diff --git a/02_activities/assignments/assignment_1_week1_class1-2.ipynb b/02_activities/assignments/assignment_1_week1_class1-2.ipynb new file mode 100644 index 000000000..7ac43efee --- /dev/null +++ b/02_activities/assignments/assignment_1_week1_class1-2.ipynb @@ -0,0 +1,626 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "f7a3a323", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8db7565c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Using Scatter diagram to view the plots\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea9444ae", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Using Bar diagram to view the plot\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "269ce2f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# using barh diagram to view the plot\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.barh(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3800cded", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Using histogram graph to view the chart\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0,100,50)\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.hist(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7896acdd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding title and lable names\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y)\n", + "\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9e6f9e15", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding color combination to the chart\n", + "font1 = {'family': 'sans-serif','color':'blue','size':20}\n", + "font2 = {'family': 'monospace', 'color':'green','size':14}\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y)\n", + "\n", + "ax.set_title('Total growth over time', fontdict = font1)\n", + "ax.set_ylabel('Total growth', fontdict=font2)\n", + "ax.set_xlabel('Years since start', fontdict=font2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b37f25bf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding color combination with font size\n", + "font1 = {'family': 'sans-serif','color':'blue','size':20}\n", + "font2 = {'family': 'monospace', 'color':'green','size':14}\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y)\n", + "\n", + "ax.set_title('Total growth over time', fontdict = font1, loc='left')\n", + "ax.set_ylabel('Total growth', fontdict=font2)\n", + "ax.set_xlabel('Years since start', fontdict=font2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d6d608f0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Different style of scatter plot\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker = '+',\n", + " color = 'indigo')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3903973", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#adding color and visual\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x,\n", + " y,\n", + " marker = '*',\n", + " color = 'indigo')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "276a4ae6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y, marker = '*',\n", + " color = '#7425B9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markersize =12,\n", + " markeredgecolor = '#FA9359',\n", + " markerfacecolor = '#000000')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "6754e152", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y, marker = '*',\n", + " color = '#7425B9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markersize =12,\n", + " markeredgecolor = '#FA9359',\n", + " markerfacecolor = '#000000')\n", + "ax.grid(axis='x')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "82788333", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y, marker = '*',\n", + " color = '#7425B9',\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markersize =12,\n", + " markeredgecolor = '#FA9359',\n", + " markerfacecolor = '#000000')\n", + "ax.grid(axis='x', color='red')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "81c473f0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "MovieWriter ffmpeg unavailable; using Pillow instead.\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# libraries\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.animation import FuncAnimation\n", + "\n", + "# initiate figure\n", + "fig, ax = plt.subplots(figsize=(10, 8), dpi=120)\n", + "\n", + "def update(frame):\n", + " ax.clear()\n", + " ax.scatter(\n", + " 1+frame, 10+frame*10,\n", + " s=600, alpha=0.5,\n", + " edgecolors=\"black\"\n", + " )\n", + " ax.set_xlim(0, 10)\n", + " ax.set_ylim(0, 100)\n", + " return fig, ax\n", + "\n", + "ani = FuncAnimation(fig, update, frames=range(10))\n", + "ani.save(\"my_animation.gif\", fps=5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "c78ef6a5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create time series data\n", + "dates = pd.date_range(start=\"2025-01-01\", periods=100, freq='D')\n", + "values = np.cumsum(np.random.randn(100)) # cumulative sum to simulate trend\n", + "\n", + "# Plot\n", + "fig, ax = plt.subplots(figsize=(9, 4))\n", + "ax.plot(dates, values)\n", + "\n", + "# Customize\n", + "ax.set_title(\"Sample Time Series\")\n", + "ax.set_xlabel(\"Date\")\n", + "ax.set_ylabel(\"Value\")\n", + "ax.grid(True)\n", + "\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/assignment_1_week2_class1-2.ipynb b/02_activities/assignments/assignment_1_week2_class1-2.ipynb new file mode 100644 index 000000000..6b324ccdf --- /dev/null +++ b/02_activities/assignments/assignment_1_week2_class1-2.ipynb @@ -0,0 +1,732 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 21, + "id": "b063b43b", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL ##install as pillow if needed\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "86692ac2", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0,100,50)\n", + "y2 = np.random.randint(0,100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d82d83fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots (figsize=(5,3))\n", + "ax.plot(x,y1,)\n", + "ax.plot(x,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "40431409", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ab = plt.subplots (figsize=(5,3))\n", + "ab.plot(x,y1, label = \"Person 1\")\n", + "ab.plot(x,y2, label = \"Person 2\")\n", + "ab.legend(loc = 'lower right')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5d450a5d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ShaileshT\\AppData\\Local\\Temp\\ipykernel_43900\\1395912661.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ac = plt.subplots (figsize=(5,3))\n", + "ac.plot(x,y1, label = \"Person 1\")\n", + "ac.plot(x,y2, label = \"Person 2\")\n", + "ac.legend(loc = 'lower right',\n", + " frameon = True,\n", + " fontsize = 12,\n", + " shadow = True)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3acacbae", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ShaileshT\\AppData\\Local\\Temp\\ipykernel_43900\\1453295066.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ad = plt.subplots (figsize=(5,3))\n", + "ad.plot(x,y1, label = \"Person 1\")\n", + "ad.plot(x,y2, label = \"person 2\")\n", + "ad.legend (loc ='upper left',\n", + " bbox_to_anchor = (1,1))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "16d8c7c1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ShaileshT\\AppData\\Local\\Temp\\ipykernel_43900\\3395212835.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ae = plt.subplots (figsize=(5,3))\n", + "ae.scatter(x,y1, label = \"Person 1\")\n", + "ae.scatter(x,y2, label = \"Person 2\")\n", + "ae.legend(loc = 'lower right')\n", + "ae.text(10,95, \"This value is important!\")\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "31d52d62", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ShaileshT\\AppData\\Local\\Temp\\ipykernel_43900\\2404900828.py:9: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, af = plt.subplots (figsize=(5,3))\n", + "af.scatter(x,y1, label = \"Person 1\")\n", + "af.scatter(x,y2, label = \"Person 2\")\n", + "af.legend(loc = 'lower right')\n", + "af.text(10,95, \"This value is important!\",\n", + " ha = 'center',\n", + " color = 'red',\n", + " size =20)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "096c0958", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.22, '. Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ag = plt.subplots()\n", + "ag.axis([0,10,0,10])\n", + "\n", + "ag.text(1,5, \". Data: (1,5)\", transform = ag.transData)\n", + "ag.text(0.5,0.1, \". Axes:(0.5, 0.1)\", transform=ag.transAxes)\n", + "ag.text(0.2, 0.22,\". Figure:(0.2, 0.2)\", transform=fig.transFigure)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6d87f4aa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ag = plt.subplots (figsize=(5,3))\n", + "ag.scatter(x,y1, label = \"Person 1\")\n", + "ag.scatter(x,y2, label = \"Person 2\")\n", + "ag.legend(loc = 'lower right')\n", + "\n", + "ag.annotate(\"This is important!\", xy = (10,95), xytext = (20,94),\n", + " arrowprops=dict(facecolor='black'))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2807d8c9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ShaileshT\\AppData\\Local\\Temp\\ipykernel_4984\\3160354579.py:6: UserWarning: Setting the 'color' property will override the edgecolor or facecolor properties.\n", + " ag.annotate(\"This is important!\", xy = (10,95), xytext = (20,94),\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(20, 94, 'This is important!')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ag = plt.subplots (figsize=(5,3))\n", + "ag.scatter(x,y1, label = \"Person 1\")\n", + "ag.scatter(x,y2, label = \"Person 2\")\n", + "ag.legend(loc = 'lower right')\n", + "\n", + "ag.annotate(\"This is important!