model, X_test, y_test, "Accept(Room&Board,Enroll)", score) - - -# -# INFO: That concludes this assignment -# - - - - -# INFO + HINT On Fitting, Scoring, and Predicting: -# -# Here's a hint to help you complete the assignment without pulling -# your hair out! When you use .fit(), .score(), and .predict() on -# your model, SciKit-Learn expects your training data to be in -# spreadsheet (2D Array-Like) form. This means you can't simply -# pass in a 1D Array (slice) and get away with it. -# -# To properly prep your data, you have to pass in a 2D Numpy Array, -# or a dataframe. But what happens if you really only want to pass -# in a single feature? -# -# If you slice your dataframe using df[['ColumnName']] syntax, the -# result that comes back is actually a *dataframe*. Go ahead and do -# a type() on it to check it out. Since it's already a dataframe, -# you're good -- no further changes needed. -# -# But if you slice your dataframe using the df.ColumnName syntax, -# OR if you call df['ColumnName'], the result that comes back is -# actually a series (1D Array)! This will cause SKLearn to bug out. -# So if you are slicing using either of those two techniques, before -# sending your training or testing data to .fit / .score, do a -# my_column = my_column.reshape(-1,1). This will convert your 1D -# array of [n_samples], to a 2D array shaped like [n_samples, 1]. -# A single feature, with many samples. -# -# If you did something like my_column = [my_column], that would produce -# an array in the shape of [1, n_samples], which is incorrect because -# SKLearn expects your data to be arranged as [n_samples, n_features]. -# Keep in mind, all of the above only relates to your "X" or input -# data, and does not apply to your "y" or labels. - - - - - -# -# Data Scientist Challenge -# ======================== -# -# You've experimented with a number of feature scaling techniques -# already, such as MaxAbsScaler, MinMaxScaler, Normalizer, StandardScaler -# and more from http://scikit-learn.org/stable/modules/classes.html#module-sklearn.preprocessing -# -# What happens if you apply scaling to your data before doing -# linear regression? Would it alter the quality of your results? -# Do the scalers that work on a per-feature basis, such as MinMaxScaler -# behave differently that those that work on a multi-feature basis, such -# as normalize? And moreover, once your features have been scaled, you -# won't be able to use the resulting regression directly... unless you're -# able to .inverse_transform() the scaling. Do all of the SciKit-Learn -# scalers support that? -# -# This is your time to shine and to show how much of an explorer you are: -# Dive deeper into uncharted lands, browse SciKit-Learn's documentation, -# scour Google, ask questions on Quora, Stack-Overflow, and the course -# message board, and see if you can discover something that will be of -# benefit to you in the future! - - diff --git a/Obsolete Py27/Module6/assignment1.py b/Obsolete Py27/Module6/assignment1.py deleted file mode 100755 index 214f810..0000000 --- a/Obsolete Py27/Module6/assignment1.py +++ /dev/null @@ -1,192 +0,0 @@ -import matplotlib as mpl -import matplotlib.pyplot as plt - -import pandas as pd -import numpy as np -import time - - -# -# INFO: Your Parameters. -# You can adjust them after completing the lab -C = 1 -kernel = 'linear' -iterations = 5000 # TODO: Change to 200000 once you get to Question#2 - -# -# INFO: You can set this to false if you want to -# draw the full square matrix -FAST_DRAW = True - - - -def drawPlots(model, X_train, X_test, y_train, y_test, wintitle='Figure 1'): - # INFO: A convenience function for you - # You can use this to break any higher-dimensional space down - # And view cross sections of it. - - # If this line throws an error, use plt.style.use('ggplot') instead - mpl.style.use('ggplot') # Look Pretty - - padding = 3 - resolution = 0.5 - max_2d_score = 0 - - y_colors = ['#ff0000', '#00ff00', '#0000ff'] - my_cmap = mpl.colors.ListedColormap(['#ffaaaa', '#aaffaa', '#aaaaff']) - colors = [y_colors[i] for i in y_train] - num_columns = len(X_train.columns) - - fig = plt.figure() - fig.canvas.set_window_title(wintitle) - - cnt = 0 - for col in range(num_columns): - for row in range(num_columns): - # Easy out - if FAST_DRAW and col > row: - cnt += 1 - continue - - ax = plt.subplot(num_columns, num_columns, cnt + 1) - plt.xticks(()) - plt.yticks(()) - - # Intersection: - if col == row: - plt.text(0.5, 0.5, X_train.columns[row], verticalalignment='center', horizontalalignment='center', fontsize=12) - cnt += 1 - continue - - - # Only select two features to display, then train the model - X_train_bag = X_train.ix[:, [row,col]] - X_test_bag = X_test.ix[:, [row,col]] - model.fit(X_train_bag, y_train) - - # Create a mesh to plot in - x_min, x_max = X_train_bag.ix[:, 0].min() - padding, X_train_bag.ix[:, 0].max() + padding - y_min, y_max = X_train_bag.ix[:, 1].min() - padding, X_train_bag.ix[:, 1].max() + padding - xx, yy = np.meshgrid(np.arange(x_min, x_max, resolution), - np.arange(y_min, y_max, resolution)) - - # Plot Boundaries - plt.xlim(xx.min(), xx.max()) - plt.ylim(yy.min(), yy.max()) - - # Prepare the contour - Z = model.predict(np.c_[xx.ravel(), yy.ravel()]) - Z = Z.reshape(xx.shape) - plt.contourf(xx, yy, Z, cmap=my_cmap, alpha=0.8) - plt.scatter(X_train_bag.ix[:, 0], X_train_bag.ix[:, 1], c=colors, alpha=0.5) - - - score = round(model.score(X_test_bag, y_test) * 100, 3) - plt.text(0.5, 0, "Score: {0}".format(score), transform = ax.transAxes, horizontalalignment='center', fontsize=8) - max_2d_score = score if score > max_2d_score else max_2d_score - - cnt += 1 - - print "Max 2D Score: ", max_2d_score - fig.set_tight_layout(True) - - -def benchmark(model, X_train, X_test, y_train, y_test, wintitle='Figure 1'): - print '\n\n' + wintitle + ' Results' - s = time.time() - for i in range(iterations): - # - # TODO: train the classifier on the training data / labels: - # - # .. your code here .. - print "{0} Iterations Training Time: ".format(iterations), time.time() - s - - - s = time.time() - for i in range(iterations): - # - # TODO: score the classifier on the testing data / labels: - # - # .. your code here .. - print "{0} Iterations Scoring Time: ".format(iterations), time.time() - s - print "High-Dimensionality Score: ", round((score*100), 3) - - - -# -# TODO: Load up the wheat dataset into dataframe 'X' -# Verify you did it properly. -# Indices shouldn't be doubled, nor weird headers... -# -# .. your code here .. - - -# INFO: An easy way to show which rows have nans in them -#print X[pd.isnull(X).any(axis=1)] - - -# -# TODO: Go ahead and drop any row with a nan -# -# .. your code here .. - - - -# -# INFO: # In the future, you might try setting the nan values to the -# mean value of that column, the mean should only be calculated for -# the specific class rather than across all classes, now that you -# have the labels - - - -# -# TODO: Copy the labels out of the dset into variable 'y' then Remove -# them from X. Encode the labels, using the .map() trick we showed -# you in Module 5 -- canadian:0, kama:1, and rosa:2 -# -# .. your code here .. - - - -# -# TODO: Split your data into test / train sets -# Your test size can be 30% with random_state 7. -# Use variable names: X_train, X_test, y_train, y_test -# -# .. your code here .. - - - -# -# TODO: Create an SVC classifier named svc -# Use a linear kernel, and set the C value to C -# -# .. your code here .. - - -# -# TODO: Create an KNeighbors classifier named knn -# Set the neighbor count to 5 -# -# .. your code here .. - - - - - -benchmark(knn, X_train, X_test, y_train, y_test, 'KNeighbors') -drawPlots(knn, X_train, X_test, y_train, y_test, 'KNeighbors') - -benchmark(svc, X_train, X_test, y_train, y_test, 'SVC') -drawPlots(svc, X_train, X_test, y_train, y_test, 'SVC') - -plt.show() - - - -# -# BONUS: After submitting your answers, toy around with -# gamma, kernel, and C. - - diff --git a/Obsolete Py27/Module6/assignment2.py b/Obsolete Py27/Module6/assignment2.py deleted file mode 100755 index a8b443f..0000000 --- a/Obsolete Py27/Module6/assignment2.py +++ /dev/null @@ -1,205 +0,0 @@ -import pandas as pd - -# The Dataset comes from: -# https://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits - - -# At face value, this looks like an easy lab; -# But it has many parts to it, so prepare yourself before starting... - - -def load(path_test, path_train): - # Load up the data. - # You probably could have written this.. - with open(path_test, 'r') as f: testing = pd.read_csv(f) - with open(path_train, 'r') as f: training = pd.read_csv(f) - - # The number of samples between training and testing can vary - # But the number of features better remain the same! - n_features = testing.shape[1] - - X_test = testing.ix[:,:n_features-1] - X_train = training.ix[:,:n_features-1] - y_test = testing.ix[:,n_features-1:].values.ravel() - y_train = training.ix[:,n_features-1:].values.ravel() - - # - # Special: - - return X_train, X_test, y_train, y_test - - -def peekData(X_train): - # The 'targets' or labels are stored in y. The 'samples' or data is stored in X - print "Peeking your data..." - fig = plt.figure() - - cnt = 0 - for col in range(5): - for row in range(10): - plt.subplot(5, 10, cnt + 1) - plt.imshow(X_train.ix[cnt,:].reshape(8,8), cmap=plt.cm.gray_r, interpolation='nearest') - plt.axis('off') - cnt += 1 - fig.set_tight_layout(True) - plt.show() - - -def drawPredictions(X_train, X_test, y_train, y_test): - fig = plt.figure() - - # Make some guesses - y_guess = model.predict(X_test) - - - # - # INFO: This is the second lab we're demonstrating how to - # do multi-plots using matplot lab. In the next assignment(s), - # it'll be your responsibility to use this and assignment #1 - # as tutorials to add in the plotting code yourself! - num_rows = 10 - num_cols = 5 - - index = 0 - for col in range(num_cols): - for row in range(num_rows): - plt.subplot(num_cols, num_rows, index + 1) - - # 8x8 is the size of the image, 64 pixels - plt.imshow(X_test.ix[index,:].reshape(8,8), cmap=plt.cm.gray_r, interpolation='nearest') - - # Green = Guessed right - # Red = Fail! - fontcolor = 'g' if y_test[index] == y_guess[index] else 'r' - plt.title('Label: %i' % y_guess[index], fontsize=6, color=fontcolor) - plt.axis('off') - index += 1 - fig.set_tight_layout(True) - plt.show() - - - -# -# TODO: Pass in the file paths to the .tes and the .tra files -X_train, X_test, y_train, y_test = load('', '') - -import matplotlib.pyplot as plt -from sklearn import svm - -# -# Get to know your data. It seems its already well organized in -# [n_samples, n_features] form. Our dataset looks like (4389, 784). -# Also your labels are already shaped as [n_samples]. -peekData(X_train) - - -# -# TODO: Create an SVC classifier. Leave C=1, but set gamma to 0.001 -# and set the kernel to linear. Then train the model on the training -# data / labels: -print "Training SVC Classifier..." -# -# .. your code here .. - - - - -# TODO: Calculate the score of your SVC against the testing data -print "Scoring SVC Classifier..." -# -# .. your code here .. -print "Score:\n", score - - -# Visual Confirmation of accuracy -drawPredictions(X_train, X_test, y_train, y_test) - - -# -# TODO: Print out the TRUE value of the 1000th digit in the test set -# By TRUE value, we mean, the actual provided label for that sample -# -# .. your code here .. -print "1000th test label: ", true_1000th_test_value - - -# -# TODO: Predict the value of the 1000th digit in the test set. -# Was your model's prediction correct? -# INFO: If you get a warning on your predict line, look at the -# notes from the previous module's labs. -# -# .. your code here .. -print "1000th test prediction: ", guess_1000th_test_value - - -# -# TODO: Use IMSHOW to display the 1000th test image, so you can -# visually check