\", xy = (10,95), xytext = (20,94),\n", + " arrowprops=dict(facecolor='wedge',\n", + " color = \"hotpink\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e3e14053", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ag = plt.subplots (figsize=(5,3))\n", + "ag.scatter(x,y1, label = \"Person 1\")\n", + "ag.scatter(x,y2, label = \"Person 2\")\n", + "ag.legend(loc = 'lower right')\n", + "\n", + "#ag.yaxis.set_major_locator(plt.NullLocator())\n", + "#ag.xaxis.set_major_formatter(plt.NullFormatter())\n", + "\n", + "#ag.xaxis.set_major_locator(plt.MultipleLocator(5))\n", + "\n", + "#ag.xaxis.set_major_locator(plt.MultipleLocator(5))\n", + "\n", + "plt.xticks(rotation=45, ha = 'right', fontsize = 12, font = 'serif')\n", + "#plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict= font1)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b27d7bab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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rGs05iLsOdYHUs9+wPbHipHSHBrcmfhiOMHYKT5j/PUiyDJ51zxRtX9YTVLo6Q7zUEEE8B6xs8sHp7caWsgMTSfjj7smi1sMZyiITr2Q6XdxYbcMkm4yO8BeaKvaOJ5kPdclg1mFhcyHqsaDSGSh1OgbwOC2SEpiG16Kska0xT15FbWUwwVIE8RzxeU42ji1MWEfJN1QzDfIxjglLXmGxUKgIOp3TQTAalwvync1EmFHC8VHrTBaJKt73UAy4Yrln4u4dmw3bFJcEiZWrp3+nMnGEsF61hH/CfDHo3rWVsSGlMnmp97lgQU1pJpdpIYJ4jjhnjh+W1hkNQt4ciMOLPbGiZuLFoNMtM/Eyt17F9rKhKB2o0ZI5Kgai24NJEE/aCOIld24z67CwKWxzDQ8YtslzFgBU105vIGri7G9FXdwSQYsgjvCuLXw2jqOm3yTodKTSS21YhBBBPEegaxCvNv6zzeNFrYnz7FDz+v5WNfEyz8R5VLo2G68YJBOMUvQ++X/gfnNdUfuPTRdzlBlRmQVxnjDPyTlMlY6U+sbM37mZuAjiVqiatF5MeV56suD6AtRvoGC5HKl0hPCYzAOuWBSC76wfhf5IZgD4a1cE3hmJw+I6b2Hd2tTHitJiVtk1cSuPdBS3tQZLT5FZIpGA4M3Xgvudac9uxeuF5NJjILnyJEguPxHk2fPRYrAw728ShCRcaNZYv8T2UirUzYRtdjNxKojXNGRu4ARxzMRF4cYc1RHrxaDU2w3Szi0gLz666JPLji+xyUtRM3GsMz7yyCNw0UUXwRFHHAHt7e1wwgknwBe/+EXYs2eP4fmjo6Nw4403wvLly6G1tZX9xN9xezki6HHBvxBWrHiR3pXvwSim6vRiZOIWNXG8uZdxlmGZiVeIuA2H4GgDOMIVj4PnrdfA/8CdEPr6P0PouivA/8tbwP3Ks/n9TuQkuEyEWR4bNGi+MvFYUmHtarg4c6JnMGUS7NTEoxGSlVLqMoO4QgjbGIR/uiXqo/YWU548CNy2D8dh40AMoknjObS+j15sHlaZ+De+8Q342c9+BrNmzYILL7wQampqYPPmzfDrX/8a/vCHP8ATTzwBRx11FHtuOBxmz9m0aROcddZZcNlll7Hn3nnnnfD888/DX//6V6iqor3LS4l/XVYFP940Zqip/mbHBHz92BpoRGufgqvTS99ipqp7Ff8sqMhMvELodPfWNyyfIw32gfTcn8H73J9BrmuAyLXfA3nR1HVWqCwW4Z+wSacPTwXebOuKO0cS8IlnB2HT4NRNtjUowdkdfnj37ACcNdsPzWbXnKmwzZpO5z1HqbWfiQuYoz5m7zzyrnsaYh/+XFaDlzBof+zpAXhi/9T5EPK44LRZPjh7dgDOmR2AhbVuMhPvrHaXDWNX8CDe09MDd911F8ydOxdeeOEFqK2dFn1gYMYMGwM8/kPcfvvtLIBfe+218O1vfzv93JtuugluueUW9jj+TbmhJehmY0rv2Z6ZqU4mFfjVtgn4yjE2+MWchW2lr4mz54wOg9JcoUG8QjJxV1+3o+fjvOzAf/8XTPzXPYbHnAZSK3Fj0AYNisA648EJmRknZQMsYakBHIFmHL/dOcn+4adZ1exlAf20Fhc0yShcVMCd8m+QzPz/bdDp1AQ0hFKbOXpU1MSzAwbXJptB3DU2Au7Nr2a29tnEL7aOpwM4Ager4O9T20ZgXrWbGb2U29CTotLp+/btA1mW4eSTT84I4Ijzzz+f/ezv70/fTO69916orq6G66+/PuO51113HdTX18N9991Xtm1AV3MEbv+9dZykafJu9hIpfU283OviM0XYJvUedP43B/dlfDev9sbgjEd6Yc59B+GKJ/uhZ8KmNN8iANmpZebq3IZDVv68j38u4tW2oT8OP3hzDC55ahROXRuCzgcHoeXX3ezfzev6zFvMLO4xvC4M+5m4aDEzw3g0Do0J4/1sY1VnXin1Fw7FLP0MqFv38WXg1Fa0IL5o0SLw+Xzw8ssvw9hY5sX9t7/9jf087bTT2M+dO3fCwYMHYfXq1QbKPBAIwJo1a6C7uxt27doF5Yhl9V44d7bR/KVnUoaH82T+YiZsgzLKxMsRg5EkG4NZ8Zl4MgGugUOk3aciWVzSKZ+BLUNxeN9f+1grZDihwN/2R+GjTxtbprKhgmuJDIpqw8zFuQ1bBXMx2KtKmtDpsmxqb2x2juuDuCJazLLCxPAoSIT074/NJ0KXP7MDAOFZ/0JW978hnRjZLko9Q7yodHpjYyP8x3/8B/uHwfmCCy5gmfaWLVvg2WefhU984hPw6U9/Oh3EEQsXLuQuCNTnqf/nIRLJ/SKJxWIZP+3g35b64ckDxhvEU11huHRO7mumkInZC9bE8/G5zeC1uLkhkkP9bD+yOX6FxNsc60QtBidiBT+GTkAdQ6n/EFRjoNFh4tzLIHLmReB9+w0IrP0b+IgRmfGhARirbYVPPjMC+jklr/bFYc/gBMwKmZ+nnrERCJk8Xh83niPHNrrJgP32YBQiEee3oa4cRXHBpPk5GevvBdnNz7aCA73k9og/CLLm/JHABZSCJxEeL6vzzArFvpbH+2impNdXC79tXQNf7XrMYN6jrHsaoief4+h9hrIwhsB5J8uqZEffn5Pjhwlr2QnbvvCFLzBR25e+9CX45S9/md6OQf2KK64Ar3fqYlHV53V1deTroCBO+zwzYMaeTCbzVte3i3kKwCx/AA5FM2+E+4cnoasrxwxVkaHJRDQkh8egq6uwDkaLhofAyDVkYry7C7o1++Hk+BUSr/Zi7dV877sHR6Gry15GWkxoj2H17q1gzEUAeiUvDA8MAbTMg5rlp8BiIogP7N0N/6+rEd4eoQPUxr3dEK82ZyNq9ndBZuU3Ew2JCXDLSUhK07Xu2sQ4tPjc0BfLvC4294ahq8v5IIstw/g6zm52WoRkc3Fe/87tEDZJ9Wd37yeD876RcVDGNUE8MkF+V6N9PXCowNdqIVCsa7l/725ye5+3Fl6oO8IQxBHKP/4MXbOPACcYiuA55Cy5OqYmCYOH9sNgAY6f2+3mJrElDeK33norE6V97Wtfgw996EOsto3ita9//evwvve9D/73f/8XLr744ry+Z0dHR86vgasmPOhtbW2sJGAXrVuH4ZBuhZfw+KGzszWn/XFNjHPHJyI8sSh0dtI1o3wh6LKmm+sgCe7OTsvjh5nf1pEkLK51w5rWwteYRoaRbrMoBwSqobOT1jaUAtQx9O8x2n0iGo5YDjWp799D1BMRvVEPPDjMP9ahxjbobDP/LnwDxqEfhn1JhKHfN62BmddSB0fEYtDXk5lB7495s7ouXmN0uDHj/8nJ1TAWl+HZg3F4oScOk0nndDpiVlUAYibXUjUYX1gOVcOc+QsyN3ISibqAH7wFvlbziWzvhdliYvsUK6vHgLcaNlfPhS3VnXDUeOYiqGb32zC3tgqUOmrZRCP8knHB/r5OH7x3jg+eORSHZw/GoDcyfc8LeQC+dVIDdDrsES/k8St4EP/HP/4B3/ve9+Dqq6+GL3/5y+ntKHR78MEHYdWqVUxtjkFcFb6NjNDqULWmrhfI5YOSMAMedCevV+fDDCTz4p1I5L5PrlHztR/27gY8bgBP4QKiFDe/+SE84dGMz0odv1veGIWbNkyzCuh6972TaAYmX+iasK6ZhWVXXs+dfEF7DH1DNNXomTMPPKnnuBqayOc8tm0QoI3/PlHwWH5+j2xNZTcmxjOCeHOVH45ocMELuiB+YEKGhNsH1V5n2dBQkt6Hd3VUwaI6D3xu5ZTC+eWeGKztDjOGBZk8T6oNacW+JADNiDP4opMgmRwHD6Vgr20gj53i8YIrkVnK8SbiZXme5ftemC08E2FuJo54YNap8J13Hsh4zKXIUP3GixA//3LbHgPUIm9erQ8+vKwOPrxsSmy9eSgB63qizJb5ffMCMKfaU1bHr+BBXC9e06K5uZn1h7/yyiswMDCQrnPzhGtqzdyqHl5qUDeksTxMbDK1XFWBZizVdWUtbBuIJOG2jZllgbu2jDPDnIW1npIp0ytF2ObqMyrTlUAo43tXQnRLo3fSXNNga6a6DVFWk64uXu93wRKOuO2dkQSsctiy08dJsVuC09ee3+2CMzr8sLpRYSWSzs6q9A008Ix5qU22GKdKneMGZXp6RwIAuiB+OLWYYSfBlqEEzKlyQ73f5mKN04ff7506r+9tPgX+c+dvDcykZ+2TtoM4rxOlzjfdbomtlysavexfuaLg6nS1kK+2kemhbscVCgZndHNbt24dM33RAkUEa9euZY87rRkUGzVeY8/tWB5mVZsq09XnFFqhHsm9xezVvphBVIXtu88dtM7yswWuqO0F8fJvMZOIHnG5tT3TYjVUzaW5zYBUtBVc2QRxn8RVqGfj3NZLqIr9bvrac+qdjjjYM+i4xUzfI57e7vM7fv+ZAmwhXPn7Hjj1T70w/zcHGQNnp0XYzRHwIp2O2B9ogtjSY4x/t2c7uLr32tq3Ec4gpDpfZY0UKfjeIm2uGrvoafLf/OY3LOtGSh2pLlz1XHXVVTA+Ps5q6FrcdtttMDw8zB4vh8kxZqghToLxuJJzf7udTLzQ/um2MnGLPtuucToLektj3JFvYEvSiI0s21YmWoY94kpze+YGjweUgLG9qT5ufn7geWoJGz3ODYnMIN7gl7iZeDZtZlQm3hJw2783mDi2sdfvGzS3nSUmtcm8WizVZnYYZOJorvOhpwYyzFKwhIb9+1bwho2Z+JAnBAlp+hwaPvHd9N8+/xdb+zfCWbDX2WULygQFp9MvvfRSJlxDt7bjjz+etZihsA2tVJ955hnw+/1w8803p5+PTm1/+ctfmDPbxo0bWYDH5z755JOwYsUK9ni5o9pjvJEgm45at0AuR9zMclVFITNxvHnZyCBY/Q8XE5oLTot9vCA+VLggvnPUXqdC2Wfi4TFyMSe3GoWcSKnrF12lzMSR6kZbS3TF0tPpToHubHqg7apdWH2GySETNml8jNVf9VBqOJk4YfhyOPSJo+U0dd09dSBi2WdNzRJXqXQVvctPg1bvT9jMAC28T/0R4hf8E7+84YBOrwQUfMmBknn0R0cL1dmzZ7P/ow3rtm3b4PLLL2eB/JRTpu3y0OTlscceY0K4HTt2wB133AFbt25lv+P2cvRN16OaQ+nZuUGawWXWI64+p5DjSC08s+3WxfeNJ7hBvFBufHaodMRomWfi2CNOQWlpN26rMtbF1SDOu02N2dEExLKpiUtsbO9iQvOQzTSzPiKIo/WxbVh8htDEKNdNTuIITE1r4nrM8CCOosJb36STjgEbBisBIogP6IL4iDcEieNONTwPEw3v45miNwo8Zq7Wociy1ChKixlm25hB282isU8cvdLxXyWCp7RFqrKFNnDKffhJEeh0JwsEVhevb3ZEp+NFdSCczEn9ycOuMXtBHLNEpAG96OhQhnD10p7pcosxEx9wh0DfvFWfCuLXLK+GX28PGxzs7NjO2skiG+PT5ypm3ygyQyClvlFXNsEFVhJ9zW0ec1zo9elFFZiJB/KXieMi5PddEVhCjBHmurXpJpiZZuKxmW27es/2MOk5bkZjW80SV5XpKtBpMH7RR8C77hnDc71//yPE33MFKA30PchsP0RNXABqfAXKxO2o0wtJpzvwezbPxPnU9ltDuY+nzGbwSb5FiIWCRCjT08I2DcJxGV6bMAqqGuJhWNXkha8fV0tqN+yp063PA63vdb3meqDq4hiPuzg3fN5ij/qKnNDpVpl4S3wU/toVcSTc5AnbDrea+GRCMXSfaGFHm1JD+O/r6fRwXAF57mJInHgG2W7rfex+0/cYiQo6XYCDGpNMvPDq9EJm4g6COGdAxERChn4TOq1QdXG7dHq5U+oSkYkrLhcoTZnN34/vi0CPVEW6qf33GQ3gc7uy7qJwWhPHeriKfCjUqSzcEZ3O5qGbn2d1yUl4/eAEDBM3en4Q52TivsOrJv6/28JsOh0Pw1bnWDQCAcKMxxDEE1OvE7v0E+wa0MP77GPgGuhxvJioNGFbZe1thYBfEy+COr2QNfFI7pk4j0pXgYM5StVeVgniNlc/oUxHylDXxrR5MA7DHqPDeZUchSVV/NpfvvrEtXS6tjd4Sb03Z4U6JWpzRKfb1HY0xMbg7wciWQ8/ORxr4sgA/cgkC7dDp/NGweqDuHquynMWQOLkd5MCW98j9/H3g2BGsaJDCZPLGSKIFwC8XtXxnOl0O+r0AmbiTuh0jlmDGZVeqDazwahMmrgsqHFXYCZOBHGiHo7agiFPlel5RGbi+aqJa+l0TRBfVOsmRXU7huM5idqcZOJ2e7Sb42MkpU5l4ujKBsEq+zVx7ODguM5VMv7n7TD0WQjXrAyVWIsqAYpOVxG79OOguIzhzPP8n7k6EmoxUet1lX0Lsx4iiBdZ2JYTbPWJT5SPsC2LTBwzsnzNXlfBy8KP5biElW0mjjQwoU6XCWV690QShrycTg41iBewJs6j00MeCTqr3Tlm4vQ5ZLsmHrUfxJ/cH4EEOhFp4BrhGL3wbv6ccaQzLRvHBeDtm6ynHFIlCjsJgJFOn/5elFmdkHjXucbXSibB96d7bNPplSZqQ1TeHlcwnW5H+cuFopS8Js6j06kVMI9y5LWXqcD4vc1BVmYHuzg94ijwqiTDF9dQP7iI7I3qEd9vlomnxslS56mdhaadTBxpe39q3CdarmpBidvecVDuoNzaEK15z8RHmXp/XW/MhlsbvyeZysTZ68ywIP7/vTXOWC8rjCcUw8Iou0w8871il3wcFLfxHPC8+DdwHeqytVgXQVygcMK26CR5AzegkJk4JwNTGltsZ+JWdHohFOq8THxVhWXilKiN6hHHdq2D4SQMc+n0ce55OmFxg2WwGXxUSr1Bd2OkgjjWua0yNDO3NixjalXw+crEEU/oKHVHvukIwnbVyX5UAvC7u+Mt6yzc1jXGSQD0QRwXA1oorR2QOPUC0AONeXx//LUtdXqlKdMRIogXMRPPJYjbqoeXSNhG0bm81XSXRSZeCHEb1V4WdLvgCI5SulyHoFCDT6hMHGuSeH/jZ+L8mrid89RuBtmUCoL6oRdLid5rJwp1StiGbnB2a5kuC8tVyyDOo9M5UDh0uhONSbnjZ2+Nk/Q0r/Vf70+gRZwTxPs0U/F452nskqum9Ak6eF7+O0j7d1tqX0QmLsCARiEBd36FbXbc2hhKUBPHFTAZxOVkdpl4nsVtlNHLglo394Kt9EwcRW0IXk08LWzjfX6z81SWbdPRal1cWxNH8D3U41m3mKFvum3YzcRjU8dp20gCdqsLQWTEiM+v1JrMsObQ6Vb+7ZWCwUgS/r8tdBb+iaVVjhXqMuFLH3O5YdQdNKXTEdhqGT/jQtADp535/ni3tbBNBHEB03GkRcnEi1sTx3q43NhKUlj6fY4kFOjhKIsL1SvOay9bWONhU6+oykdO2oVijyD1BQxUruqUxcvE08I2XiukGRNhY568dqa4OvxEi1x7xfsK7Juuz8QRqkqd315Wf9jWxH+yeZy8t50z2w/nzqFLCWalE4U4xoxK1zEtWmGbFvH3fRQUr7FU5nn1HyDt3cH+jyUjap8FnS6QBnWDzKnFzI5bW6HV6RT9Fwhy7SYlncp0f9jeTRoDPW9etFMMcNrLFtV6GP2ada90uY4gRWW6RRBXhW08j2izNjMngadRzcR1QRwDbi1xs6QU6q6e/eB54Qlwv/lyejIe1cKUT9900yA+4tA33SwTnwF0OnYK/GIrnTjceGwtd364mWsbVYrT18P1LWZ634T42ZcABd/Dd5te44JOFyhcJm5Dmc6AlLdcmEyScmzDcZe86U2S7mK0Q6Xnuy7Os1tdmBrEQQWTcqXTXQ56xBE4tnFc8pvQ6VmYEjkI4tN0eub74OJpCTEIRZ+JuzeshdA3/hUC/30zBG/7GgR+eD2MRxOGKWj59k2ngviLh6LsvHBs9GJaE6/8TPzHm8bI7+OCzgCbVMYLimZ0ukSYveiHn1gtNuMXXUk65Xk2vAjSrrdnjG86ovL2uEKQbftOTr7pqdpPwVSvvEyccwPT3/CsesS12JwnhTpvBOl0EJcqQtiGegQ9s8ETFapBnFcXNzN7sbJedSLGakrR6VQ2RtXFse6Mw2cYFAX8v/t5Rv3Zs+lViL34d/K9UNhmGw6FbQiMU890R537ppvQ6ZWuTsfy2D3baObvxuNqp/UQigJLJ7qhKhGxZb3qDVPDT4hMnEOnI/CeFD/3/UDB+/SfTIK4oNMFUsjWDSvXmnghe8Vdk0Qm7scgXm9rRW3VI16ITJzXXoZ0Ou97KsdMnDuClBAVotGLCopSV9XpPFOifGXiDRxhG2IpYb+K9+Q9KREi0tZS917Dc4KvPZtTj7iTz4BDUFQKH/GXfZP8IF7nXNhW6Zn41uG4oc0Lccn8AKxonPp+Gwf3w9vrvgxbXvkqDL7wr3D93kfMM3FZBl/q/MyWTlcRe++HQAkYrYelPdv5vukiExdQQfXg5pSJ21WnIwrVZuYwE9dnjlQmjmMq0YqzUAr1tKpY1142KyTxM/EyrIm7OUHcKhMne8XTfeLOp+25HNLp+B4eos+Iq1AfTpi20zVsX582kcla2GazJu5TklCTnD7nn9wfBSDayxBKdV0WmXhl18S3pb4rPT6uUaQ33H0LLI5MDSFxgwI37X4Qjhvbza+JT4yBpMi26HSzTJyhug6SK04EPaShPu4iQqjTBSzo9Bwy8ZQYqZTiNromHgIIVZNOSXr7RKom3lnlhuWpVbsWbw/HrU1HsszEsb1MSonB0Cu5EtTp/BGkHUajF6tMPE2nFzYTRzqdl9nwFOrq98VjHjzxKJw1vKUoLWaIZo19LIokh/qMwjalqhbAQ38ehhlaE+c5Ky5TWZbJCZB2Gr+rS/pf46rTef4S+lniCKzFJy3uEWTnzPgojIfpBZSg0wXSoKhKbG9N1/ycwkEmXrA2MyJzYKIdHIVZY8zGJV1NnKLT51a74egGL3msnMwA57WXUa+hUum8lTe2WMkaGrWcM3GleZZB2a+1nidr4hZmL6aZOM96lxARIZ2uby9TMa+aDnp7Uws9XiaOuHBgQ1FazNKUugbjAwOG5/C6M9Lw+shRmXZV8uWKt4lMHBfF7SmWC88zptHRYcFkLzcTtmu5ajcbVwg3SYQ82E9uF3S6QBrZumE5qYkrEufrK1gmTrxuYCrLUGrrTOn0WBIzROOFO7fGQwbxfPSLs/Yy4nhjj7hZEFfyMaymCEFcrjeOINVS6Tw6nQXiRALckguqiLGLpn3iPOvdplaSTudZoQY80zd7LfalauI85iEdxDXBAdn6RiczoB2YrGjFbQwO3doYMIAT1quVnolT5jxH1E+1bpppcxZGzII4rf6n6HRbQbyBDuLuwT5yuwjiAjZmist5U6crBFVUMGEbTtAibn5q+wyZiWtW1RhcqMsN6fSjCTo9Hx7qOznmIYs0VC5Fp5ejuI0Kagr2iOugD+Jcw5dUeYYWYJr08HKyR4q2RDrdzM+cysbTmTiHeUDMjQ7AivD0QIsmv8QWJPmuibPX1gXx2ojxOpSJc99Wm1kF18RRmb57LGkuWOQkE5iJ82xXuXS6jxPE4+bXqdzQTG73jBgzcRen5bTcIYJ4hQxBofrEZR2Vmn5uITJxXtaQzsSN2YhLo07n9YgjnY7/qomMMFdxG0+ZrraXmQlZysrwRZHBPTAlDtJCbiaCuKYejrD0TyfHkcqOzwMqE/cqSWiX+FnvXGKeO5ZcsAwi9fGDOOKigfXZtZdxPgOlYmavnbJeRbjlpDEzt0OnI6iZ4tHKtV3Fa4uqDC7TLJB5yURbfBTiE/Q9SnvPsEOnj8ezo9MDRBDHBa2qlakkiCBe7Ew8mwwvFqX9mjlBHAqQiXNroambH6VQlybG05PXeO1lndUeduEcRVDqudLpu4hMwUCnV0Am7h0bAVcibjMTzzzOlv7pVCZu5qbFCeKxBpoVapf55+JcIhNHLURvOA6uQeOihVcXd9RexsnE5eY28rnaoI3MgkTwSaZubWYK9QquifNEbUdoMnGzZKJh5BBbrBW8Jl7fROoRqkf7Z4QyHVGZe13JmbhVW4QDZbrCufEUZJIZrxZqkokjPKlgYZaJI45uNN7Q8W/MnJ2sQInaQrpaLO/CLac2M98wXb+TCbe27nDm8eKPI+Ur1M0zcfo8GK+lactZJkF8Xuq716PnwCFwJc2NgU4a3QktsRHHbm3cTLy2gfTbPsI9vf+tqfdzXBPnZuKVS6e/zSlVLa332Eom5kz0sgWbnSA+6g5ATPJmx2x6vOQiq268f0Yo0xEiiFfAOFJej7iMq0xi7F4hauLcVXW6