if it was a hard image, or an easy image -# -# .. your code here .. - - -# -# TODO: Were you able to beat the USPS advertised accuracy score -# of 98%? If so, STOP and answer the lab questions. But if you -# weren't able to get that high of an accuracy score, go back -# and change your SVC's kernel to 'poly' and re-run your lab -# again. - - - -# -# TODO: Were you able to beat the USPS advertised accuracy score -# of 98%? If so, STOP and answer the lab questions. But if you -# weren't able to get that high of an accuracy score, go back -# and change your SVC's kernel to 'rbf' and re-run your lab -# again. - - - -# -# TODO: Were you able to beat the USPS advertised accuracy score -# of 98%? If so, STOP and answer the lab questions. But if you -# weren't able to get that high of an accuracy score, go back -# and tinker with your gamma value and C value until you're able -# to beat the USPS. Don't stop tinkering until you do. =). - - -################################################# - -# -# TODO: Once you're able to beat the +98% accuracy score of the -# USPS, go back into the load() method. Look for the line that -# reads "# Special:" -# -# Immediately under that line, alter X_train and y_train ONLY. -# Keep just the ___FIRST___ 4% of the samples. In other words, -# for every 100 samples found, throw away 96 of them. Make sure -# all the samples (and labels) you keep come from the start of -# X_train and y_train. - -# If the first 4% is a decimal number, then use int + ceil to -# round up to the nearest whole integer. - -# That operation might require some Pandas indexing skills, or -# perhaps some numpy indexing skills if you'd like to go that -# route. Feel free to ask on the class forum if you want; but -# try to exercise your own muscles first, for at least 30 -# minutes, by reviewing the Pandas documentation and stack -# overflow. Through that, in the process, you'll pick up a lot. -# Part of being a machine learning practitioner is know what -# questions to ask and where to ask them, so this is a great -# time to start! - -# Re-Run your application after throwing away 96% your training -# data. What accuracy score do you get now? - - - - -# -# TODO: Lastly, change your kernel back to linear and run your -# assignment one last time. What's the accuracy score this time? -# Surprised? - diff --git a/Obsolete Py27/Module6/assignment3.py b/Obsolete Py27/Module6/assignment3.py deleted file mode 100755 index 1073705..0000000 --- a/Obsolete Py27/Module6/assignment3.py +++ /dev/null @@ -1,4 +0,0 @@ -# -# This code is intentionally missing! -# Read the directions on the course lab page! -# \ No newline at end of file diff --git a/Obsolete Py27/Module6/assignment4.py b/Obsolete Py27/Module6/assignment4.py deleted file mode 100755 index 1073705..0000000 --- a/Obsolete Py27/Module6/assignment4.py +++ /dev/null @@ -1,4 +0,0 @@ -# -# This code is intentionally missing! -# Read the directions on the course lab page! -# \ No newline at end of file diff --git a/Obsolete Py27/Module6/assignment5.py b/Obsolete Py27/Module6/assignment5.py deleted file mode 100755 index df20444..0000000 --- a/Obsolete Py27/Module6/assignment5.py +++ /dev/null @@ -1,74 +0,0 @@ -import pandas as pd - - -#https://archive.ics.uci.edu/ml/machine-learning-databases/mushroom/agaricus-lepiota.names - - -# -# TODO: Load up the mushroom dataset into dataframe 'X' -# Verify you did it properly. -# Indices shouldn't be doubled. -# Header information is on the dataset's website at the UCI ML Repo -# Check NA Encoding -# -# .. your code here .. - -# INFO: An easy way to show which rows have nans in them -#print X[pd.isnull(X).any(axis=1)] - - -# -# TODO: Go ahead and drop any row with a nan -# -# .. your code here .. -print X.shape - - -# -# TODO: Copy the labels out of the dset into variable 'y' then Remove -# them from X. Encode the labels, using the .map() trick we showed -# you in Module 5 -- canadian:0, kama:1, and rosa:2 -# -# .. your code here .. - - -# -# TODO: Encode the entire dataset using dummies -# -# .. your code here .. - - -# -# TODO: Split your data into test / train sets -# Your test size can be 30% with random_state 7 -# Use variable names: X_train, X_test, y_train, y_test -# -# .. your code here .. - - - -# -# TODO: Create an DT classifier. No need to set any parameters -# -# .. your code here .. - - -# -# TODO: train the classifier on the training data / labels: -# TODO: score the classifier on the testing data / labels: -# -# .. your code here .. -print "High-Dimensionality Score: ", round((score*100), 3) - - -# -# TODO: Use the code on the course's SciKit-Learn page to output a .DOT file -# Then render the .DOT to .PNGs. Ensure you have graphviz installed. -# If not, `brew install graphviz`. If you can't, use: http://webgraphviz.com/. -# On Windows 10, graphviz installs via a msi installer that you can download from -# the graphviz website. Also, a graph editor, gvedit.exe can be used to view the -# tree directly from the exported tree.dot file without having to issue a call. -# -# .. your code here .. - - diff --git a/Obsolete Py27/Module6/assignment6.py b/Obsolete Py27/Module6/assignment6.py deleted file mode 100755 index 87ffe4c..0000000 --- a/Obsolete Py27/Module6/assignment6.py +++ /dev/null @@ -1,131 +0,0 @@ -import pandas as pd -import time - -# Grab the DLA HAR dataset from: -# http://groupware.les.inf.puc-rio.br/har -# http://groupware.les.inf.puc-rio.br/static/har/dataset-har-PUC-Rio-ugulino.zip -# A cached copy of the dataset is included in the course repository. - - -# -# TODO: Load up the dataset into dataframe 'X' -# -# .. your code here .. - - - -# -# TODO: Encode the gender column, 0 as male, 1 as female -# -# .. your code here .. - - -# -# TODO: Clean up any column with commas in it -# so that they're properly represented as decimals instead -# -# .. your code here .. - - -# -# INFO: Check data types -print X.dtypes - - - -# -# TODO: Convert any column that needs to be converted into numeric -# use errors='raise'. This will alert you if something ends up being -# problematic -# -# .. your code here .. - - -# -# INFO: If you find any problematic records, drop them before calling the -# to_numeric methods above... - - -# -# TODO: Encode your 'y' value as a dummies version of your dataset's "class" column -# -# .. your code here .. - - -# -# TODO: Get rid of the user and class columns -# -# .. your code here .. -print X.describe() - - -# -# INFO: An easy way to show which rows have nans in them -print X[pd.isnull(X).any(axis=1)] - - - -# -# TODO: Create an RForest classifier 'model' and set n_estimators=30, -# the max_depth to 10, and oob_score=True, and random_state=0 -# -# .. your code here .. - - - -# -# TODO: Split your data into test / train sets -# Your test size can be 30% with random_state 7 -# Use variable names: X_train, X_test, y_train, y_test -# -# .. your code here .. - - - - - -print "Fitting..." -s = time.time() -# -# TODO: train your model on your training set -# -# .. your code here .. -print "Fitting completed in: ", time.time() - s - - -# -# INFO: Display the OOB Score of your data -score = model.oob_score_ -print "OOB Score: ", round(score*100, 3) - - - - -print "Scoring..." -s = time.time() -# -# TODO: score your model on your test set -# -# .. your code here .. -print "Score: ", round(score*100, 3) -print "Scoring completed in: ", time.time() - s - - -# -# TODO: Answer the lab questions, then come back to experiment more - - -# -# TODO: Try playing around with the gender column -# Encode it as Male:1, Female:0 -# Try encoding it to pandas dummies -# Also try dropping it. See how it affects the score -# This will be a key on how features affect your overall scoring -# and why it's important to choose good ones. - - - -# -# TODO: After that, try messing with 'y'. Right now its encoded with -# dummies try other encoding methods to experiment with the effect. -