Js4J4inalhpBil1BqqqYJ27bmkM2TraX1bgzRlbWVEAm7h+ilbTMN90qE7eYKV7ttCZOBUBfAEb8xhYgRIumRUuPeRpGRIvh/XxRmwrMiC8YeGPqPZxm4hSNjYNkaozizKXS9P63xejr0F4mTtXEKzcTV/v59f4L6qLc6j60cJLu1aaEbZiF85LksA2NEXqp69EYHpwRojZEZe51BQfxrIIDx62N9acGiVoeh/oubCZO38g8KUEelYnPqZpWslJ0ei6UOlJ1lNGLth5umonHyj8TN/NNtxa28el00z55Koj7AzDsqza1XqWgveFrEeuhR67yKHUn7WVTb0C1SvrJhehseXr/W+K8TNxGTZxowatkdTpFp2MWrq0pm9HpCyIobpNtDj+phbaQO2tmUyHq4s2TIogLFFHYxvVNr6oBJUC0EBWxJg7pmrg5nd6lCy76mzgviG/JUqHeH6Hby7Q94ubCtvLOxJH61Vt9ojnOId2YzmxmiuM5StUruYHHH4BBDx3E6zXCMD3mVLnBTax1zXrEtThvaBP45Di0OKTTuZk44bpWPTkKHanyS2tOmThRE6/QII7n2TvEAvkIvYGPyX2I9YoThi+UsA0z8XYO2xK2cT+ViTazlugweOTMz1CJynSECOIFAm9CVDaubbwJZkp1LShEJl4Idbor20x8Yoxd9Op4TF4QxyEZeFPPl0LdjjLd7MIt90xcQbtVnU/AoYmkQTHMp9PHuMI+fA1qMhXf8CcAvW46iNfG+Jk42rHOJr7z4KC5Ml1FTTICpw+/7UzYhosTSiTqp+l0DCrnd04F4LZcMvEZVBPfPYaDasxFbVbaHMzEKetVHp3eRngK2L2fKkQmjuWY9ljme4lMXCAD1Z7CZ+JKVQ1AkLhJF6JP3KomzsnEvRNj0D2R6SKmVaZrQfWLI53OywpzGUGqAlvbqDA+Uk6Z+HC/Y890FXHJA3EvYTSS7hN31mJHZ+JB6HHTi4WqqLldMCVuqx/tNWyjbH0R7x3Y4KzFLBEHFzWql9XEiTbJ8Bhc0DEleGshMnEmhkstZB3XxNF3ocycAbN1alONXuwyggsifTAcTRi7cAjGD4P4LF4mnrBBp3MMX+ZEMyl1EcQFMuB3AxCtz1n1H7tMauLlkonjjVwhXKmQTt9POLVRNdHlDR7yeDmZQ65iF2cEqZ5Ox5o8xZqUjbAtFgEvQTHqPdP108u0SARrspgpLjuqiQ8lXDDsNp6LwUlzu2B07NOjI2wM4sllq2AiUEP2iztSp3Pc2niZOOL0mggTbbXqLFjTPeJ2eoupTJyxApXXK77NZhA3c44MynFIDA7Y7hFvCkhk6SVs437K6xXviGa67wl1uoCt4JAdnT5KZyY4QYzIxAvinc7rE9dkGFQ2jsI23hzxTl0Qz6e4bSenvWwWkbXVEtloudDpXM90IhPfT2TiCFcVQXVbDUGJOauJ40CLAa/xfXyTY44ycaxx62+uCKV1Nmyae7xh+8JIH7QOTru3WYFLYfv83ElkoclROL3DD21Ei1msykZ7GVPwGxe4lVoX306I2vA0WqBbkFlpczz9B226tdUyoXAVNVQqkV1NHCEycYGshqBk5QRG+aajMh0zAMppqoiZuJZKpKxXsSbOz8St6fRsxW27Uh7cZu1lZnXxchG2uTnOZVSPOEWns9eorsnfEBRS2T0VxAeJIC5ZDO7Rt5nNjQyQhipYPnix3RjEEYGNL0NeMnHC/59hfAQu6AyQdPpBD91aZ3+S2eSMoNOX1HqMI2ct7kN+fRDnZuLVbLFJuTqGs2wxQ8yJZjIBwuzFBh599FG49NJLYcGCBTBr1ixYuXIl/Mu//Avs378/43mjo6Nw4403wvLly6G1tZX9xN9xeyWhhhoukU0mTtXEsR6OJyhFp6O7V9w4czknUGNIUVilMcigM/Ex6Bo3fmZc36gzvVUsrvWQ/aBOxW12ppdZrcDLJRPnjeSk3Noo8SD6irtS5wrVJ06p083Mbng1cWwXohTq3M4KTiY+P8Jpp2ueBX9vWgFxl7E26nljrel7ZOwPL/NFupuTiaPY6rzZfpJO3wG0k5jtmeIVRqfjdL8dhNFLhme6TUawaijz3HaNjnCHn2AmTiVF43aSIlygYdKjw2xdJm7m8w+HexDHm+oXv/hFuOqqq2Dv3r3wwQ9+ED7zmc/AKaecAuvWrYOurmk6LBwOw4UXXgh33nknLFmyBK6++mpYtmwZ+x234+OVgqxPOhvqdPWk5Hk+5zsbJ1vMMAvXZLaUShczcaq9DJXoep9iXMmnZxHnQKcjrUwxHrwg7rhXuohw67IVp8I2VH8zASSnJk5lN1x7YKzh8vrEowpJp/OMinhsDC+I4+fdkwzC83XLDI9JO95i2bIt8LzfOcI2lebtcMcgJBsXxhsTVTCRsHGucIJ4pfWKd4VlmCRUqoZ6uA1tTv2wLoiP82eJYyZO0elhmw6Y1CCUmUKnm0yyzx9+/vOfw9133w2f+tSn4L/+67/ArVOaJhLTK7vbb78dNm3aBNdeey18+9vfTm+/6aab4JZbbmGPY1ZeCaBr4vlRpysqRUqp01PtHbbsIO3uA2+WuPZ34v3c8RgMjOLF7LP0zVYp9Y26zBt7UicTCgQ5AUePTZzMnVdzry3jTJyi02UUUxH0LBXEO1gQJ4Irtv8kE84GwMRj5HxoVHYPxeiaOJuWJicBJFpdjGwMikCjyenWIwpyyyzojUzA403HwtnDb2V+FkUGz5vrIPGu88i/zXguL/M1EbZhEHeNGuv0iIOeOnjuYBTe0xnMKhOvNDp9+whdslmmD+LYAWBh/9w02mPbN53VxD3Za4wUFLft32UhbKvMIF7wvZ6cnITvf//7MH/+fLj55psNARzh8XjSGfu9994L1dXVcP3112c857rrroP6+nq47777smo5KhfXtqyEbURNfK8Sgnc/2gv/uYWuF+fd8IXMxDNZAF4mkxgethS1qTiaUKhj3zJv4IKTIL6iiRPEOf7h5XCeSUQmTjm1xWUFenRGLyrjoYQ4lO/EuLO597wOhVRNfIii0/EYcrz/EcjGdFZNf+fzIoSxTSAI8VAtDEUVeKzpWPJ13G++xH0PO5+BCdsIytUqiPf4auGJrkjWNfFKE7Zt53R9LK3TXVvRSXrBp8GscX0QN94nEiDBsCeUErZJWWfiCiFumx0bYgtAFUKdzsEzzzwDQ0NDjApPJpPwyCOPwI9+9CP41a9+Bbt2Za6Mdu7cCQcPHoTVq1dDVVVmhhkIBGDNmjXQ3d1t+LsZLWxLJMiA/NiAF17vj8O2mL9kdHq6vczC9KKREATxLDd5HupOKPVNA3HSpx1r7hQoYRuutagBDUWFopDqdIpKPzhBz2tnZioEna7Wxfl94oSbFo+KxiDOy8RtUOrzNCNJ0cmLGrnbF5n6dDtDs+DtoPHzeza9wq6VbDNxxip5PHTpYZwfxPu8dSyIWy34+Jl4ZQXxHUQmjnq2xTq3NjtJREtkKHMRQ2TieE4pLslE2KbY2m+ZaDPDUblaFz6ePgQOdzp9w4YN6Wz71FNPhR07dqQfkySJ1by/+93vpoM4YuHCheRrLVq0KP089f88RCK5XxyxWCzjp1OEXDK5cpyYnLQ9txZXp9StURURjbnpFX58dBjieTgGKgKTxmwq6fVnHGdvIATUrYqyq2z3K+R3tDhEMxUb+yLwwU57zlwb+6NwZHg/nDe4CeZHeplq+ukVF0EiFoWEze8J0Tc26dyXO49wjQxANSFQjDe2Go7dbs4ip8UrQ8znB2qpFx8aAKWuiYkM9TF7aDJueA/36AhQxZswuNnf84J4fKAPEvV0mw9idtC8Jp5obIX9I9OLyMebj4NlXY9nPMc1EYbkW69D/IhjTK/jeHiMPEcxtCcjEQhW1YJbx3wpw4OQGKBr9b2+WmZm9NrBMKwgJvGpcIMElHolPj4G0Txep4WCegy3jRjPswXVEijxKEQ0D7mHh8hzRY/4gb2Q7JjH/u8bGeSOIPXIMQhKMslsRmwcP2QJqWsA6+I9/noIeQCSsSgUat3uJJZgwlpWQby/f4oeu+OOO+CYY46Bp59+GpYuXQobN25kYjfcjmp1VKmr6vO6Oro2VVMz9YXaUaljxo6Zfz7Q02M+25iH5CRmlcbMctue/cApCRvgHzgETcT2wZQn9qiHDuJDB7pgqMFIu2aLmvC44WSZVCBDlBiciAL1zTUTql5fuB+6uujg2egNwmA8c5Gz/lAYurqMF7kKd2QCqndvheA7b8Gzb2+Bubr2kc/0PQ/7j/omKIR7WXwcP5lxDOW2fd0QDZWOUq/qeof87vskHwxqjjticx8ucCiznX7onYiQGur+vbtgzBOCkBSEETnzePeM4PHOzD5D3XuB4lr2j04FWIpORwzs3Q2jPr6KuzYxdfxDyQi0EefKiL8atnThNTh1c8O6+Jd1QRwRffEpOBDK9JPP+Ew9PSD3HCKPRXf/IMSSbgj4AoZFc2KoH8b27yX/rsc3dcY/tLUP6ufymQDf4BB57IZ7DkK/7rssVyDZMFUTzzxX5nhjGfcBRGj/bvLz6jGwdROMJacWysuGMq9ZdfgJYvjQAZCJ++lkEmDPvi7SCEaLmrhMfn+oUH8dFkK1JBs+QyFgFUuw3MxLYksWxOWUxaHP54P7778f2tunqDCkxn/961/Du971LhbIMYjnEx0duQcwXDXhQW9ra2P773gfxiYBuoy0dl1bB3RwpvLo4eEMkFAz8VFOJt4cCkJ1ZyfkC94kQVHXN0Cn5j2kanpfqEz8+AWzSK90xPIdo/BcT+b77Yx4YM6clow+b2y/8q/7O/jeeh08u9+m7TRTaAv3QahnD0RPOcfw2LxEFGCXkWmoam6DTk4dvRjwH9hGbq9bejRU6b7byDgGUuO5duz8WdAUWEC+TmtVEOo7O6FuwxCM6BTWsi8InZ2Z8+q9E/QiytPYhuk4NxNvDfqhzuRcXKFEAfaMk/VwRGj+YoAaXM5MUbRra5fAkCcEDYnMz9u4ZwtIxPtor+O6EH2Ozpq/kAkzvU0ogJpiBFX4o5PQ4CJ618EFA6nr8JVwCL7dyekzx7BXS3eRNIaCEMzjdVoo4DHctK8XwkljtDxmVg10dmZ+Pu8YLVDUoz4ZZ+cgwh+dIHvEMUAvnjcH2nCx2G0s6zW1z+aWhVS43XRCNzs2dU43BL3Q2clni0odS0oaxGtrp1ZSq1atSgdwFUceeSQTvGGNe3h4OP3ckRFapTg2lhrakHpePikJM+BBz+b1GkL0yjwu4evZCw7uOF3DG0rdMMc89H55EzE8CJAvULU7KVSTeVyaW8m/1ffXYmlrfkPIaA6RwormqCGID0YVGFV80JbyUHa/+iwE7vouuJL2jWD8B3aDizgmTVV0th1zefN6HjmFd3iA3j5nHnh0+9XDqa3icfZGqXwewBePghQIQC3Kw8OZQRxv1vrP7taIgLSY8FWl+3nJ90GRk8lxXNKAN+Bx5qdNwd0+B4YT0wu+hOSBvzYeAx/uzRSzeXoOQHC4D5RZndzr2Ms5X/x4TwkEQNJNhkNI4yPpkbp6qjeZUt1vGEjAiOzljswEhTNbQE6AUsJzzAl2T9DX69HNAeO5Qiz6KbgG+8CPf6soZBeOqkwPBoNQH8TvzhjEE24/BFD0YoZZc8jNaptZg99dlGs921hihoIX/LDX24wiV7djXUOtc/OEa2rN3KoePpPGkfJ80wdT06l4mXjfkLndpSPISVIQpBe2ofGLEjJWwvROV9j2xAvgiKMIhTpis1r3lWXw33u7owDOU78ieG1W1JSlYkLqM87VVjxeUOqbbRm94IhOP6YxJsI2BKVQp2xXee1Qw64pGp8vbDPv4Z6bErbNn+TNTW+HXp3KECl1Cp43LdzbeC1mqXnf5CSzeIzsEuhNUb0q/rbfpDY7A2xXd03Q14lhBKmD+Q2u3tQ5PjEOLqL82e+b6hHndfvY7vgJVhnvVxrDl0odQ1qUIH7aaaexn9u3bzc8Fo/HWcBGJXpzczMLzpitowGM3tQFg/zatWvZ405rBqVCTiedheOVanEZdvsZrafHszuHWG91XsCdJW68KCjr1VbdCEeeMt1Kof5q75QoxDXUB9IIrRbOJojz2qxKPQRF6qXay2YZRpAiDhDDT3CxxP4mxAmuJtarpLMgJ+AMpfQEuKDEliC7C1Gtqxz2APN7xNuhT9c+90TjMZAkznvp4D7HjBKbRJY6pjz/dKl7L+nprcVfzVrN3B62AKvkPvE9k/R1soQM4vZaXL2p7guz4SfqfbSKMxkybCcpcrlI+1U1E6/UHnFEwfccRWtnn302C9b33HNPxmPYaobUObafoXod653o6jY+Ps6MXbS47bbbGOWOj1P+15XSYmZmaelklrhaE8f2izG3kZ5JTITh/71q08XKah9sDD8xM3zRZ+L6EaSUKQtOjdLjpZ5YRgbJQ5e/MV2rzCUTd/I9FQIuIhOnPNPN3NrSPdAae9z065sMQaFaIXntUIOqKNDlIv3TwaLFDK9ntF8le8SxdztYBX0R2VBOGtIFUYYJi+BBzBJXs3D2fjzDF+Kzq6I2Fc92RyFitnCm2swqKBPfTWTi6PdA9W/bbXENDh6cotItjF4QlGOb3SEovEEoquFLJQfxoji2/fCHP4TzzjsPrrnmGnj88ccZxY7q9Oeee44Jo77zne+kn4tObX/5y1+YMxs+B2vpmzdvhieffBJWrFjBHq8U1Dox0uCByMQx8x7RqNJRoV6XzAy0tYlJ+O+3w3D2bD9cMNd63rEpuGNIjWIdqle8JT7mKBP3uV1wQosXnj+U2Y7xal+MmZr4OeYhh9ZcBOfFT4Mtodnwh80/gksGXs94nHej4F3AJc3EY1GQhuzNEY8lFegljF7SQTw1e96lq7FPB3G7mTh9Hgwo01QxUup6DYQVnY7orPGQ7WXYI47oRRmyDhP+EIBuspg6J50HsiykCa48wyIKejod20fv2jIOVy0NQTNRo8X30bMSXAe5CqHTlxFZuJNM3BOPsh58syCeptM5jo1hm/dTaiQpy8QVpWKNXhBFWX5gNo6mL1deeSW88cYbzIYVM3O0YcWWM1TsqUBq/bHHHmP949hTjsr1rVu3st9xu94EZubT6cZMfMhTxTJwFVRdvDYV1D//wjAc4syZtr0PTuh0IhNnN3WNGYZVEEecMstYQ5xIKLBxIM69Ub+24BTYUjWHZYR9REsTu1EQphyOJ3kVAS4HI0h5c8Rna0RWpGtb6jhSJhdog4qLg4x94mSNvYov49x0SqcjMBOn6PR4Kojr6XS2jz7ivSyCOLkQ8fstM3EKejod8e3XR2HJA4fgrEd74buvj8JLPVFIoOUgNxOvDDq9PyLDSMJ4nRxBzDpw6hjp6jvIZcnsZOJhu9arRCaOfvgNibDIxO1gzpw5bIiJHaDYDb3S8V+5Qtq+CTwb1jIxV+y8D5ATkKoLJGxTe8RVjBG94piJIwaiMlz9/BA8dF6TbYMZwz5wPJBJOp3IZNAZqT4xAcOp/bai0xFr2ug2jLU9UVjNuVFvjvoN/aWG6W74WXR+8yiyw5qs3sKxlP7pUt/BnEeQajNxoPzTTTJxdbHZqLVJ5gTxniTeyGNchbqVYxtiqTdiaBlDDNe1QVBW2HmsR5yYG2CZiUeJTNynGafLqYlTCIforB3Pmg39cfbvBxvHGCN3Rocf7pH8hl7lSnFs49qtEoNPnDpGSr3d/Fni3lpYlha2SXmn09VsvNZHq9crAZW7/Cgh3K88C8GbrwXfnx8A359+DaF//wQ587s6DxkeJWzTm2pEfUZau0ZDrz/dHYU737LIUMxgY5a4lfWqVtxmJxM/ocVHGjhgXZx3o35j0p9x8VNwjdoXt5WSTscbWy4jSCk63UlNnNIE0KIwLwxpMjR6kpk1nb4sTveIHwy1sACuJrNayEHOwBUzkKNUNZm4g6FB82bTc6qp4/jo3gi8MU6c95USxO0OPjHJxMOSn5+Jc84RPJ+mhW25lScVgk5Xg7ig0w8z+P76YIaxiDQ6BN6nHjY8D0866tQYy1HYps/Ek35+Jq7iP18fhY0DsfwK22zS6VrDF+wsy8gQOcBV9zGE0crLPTFQODfqV8d9GSYRFJyI23IVtiVlBZ7cH4FnDkRsU37aG1suI0i16nQenZ5Wp3NuYIbzlFrM+YIwpMmSyZniGKgs5tvPJzzTEXuCLWS9n8suWNbEiYWIRtiGQ30Utz2C8uKV7VzdCwXsJDHsT4UE8R12B5+YtJjtrJoFUZeHzsSJxTUG/Um3P73Ars6VTm+kg3gHC+LZhUKpaxdI+3Zant8zgk6fMVAUkPYY2+Xc2zZCnFDd4gmoDwbO6HRjJq6/UcqBKm5NXAUmlf/6jyF49uIWCHFaNbiI5J6Jt6TETuhU5zXpEdfilDY/rO/Xm77IMBwdhalKaSYOKIG0IyRFpyN4tB3VJ0rO1LaJkZgM5z3WB9tGpnrZj6z3wO/ObbJVSmD7OcxXattpL8NPo3UFJDNxVHLLSf4QFN3nJzPxQJBNMFNBqtNTWb9ST5vOINrDdI/4254W8BCiNoSb+kx4M8V/hBqfgRKSaWvV2IpUU08efz1aZ7XAukWtcPumMTYEZfeYufaEzEQrpCZOZeKzghLU+zn3kogxEx/3VcOeQAscMXnQUDpSgkY2sS9VmlFpdG6LWSJ3Oj3bIO77493gee05UCQJlLY5IM9ZAMkFR0D8wiuhWBCZuFOg+xRhSiDte4cUTVGrR9vBAbN9op1Kf6OUQhSdHskYs4fYPpKAr7/ivO2M18tqtyaubTPjjSClcAqnLj4waFzYxH0B5uRlJjoyDeLeLDNxPDZYa9fhvzaMpgM4YutwwlFJg8pMZMJNjJeJ4+AWVPmbZa0ME2ETYZ9ig4rGCWbTz8vW8CU4THtKvyE1Qq+uvUyFr6bKsaiKOpcVnRGLXXEbsk7tITf81+p62HDZLFj/wTa49eQ6OL8zQFK/YaIVtFIy8e2jCduiNl4mHvUFYXewhWylpBgydfiJqkpHY0GKUR+3mxTV1EGCYFlm50CnSwf2sJ/IzKJHgefVf4DnlWehmBBB3CF4PcrS2DC4iJYgKsuxK8SAybAhEFMKYA9HsV+dNN4g/nfbBDy21+HqPx90ejx/QXx8ZIxr/alfxedEp5sttqKT4P/VrVD9bxdA9b+cC74H7kwHc1lR4A+7jcfsH93224lchJkN79hSQVxLpbO/5bq2jdkeR0pm4qkxpCqo/nwGjt+BmZDvkLcOdkx6yPYyRLCGY79sRqmTmXjQcRBnFLzu7xbWeuBTR1bDg+c0wa4r2+HuMxst6fRKqIkj09KD0450OIInauMspGL+KtgVMFoz430T7Vf1UEWSaiKEzCalUB+3W6pyuWCsuokjbMsiFMai4OrZb9iM2XgxIYK4Q5jV3Fg2biMTt3vS8Vpz9EHcX03fONfU0rakX3hxiCuGIveDR6dTmXh1LSiECl7NxOfaHd+GTl4BNymcSRABYdidyUZwhW0OXNvM1Onev/8JvP+YnqTl++vvwPPy39n/UZVM1XH1hiVmkMaGbJcqqO9S217GbTFL1cW5NXH9548RvtXeQIboTPX0N7yPleELEcSxHr5vPEG2lyGq6sztZA2QZbpPPItMXKkzn9GFdrcXzw9kZHiTEmG4g9bBNuaglxLbifGjpkEcGUkiE0/4Q7A7SARxLFESCZDaJqpVpVcTlHrYgTPlYFUTmYlTTJwVpENd5NAlebYI4uUNk55XOohLWdM/VparKoI19I3zh8f4SFpvKKrAZ58fYhmjLVAUJLYeUXVHyU226aiZuB1lulU2Tk076pUyg3jE7YMJSkjkIBOfTCrMXIaC58W/GbelaDSe/SaqrFHsZgm8sRNBjwoc0aRCLg7sZ+LjOWXiMd1o16zodLyJ9xn74ncHWhhVv5OgcvG89qVGE9teaPPER7r+bTttZnZU7NjSeVKLzzwTr4C6+NvD9CKDS6fHjKU8hBwMkZk4D2omrl1gU5l42IHGqC9IBPHYEAQ4ync7VLoeIoiXOVRFLwW3zUycGi5Bvte4vUy8ppam0+d6IvBfq+kb0j8ORuGOzePZZ+KYhXP6zknDl1i2Qdx448Oecz36XEZWYCJYm5OwjatfwPoXQaOpjmi8II7xe8iGHgL3EbMTO3oDHqOiH/OqcGriU3R69jXxqG6KHo9O5y1Ip95ohFSN70nd8F/rMwbflqDE9YTHMhS5D5Tlqs6xjcFOJl7Ln1uuxYmt1kG83Ovi2zlBnNtexrG+VYJVTNhmFyqbpk2EyCCesB/EDxFBnN1PHPS1q5D27ya3Czq9kun0vTsM20hLS93s5lwz8bo6zo1zcgI+uiQEl86nbVe/s34U3uiPZWX2QtXDzWjf5nQm7sk5E69PGG8Swx6juC9JBD0nwjaeuA2DNVNB67ePj7L69KZB/hhGHjVsp5edOq6UMh1haOPj0OkwMWbbz4AKNpOezMDEVaeb1MR5xjZ7AlN92D3EMWtFW1NiYp7ZNcoNlgY63TrLtttPfpKNIM6drFYMyDJ4XngCfL+9CzzP/WVKTKvDtmHj+dzol0hrWbNFlBSk6XQeVGGbttxDWa+OOWjf7PbRZRAcqpSPII4LFV4rW6EggrhDmFlIMoMO3QlMCtviCih2qGzuGNLpGyX2qQY4dDq2eaAY5Mdr6g2ZGSKeajuz7LPkZeIccK1XqeBiAWzJyth3RSEzcSqIe+vq7dfEOZk4tooZXqP3AJcy/pvZJCubdXH0kqZA0el2esSthG1I+9L+6ZpzFM9Xgvad0Cmusa93UvI6otOpMZ/aTJxCs0kmzg3inGCp77KwVRPn6BP0OK7Zl/aK4JqdlJBO9//P9yHw3zeD7y8PQuCX3wf/L4wumW9ruizsidrorFYKVcGoJwT9PPGjhTodQQ1bCTug0/dxgriUTRAn6HR59nwuQ1koiCDuEFYTtKSuqZnnKqgsB2lV9AG3fC+OGEhr9oItLmhQYXYxYS/nz09vII1n3hlNwL9btJ2RbTlmmTiRyTTFx2FOQJmab+0QWgvWqmQUPGAMhCO6EgO2oocaG+zXxHmZOFH64LmpYab31B5zAVc/R2ltK4hTmbgdy1WLmjh/prjmOCfipIgnTIi1yAlyJsI2nrEN1Y6kojWQTRDPZyZuL4ij1uKoBg+3xYzBgk5/vS8Gj+yZhAHdTPVc4ereC94Xn8jY5n3pKXBpxrniAr9rPGmbSmevS/SIIzypko7dbDwdxLXCthzp9F1eugxCdRaZIjoJEjVlsMj1cIQI4k5h4Qjl3ptZF6eGS9gVt9lRp7dXuRmFQ/69hhV41yw/fHklfSO/Z7tF2xmRiVMTzMxucBIosNyXXcahrYvXJelVvj4TX1rnAYlgBFh9n8jIeH2iVJsZL4gjNndlTgqjBklkTafbrIm71MWdFmwcqZd7jlECzIxMnBNoxojskvRPN2OwiGEvOCu8y883h2kJuhkbhCYbtq9RbiZeGGGbnlKnhJZmND+ydShAffdjffCxZwZh5e974B/d+aufu7e+QW4f2LQx/f8dRBZu5tTGwMnE/dVT9ym74rbpIK7JxKn++7j9IL7DzaHTiRY3M0gHjPPlS1EPZ/tS9HescFhNZNIr1Hnj8+wFcWP2MurONDXBmzXldkQF3xuOrWEjPimg6xR3P8jJT2aZOH0TPEqynmZF4ZRZ09keRaUjRnRBfGWjl3ujperivD5Rcq52D02nI6oj43mg0wdt0+n7iSDeFpRIVzxT61WLcaS8QDPqMgamIZ0tMIMJne4ilOkH/I0Q15znlJkNoy2JbNx5TTxQMDodcWJKoc5Xp9P79cT+CDzwzkRGxvmZ54cM0+WyRWLHFnL7g89vg+tfHobBSJKrTDfNxDk18UAqiDvJxINuFxtQpIJabE4mFXtdHxjEXbWQIMKe5DiIc0RtSKcXGSKI51GdjpB0mXguQ1BI33QdVdkRkkzo9MyLCW/s/316I7mweLUvzu1fdypsG+NMd1oeo/2xrXBEnYcJaXiiNioTX4FBnJNRUZQ6n06nMnF+EG9MmAfxfhuUKJWJK9jKRSycKDqdqzugKHV1CAqxiMnoouDUbYddRjqd6hU3o9MpYZuVirkVM3EmJHIQxLmZuL+gQXx1qz+rmvhv3zFuPzghw5/35ScbT76zldy+NNwNv9gahlV/6IFfbKWPpVO3Nm0rrJ1MXAYXE0nq75+8caTjNij1SEKBiCLBIV9dzsK2clGms30p+jtWOKwGLLAVmsa8gTc+z84QFNI3XXeDZLSpxwsK0bNNXUwLaj1wzYpqZ1SvQ2Hbvlp6rN+Rw7sgG6A4T1Wp283EVzR5ubVNKhPnCdsodboZnd4Yt8jEbanTjTVxubaOFMx0OwjiZCZuVhO3kYkPEZn4eIBo7cPFAiXmRAOWgR6yR9wMLYGp64qqizsN4oZzGa8nTolKhewgiC+sdUOTXzJRpxuP7URChr/tp4/53dvtz+rmYjIMtX1d5ENHTHSn9SD62QXqudKOyYPJa5uZ89jJxAc9VSC7JEMQ5zGbYRv3U1WkiixP7nT6btroysF5kS+IIO4UFnQ6zqxGD12r/mM7rm0Uda/vEVdrn+RNh3Mx8dq8BqggnkyQ7VRcCh/VrIFZjPY3vG9fdkEcoQbxOk4QH9YdlxWmdHoOmfj4qOlCDgV8udfEiSBeY7w5TCboOdt6ZbpZr/g0nZ5dTXxAMS4eIwHifdCSlsg4Wbse4T2Pbm1mYHQ6r//dobBN79hmVRdXXBJANadlj3pflwtOaEXzIdpGmFog/f1AlCt+fbY7CnvGcnN5c+/ZDi42+dyIRZFe8Mj810dlOn4mHijmDlFTE7KdiauzD/RJEC8TD9to21WD+H4qiDsUtpHKdMzCi6xMZ/tS9Hec4ep0fb84d5C9HTGGjUw8fcMmgirvYmpKZTG2AgyvjmiWiU/I8Ea1sTbUeJAeEmMHa1LiNjt0OlqOomUrjxalgjg6NlFlcX3ZQzKph9uj07MTtjkxeuFm4qYzxekWM9XVz+UgiEcJkx0epe7itpdZZOIpOh3ykokbF5wKMh8csMckZ62S6NwWluyr0x/dYy4CvSfHbFzaRVPpCK+ShEWc0bBWVDqvJo6iymDAz64xDKJxl/nx0/umq+BOMovbycSnnrOfEEzi7Avb/frYlklk7skSKNMRIojnmU7Xi9v4NXGLk05RODVxTiZOjCPlCUyaOUGcamFxMktcxb6xJKyvMZ7Q3vFhx7SVipVNXqZMrdPNSafo9OWpOeRO6HT+EBTFNpVuJxPvs6qJ4/fOo9NtGr1QngDspamaOJ4jssztoki373Dqtr1EEI/z2tmIIE7ZrVoFcZxmpc7xJul03hQzngpcJ2yzzMQJVsSOQp3v2DZpsNLluf6puG/HBNcS2A7cu942fXzpZLepRsUUhGMb3p8we8eRn0nJDXv9U0Y+lkYvejo92/spTGfi3X6OQj3luFgpdqsqRBB3AuyV5fWa8oI4V50u2xh5mjAVDWHLtVobhCARVCedZeIknc7J5qkxpCr2jifgdSKII6Q92yAboEIVLSx5mfiIO5hBpTOgexIxepDXwkUPQdG5lpmI2uzUxDEbMFUXRybI8gVFp3ONXvTtZSqomjgbVhFOB0WeuI0nvuqRjUFcxrnnNjUeLqK9DLHbhHJtCbjTdC5VRmILT+LacZSJm/SKO2kvU3Fcsxfibi8TbFktLpAutxqDiwN2/pKDwM0sE0ecDfRoWMQJGj94CiQDmGIK1bndZh4A1CxxqyAetkGnj5rQ6Wy/bSYY3CBeAlEbQgTxPLaXZXiop2hIXoZjtXLkvZdWnT4r6AZ3qv0iH5k4RfVy3aRMMvG9mIlXL+DW4nKpi1M1cXQIi2rqjekg7nKRlLqjcaRxh5m4hk7nZcRmlDrP6EUmgopdoxd7/unmQ1B4dHovEcRd1fbpdEqZHnO5udmSth6OcOKfTi3AWX3bY6SHzRTqCmeuuxnQaezoRjob119jj9gcFfzrLCl1rP9atVR9un4QfnF6g+EcPqXVwx0RbEqnpxZb9X6Xrbo4NfwkX3T6AU4Qt+vaVk7tZQgRxJ3ABpWu3hRdg705ZeK23NqqNDczqibOycRDHglCxH71EyIpp3Q6GlTsG0/C9tAsGCPEbVJOQdzPsVzNXMAck6LT2f5Q/umcnuVaG5m4WXuZPhO/cknIMaXO9023VxPHNd0sTiZuZr1qSVNygjgVlCRePZmqiRNBvLeqmSmTeUizTwieaxuhXSFZNGwvI8RIpkHchqMbhdVIqRNtZhMT0/uFFPnjNoP40weyE7hJu82pdIT74D64YlEIXv1AG/zkXfVw5UI/fGlBDB44s9ZU1MYwaScTb3Xs1mYubFNyErY5EbdR7WVyfRMAZ/FaaIggXoBMXCtuw0yZCpj5yMQzXLkodTrSWhwhmdp3bS1sc5aJo5kJmi9ghvNG9Tw6iGcpbkOjmgaL4ScYiLWT0nLNxPXfk8siE1eD+PJGLxyrWUzYzsRHnGTixhv4rKCUYY6R+0xx80ycCko+ThAnM3FC2DZU2wa2RG0mmTilXSFniRNUuiWdbjFLnAcsB1GLntGx6aD3wsEoG79qx1EQn3Xf9om818MRrMNGUSDoccHHllbBbaur4crZCQjYsE0mM/EUU5gO4haZ+DSdrs/EszfPGrGqiedAp5eqHo4QQTzPynTK9IWqtVqedJwJZlo3LG0QJzNxrAtyZihTlDopbJucdFQTRypdBSVuk0aHspoYpDII7S5jMBnV1MOPbvSygR6mmfioE2GbJuBGIyBZiF9UOv09cwIZwcZ2EB/jBHEiE6fc2swGzPAycTCZKZ4uJ3AWc1RQ8tfapNOxfZG4cUYaZ4EZ7NDppACVWogQojZLYVuWvcA8cdtEeNKSSr/tlHqg4td9O8KQcChwk2wEcTx+vNKO5d8Smbh6f6q3mYnz1Om8sbnjNlp2VTo9JnmhNzXm1DGdPjrM7mHlUg9HiCCeZ2U6NVucoiqt6XTrTFwrYOL6p3OEaXQQzz0TR1GbivVEm1mulHqLbE6np+vhJjQ0E1gRwierNitq4AGZiSsKnN8Z4GoP+iad0+lUJt5NqNN5PeIMWc0U52fistuTYQGsoi5Em6XogzgGcGqoitJsHsRR2JZ+LmccKV0Td5KJmwXx7Oj0edVuiOnmryPiE1PXGFqHPrbXeJzxPMJxwu+da/zbQ5MyPGGhZM+ALIPbBp2OcB2kzWBMgdcKMQBFXWypjIJVTVydJa5fXFJTzOzWxEc191yyV9xGJu4us3o4QgRxJ+BYrlIZTmabmTVNm80s8YzaJ28gCUfc1mQziHNr4pxMHOvhZpl4ruK22rj5GFJsRcvYT16bGUHtUpm4ovmuzDzTVfiVBMz1xuH4Fq8jAWF6v0aMvukK2nLo6m3o6DUUVZxl4tysdYzvHa9Su0QQj3vpAIjZln5/qXOaN0fc394BdjNxyJFO52bipup058I29v4uF3iDAbJWj8Y9L/XGSG/9C+cGWFnuE0dU5Sxww+4Ku8mI1rTKNuIxcCWJRWrq/qTS6cPeKhgixgebDT9B4J9TjETYTk1co/khXdtsZOLlZLeqQgRxB+DVqZNHHENPZkpPiHI+yN7WBDM7mThH3NasyWa01Cn2qNrJxHmObXs1QpttoQ4YJ2qmWWfiigL+qHlN3JCJO/BPr+NkoyqlbqVMV3FJU4xR+li/wwEOToagUJl4AgOVzlyEb/TC7+E1G0dqmYkTorAY+rkTaPBLtLGMPhPnBPHa2R0FqolHbLm1FSoTRwSrjNdNKBmFNwamxo1SuGT+1IL5zA5/ht5DxZP7o9ClYcDM4N5p3lqWaxDndcRMq9OnQ45ZNs4L4rgQosRt4w7odG4mPjxIMnS2lOkdIhOvCPBWsMkjjzWl1Kl6o1VNnMoUJyQfRDStVB1adbrNISjWhi+yrUyc59i2V5OJo8L4TZ64LRvgKp+w6FRnieMKfZnOTYrnvJXNJDO7Qfzchlj6htOszRptzBSn6m0JIiBy28t4PeIIX4Dum58Ys3YWJBZzUYIans7E6yzPaWoEKaJpzmzg7E5ONXEyE+fQ6Zjhk2NOc6iJI2qqjddNVTIK63pi8ChRD6/3ueC09qmFBi4MP77UuFjHb+jeHRM5KdOxTTMvmTgnaZhWp08HYF5dHPdF1Q5Q5yV1Pw07UKfzxG0uRSaZMEtRW3Mb6ZhZLIgg7gBUdowr+eSiI8nnq5R6NsI26r14bm0MvJPIoeGLfsoWOcHMPTV0hcI+XcsLZfoijQw69io2W0SNeIJpT2e/LvPl0qLUEBSLTNxKma5idShCt0Nl2SeeIMxTKFGbFZ3O+ubJSWbj7LihE5qTmnjEQ2exmG2RdLqNTByvJ6m+kdtjj2jVHtNACBSq5cmmsI1yazPzGGCLZU72bgf1tSEyiP9yW5hNKNPjgrnBjLGyH1kSYiZPety33Z7AzU2YvHT76uG1moV5ysTHzTNxzUKZp1BnWXjqO6VadCmF+rgDdXrWhi+KQreXlVCZjhBBPMcggm078pyFU6YRnCCeHZ1u7puOrVTaVSqfTufUxIkWM7IuzptgRtw4UZjTpQsuvLp4Vtk4J4irwjY9lW5uvTpsOxNXrVetfNNVVEXGTIO4czq9Jmff9OmdqzbxTzfRbhABMEz4AGA7JS4IqCDONCUaIRtlucpEbS5sE6TLAnj/1lKygNky1ZlBWH86ysQ5pZhcqHSEmxCEVslR2D9mZJgQl8zP3D/Uwbyn07jP3RMyPHXAQuCGw5l0o5IRr9YsgrdDHbSbnl0/cfVvOEmDWn5Ta+KIXZxMXKXSeeckRaeHbQnbpp/DM3wxq4tj4kHFgFLWwxEiiDsBFcTxpugPgDLLOH5TvWCoExFjuKH+rAXRzjbE6xE3myrGocO5dLrO8IVybONR9wcnkuxzacEXt23LWyau1sSPbfbZD+JEsORNnGOq1kQCXAM0/WuAJuPEQSy2M3F8D2LxFicColZAqAIztDaCvrccR5oSbJKLTZM+cUrvgPQvA8EeoMUrmiC5178A/l//CKR904OCVMgt7eznvBp6MdISlDJaCKc+k70hKNRn4KnT2WOpfcncP/N6vSU47xeUYyQzdFaH8fk8gdvd28wpdalrJ1mOerV2EdOvUN+X3YVrGjzf+lSSUWc3E0+BOifJTDxhnhSh1bF2KhwvE5dMGMJy80wvWRC//fbbob6+nv179dVXyeeMjo7CjTfeCMuXL4fW1lb2E3/H7aUEKTZL3UCScxcbHpK697A6Ls8Ny0yMQWfiWrc23U2O22LGq4nb7GGmFgHc9jJjYMEVfpwQQGWTifPp9BALwP+0iFhcVNeQdKuTTBwV2jjzmmqHIvdTE8SpTBxvJmHiu+eZ0FCZOOXU1Vk9bcPLg/kkMxPbWWIxNy4ZF00qXUpm4ni5fOVKCN7+DfA+/ScyM5ZT7WXzOJm4tr3MURDHnnSZYC9MgnhizbnGbe86D3IBb9GAlLoe2KaoLw8hzu7wk+UGnD/O00qY9YdjJk4FcYTLIaXOzcRTC3/VdtV2Jk4srKk2s7BFJq5tL0Mc8Dmn07mitsMpE9+2bRvcdNNNUFXF6e3ELyMchgsvvBDuvPNOWLJkCVx99dWwbNky9jtux8fLqiaeuinK85YYn59MgtS9lysaMmszoyeYOc/EeReV3XGkZE3cRnuZVtw21r6woEF8/qx6ePQ9zZk0a/qN3ABU4KKEbVzDE9m2qE0fxClhG49S55lrUDXxPcSxnl9jMV2KG8THTfvkeVnsKJWJ+82DOIqHTPevtcM0E89oL1NBidt054rEMT0yq28nVp8NkU9cxxboyTkLIXrVtTkHcd6iIZQ07t/F8+jrDBdqH1tqvN6xJI7mL07q4YjXahbAzioj65BNXdxKna5dKO/zN5EjSQ/5ptgzXI9S3R3ZaIxGdO2YYU8Aht0hZ0GcqIdjGVVunwuHRRBPJpPw2c9+lmXVGIzNMvVNmzbBtddeCw8//DB861vfgoceegiuv/56th0fLxV4NXGETGTiKqXueHxeLEq2w2jd2jpCklF5TPlNcy4qVIlS/ZYG1zaSTue5tdHtGfI8gqUYHrA9+s/qs3z/rNlwTBN/KINd/3Se9SgK26yml/EzcfuubbwgHtcFcaQGqYxrPtF+pAep5sbzmjOOVKXTqZr4MJgEcc4kM9N9c7shcdKZ7P9UKxWvDGQnE+cFca6wLYXEWRfD5Hf+Bya/9yuIn/N+yBW8BTDWxfXagnPm8BcYH11SxYKcHvdun0ibE9mxW3072A4j3ipINM8ChRCrOha3ccylVN0CivRUOhyNgn7XcrLhqX9oWc1+4n2T8mmn6PSwBZ2uFbWZUepmrm0Unc4WnTkIHSsqiP/4xz+GzZs3wx133AFuVDdzhmfce++9UF1dzYK2Ftdddx2j4O+77z72vKIDqVTKEzglFJLnLiL/DOt+vAyPR6fzMk6zTJwJzRwMQcGLg8rGjZk4R9hmk073uhTwLTSyFNmMJeWaVPAmWZlarxqpa1TCUjdGFLbxMvF+zXdClUKwhkv+HWVxy3Fr07eYoTKdEiLbycRJVgKz48gEOQCGLTSxVk+NxXWZ0OkmfdYU0Hkt+omvgNLYakqntxJWtvRMcZuZuAmdXhDYpNPPme1nNsM8oDPf+XOMr4Xnxo4RYjE9GSapcayHIzprfCBTup7u/GbieoX6NxZeAc/WH5meXnfjgn+Cl2unFv01nM9P0emRJJiq8/V0OtfwhZeJyzJJp5eaSi9aEN+yZQt8//vfh6985Stw5JF0OxZi586dcPDgQVi9erWBcg8EArBmzRro7u6GXbt2QdGBFwG1eEhl4jiekE2y0cFtkonzKCD+BDOTIM4RnPEuKoStIE5l4jaMXtL76VcgOW8p+Xxp9/a8eNdzx1GaWa8S9Wdc2FBU3Qij0w+QAZzqdc2g07nWqw7odF1NnDe5Kls63WwcKXZRKBxxJJ2Ju9I3N56Rigq5rhHip54Pkc/8B4RvfQASp1+QQZvjEBk9zp5tfE0lSHz/uHjVaBjc8WhWmXi+wa+JR0iDFzN8aDF9HW4ajJMuidT9C+vhKvOhELQwy8RtakG4vunoTeCdXvBpe8W7As1wzjFfh/Y1d0LLu34Bt8y7eLq9jHPfzGaS2QgxVIY2fBkgPy/TxFDWwyW0W1VhY+meGxKJBKtrL126FL70pS+ZPheDOGLhQmMNFbFo0aL089T/8xCJOPAT5iAWi6V/SqO0CUDMF0i/l2/OQvDpKGLXvnfAR4hWEAPhKFC76RkaAOry1PaJN3mShs8YCAQNqzI5PM49Fo0EA41GJNrnVxE38ITHS74mFcQ7AgpMNrZBvdcPLv2NdNdWR9+Tm6hj4w0igitwk9dxh6oNJzrWxCM43EVH12EQ11/wI5EEwCFjEN8VbMtwi0sDXzu1PzUuWmh0aDwGkUjmQow34xlr4uq5iNgxSH/Wdr/xnNBD8QaI0AsQGxqAoGSsi2ICMzYyDFTop4Z51Ejy9D5c9imo/s0d0+/t9kB88dEQP+p4iB19AiQxi9Eef92+37giAJ9em0iXnS6c44OTGhTDZ5R8AdCfyhiwosODbIGHx87FycRjkhtiebhX2IXXJUHQIhPHisQZLS7L7/LoGjq4ru+ZhIs6Mu8EwW2byOeqmfjsoAKxlg7jdRKLQOzQAYil2u205yEFz/goeInkIhKd/nw1+ie4XNDnMzI3IQ99Hw8AfU0Njk+Cn2N21B823oNJw5dEHKL9vYaFv5eTcERa59g6f7SxxAqYsJZVEP/hD3/IaPSnnnoKvF7aIESFqj6vq6OpuJqaqVuJHZU6ZuxYh88Henp6IHhwL1B6xoFIFAa7pgYFtNe1gH50g4Q1ot1bcK1r+Nuu3gHokoz7WLd3N1CNUUOaTFwZPghdukVvQPKAPieJjw5BV2r/9AgmfYZToG8iMf18OQnNxM1vLJaAA7rXxJLUwQm8PWUGxY6ADD39/VDXOhuqDmQyKK7d27j7RmF+f6/hBpjwB6Br/37Tv2uXXYa/Q6Vy945tkNSp+gMKXkCZN8C+0UmSTn8n2Iau5obtythw+nNNleKMgX533wh0dWW2s8w9dMDwzKTXD7LPz85BFZsP4nVkvJY8Iwehy0L3WTcZIQNy/55dILNFonFlt3f3HuiwGcTlMH6u1EJ24THg/8x/QlXXO5CoqYfxuUtA1ma+Ft8bFmF+u8oFb45KUOdV4MS6CTiw38igtMTi5KL30M4dEKtvZv+v5gTxvtFRGHVwDuaK0PAoUHe3kKYmvro+AUOH9oPVDDFMrGs9QRhNZF5zrx8KQ1dXZtKxYOsbhr9H+vrN6qn7UlVkGHq9IaDyysFN62Fs4VHs/9rzkMLCoUHQh6C415dxnfuI+w4FTyJK3h9iYx7yPH2n6yAkQnQ2vrfX+De8NrO+tzfDZHum02TbljfJ7+2A2w8RB+eP1fHDUjMviS1JEEch2g9+8AP4whe+AKtWrYJioqMjx37O1KoJD3pbWxtUjdP9gw1z5kFVZyf7v+/oVQAv/tnwnGUy7YPuq2mAzk7juty/j1aRqpk4CjZXLphjaCfyEbSxX05AZ2r/9OjsCSN/nrFtJOGCjtlTr82rQVc3txpec89YEmQYJul0PH7SkqMBdEHcNzYMc2urWCnCDjQus2lI1bXcz6ci0EE/PqeuGuS2zDpg07YReGcik1Goi4VBSsTITLyemG/ujkxA5+zZU0YkqMh9dTDDaAIR9VZBZ2dmOK2RjUyGmhHgMfT5pm5Cg3vxfIoZfN+PXmB+HBCeSTo0tFWHYHZVPcBeIx1ay/Gfp4L4grZG6OzUbMfv5tiTpvYRnAM/0fEWz/HvM9ZyER31tZDs7GTX8eR2YxBDNHfMgTqL8yefcANt6qLNxC9bWp95DE2w8p0ReKEn87x5Z9IDc+a0ZIjCanqMtW20RMaxnIhj57VAXfMqgD8Z32OWHIVQW1v6XqiehxRCYGQH3LprtG3/GMCgdUbaXBOAzk5juWpOIgqw03hvqmmeBZ1NdEiThvC8zmQVeYYvHX43xHTnRHXYeN0okhtaVh7Pda/kxRKz45cNChrEUY2+YMEC+NrXvmbr+bWpOcQjI/S857GxsYzn5ZOSMAMedB9xE0d46htBSr2Xa9HUalWPpj68gI42bI+Am9xPb2zStCY+K+iGqpAx+LuoaWrRCPdYtFXjZ8oM4hhqJiUf6yN3TdCMh7u6xvCahzgUL9LpePzYsXn2UcPjoUP7INlmb8GFwdGAKuO+6OFpnMrG9AjEIiDr/rbejzeHzJti4yi9et4ZbIWFk72G7UjlBjAgh2rT4rbReCbjMhR3GfabLBekfLrxGKrP7yI8BObXemyd8xKh22CvH4tAQwveXIzHOBmna/BhosVsVo0/r9eeHbjraC/zQCIGydS+RDmZuLemFtxF3F8X596lBnEUXl+8sAYCHEdFPY5pjsILPZkBbSCqwLDig/aUCBCdxtyEicmrGqvVxY0h8DbRJUpfX3c68GjPQwoSoaFxhaoz/qYpiPcK6yBe66fP6XpOth2XvBAI0IufsGy8P3UH6CDuGx9N39NVeA8Zs225vRMC1bTGhAer41d2wjak0bdv385WH6rBC/574IEH2OPnnnsu+/2xxx5jv6t1bp5wTa2ZW9XDCwHeVDGtMhrbDaj2q+CBqf3mjnm0+V6qOr2dSknZGzkUtnFuFGlxG28MKfEZqR5xxOzA1GeU53PEbQ76xekWP3NRWz6sV1vH6CC+K9AGA5oSh5M2M7JPfMy42pd17Ap2ZlDCtvmcvmrbwrYJnGRGnw+x1LxrPSaoTNyOQj7fsDFTXOLZhxZZ2Mbr7FCD+CeXVdF+BxxQVsOIjQNxy6Enaj0cT0/m9BcMgdzQnFObGSls092X6mx+Pt75yBO8hU3azKgWs7FqekFraDNLJkA6uLcslemIgl5xV111Fbl97dq1LCBfcMEF0NzcDHPnzk0H5/b2dli3bh0zddEq1FHggH+HjzutGeQDPGo546YoSSB3LgL3js0Zz/F0vQP+ZrRZtdliRqjTsX6l0peUMp3tC+HaxhSV6FSlG2Vpx7XNyQQzXo841sQR8ux5oHh9BoER2q/SBCMB6juwFcTrHFivGm8cs8fokZlYE58bpcss2GammCjUDS1maElK7I9+ATIcUwzUPGI+pyXL8HqEd/rU/uJMcfrmGJuYsEWnYxaJrnHFhp1JZlQ5hP1tkVvMeO/X7onBF5ZXw9dWOcvseEEcFero+MbrD89UpnvS1Dsal+itRx0FccIhUn9f0lqvmoEXrC0n7tlUp8uhGtZBoXcO1LeZ4eAjVzxednarRQniP/3pT7k0OwZx7P0+8cQT09vxRMLAf8stt7B/3/72t9OP3XbbbTA8PAz/9m//RhoAlC6IZ95A0N1JH8RRdTxXHocdOtnZOK8lgpxgVp1W8vKCuOkkMyID47m2qUNQqPYyXiZO9Ygjm1evnmFuD+ul188zzjkT59jN2svE7U0ym09Q5ugb3uOry+jdd9Jmhi1mmFWnz+WJcdLXWtbtey7tZQz+IDNVQTdBOy1miMQkXSrRD0BBlzWPhe1ryYJ4Fo5tBQEniH96oQdiJzpXDSxlk/uMCcImTc1ZIpzaRt0B2BZK+dRrFl7MfWzL+oznYlCnnBtJUL4UuvtS2l/fArzzkTJ7sbJeVScRalHnd4PS0AKunkyBpXvrBrZNSellytUzvWwHoKBT24oVK5gz2/vf/34WyC+//HIW1HE7Pl42lqsoXNJlpTznthMm9vHdsGy4BmW6tXEycd5Mcc4FaDlTnJeJU3T6mDGIY++pdr2VnH+E4Tm4wOH1R2cgESe9tu3R6byZ4vYy8UWTRjqd+T67XBm9+3zrVeP3hes3bXbA803X0+n8IG4zA8YRm4QXO04Y441iTXDOA31NfFFtCah0s3NA4ysgcVp7eA5qBYPkBoXo0qF6kO0AHdCOrDe+3iaVTpdlcBN0+ms1i9IOj3M1C0CqV5zttp1BKPEYuRDNdybO6xMfN+sT1w12mtoPF8iNLYbt0mAvhL59NQvmPLvVcqLTyy6II4WONXLsLd+xYwdzeNu6dSv7Hbeb+a4XFFQmjtmtjhWgPNQRx4b32rNdxfoLMS5QO/HHMPwky3GkvCCuUr08Op1aLOwdNwaXubraPbcubsf0hRgtaTeIo9EEaYRDBXHiBkGJ11CZjuDWxLWubTzDFw2lzlvIGDPxZG6ZOILjn07ZrrJ9wH56G3R6SerhCN7cABt0OuRZKWwLPmLhQNgs50Kp7xpLTtkF9+wnx7K+WjtdkszIxDvoIO4hhF0GcMeQ5plO52bisiM6HfdDXrCMe/0Gbv0KeJ59jLZbxXtKK+03f1gE8bvuuotR41oqXQvsE8dBKSiM6+vrYz/xd17/eMkycSKjQQcflqHrsHJ0t60ajnRgL+mbrr3osqLTCTT4JV1Xt07YxqHT9ezDZEKBHsKBrFO32OCL27YVzHLV1HqVGoKiu8HUx8PQlDC+985UELdDp/OCuNYdzzVCB3FVnW6mPUAGe46DWjRVF5+i0+mbo8LJEvVBvFSZOJZqqBKPy0LYxrzC0U2syKDq4tlm4mZ18beG4tx6+CupejhinmbxxRvm4bYRxLkiWl0Qtyvc49W+edvDZnQ6EeBRYBd/z+UgN01dy3pgySnwvz8Az/oXDI/JHfNInVEpUHaZeLlCnblsmQX6/CB3GC0Tlg8YZydTwjaqfqUVoZDDT9T9CTjLxLF+qR0NaKiJc2h4/Q1zH5GFI+ZW6zLxjvkklYiWkFlrEuwG8do6W5m4PpBRVDpiZ4oZ6WjGUafE92FBp+utV3m+6bKuFEBNL8OxlEir2gVvpjjWGslX4SzmDEG8rkRB3MYQFLImXmzfdLP3zSWIN3HEbQNxS2W6PhPHGjG1yLAVxHn3C7063XZNnH6ez+0CKo6Pc+h09FSnWE9k3dCjYvI/fgZJToKBILUqZWC3qkIE8VxEVZx2HZnoF58V7oW2aOaNmjqxrJSk7LW46nROJs6rbXMU6k5bzHjtZXo6HTwekDuJiWbFCOJZZuILI5z2slQmfmxrgM0sN5uSxi9byFnQ6VR7mbPgyZspzvOOp7LEBEgQc2W+78JS0elm09lSkAjvdCtv9+Jm4vxr1AqUx7yqUKfGj3b76qFbY3SSMTHO5QJ5ljEbdx8yd9dj4A0/CeSXTueJ28Y5dDpvWqS6H0pDM0ze+BNInHgG2EW51MMRIojbBTF8g9euk1xsNHZBnDy6w5pO372VzPoGfDXp1SOPTtLTVnZ6xakAM5ASgXBvLLr6Mq+9jBonSWkGUEgCnEw0Dd1UqvwEcWth22JOJo7tZYjjm33k7GztPHg7NXGJCOKY4WtHemJG0UXOEXdG65GLTwx4ikIqgiWivMOycI0epFTtZWlklYkXWdRm9r45ZOL4nS0kzoEt/ZOkvkabEOCiDctqWlB1cTcOALIYhMKbmKgv8+F72iGOuPc5zmNhTrCmesQNiwl/ACJXfxNil3zMesfKSJmOEEHcDrAViDJg4QSQJFqMElijC+KTSSVzfF50klRCaqkvbj3cJBPnXlwcw5cBE2Ebm0iksxmk2ssQnYQpDY+2wn7xbCaY2a+JE3Q61kl1CxW9sI0StcVdbujyTxlFHNfsJWdna2vijTztQQadPkSXADT6ChwzmSTuU7yxnY4CHt6gIxPkTHU3L4jr2IBStJepyIZOL1kmTrxvLjVxHqXu7dpJUsHa+8lUB4lOnEvUxfF1fCOZw51ss2W65EJyuUgBaa6ZeJhDpw8TynSS1pckiH3gkxD5zDfIsp8Wgk6vNMSj5DxlslUHt8/qJG/sJ49QdfHpE0/au2PqZmqycuYp0017ph1m4kjzspntVI2L6hEnMnG8QCjaTF5gbDOzQ6kXgk5nr6tjAPT7TNXE9wSaISm5WX/u0Y1eOhMPT9Pp6ENP9eRrXdvIIF5jLWrLWyZuIm7zEFS0PogvrC2tyIc0OtKosik6vehubQWqiSNWECMJl47RdezXNHaraPSiB0/cFhg4ZL4TNmvidsVtvD5xXoAPczJxyhzJjNZPnHIOTH7txyDrRKXacqLCEcOVAiKI24DEm2PNuRkizZhcbKyLHz+2G7y6IRc4r9myHm5Hmc4JsGx3TIwaqJo47hKe+GQmTlCBVE2clx0y9T4xMMC917jAyW8Q5/SKa2rX1M1hIdUjHpi6gFc2epmgzIpO51HqWtc20q1N5wmel/ayLGaK++IRyx7xhaVSplvVxFMztMlMvETCNuoacnHmJdgFnot6zI/QboJbqmZnGPQY9o8TxP39tHOhU3W63bq4aSZOnKfjnJo4j06nPCFUyIuPhslv3gXJTqPFd+KkszIYslKjfPakjJFNAEkS4raAEodV43v5mTghQkEB0Ybq+ZbK9HSrDUXVmWTijWaGL1RNnHRrM2aI1M2BweMFuXOh8zYzSliIqnDOwsV+Jp4ZxJESVqm6QDIGc2JD3Hr4cc1T2Y9CTPliCycNlcljPMzpdH0Qz1MmHjLxTyfodCqIT5RLe5kKik5XsEQwaVIT98+cTJyg0+dHjKZREZcXDvrqTRfbcttsUAhXTKtMnFe2ozJxqyCOLJdZxwUpbEs4rYmbU/pK8yyY/MZPIX7q+ekOlOSS5YxyLyeU+MqrDLgmHWbieCEsWU5uP2Vke0ZNShvEqUx8U3UnTGpumKaZeOqCMTibmdTEzQxfyExcJ2pDQ4mhqPHioWg6bb+4e3dm0Jb6ewAwK+aMvSQXIjj4wqYFr7MhKC5WX1sYMdbDtcr049nUL5PMdnwUlNTUMIrxSLeYodMVtUiptc7Ekf7GmrsjcASZwMnEAzj60ZJOL8NMXF2AV9VyMvFg+ajT0QYXF302xlpSmBWU2LWsXRguIM7fvYHmjJZIcrHt87MA5urLzLwD/Yd0Mw91IK5R5plBlC2srFerPebntBM6fYQzaMqWSj4Qguin/h1il/8bQDIJSkNT2fSHqxCZeA50OvdmiCu2hcvI/mG9Qj1Np48Ng6S7aPT1KztBHIhecafqdLNMXN9exhO1aXtP9aDsV60o9WwnmKWfS8xa57u2SVwqXR1BqirT2WsTdDp77YxeceNxHozKTNjIs1zV7/MekvGYHl5RqJp4UDPrWsW4zje91Jm4lX86mYmXSNjG7U/PIRvHc0Bv+kJl4nsCLbYW21Rd3J9NJo5UOnF+WgVQihGyFrbJ2avTLYCLcaWptewCOEIEcRvIqh4bCIHcaWxDOHn0HbKH0b2LppO1ojZEh4mwje0TOY7URJ1u0sNM1tJ12cs+DsWrdYHSAye9UXBhNl6oIM7L8DmZOGIRoUxXM3Gk4lQxF++1tYNsqJq4kgrkPKMXO3T6/CzaukyDOHFjU8dk8jJxXPOg4UwpwT0XkEVTFI46vXxq4nlRqGuCOGpvZkeHSFGmnbIXFcS9E2P8kczcCWahrAKoWXsZ7/EIkhnabh+T4Sd4hfOm9lUaRBDPhU7n1BZVyIuNlPrc6ADMjgwYxBhcpzYN9W6PTicU6g6FbWomTtPp9jJxqkc8/Rq4oiXA+sV5yDGIY+2cHDxBTjKbuiwWTdKZx65AK8vC0xkwl04fMZ0pnl4s2bBcHeGULZyK2ixr4kSGQwZxjbAN66qlbC9jMMvEsVyRHgyrQcmEbZz3zcE/HbFSUxefG+kHifjMe1IsEgLLMDwFeFb2q9QscY6LpJU6nefWZjkEJa7YotOnetVFED9swOtRNquJm5u+vGPMxAl7RLxRbglNK0ndLr5xSBpUJk6skM36xBH9NoVtToxetMGJ9Zvr91M3x9eSDbExhnT6BVyOXduoTHy/rwEibh8cl6qH50Knq3Vx15h1EN83LudF1JZe0BDqWioTlxSZCTLNhG2LStxeZkqnh8fJWQTsb8qMTs9nJr6AoNIRuzV0Old8ahrE+c5tZNmOm4lb1cSzezxMiNsoOt1MmV5pmDmfpICQuMM3zIMI1WaGOEVTF2crR0Uh7RHX18xn/cgqZgXdrOfYDNTK14xOD3hc5AUxNBEFV5wYK6in04lMHBcaVAtIGpLErA6dBfFwbpm4I9c2F9dyNS1qa/ZaU/UWdHpaQMil06f3d284P+1lUzvmotkDoiZelbSeJV5qUZtVTZwaYctQRsI2hhysVxGLaz0QxJU+BmhOENfWxE0X2h3OM3HqPsPzrqjPkU7n3V/CRJsZFcTt+rdXAkQQz5JOZyenhchBaZ1N9idrxW1Ip7v6D5EZob4e3k44oBn3i1j54go51S9rty4+McYJ/AY63UF7mXY/G1vt0+nJBFmfL1gQ90rglpNkn+1OXXuZeSZu7Z+Ohi+ukUHLTHxvPjNx7hCUcQO9SlHp+pp4OQdxLMPwMlylVC1m1CjSPGTiuMA/qsFjmolrg7iZ0x9eK9QxdfeY0en5rIm7sno8TGbi9BjSmYKZ80mKPvzERgBhpi/GuvhxY7vBn4ylM3EqC0e84rAezkDNzUYXOF42wgkwkxOcnk9N9oKubvuItiez9jIVMlEXd2EQpxYbvP5Tx0Hc5iQzn4tpF7xKkgziKOJq034X2JJD1du1dDqvJo50OmX0gt+jhu6ltAd4G+t0arlqNgRlAul0l70grqmJl1qZbsaKsWuXd+6XTNjGWTzkGMS1dXFKmT4u+aHfW2NvsY2DUAhK3TwTJ+h0Tk3ckk63qolz6PSxuD1hmwjihxmoFjO7AYSi1H1KEo4b35OecyvZmFxmN4jz6CunbWbRsPUEM1RWUwYLZu1l6ddpaDHuIwrpiP3kzhK3s5CyCuJI0+v8pTET544gDbYyv/TMF3GBUlVnSqfjTYtiAHEIClUT17eXUTXx2VVo/ZodLUjPFCcycbkyMnHsr+YZHfHo9FI5thWqJq61X11A6Dl2B1sy2r2sPPfJII5tsIQfO25zUR0AnEzcSthmrU535USn1wo6/fACSadbKNPtTjTjZeK93lpmzKBFh51MnDuO1KzNzPi6CU4mrs30eSNIzdrLVCiNxiDOo9TtDlbI3vBlxHCB83rE0XJVNXnJeG3SenX6dVHJTluv0up0pXZ6VCRiH1ETt1O24IE8f8mauHkQL4f2MqshKNzgWLJRpMGC1MS14rZ5RClor6FH3Px7o6aZIavn6u124JvOy8RzVadzauKJzKRCVhQYFXS6ABlELJTp2oEflBJYHYYyEU2Qwz9eRZMXXQuE2fCTfGfi7ph1Jr6X4+VtJxOn6HS2nwN9tvc9HzVxOohLsIjj1oZ0urYengYxUxw0dLrZ7HaSTtdk4ji5rCss50fUpoJDp9faDOKqOr3U08sywPFP56rTSzaKtHCZONbEQ8kozIqPmCrT7ZS9eAp1qXufffEsp8yRa584j04P6+h0pNcpNZAI4ocZKHW67QDiD4I8dzGtUFcUaB3YS9J9+v5w+3Q6Zxwp0fNtJmyr5qiStYpeStRmtyZO0elsP4cIQU6OY0idWq/y6PQBTzWMeKtglZ5O5/mn64J4C9Fm1jeR4NDp06K2vqiLDaXJh9FL+vWpIJ5MQrWOPueq01M18bKg0q0y8Vi5ZeL5d2zTZqhneOiWxT2B1gybVuxMMYM8q5PcLhHiNu5Cm1MTD3pczB8938K2cV0mnq1veiVBBHEroDKauLisesStKPWO2DDMjfbD4r5MBzee3arl8BMVWYwjdRLErTJxvDTm2KmJOzB8yXWCWcZ8bjtB3OeCxRNGo5ddwVZYVu8hDTLImeLh0QyhHnWcE+NjU77ZJhPMDkToG04umTjv2Pkmx0BLGFjR6QtzoPSLM450vPxq4j5nmbhroIeNKTYriWmxxj1oo0fcxkK7tYNkESWqV9zB8BM72bAVnc7L1Md1q12KSrd670rDzPkkBYKHk8E6CSA41o7CySPvwLLBHbZEbbYzcUKdbtUrTtHp1Zybt/b19xGZONbt7YitWAsLMezBNVDAIG6TTm+cGITlE/vJ6WVakxfLmjj22WuyQMq1LaiZO87b14IEcV5ve9/BjEWKlbCtLJTppuNIw3x1eqmCuNdHzlWgHNt8D/0PhL7yYQj9v09B6MZ/BmnnFsuXXyVPO0JqodXYWNXD02LBlnbDZolQqDsZQ2onkOaLTh/JYgxppWHmfJICwc1zO3MQQMzEbSuHdhq2H6ppgwFfjSE7NDVQyakm7rZPp2szcULYNtduZoaKbkqhTtDp+Qvi9jLxtrdfIZ/3fN2y9NATw2vbcG2jhG2tRO1ST6cfiNLfey7CNkq0hHB37crIgqwy8XIK4uQ4UrM+8VI5tqHWhZpkpttP6Z23wPfofVMtovj7QA/4773d1PMBsSTGcWvTWK5aKdPNKHUXkYk7GUNqZ5KZVSbuc9PdHmGbdLrVFLVKggjiFnDzMnEHdDqO9ZPrMtXGiHcPbYYjx42r2g1EPdyWMh3Bm6/tMBOvSXI+d6omjqpPKhO3tcJXX6upxZ7hC8e7nqvE5yFUQ9uN6oRltW+9TP75403HGtvLcrRebY1l1s1VyBZ0eshDq93tQp5jHM6DkLp2Zliv8vvEp4LQgnKviScTIOm0CWmUStjGo/J1Qdyz9knDU3CEL9LrZmgPG6+hQU8VjHpCjhfbctscwzZpdChjuA8DJ9lRss7ErYMs9ZxxHZ2e0xjSCsHM+SRFzsSdBHFmnEBk40dPHAA3oZ18KmCshx/dYG/OcDaZODWPmkenq4uEnkkZooQ43U6tTYVMZeJovarLNEizHRuOeaTdKylA02TDsSh4t6w3PGdD9Tzor2qCo3XjHp1l4u7sMnEiiKOozekIUsOUvdYOw2bJQSaO98HOMmkvMzNgkoaN7VYKHjsvzaoUBWQmnrlwdm99g/xT/I7MEBjssVSm55KJs33QZeOULfLUzphk4v7s6XREFTFzfNwmnS6C+GEEN6//0SGVy6PUKbxaawzip7TZvOGgexiRbZqJYvCmrT+nKVUyG1qSqmNzR5A6ycQJ61VGKeqCdq5jSJ24trm3biDVzI83HQfHNPrAy2mnooRtRtc24/fSxsnEtS1mByJSToslJyNhpf27oc49fSMMETVxGVwQkbysJm/l5V9M8BawEmVri1R6CadYke1tmkzcNTwA7u4pQyg9pP3mQVzqP2jZI263FKO084J4lz11epEz8bCOTqfc2qbeu3zO21whgni2QdxJJu4giCddEmyonm/Yfkqbzfod3pgola5JJo4ZnT7AkDVxzaqaP4LUQSbOU6jrxG35DeKEuG10Ohv2vPESl0o/Zw7/O+Bl4oAKdZMg3hIzZuKK282ofzWzGIoTmXgeVOFyp3GxiAuYRdFe61niLldZUekMnHOCCuKlmiWeBuUupwni7rfpLFwteXCBGgBi5rfWMx3XXej2ZwfyLCOdzl6jR1cXp2YbcGr/VoHUZSJc04J6Ttgmna6f1lfJmDmfpEDw8DJYh0FEnr8UkpL1TW9n3VyY1FhaqiKMI1ODDeyAEpOYqdMp1zaKTs9sL+Nk4g6Ci+1e8VzHkNodgoLT5IggfshbB4Mdi+GzR5t853Zq4qSwbZTexxSbwnPFy8noJYXkHGMQRywd7TJlZNQe8XIYQWpnYScND5SPMt1mTdy9ZQP3b1F8yIOEtqgEmOVqChjAeYySYT/rm8kFj8tOJo6LfooVtJhkhhm2nVIRJfQN26DTMfjb/fyVABHEi0Sn48p7uN1IX+rxXMh4Y13d5nc0wJ40WLDoMdUHmJrEpCkFSGXiuDCebVeAZ9Irzgah5HkMaRoUnY6BVpZZhkMJ64aPOgnWfqCd7A+3Yma0QRxvOvrsoY3KxDNGkPKmlxWGTkcsHN5rnYmXmzLd5JxwEV7fJc/ECTrdpXFJdL/ND+Kug13ctjmciGhl9OKk5IVBWJ4127om7mAMqRWdbodK5z1v3IY6fSZR6QgRxLMI4goKYrJoTxmdd6Tlc9YR/eFr7NbDVZCZOJ9OR9ij06dvPFSGiCYvTmqkMs8/vch0ukuRGe1NZeGIeaefbt37jj211AQ5g/Vq5nFuoTJxjW86r2yRDzpdaW0ng1nnoCaIEzXxaaOXygjiJEo1htQkE1fpdPRKkHoOcP8Wz1epe/o70kLq4wVxbY+4s+9Nbuuka+JaAaqDMaTWQdxeWKom6PRxXSa+n5g5MJNEbYiZ9WmKFcQd1sNVTC60roszz/RsRW1mzlUWdLpeoV6VBZ3u9OYA1XVTCyIzOh17ZKkbhMMJZta94iNkPRwNaZLLj7f32pThi6YmTlmvUi1mGZl4HrQHXEhustWsvX+P6Xmg+qaXk+Uqg6MgXupMnE+no7jSCry6uIsQtRnmiDtcAFLiNlxwuIb6ze8vFpl4vd+VUyZeRQrb5PT/nz8YhQ39RhamNVheZaCyD+Ld3d1w5513wvvf/35Yvnw5tLS0wNKlS+Gqq66C1157jfyb0dFRuPHGG9nzW1tb2U/8HbcXGx7q5MwyC5SXGMeSajHpCcCWqkwhSdDtglVNDoM41daRx0w8ISvkCtcRTacavjRy2sxURCbARZlbZJuJ60Z8qpAO7AGJmCaXPHKVaZuM9SSzUa72AGfK1xH9+Nr2sr3ECNL2kMS8p/MBStxWP3wQqhJT3z8O06Bq4r4yml6WTSZeajqdzMSRIpdlcG81tjhSXQR2M3HUdGh1Nnbby6w91KcpdVckf5m4WdnKqsUsmgSIywooigI3baDjxTmzS8vCVFwQ/8UvfsEC8J49e+DMM8+Ez3/+83DyySfDn//8ZzjvvPPg4Ycfznh+OByGCy+8kAX+JUuWwNVXXw3Lli1jv+N2fLyYcEcnsh5Dqoe/dRbs903foPVYXz0fZJ0d4wktXuZO5AhElooGDWatKXrXNiqIqzXx7okkm6yVj7YnmWgz09Lp+RpDamW96n3hCXKxkDzmFPuvTfmn64egaBZLlKhNH8SpskU+6uEqZI64bXm4y7QmXm7tZWk7U8LKtzwzcY7RTCzC7Q/PNhPfoxG1ZZOJ8xTqGeI2qibOGX6Sr5o4lYmr4rZnuqPwUk+MZBw/sSy7e8dhG8SPO+44FrA3bNgAd9xxB3zzm9+Ee+65Bx599FFwu91w3XXXQTQ6faO4/fbbYdOmTXDttdeyAP+tb30LHnroIbj++uvZdny8mHBTJ2eWVC6enC/XLeE+vq6aoNJnOV81JhcsI7d7nn2c+zf64Rw1Jpk4bwSpE7c2FVzr1VRA5ZlIZF0T53iGuzfSLm2JVQ6CuB06XRvELXrEmSseIWxzzHg4zMQzgjinJl52VLrK7Ng8L8oxE1czbLRXtQJp+KIopDpdS6XjEKUTOP7/Tlzb9OI2UnNjkYnzrE9zEbaprm3fW09fW9euqLad6VcKCv5pLr74YlizZo1hO2477bTTYGhoCLZsmTL1Rwrk3nvvherqaha0tcBgX19fD/fddx97Xikd27INIKhMfql2KffxV2rzIGrDwHPiGeRNyvviE1xVq5ZO98oJ8CsJbia+fcRYZ8o2uFAKdUYrqsEvT77pVnS66k+tRXLOAnIABPe1qTaz8bGpun4KzZp6XBvXrW1K2HZwQgbKqyKfmXiSE8RXWGTi5aZMT8PueVEq33QVnCDO8ymgmDWXvv99bIT0iT8QmgriTX4JfrymwXl7VXUtyMTiVzq4z3zSowVbxhtCYjfIVhN0OuL/dk/C60QtHBfQ/zrDsnBESZckXu8U9YUZOWLnzp1w8OBBWL16NVRVZR7sQCDAAj/W2HftMncsyhuwPqWzQsxF2IZtYhsb+Zm4fnIZsuhOV80MoWpIrD7LsBmpac+r/7AM4jyrTbXW/jJBUyGW1GVDp5sr1Hl0OuQ5E6eQXGVcfJqCysRR+a7JUrSZeItFJs7rxc9nEEdxodwwrVxWsXJ8H9v3kGz8rsPuACwssx5xp2WWko0htWACeB0SdrJxidNe9vFTF8NLl7bC6x9sg/M6s/vcyTaTNjPOfAmrTNwjod7HWP7gzSewS6f/4E2j2Q3iSytrbA2RqjSUbDnd1dUFzz77LLS1tcHRRx+dDuKIhQvp7GDRokXp56n/5yES4UzhcoA4rmyJrD/hD2b9+jsb5kPU5TFkun3e2oxRgYgVDW7wJGMQodlrUyTWnAf1z//FsN399CMwfvzphu1VLtlyglnC42Wfe+0hY5BfWuuGEMQhEpleAcdisYyfFLzV9UDdVuI93RBv6wT/yBD5d1G3FxJZfgehUDVIvMWBBhNHHe/sPfwhoJZcsYE+kN1TN6Y6KWFZE4/4QyBHIrBjkH7vDn8yL+e3Ct/sBeDTKI0RK8L7IJSkvzcUti0LyHndh3zBFwiBneVFwu0p6f77JDd53ruJWrfi9YMrTtjf7t4GkcXLp1+zO5UZ6+BtboYFwSSAgudNdvsrtbSDVzcG1dXXDZHwOEjD9PzymMdneYy/sjwAn3w+nmacjml0w3mzXLa+Gx/BFiJGdW1miFlBF1w5312y79zOvVCbsJZ9EI/H4/DpT3+a1cK//e1vpzNxVX1eV0dnSzU1UxmwHZU6ZuzJZBbRTwPfcD9QZOpgNA59XcbpY3bgcgfg5dolcMZIphL6hbqlBi/nowIRttjJCp4qWNY6G4K9mf2m3nc2Q++GVyDanPnJZAVpmSDzxeZNMBsIT8LmHfvhwIRRlLM8xN/Xnh5+jS8YSwL1bY/u2g79DR3Q0r0fKN7jwMgYxLI8NtWBEAQsgng8VA27PVW42rT9ug3ROFD8QN+ud2AiNS0mPo7fcZBr9ILYNzIGSjgCm7ox8BuzEu/oIejK472oo7YJ2nTbGhITsGyim3w+0umBsV7oIm6WpcZ8cJELKT2GJiPQm+21lQfUjY4Dx6jXgIGjT4SmN180JBSR7Zuha9lJ6d9bd75Nvub+mJL1taKiLVgHIaIE1btpA5sUZ5zRCDAwGYVBi/c9AgDuXeWCtYNuaPYpcHpTEoYPjUHmXEEaE8OYVdsLeB/riEJft3GEarFhdi9EYCzkJbFlE8RlWYbPfe5zsHbtWvj4xz8OH/rQhwryPh0dxglNTiHHaVFVXUcnBDrptgsrNGwZhpvnXQJnbMwM4rfOfZ/huecuaoTOOdlPWkqefQnAb+80bF+wYwOEjz3JuG+vDcJAVOFOMGto74B9HqS/jQHw3QsaoLMzs86Iq048aZFt8fnoz+FqpGvUTZCEYGcnBDfS1NqsRYsdUeNauJE+pkaeapBceTJ0zpvn6HW9IzSdOas6CPHU+eKdkAHeGOLS6XKwCuYsmLqIh/cjLZi5cscmglUL5+Q2wUwH/7KVAGv/Ss67pxDx+OH4RbPLT52OyyOOC6AedS1t4M/yGs4HvOP0zG8KvtVnQvLQXvDorE7rhnqhU/MZqhKEt4PLBW1Hr0wPLsoW0sKlAM8Yt8+WZO7cgIbZc6DKxjHGZ5yRxT71heIAm60TutkhCT53/Cxrw6YCws69MFsUNYijIO2aa66B3/3ud3DFFVfAj370o4zHa2unToaRETpDGRsby3hePikJCkmCwkJ46hrAleXr1/o98FTjCjjnmBvhsweeZANPbp9zAbxSu9jw3NPnVEGAGF9pG6dfAMof/gdccV0gePnvkPzQZwzinpagGwaiCS6d7qmpg9cGaRvQqX2lTyc8abnfh98Pis8/JWbTwDsyyP7GyxHi+eubADzZnb4uTQsXD8rxpzo+h6SGJnK7PzoJ7tRrdXgxmxrijyGtbUi/b9fEGFkPDwbzOwdbWkh3M6wefYfcHqoKQVWodLO4zSDV2lvYeapr8nKPyBYSx3SICsLSyhNB2fAigC6Iuw/ug4DXA4DTBfGaGeoluz8C1dlpeLSIzzYOZUIEBg6B7Kcf89bWg1TAY9zIfApGLZ93w7G1UFdVHuer6b0wS0jFzMCxRxzV5ZdddhncddddIOnM8dU6N0+4ptbMrerh+QI1DYghyxYzbVvEsw1Hwz8t/yJcefQ1sI5oOzuizmMYSuIYVTWQOIkQuIVHwfP689w2M2roBUMgSPZedla7oTNbBzFm+EIo1FOZMmm5iqKkLAM4+3uLGyhOEUsuP8H56/KGoGjOI+z5V1trSLe2uukFxh5C2JaPEaR6yO2dU2NmbWbiNdX2zG9KAdv+AaVWp9tscWMtgCg+pCbOJeLg0rR5UUYvTrorzJBsaQeFzRczitsoo5dcvBzsws6ks/k1bvjw4vI9XysmiGMA/8IXvgD3338/fOADH4Cf//zn6Tq4Fhic29vbYd26dQZTFyaoWruWPe60ZpAtuDNys1SnO+mBdGq1ykP8zIvI7d5nH+Uq1HmZ+JDLD9tGEnnfV0qhLqWsV8kgHsx+EWVm+KIiecQxWanfefS+wfAl1WZGTjBLsQQTCRl6JgvbI56Gxwtyh7F0sDBCU771tWV8U6zwPnE9kkceZ2rKkxbCyTI5/ERungV5gc8PsbpG2vCFZ+ls0+kwW9jxWL9hVe2MmlhWkiCuZuAYwC+99FLm4EYFcATW+dCOdXx8HG655ZaMx2677TYYHh5mj+ezHmgGnoI56wlayJbabHFYk4XJCwV5yXJIdhjpLvfbb4JL7fNMock/9b20x2hZyYZx+ntbY3fWOQdc61UU8uRx+IlVr7iKpAODlwwEq0DROe4xjI8YFkvYvkXVxNUFBs9QJ6/tZTZMXyg015Vvr63tc6Pkjm12g/ixpt+P2maGPePktLaWPAVx7AhpaqMz8cnyzMSX1Hng8oXlQaMXEgWviX//+9+H3/zmN8zAZfHixXDrrbcanoN2qitXrmT/R6e2v/zlL8yZbePGjbBq1SrYvHkzPPnkk7BixQr2eLHAo9MrKRNHujpx1kXgvv8Ow0PeZx+D2IevzqDTTxzdCd/a/QfypV4ZdRdkX0k6Hev42OJHLaRChc3EE077w1VgeQhLLbrMW38eYRBvjIfBAzKXTqeo9HxNL+OPJX3S1nPb6ss3E7ft2FbqPnGe7ar2OS4JkkdM3ReV5lnMp8GlG8ikWim7OHPE5TzR6YhoYxvArsw2M2m4H1zUvHYb3um5AktTPglIQyTEDatqWC/6TEfBg/i+fVPZHmbXP/jBD8jnzJ07Nx3E0eTlscceY8H/kUcegRdeeIEp+tBD/YYbbjCYwBQS1AqTZVo50ER2KCAcLJF1jZlAfM154Pvdz8EVjxsc3GKX/SvznEYsnjgI1226lbTaxAlmT4zjDTLzikEXqKVZmLzYMnwZ6qPp9Bw0CVY1cbl9LiiEsYXt166uM9DnRv90Ny1qw/dP0envjBbB6EX7vsQ0Mx5mNc6ATLzk88St2St5/tLpBavLxbJx947NZCZO2a2y19C1kuaCCJGJI9y7t9F/oJl6WChUeV0QixpbHY+s98AHFsz8LLwoQRwFbPjPCbBP/KabbmL/SgluFpgDnV9jIxPPxmrVFNW1kDjxTPCufdI4fnP9C5BYfTaj4674/TehJk6zD2Pv+xhs6DcueU9u8+Vc3qAycbZ/A715nSVuJ4g78Uq3y9K49HR6UOL2iCPV//ZwHH7IcZ0qSE08nYnbQ2t9+QZxCNl1bCuxsE1yszG8+s4RLZJHTVHp2u/IEMTRZz08RtbD806nYyZOQNq73fi+GMClwrv6VXkkGEp5MGjxtWNrmUPm4YCZ50FX4Jp4rlmgHTr9lBxrzBTiZ9ACN8+zjzFhSuCHX4OaYfpGsPO48+Efqy4lJ5flg/bnBXEJFerUQirHWpsZnZ41le5gHClar7Zw3Nr6fXVw2d8GYDimkAxNoWwjlfomrrpeD6kIGdaMz8QRFpS+Wg9P/86ri+PQFCKIY8eBQljqZotoE70gcBG2q1YTzPKFRYSH/4pGL7xvXhl8v0WCCOImoKnc3Hou7dDpp8zKcyaOq/gjVrJWIj08W9ZD8NavgJtYTSMeazoWnjjvc7C2N14QUZsZnY7CO2owSe6ZOB3E8XXlJUfn9tqEQl1fE2d0Osc3/XMbgZzVjvjEEQW8MbpckLSZjZe6njwTauJsH0wWEqzNcemKjG1mCnWqJs6GC+UxG47VNtof9WqTEckVH1+aWdrEGvktJ9cdNlk4QgRxExSCyrWi03HeLfaI5x0uF8TPNLrCIdw6T2QV62oWwZVHfR76Yi54qSdKqkNXEgMMHCNUTd5UMcOgkOt3gBkQlXUmVq5OG2fkNRNHbUUikSEg5NHpayfpm9+FnT740oocP3e+FOreElPRZvAHQdH5T1RiJi4vPNIwc5ynW8C6OFUTz1t7WfqNJEi22nPCLLSoTcUHFobgnrMaWeZ96fwg/OG85oIwmeUMEcSd0umh3DJxqzF7+agx8xB/13m2V9Lbgu1w8YqvwoQ7AAcnkvBan7F2d2KrLz/qT47hizulvM17EMdjsfrszNfERc55H8z5dXlMjXaueEuQptNjLjcMe4w3v2Nrk/CzU6oLbnPKy/S0iGMAtxMkSwW8dizOD2Zsk4NZUL5gxgboqXQGZIqIwCzt3ZE2R8p4/Twq09P71WpP9FksOh1x8fwg3Ht2E9x9ViOc1n54BXBEGV+NpQcpbMuZTncVp7WMQk09JE4wTjDT46CvHt678gYY8E191r8fiJCT1PIpwKModX0tOY08BPHYP30a4qeeP0WhNzRD9JPXg7zoqJxfl+vnrqHUW/wuOHXEqOjt9dYaRJNH1LnhB0dFIVAE32c74ja5HDJYC1iaAZVa1KbCpM0sedSUyYud70jas40sO+WzvSy9X21z7D2xSJm4QAlHkZY9YlHaPCHHAGIVxPNRYzZD4syLwPvy37mPj3uCcNGKr8Le4HRQ3c0xHsknbcUTt5HPzUe9zR+E6Kf+HViRAE1l8sV+8KxXx0dAlao1HXoH5hETwtbXZNKls0NueODMGkgOcOx/8wx59nzGSFDjd1V4gkGg1RHlA6trtNRubVaZuOL1QpKzoGQlD/RR14D3fSl5bC9zGsQLbfQiMA2RiTs2esm1Js4/5HmrMZsguWwVyJwLEWnGf1/zVXizhh5ooAV+jBNafCUK4nmuDeexfKFwhk1oWQXf2qfI5/y2dVoZX+dzwUPnNUFHqPBtOhlaAaubdBkIwqxgeY2Wy2fg7EcSZ4RzvN3tig8Rch7by9Lvb9NDoVg1cQERxPngWa4WkE7HGnPBfX6ZwI1uN8PMdM+8Y2y9zLFNPgjaGECQq0K9KEE8j7D0T08mwLPuacPjY+4APNo8RaGi++0D726CIxsKu6DLStxmw2ms5KjwTJysh2dhyoMub6UK4rm2gQrYhwjiTieY5RhAUAgW5NQ3C1oP1yB+7gcgOW9p+ndU80Y/eg0kTnl3epKZFfK9r5R/OhdlHcRrTYO4e8sGkEYGDY8/3HwiTLr9bE7Uf5/emDfvfKewyvTKoTUr50VemXwGnvWqWRBHN0E0ibF8bZ8fFGJgST4WqXYW0WgRK1AciJo4By5ilnM+1OlqNj5JOKcUrTXC64PJb/wUPC89xWq1yaOOB3nBERmTzIrdy+6ITi/jVb5VEPfoXPNUPNA2RaXfenIdU9uWCpaZXpkEwFzODwxw5QBl1hwy+Mmc+e4Mbg/TLrj30L4OGVl4Ibpc0P51Vie4d22t2Gt0pkFk4hy4woWh03m94lM15iLSpz4/JM64EOIXXpkO4Ag7mTju/cmt+b0R2qXTUfRT8lnQZvAFyDY+FsSjk+BZ/zzZDfB0/dHwlZU18K9HlpZlkA+LTLw8SgJohawXacYuvoqNhs25i6AAVHr6tWcZTaMMEDXxokFk4k7ay/JUj20LuWGXTvG9qskLIU/p11TNAWsh1ZENHqj353lf0fCFmNJUSfXwdM97da1hshP2iXvWryUtKl9eeCrcd24LXDC39MFlalpWkNzPcgqAudXEy2MRiJaoE9/8Ofj+eDe4RofYDIPEqefnxZSnEO1l6dcmGATHbX4CeYMI4jwUSJ2OuHheEF7qyTRP+bcSZ2Aq7NDphWqDw7q4q3uv+ZPKPYirlLp+POP4KHheoqn08z/0PpDLIIAzSBIzfXG/89YMzsTL5zMgpR79zDfybspTCFFb+rVtZOJCnV48lD71q7BMPB9B5FNHVsEXV1RDvc/FqHWce3tZmQyvtxPECyXAk23Uxcs+E0dUGeviUs9+cG96hRx9ykZOlhFMM70yUXbn1CdeRkE8G9hpMyt1Ji7U6cWDyMQdqNPZeL0cvbVVhfq3Tqhj/xRFKZjNajZA73YrFEqAZ0ehXglBnBK3SUP95HPja84tjAApxyDBq8qya6DMYWkGVCZ0etaorQe5rpHscihGJm6PTheZeLEgMnEH6vR8KNMN71NmN3CrTHx+jRs6qtylC+IVUGuzO9ITkTjlHCg3mNK1lZDFWmbi5b8QsYKVuK2QmTjqIqyEqEKdXjyIIF7EMaSVAJxXzetjL3QbnB06vWJq4jaQXLK8IEMqCtlmVgkB0JKtqfRM3KLkwQJoge9Vlgr1CmBsZgpEEOeBajGrgACSD5i1mRXSkMZOr3hF0OlETZxLpZcjqmpAbmqr2Ey8UrzTC5WJM7vVAjN8Zva87PjmoewoYA8iiDupiedBmV4JMKPU8zm5LJtecWWGZOKK2w2Jk86ESsv0KkIUFgixQS5cVMJnyIUtKWA93E4mLurhxYUI4k7o9ALUxCspE28JSLCotnAr7BmTidsI4smVJwPwxpaWc6ZXCQEQ552bBBKlXEaR5gC5Yx6zSyYfK8D0MkfiNlEPLypEEKeQTJCmI5UQQAoZxJFKL6gQLxiyVhbnYwxpGdDpZUulWwRxpTb/ftyFgOm16psB9Vqvj7UnUiiGzkJuN8vEy/8anUkQQbyIE8wqnU4vhre73GCheq2EhZRFJo7OdMlVp0A5I3HsGtbGpAWOsHUyRauUMDtPZkImbrbQKqgyXevs56a7VASdXlyIIO7E6OUwCeKtHOvVYkxZs6LUZwKdnjjxjPJXSPv8EPn8tyA5ZwGbM5+cvxQmr7u57HrauTA7TyqhJJCLbqEINXEUrimtHfRjIhMvKoSE0MnwkwoIIPnAOXMC8K3XU/OvU1hS54EVjYUf0HJYBPEyp9JVyEtXwuR3fzX1S6UEbzuZ+AxQpyMSx50Kvof+B1zK9EREubUD5NnzivL+clsnSAe7DNtFJl5ciEzcwSzxw0WdvrzRC19aUZ1Br//wlHpwS4W/kVsq1CsgiOMUKp6zmVzfDMllx0DFAIN3hQVwS1OgcmdBbELpmAexSz+RFrihFiP60WsBpMKYMdkVt4maeHEhMnFHE8wODzod8c0T6uAjS0JwICzDcS1eqMFZqUWAdSZeGTcINsmMmASWOOXdRbvJHs4wr4nPAGFbCvFLP87OKdfI0FTbV2190d6b22YWEJl4MSGCOAXCcrVissA8YnGdFxYXuQtKaeJn4kxIUyFUqFJVB9DfU7FUesXDtCY+MzJxrfGKmflKsRXqIhMvLgSd7ohOP3wy8VLBVJ2ON+YKoXYpqjE5e76l57VAfmCqnfDOrCBeKsiz55MKdexiECgeRBB3QqeLIF5wmA1BqQRRm4rE6e81uIbFLv+3ilmEVDp454qC9XCOSYqAQ9TUQ+KUTGYJ2xKTx6wu2S4djhB0uk11uuLxMoMFgSJYZoaqOY55lRPEk8tPgMiXbgbv3/8IEItC/OxLIHnsmlLv1mEDrnZihojaygXRj3+JKeLdWzeA0tAMsSs+Le6TRUbZBvH169fDzTffDK+88grE43FYtmwZfPazn4XLL7+88G/O800XWVRRgNPM3FQQr7BaW/KYk9k/gRKAl4nPIFFbWcDnh/glH2P/BEqDsgzizz//PHzwgx8En88HH/jAB6C2thYeffRR+NSnPgX79u2DL3/5y8Wn0w8jZXqpoTS1AuzfZXyggjJxgdKCy9qITFxghqHsgngikYBrrrmGeXQ//vjjcMwxUz21N9xwA5x33nksO7/00kth0aLCCYRchDq9kqjcSofCEbeJ70Ag55r4DHFrExBQUXYKj+eeew52794Nl112WTqAI2pqauCrX/0qC/L3339/CcaQiky8WOAZvoggLpB7Ji6CuMDMQtkF8RdeeIH9PPvssw2PqdtefPHFgu4DKaoSQby4dDq1XQRxAbvgWH+KTFxgpqHs6PSdO3eynxRdXl9fD01NTennmCESiWS3A4oCIVkGvYQt4Qtk/5qHKWKxWMZPu/BW1QF1q417/Yfdd5DtMRQACPmDIEUzXfOSHu9hdw7lA+I8LN7xCwQClR3ER0enBm+gmI0C0urd3d2Wr4PPSSaTWe1D13U/ApCT4I5MgDsyCZ5IGBKBKoh1Gc3+BazR02N0LjODV3YDZRTXA24YPUy/A6fHUACgqq4Jgr37M7aN+IJw4DA9h/IBcR4W9vi53W5YuJCeTlcxQTxf6OjgjMlzAFw14UFvaGtjSnmB7I5fm+Pj1wmx5SeCb/Or6S3JhhaoO/VcqDvM1MXZH0OB5BkXAvz+5+nfcaSq7+z3QWcnx/NbgAtxHpbv8Su7IK5m4GpGrsfY2Bg3S8+FkjADHvR8vt7hhmyOX+ya/wT4/f+Ae/tGkHFa0wf/BQK1RTZyLyOIczALXPghiPr9IL30FEyg/OeiK8Gz7Jjyu+lVEMR5WH7Hr+zOZ7UWjnXvVatWZTw2PDwMAwMDsHq1sPWb8fAHIfbRL5R6LwQqGS4XxM/9AEROey90dXWxDFzMjxOYaSg7dfq73vUu9vPpp582PKZuU58jICAgICBwOKPsgvgZZ5wB8+fPh4ceegg2btyYQaPfeuut4PF44MorryzpPgoICAgICJQDyo5OxyD9k5/8hNmuvve972U/UZGOtqt79+6Fb3zjG7B48eJS76aAgICAgEDJUXZBHHH66afDX//6V2ax+vDDD6cHoHz961+HK664otS7JyAgICAgUBYoyyCOOP744xmlXmpg355A9hDHL3eIY5g7xDHMHeIYlufxcw0PDysFeWUBAQEBAQGBw0vYJiAgICAgIGAPIogLCAgICAhUKEQQFxAQEBAQqFCIIC4gICAgIFChEEFcQEBAQECgQiGCuICAgICAQIVCBHEBAQEBAYEKhQjiAgICAgICFQoRxAmsX78eLr/8cpg3bx50dHTA2WefDb///e9LvVtlhQcffBC++MUvwplnngmtra1QX18P999/P/f5OB/+xhtvhOXLl7Pn40/8nTc3fqaju7sb7rzzTnj/+9/PjkVLSwssXboUrrrqKnjttdfIvxHHEAyjia+//no499xz2bHDY3LkkUfC+973PvjTn/4EimL0sRLH0By33347u5bx36uvvko+RxzDTKxYsSJ9zPT/vvSlLxX8+AnHNh2ef/55NnQFh7d/4AMfgNra2vTwlf/4j/+AL3/5y6XexbI5cXFGc1NTE4RCIfb/n/3sZ/CRj3zE8NxwOAzvec97YNOmTXDWWWfBMcccA5s3b4annnqKvQ765FdVVcHhhG9961vw4x//GBYsWMBG62IQ37lzJzz++OMs+Pzyl79kAV6FOIZG7Nq1C0477TQ44YQTYOHChdDQ0AB9fX3sWODPj3/84ywoqRDH0Bzbtm1jcytwCBUeqyeffBJOPPHEjOeIY2gEfu6RkRH47Gc/a3js2GOPZcerkMevbL3TS4FEIgHXXHMNuFwudjPFA4y44YYb4LzzzmMDWS699FJYtGgRHO746U9/ym6cc+fOhR/96Efw7W9/m/tcvJHiSXvttddmPO+mm26CW265hT2OK9HDCccddxz8+c9/hjVr1mRsX7t2LVxyySVw3XXXsSl+fr+fbRfH0AhkynBxjUFHCxxbjNn5r3/9a/jMZz7DsnOEOIZ8JJNJFoQwK8T72+9+9zvyeeIY0qirq4N///d/BysU4vgJOl2D5557Dnbv3g2XXXZZOoAjcBTqV7/6VRbkzSjjwwlIo2MAtwJmlffeey9UV1cz6lMLDFRIOd13330k9TmTcfHFFxsCOAK3YXY5NDQEW7ZsYdvEMeQPlNAHcPV6xRKYmq0jxDE0B7JCmBHecccd3EEd4hjmhkIdPxHENXjhhRfYT/UGoIW67cUXXyz6flUykCI+ePAgrF692kATBQIBFrSwPqzebAUAvF4v+6neTMUxdIZIJMIW5Mio4QhjhDiGfOBi8fvf/z585StfSbMWFMQx5CMWi8FvfvMb+OEPf8hKYZhtF+v4CTpdd5ARFF2OqySs/6rPEbAH9Xgh9U5BPdb4PFGmAKYtePbZZ6GtrQ2OPvpotk0cQ2uB21133QWyLEN/fz+r5e7fv5+VwbTHBiGOYSaQXbz66quZMJASYWkhjiEfPT097Dhqcc4558DPf/5zFjcKefxEENdAVQeimI0C0nS4UhJwfkyxZsQ7ptrnHc6Ix+Pw6U9/GqLRKKuXqZm4OIbmQFERZpJaJuM73/kOfP7zn09vE8eQBmaOqrBKZYB4EMeQxkc/+lEmTkUWAwXRKBDE8xEXkx/+8IfhiSeeYKxQoY6fCOICAmUAzCI/97nPMWEbqqo/9KEPlXqXKkrghtk4irMwA/+///s/FsTXrVsHd999N1k3FwBG+f7gBz+AL3zhC7Bq1apS707F4oYbbsj4HbslsAX3wgsvhJdeegn+9re/wfnnn1+w9xc1cQ3UDJy3EkLVKy9LF6ChHi/MlnjHVPu8wxEoZMGuCFQEX3HFFUztr4U4hvaAzAUGdKSFv/GNb8Bjjz3GFOoIcQyNQDU6tjh+7Wtfs/V8cQztQ5IkuPLKK9n/cTFZyOMngrgG+vqZFrjSHxgYOOxqPblCPV48sYaZDuFwycCR9kVVKnZFYG0XbwBaiGPoHNiDqxWrimNoBNLo27dvZ/oLrUHJAw88wB7HNj38HRdDCHEMnUGthU9MTBT0+AmeSQOsa9x2223w9NNPM8MXLXCb+hwB+8ATsr29na1G0ehAq8pEFTHSx/g4T+wx0wM4UpnYtojGQiiCodp7xDF0jkOHDrGfKpUujqER6A5IAY8FBpQLLrgAmpub062k4hg6w+uvv85+Fvr4iUxcgzPOOAPmz58PDz30EGzcuDGD5rj11lvZDUGlSATsAQUdeLMYHx9nZgZa4IIJGQ58HJ93OGbgGMDRQOgXv/gFtz9XHEMaeI1S1CT22P/nf/5nWiGMEMeQNmyi/p100knp3mX8feXKlex3cQyNePvtt9nn1gNr4ehgiWZNaANcyOMnbFd1wP5SzMLx4ONPVAyqtqtYZ8NeSgGAe+65h52oap/pm2++CSeffDKrsSFQ1HHRRReRVoMookEqD9Wbh6tVI7r/oYIVjR/QVYwK4HgM1RuoOIZGYC0XzTNOPfVUlu2o9r8oJMIbJRrqoLBNLU+IY2i/Vo6Uuh3b1cP9GN58883wk5/8hNnV4jmIcWPr1q2MucXzDvUtH/vYxwp6/EQQ59Ag+OW88sorrO0HDSPwxEbRkUDmhW6m2NTaEKptQI888gjrqcQ6HN5k8Xm8lovD+fgh9F704hhmAheRGMRxYAzS51h7RP90dFtEdT8uwvVZjTiGuQVxhDiG00DNBZq7YBKDfv1Ii+NQE0xosG/8+OOPh0IfPxHEBQQEBAQEKhSiJi4gICAgIFChEEFcQEBAQECgQiGCuICAgICAQIVCBHEBAQEBAYEKhQjiAgICAgICFQoRxAUEBAQEBCoUIogLCAgICAhUKEQQFxAQEBAQqFCIIC4gICAgIFChEEFcQEBAQECgQiGCuICAgICAQIVCBHEBAQEBAQGoTPz/KdyphUc0rUcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('fivethirtyeight')\n", + "\n", + "fig, ax = plt.subplots(figsize = (5,3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "741f656f", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0,75,50)\n", + "x2 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\",\"Sanji\"])\n", + "y2 = np.array([110,180,240,99,220])" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "004d3130", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols =2,\n", + " nrows = 1,\n", + " figsize = (7,3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "8ee8edc7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4))\n", + "\n", + "someaxes['ax1'].scatter(x1, y1)\n", + "someaxes['ax2'].bar(x2, y2)\n", + "someaxes['ax3'].plot(x1, y1)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "896a8f29", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(7, 4))\n", + "\n", + "someaxes['ax1'].scatter(x1, y1)\n", + "someaxes['ax2'].bar(x2, y2)\n", + "someaxes['ax3'].plot(x1, y1)\n", + "\n", + "someaxes['ax1'].set_xlabel('A Big Label', fontsize=18)\n", + "someaxes['ax2'].set_xlabel('Another Label', fontsize=18)\n", + "someaxes['ax3'].set_xlabel('Label 2: 2 Fast 2 Furious', fontsize=18)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "dede359f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.array(['Luffy', 'Zoro', 'Nami','Usopp','Sanji'])\n", + "y1= np.array ([110,180,240,99,220])\n", + "y2 = np.array ([170,100,90,120,50])\n", + "\n", + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.bar(x,y1, color = 'indigo')\n", + "ax.plot(x,y2, color = 'red')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "926dd719", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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KxqRJktusmaW7CwAAypdSR3EadL755psFtm3YsME8lA6fa+BZrVo16devn1nictmyZaYHMzY2Vi6++GLp0aOH3H777ab2U2EPP/yweQ8tw6QF4yMjI6Vly5YycuRIueyyy07n3wq3qCjJuuceye7ZU6KfeEKiXnqp+AL0HTpIVs+ekvHoo+KiAD0AADgFtpSUFMZRS2nsNYtk76ZDBbY1alFLkpb3kHBk37dPYsaOlcgPPyy2ratSJckcNEgyhwwRiYuzZP/C5ZjwRVcW0XpqOqnOWzkUFa7HDgJHV5/RQuBakzGUSp8gdJS3aw8q5jmFcWuIs2FDSZ8/Xxxr1kilUaPE8dVXPtvaTpyQGO0lnTtXMkaPluxbb6UAvUiRiwEAAAiRWe0ITblXXSWpn34q6c8/L87atf22tR8+LLH33y9xV18tjs8/t2wfAQBA+CLwhPcC9Js3U4AeAAAEFIEnvKMAPQAACDByPFGiAvSZ/fub/M+IP8tm+StAH7VwoWQMHSpZ/fubGfQVgSb4F5a864hkphWsFhBdOVISL6pu4Z4BABA6CDxR8gL0H3wgEUuXSsyYMeL4cwlTfwXoo155RTKSkiTnhhtMDdHyzNusUm8zUDXoZAYqAKCiYqgdpS9Av369nJgyRZwJCX6buwvQV+7aVezbtlm2mwAAIDQReOKUC9Cnbt0qmQMHiquY1aQi1q2T+PbtpdI994jtf/+zbDcBAEBoIfDEKXNVq2aW0kzduFGyr7++2PZRCxZIfPPmEj1pkkhqqiX7CAAAQgc5nqewIo1OGvG2zVvbipDPl1+AfvXqvAL027f7L0D/+OMnC9D37k0BegAAKggCzwCtSKOzlyv66jW5bdtK6mefSeSCBRIzfrzYDx702dZ+6JDEDhokubNny4kJEyT36qst3VcgdJdW3cLSqgDKLQJPBL4A/a23Snb37hI9c6ZEP/OM2NLTfTZ37NhhCtBnX3edZIwbJ87zzrN0dwErVfSbUwAgxxNlV4B+xAizAlLWrbcWX4B+6dK8AvTDh1OAHgCAcorAE2XKVaeOnJg1y6wBn3PVVX7bmgL0s2dLfLNmEvXccyJZWZbtJwAAKHsMtZ/CijRFc7KifOZkIY+zadO8AvRLlkjMo48WX4B+1KiTBeh1xnw5L0APAEBFQOBZDH/J/BkZGZKcnCyJiYkSExNj6X6FbQH6rl0l9ZprJGrOHImeMkXsKSk+mzv275fKt90mOa1by4lJk0zwCoQzllYFUNEReCJoBeize/aU6CeekKgXXzTD7MUVoM/q1UsyxowR19lnW7q7QKCwtCqAio7xYQQNBegBAKhYCDwRMgXoUz/4QHIvucRvW3cBeg1AI+fPF8nNtWw/AQDA6SHwRMgVoE+fNUuctWv7besuQB/Xvr04Pv/csn0EAACnjsATIVmAXut/ZowYIa7YWL/N3QXoY3v3Fvt331m2mwAAoPQIPBGaKEAPACJHj0rE8uUSPW6cOHbvLvKyjXx3hBkCT4Q0CtADqEhsv/0mEYsXS8yIERJ39dVSpX59qXzLLRLz1FNeJ1Xad++WSv36iS05OSj7C5QWgSfCqgB92uuvS27Dhn7bugvQx7VqJREffCDiclm2nwBQGraff5bIRYsk5oEHJO6KK6RKo0ZS+fbbJfqFF8Tx1VdiczqLfY+ot96S+BYtJHr8eJHjxy3Zb+BUEXgi/ArQr18vJyZPFmdCgt/m7gL0lbt2Ffu2bZbtJgB45XKJfe9eiZw7VyoNGCDxTZpIlcaNJbZ/f4n+97/FsWfPKb+1LSNDYqZNk/jLLpPI116j4gdCFoEnwrMA/b33SurWrZJ5773iivC/DoK7AH2le+4R2//+Z9luAqjgcnPFvn27RM2eLbF33CHx559vSsHFDh4sUQsXir0Mhsftv/4qsUOGSFzbthLx6acBf3/gdBF4IrwL0E+eLKkbNkh2167FtqcAPYAylZUlji++kKgZMyS2Z0+Tnxnfrp1UGj5cIt9/3wSFp8XhKHnTXbuk8t//LrE9eoj9m29O7/cCAcSSmQh7zkaNJP3118WxerXJ7XRs315sAfqouXMlY/Roye7du1QncwDIl54ujk2bJGL9ejOyol/rOSZQnGeeKbmtW0vOlVdKTuvWkvvQNyKbD5fqPSI/+UQiVqyQrLvuMpVCXGeeGbD9A04FgSfKXQH6yAULJGb8eLEfPFhsAfrc2bPlxMSJktuunaX7CiAMpaRIxMaNeUHm+vXi2LpVbNnZAXt7Z926JsDMadNGcq+8UpznnWdy2/PZiuaAOi++WHLOvFoi/CykYcvNleiXX5aoRYsk4+GHJWvAAJHo6IDtN1AaBJ4olwXos7t3l+iZMyX6mWfElp7uvwB9t26Sfd11kjF+vOk9BQBl++UXE2BGrF1rejXtO3eKLYBVMnLPOy+vR/PPXk1XvXqlfg9dZCPtvfck4pNPJGbMGHF8+63PtrZjx6TSo49K9CuvyImkJMnp3r1gYAtYgMAT5boAfdbtt0vMhAkS+eabfi8YWoBeizRn/d//Sebw4eI64wxLdxdA8Nl++sn0ZpoeTX3s3Ruw99ZFMJxNmpwcNtdAs0aNwFX86NxZUjt2lKh//1uiJ08Wu5+FNOw//iiV77xTcq64QjImTZLcyy8PzH4AJUDgiQpRgD6zf3+T/6k9F8UVoI9cuFAyhw2TrH/+08ygB1BOSxt9950JMN3Bpv3nnwP39pGRknvZZSbQNL2aLVuKFFMC7rRFRkpWv36SpQXnp02TqBde8JsKoGkDcZ06mfYZjz4qrsTEst0/gMATFaoA/YcfSsSSJXnDUfv3+2xrT0mRSiNHStTLL0vGuHGmdijDUUA5KG20Y8fJiUA6dP7bbwF7e1elSpLbsuXJHs3mzUViYyUoEhJM6lDW3XdLzGOPmRn1xRWgj/zgA8m87z7JfOABkfh4y3YVFQ+BJypeAfprrpGoV16R6KlTTZDptwB9374m0V8nIGnwCiBMZGaayT8aaJpezY0bTY5joLiqVDkZZOrj0ktDboTEWb++pL/2mgmyY0aOlIitW4stQB81b55kjBol2X37UvEDZYLAExW2AH12r14m+NSeTR1m90WH5+M6dDDtM8aMMcP3AEJMWlpeaaM/JwI5Nm82wVSgOGvUyA8yNeB0XnRR2ARmmk+atmKFRP7nPxKTlCR2Pwtp2H/5xRSg14ofGRMnSk6HDpbuK8o/Ak9U7AL0U6aYXM6YRx+VyCVLfLbViUlRb74pke+9J5mDB5uHTmACEMTSRh7D5o5t2/zeQJaWs169vNnmGmy2aSPOBg3CO+VGK3706CHZ118v0bNmSfT06WJLSyu2AH32tdealCPnBRdYursovwg8UeGZAvRvvCGOVavyCtDv2OG/AL32kr72mun9NAXo7SwABpQ126FDJ4fN164V++7dgS1tdMEFJycC6YzzunWlXIqNlUyt5dm3r8RMmiSR8+b5r/hBAXoEGIEn8CctIp9fgH7ChOIL0N93X14B+gkTKEAPBJLLJbYffyxY2sjPhMBSv73dLrmXXGKGoPNLG1WwgMpVq5aceOYZyezXTyqNHk0BeliGwBPw5HBIdp8+kn3jjSUrQL99e14B+i5d8oajKEAPlJ7TKfY9e072aGppowMHAvb2rqgoU6vSHWSa0kZVqgTs/cOZ1hbNL0A/erQ4vvvOZ1sK0CMQCDyBQBSgX7LEnLg1X9QUoK9WzdLdBcJKTo5JaXEHmaa0kZ+C56XlqlzZBJfuYXNTIL1SpYC9f7njWYD+1VclesoUCtCjzJQ6OW3hwoXywAMPSPv27aVGjRqSkJAgr7/+us/2x44dk5EjR0rjxo1Ne33W73W7L2+99ZZ07NhR6tSpI+ecc47ccsststVPGQigrAvQp376qSmr5I8pQP/CCxLXrJlEzZol4gxc/hkQ1jIyTJAZ/eSTEvuPf0iVc881lSI0pzryo49OO+h0JiSYZW9PjB8vqStWyLEffpD0d9+VzKFDJfeqqwg6S1OAvn9/Of7ll5I5aJApgu+PuwB9pX79xJacbNluooL1eE6YMEGSk5OlevXqUrNmTfO1L2lpadK1a1fZsWOHdOjQQW6++WbZuXOnzJo1S1avXi3Lli2TyoVmBk+bNk3Gjx8vdevWlbvuusu8xzvvvCOdO3eWt99+W9q2bXtq/1LA4gL0juhBIhKgJfGAcHL8uERs2nSyR3PLFrFlZgbs7Z21ap0sbdS6dd6Mayb5BbYA/YQJZgnhmLFjJXLxYr/NKUCPMg08Z86cKQ0aNJB69erJ9OnTJSkpyWfbGTNmmKBzyJAhBdpNmjRJHn/8cfO69n667du3TyZPniyNGjWSFStWSNWqVc32AQMGSKdOnWTw4MGySeu0RZAhgNAvQK8FrIGKwPb772a4PH8i0PbtZkJKoOTWr39yIpCWNjr3XHILrSpAP3eu+UxjdMlhCtAjAEodwekQe0m4XC6ZN2+exMXFybBhwwq89uCDD8qLL74o8+fPl0ceeURsf55AdMg+JydHHnroofygU1144YXSq1cvmTNnjqxatcoMwwPhUoDek2PHTqnc9TVxVa8uzjPPFNcZZ5jZtPq9Pjv1+c+vmTWKUGU7cKDARCDH7t0Bff/ciy4qWNqIRRuCSj8HU4D+rbckZtw4CtDjtJRZ16H2Xh48eND0VBYeTo+JiZHWrVvLkiVLZP/+/dKwYUOzfc2aNebZW2Cp2zTwXLt2LYEnwq4Afb6ME6YGYYnePy7uZIDqDkgLB6x/vqYBq+jNGr1ACDSXS+zff38yyNTHDz8E7u0dDrPcZP5EIA00zzgjYO+PABag79lTsm+4QaKfe06in3665AXox48X51/+YunuooIGnkqH5b1xB5vazvNr7SHV3FF/7UsiI4BLpfmSlZVV4BkVVN26kj5njkSuWSPxjz0mkTt3BuRtbamp5qEzSEvCFREhzjPOMA93MGq+93jO364PnXkfYmtLV0ROp9PrNivOYV45nRKxZ49EbtggURs2mGfH4cMBe3tXdLRkN2smWVdeKdlXXCHZzZubm6wCgvVvD3EhcazY7ZJx//1i79FD4qZOlZjiKn78WYD+xO23S+pDD1W4eqnBlGVhjKIdikEPPN2z1j2HzD3F/5l87Dm7Xb8+66yzStzenwMHDkhuAHOM/DkcwJMywtg554i8/LJUX7JEztZZ7b9Z++t1uN/xyy/mUVI5cXGSk5AgOdWqSU7VquY5W7/Wbe7Hn99nJySIU0cv6FUNKG8XBd3mb+JmoI+b2D17JO7LLyVu2zaJ37ZNIkp4ni2J3NhYSb3kEjl+2WWSqpP0LrrIBJ/5/vgj74GQP1aK+Ne/pFLXrpI4fbpU2bzZZzPN94199VUzCeng3XfLLz17mtqqkHIRozgcDp+djN6U21k6WoqprOkfvH6g2kMbxR8R3AYOlD/uuEOcV70m4nvxo5AQkZpqHvLzzyVqrxcLz15U04Pq/r5QD6vJWdVeVSYD+hUVtcXLtihJTEwsm1944oREbt2a15u5caNEbtokdj+LJJSWfvZZ2pPZqpVktWolORdfbI4BLcyj1W2pcBtGx0pJJCbKiY4dJXf5cokfN04i9u712VTPNYnPPCO133tPUseMkczrr+dGtgLGKGV2Rajy56oQR48e9fr68ePHC7Rzf+2rR9Nb+0B1+54u/UCt/H0IAzExeWs9HzxUcHt8vOQmXiS2I0fyHiWclBQqbFlZ4jh0yDxKU2PRVcI8VX3W4v0V6WJk91IGSLcF7Jxy7JhEfPFFXo6mTgjS0kYBHHpz1qlTsLTR+efnlzbSCwy3HWF0rJyObt0k7brr8grQT54sdj+92BE//SQJ/fpJTqtWZgISBegrVoxSZucEd06mTh7yxp2r6W7n/vqLL77Ij9CLaw+Em9wLLpDU5Y/mfaN5UUePil0D0N9+ywtE9fn338Wuz39+rc+mjT60dzLMmJJT+vDTE+LJpUH7n4Fp4YlVphe1UMBqVomibEs+PV7cpY3M0pM7dojNS27gqcpt2DC/tJE+XJpiUoFuFFB8AfqsHj0k5sknJWr2bLFlZ/tsHrFhgylAr+0zxowRVzB7blE+As/atWvLxo0bTRF4z5ntmgi9bt0687pnXkCbNm1M4Lly5Urp3bt3gffTbe42QLmgF2vNm0xI0D+Ykv1MRkZ+gKqrvRQIWI8cORnEul/T5wAGHVbQeoA2Hfr/+WcpSTjpstlM8OnZq+o1YPUsVVWOVrLR/6sCpY327AnYe+v/rVNLG7l7NHXGea1aAXt/lFOlLUC/aJFpo6slZQ4ZQgH6cq7MAk+tzXnbbbeZQvH68Cwg/9RTT0lKSor0798/v4an6tOnjylQr6sXdenSJX9i0u7du2XBggVSv359adeuXVntMhD6tDfw7LPNo0ThpNMptpQU7z2qnj2tGrS6A9UA5vtZQWfU6n5LKZZddMXGnhze9wxSPQNU92v60HNRKKyMo6WN9u3LDzJNj+ZPPwW2tFGzZidLG7VqldejDFhRgF57SefOlYzRoyW7Tx9GMsqpUgeec+fOlfXr15uvd+3aZZ61ULy7BqcukXm9JgyLmBWLli5dalYo2r59uzRt2tQsmbl8+XJp0qSJed2Trlg0YsQIsyyn9mx2795d0tPTzVKZ2dnZ5n1YtQgoBbs9L5eyNHUR09MLBqN+UgDMa3/84becSijS4Fof9hLOBtaAzPw/Fs5T9QxQPfJUA7YAgNMp9q+/zuvJ/HP4XAt0B4qmNeQ2b54/bK5fS+HSRoDVBegHD5bcF16QE5MmSW4JF61B+Ch1FKdB55tvvllg24YNG8xD6VKa7sBTh9c//PBDmTp1qixevNgEp5q7OXDgQBk+fHiRwvLq4YcfNu/x/PPPm4LxkZGR0rJlS7O05mWXXXbq/1IAJaO9gfpITCxZr2pOzsleVc8h/0LD/vk9qvocZsuJajkY26+/iuijhFzx8V7zVAsHrNrTU+T3HTwosT17mhw4m48JmqdC90kndLgnAuU2bcoKWQjZAvRxN94o2Z07S8a4cRSgL0dsKSkp4dVVEUI0V1Xrp2kpi1CaMYbQMPaaRbJ3U8HZ341a1JKk5T2kQtPe0bS0gnmqnkP+3lIAAhh8hZqHpJ/skYKTKv4iyTJNXjrt99Yg13MikLNxY4Yvw1h5OqfYDh2SmIkTJXL+/GJHTHTEIevuuyVzxIi8yhcI6xiFcWsA1tK8bl0ONC5Ocs89t2Q/k52d11vqnljl2aPqI2D1N5u2vHLWrXty2FwDzfPOY8Y5QpJOUjsxc6Zk9u8vlTT/c9UqvyMO0S+9JFELF0rG0KFm5jw99SdvRnzRVa20lqfWf/VWiksF46aFwBNA6IuMFFfNmuahil2TTHtQjh3zP/PfI3g17QK4Wo9Vcs87L38ikCltVK9esHcJKBVnkyaS9v77EvHxxxIzZow4vvvOZ1v9G600ZoxEv/yynBg3TnK6davwN1Z7C/WAhwMCTwDlj16MqlYVp85Gr1+/ZD+TmVmgDFX+RCp3gOo589+93aJlefNLGzVufLJHU0sb1ahh2e8HyozNJjl/+5ukdupUogL09h9/lMp33EEB+jBF4AkAKjpaXLVrm4cqNqTU+qjaq1pcj6pndQA/kykKc0VESO5ll+UHmTlXXGHqIwLlFgXoKwQCTwA4FZoz5V4AoFGjkv3MiRMFc1KPHBHnuEMiyQUnV+gM3mOf/mQqDAAVDgXoyzUCTwCwSqVK4qpb1zzcpapcLy4SSS6Yp+WqUoWgExUeBeiLp1UNCkvedUQy0wr2FEdXjpTEi0KjIgCBJwAACFkUoPfN26x0b2W3NOgMlbJbIbAGHAAAQPEF6I9v2iQZo0aJy8sCNN4K0OtCDPY9eyzbTRSPwBMAAISH2FjJHDpUjm/ZIlm33WaqPfgT+fHHEte6tcQMHWpyqhF8DLUDABAGhcE1d8/bNm9tQ2VYtcwL0PfrJ5VGj6YAfRgh8AQAIEwLg+skknAsIh4ozksuyStAv2xZXgH6vXt9tqUAfWhgqB0AAIR3AfrrrpPU9evlxNSp4qxWzW9zdwH6ytddJ44tWyzbTeQh8AQAAOWjAP2AAXJ861bJvO8+cUVG+m3uLkBfqX9/sSUnW7abFR2BJwAAKF8F6CdOlNSNGyX7hhuKba4F6ONbtJDoCRNEjh+3ZBcrMnI8AQAIg8Lgbk6nU7KysiQqKkrsuoIWvHI2aCDp8+aJY+3avAL027b5bFtRC9AHA4EnAAAhxt+s9IyMDElOTpbExESJiYmxdL/CUW6bNpK2cqVELlqUV4D+wIHiC9DPni0nJk4s9wXog4FbJQAAUP4L0PfqJcc3b5aMkSPFVcyStI6vvz5ZgP7bby3bzYqAwBMAAFScAvTDhuUVoO/bt2QF6K+8kgL0AUTgCQAAKhRX7dpy4tlnJfXzzyWnbVu/bd0F6OObNZOomTNFMjMt28/yiMATAABU3AL0ixdL2ptvSm6jRn7bugvQx11xhUS8/76Iy2XZfpYnBJ4AAKDiKmUBescPP+QVoO/SRRxffmnZbpYXBJ4AAAClLUC/fr3EdeyYV4D+558t281wR+AJAABwOgXomzfPK0CfmmrJLoYzAk8AAAAfBehTP/pIcpo29dvWXYA+/vLLJXLuXJHcXMv2M9wQeAIAABRTgD79hRfEWaeO37b2w4dNAfq4du3E8fnnlu1jOCHwBAAACHQB+u7dKUDvBYEnAABASVCA/rQReAIAAJQCBehPHYEnAADAKaAAfekReAIAAJwqCtCXCoEnAADA6aIAfYlElKwZAH/GXrOoyLbkXUe8bvPWNml5jzLbNwCA9QXos/7v/yRm7FiJ/OCDYgvQRy5eLJmDBknmAw+IxMVJeUbgCQTA3k2HStQuMy27xG0BAOFfgN6xdq3EjBolEdu2FVuAPmrePMkYNUqy+/QRcTikPGKoHQAAoIxQgL4gAk8AAAArCtBv2iQZjzxSoQvQE3gCAABYoXJlyRw+PK8AfZ8+FbIAPTmeQAA0alHL52tOp1OysrIkKipK7Hbu9QCgonNpAfrnnpPM/v2l0ujRErF6dbEF6KMWLpSMoUMlq39/kehoCVcEnkAA+JuVnpGRIcnJyZKYmCgxMTGW7hcAIHQ5L73UFKCPWLpUYsaMEce+fcUWoI965RXJSEqSnG7dTA3RcEP3CwAAQDAL0HfpkleAfsoUcSYklOsC9ASeAAAAwRYVJVn33COpWoB+4MByW4CewBMAACBEuKpVk4xJkyR1wwbJvv76YttrAfr4Fi0keuJEkdRUCXWWBJ5NmjSRhIQEr49//etfRdofO3ZMRo4cKY0bN5YaNWqYZ/1etwMAAJR3zoYNJX3+fEn98EPJvfRSv21tJ05IzBNPSPzll4vt118llFk2uahKlSpy7733FtnerFmzAt+npaVJ165dZceOHdKhQwe5+eabZefOnTJr1ixZvXq1LFu2TCpXrmzVbgMAAARN7lVXSeqnn0rkwoUSM26c2A8e9FuA3i4/iEiiSEUPPKtWrSqPPPJIse1mzJhhgs4hQ4ZIUlJS/vZJkybJ448/bl7X3k8ACDdjr1lUZFvyriNet3lr6696AoByXoC+d2/J7tZNop99VqJnzBBberqEo5DK8XS5XDJv3jyJi4uTYcOGFXjtwQcfNEPz8+fPN+0AINzs3XSoyCMzLbtIO93mrS2ACq5y6QrQV+geTy2g/cYbb8jBgwdNANmyZUuT++lp37595vVOnToVGU7X+oetW7eWJUuWyP79+6Vhw4Z+f5/WTrTi3+T5DHjDcYJAseK8htDHOQVSrZqcmDZNIu68U+LHjpWodev8NteFTMry/FGaGtWWBZ6HDx+WgQMHFtj217/+VWbPni3Vq1fPDzxVgwYNvL6HO9jUdsUFngcOHJDc3Fyx6t8GFIfjBKdLFyIA3DinQLTm59NPS9VVqyTxmWck5qefvDbTm5SyOn84HA6fcVvQAs++fftKmzZt5MILLzTLBu7Zs0emTp0qy5cvl969e8vHH38sNpstf9a65oN6Ex8fb55LMru9Tp06Utb0g9Q//Jo1a5p/F+ANxwkCRVe/AjinoIi+feVojx6SNXeuyNifRQr1u+lxEirnD0sCz+HDhxf4vnnz5rJw4UIze339+vXyySefSOfOnQP6O61cmlA/UJZCRHE4TtCoRS2/Q2EaUOhxYrd7T7/n+IEnzikoICZGXIMGSe7bb4hs/a3AS3pOCZVjJWhrtet/wq233moCz40bN5rAU0suqaNHj3r9mePHj5tndzsACCf+ZqVr/pUOhWmvRKhcIACEoYighXahP6vdnduZ/mdJAHfepk4e8sadA1pcficAAABCT1ADzy1btpjnevXq5QeUtWvXNj2gWki+cG/AunXrzOulSWIFAABABQk8v/nmG0lJSSmyXYfYn3vuOYmOjpYbbrjBbNMJRrfddpukpqaaYvGennrqKfM++rq2AwAAQHgp80SAd999V5555hlp166d6dnUQHP37t2ycuVKk+c5ffr0AjOtdMWipUuXmhWKtm/fLk2bNjVLZuoMeK37qa8DAAAg/JR54Nm2bVv59ttv5auvvjJD5TpkXqNGDbnppptMXc/LL7+8QHstHP/hhx+ackuLFy+WNWvWmJIR2lZnx7NOOwAAQHgq88DzqquuMo/S0Dqeuja7PgAAAFA+hNRa7QAAACi/CDwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIAlCDwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIAlCDwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIAlCDwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIAlCDwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIAlCDwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIAlCDwBAABgCQJPAAAAWILAEwAAAJYg8AQAAIAlCDwBAABgCQJPAAAAWCLCml8DAACAQBp7zaIi25J3HfG6zVvbpOU9xGoEngAAAGFo76ZDJWqXmZZd4rZljaF2AAAAWILAEwAAAJYg8AQAAIAlyPEEAAAIQ41a1PL5mtPplKysLImKihK7PXT6GQk8AQAAwlCSn1npGRkZkpycLImJiRITEyOhInRCYAAAAJRrBJ4AAACwBIEnAAAALEHgCQAAAEsQeJ4mh8MR7F1AGOA4QUlwnKCkOFYQrseJLSUlxRXsnQAAAED5R48nAAAALEHgCQAAAEsQeAIAAMASBJ4AAACwBIEnAAAALEHgCQAAAEsQeAIAAMASBJ4B8N1330nv3r3lvPPOk4SEBGnSpEn+a5s3b5YbbrhB6tevb17r2rVrUPcVQMWj5yTP8xIA+HPvvfeamOXHH3/M36Zf6zZ97XRUmMDT/R/2j3/8I6Dvm5ubK3379pWVK1fKddddJ8OHD8//UI4ePSq9evWSr776Sm6++Wbz2q233hrQ34/A0wu0HisleaxevTrYu4sgnUv00bNnT69t9LjQ1//1r39Zvn+wnvvz9ndBLkkbVGzp6ekybdo0adeunZx99tlSs2ZNueiii0xskZSUJN9//72UBxHB3oHycBHas2eP3HXXXTJ9+vQCr23dulV+++03GTt2LBegMKIXBr1p8GX37t2yePFiqVy5siQmJlq6bwgtH3/8saxdu1batGkjoUyPVwCh6/jx4/K3v/1Nvv76a2nQoIH06NFDqlatKv/73//MNUfjCx051YcV3HFLnTp18rfp11988YVUqVLltN6bwPM0HTx40DzXqFGjVK8hdA0cONDna7///ru0b9/efP3ss8/Kueeea+GeIZTUq1dPfv75Z3nsscdk+fLlEsqsulgBODXPP/+8CTpvu+02eeaZZ8RmsxV4/YcffpCsrCzL9qdWrVrm4SkyMlLOP//8037vCjPUXlL+8jAL50np1+62U6dOzR9+e/311wsMqdx33335r61atco8P/zww15/xzfffGNe15xRhBZNq9Ce7Z9++sncCf79738v8LrelerrjRo1Mjcbl1xyiTzyyCPyxx9/+DyWUlJSZNiwYXLxxRdL9erVzbHjtmzZMrn++utNgKMngKuuukpmzZpl9gPBpzndOtS+adOmEvUobtu2TYYOHSpXXnll/mfaunVr05ORnZ3t8xjR3vcHH3xQ/vKXv5geBx120/dShw8flnvuucccc7Vr15abbrpJ9u/f7/O9EFr27dtnbnT1XKHDqtrTpcOso0aNKtI2OTlZBg0aJBdeeKGcddZZZghWv9ebn8L0uqTXkYyMDHn00UfN+UXfX4+3efPmFWnvvmbp8wcffCAdOnQwx5MGGXrs6XkKZWvTpk3muV+/fkWCTqWdHJ5Bn8YSGls0b97cDMvrQztF/v3vf/uNbXQUVn9Ozxl6DvrrX//qNWWsLHM86fE8Dfqfv2PHDnnzzTfNUJsGBkpP8JrPqa8tWbJEunTpkn/SP+ecc8wHvmjRIhk/frxUqlSpwHvOnTvXPN9xxx1B+BfBH70YfP755+YPdcyYMQVe27hxo7noZ2ZmSvfu3U1goScSvYv95JNPTI/YGWecUeBn9O61W7dukpqaaoZY9G7S3TuuP6dBa7Vq1Ux+cGxsrAlER44cKevXrzfHibeTE6yln8c777xj/pb1pO5wOHy2fe2118xnqBf/a665Rk6cOCFr1qwxuVtffvml14BAA1K9wdEAQp9//fVXeffdd+XGG280x5XmrGtAocNyGnDq+2swvGHDBr/7guDTEbGOHTuavL5rr73WnD/S0tJMMPriiy/KxIkT89vqNj1H6Oevzxp86o3u/PnzTbqHPjRoLUyvI9qLpuckPZbee+89uf/++837aEBZmN5Affrpp+b40iBG00jmzJljhlf1HFb4eoXAqVatmnnWPE69ESnOjBkzzN98ixYtzA2p3qD+97//lQceeMBMePY8fty0TefOnSU+Pl5uueUWE4Tq+UvPI5999pm5mbECgedp0DtVvVPQwFODTg0U3PTA0btHDTz1gtSnT58CJwMNXPQk4NmzqYHIwoULzUGkFyaEDv2MX3jhBXNyf/nll8VuPzlY4HQ6zbGgF423335bOnXqlP/auHHj5KmnnjL5MjNnzizwntpbpT0RetHwPKHrkIoeH9qroReBunXrmu3ac6HBh/ZI6I2Lr4ktsI7m+P7zn/+U5557zgSOd955p8+22kv+5JNPFggIXS6XCQQ0gNBgsVWrVgV+5tChQ2abHnMREXmna72J1eF9PUfoeUUvMO6bkIceekheeeUVc97RahoIXRrkaSAwZcoU02vt6ciRI0WOHQ0Wn3766QLHmPZuaaChr7///vtFfof2UOmNqgYaSkfarr76apk0aZIJdAunCum5SN9H27hp75hey/T8paMzKBvdu3c353U9H+j8EO11vvTSS00Pozc6Canw55eTk2MCSr1W6TFVeA7Czp07zfnq8ccfz7+GtW3bVgYPHiwvvfRSkXkqZYWh9iDQme3R0dH5vZtuerHQE46+Tm9F6NCTgJ7Y4+Li8oekPGnAoD0SGgh4Bp3uQEB7Ov/zn/94zc/RwLRwL4KefPQEosNo7qBTRUVFmYBDvfHGGwH+V+JU6cVck+013UZ7r3zRXvDCf9caMOqFQGmPgzd6jLiDTqU94EpTLrQX3rPn2121Qy8wCA/eehE17cZNh9J1WPWCCy4oMhKm32sKho7EeBty1/OPO+hU2juugaSeX956660i7TXY8Qw61ejRo81ojN58o+x07drV/K1rR4beYGggqoFls2bNTIqOXmM8eZtfoOcJTffSc4O34XOdEKvXEM+OE4039Od01MUqBJ5BoCcV7Y3QO9G9e/fmb9ceE72IaHIxQsMvv/xiymXpELoOf+sQV2Hbt283z+5Ui8J/6Hri0GFVz89axcTEmB7P0ryfDqvohUrTOBA6Q2Ta66RDp3qM+KI3HjohTYdXtSdCf05vYtyT1bR3szCd1aoBqyd3wr/2vuvx5e0198RGhC4d8tQUGr1x0V5MPf8XPkd4ng80natweo1+r6kbvm42NJ/Y1zZv5xBv7TXXUyen6RCwzrxG2Rk8eLBJodCebE3l089Dbyi0N1I/f+2cctPPQnuudbvmd7rnkdx+++0+zyd6ztAOFE8adGqKl79KLoFG4Bkk7jtXd6+nJo7rsKpehDQPFMGnOVH6OWk5C704+Bq6dJ+MdWjcG3fe5rFjxwpsP/PMM73maRb3fvpzhd8LwaUXCb1Aa96VVj7wRi8I2nukn52mTGiOneaCu4dZ9eamMG9lS9y9n549WW7uHlVvk5VQdtw9SNpb5Yv7NXdb7bHSPF3N2dTcPB1i1YkienOpaVine37x9TPubSVt77mdwLPsxcfHmxzbyZMny9KlS83NiI6KaJ63HiN6A6sPnXiqQ+b6N69pV3qN0vOJO32vpOcTpe9h5aRVcjwL0UDA1wegf6inW7/KTfMqdFbsggULTD6f5njpiYlJRaFD85m0V1p7JnQSiS/uAEBzsLxxby8cKPiaHOT5foV7u5QmhHsLOhA82gs9YsQIGTJkiMm90mDCkw5j6cQfTcXQVArPIXedhKY5WQhf7uuCtwoWbu4bEs9rSOPGjU1Pp94oaKUCncAze/ZsM1yqvdea33uq5xf3a57pOp7tvV3LTuV3oGxVrVpVnnjiCZN/qx1Uu3btMvMAdGEavZnV0kuedJ5BqKdF0ONZiHZVHzhwwGuSdqC7ovWg0aFc7T7X3EEdgtcZ8Ag+Hep49dVXzc2BDnP4m0HunoGoM5QL05w/zRHVwETfqyT8vd+WLVvMsD2lcUKPpmRouROdCFQ438694ojOXi6c56k3Nwhv+retOdh6g6H5k97ozHDlLb1Gcyi1p1NvcDVXWCedaaCh3H/r69atM9s96ffu48fbOcHbsVXa9pq2ocevDrcTeAaHzWYzaRmFzydaWq2wcDifEHgWovl4WqfRMzFXu7W91VU7XTojVScZaU+JXqi0i1xPXgguLY2kvZ3aI6A3BMX1cmuvhJ6Utbei8AQRndGuE8Z00kdJP1udlajDqTpT2jNXT3tF3JOLWHo19GhAqaMXOsSlQ2Ce3LNLdSKaJ83n0mME4U3ztXV4VEcjtHeqMC1ppD2bGrjpEKnSINVbD6N7m76n+9jRETI9VgqX3NLvdbvW/izcs6m0991zeFw7OvS8oucXPc8UpuleOlHJ04QJE8y5h9rSZevVV1/1OcFHKyB8++23pvdT5xn4Op9oZ4WWbQt1FW6oXbupfRU/1dIFWhZH113XnAkNFrSnSoMJ/cALV/E/XTrbWes4umcXupOCETx6ktbPQW82WrZsaYYt/NEJQHpR0MLuerzoyVwvQHpi2Lx5s5mNqkGpO2AsCXd7zQfUxHHNB9S7Xe0B0ZOP9opTSik0aR6wHjfu3i23yy+/3Dy0Bqcm/Wvvlt5sag6X9oJ6K4WD8KJlrXREQnss9W9V/3Y1eNQcPf2ctXdSR0/cVTE05UJLX+k5RCd9aFCqC4joDayOfmkPupvenGj6hqZyaMqGznDXtvq+mvPt6+ZF5wvoBBW9zrjreGpgqzdI3mZFa1qR+xymE1a0jqcey5oSoPmFKDvLly831VP0WLjiiitMzrjWeNZJYNqLqbnBeiOhnVV6LGgaluaU642HBqNau1OPO50dH+pL5Fa4wFN7kHzlP+hQuib6652H3rVqTU2deaplDbSGorcZf6dL7yI18NT3DsRSVDg9moel9TXdd4/ehrsL08BTPz89cWhPl964aD6w3qgMGDDA9J56lkcpCS2lpCcg7Z3QC5QGwg0bNjS9D3qMUjw+dOlNQ+GUGe0N1fOJvrZixQqTfqGfrxae1wUJCDzDn07A0b99vQn96KOPTLqO/t1qCSO9hujftHZueJbF0t5xHWHRni5tqzWcdSKJBnka+HkO5WtvpAa1evzopCQNOHXkQyeUeMsFV7oPOvNZb6C1N1bPIRp0+urk0ABVA14NcDR40WBY8031+kfx+LKVlJRkRs/0c9a0Cvd1SANQjRP0WtK0aVOzTWem6+ejn4u21euU3ozojY0eh6EeeNpSUlIKJo3AUnrHosXFtQwLQxkAgNOlvV7aW1nSpS41pUjre+qNrudiJ6i47r77brOqkfasB3q0lxzPINLyCHqHor2qOrQBAAAQbLocp85L0J71QKtwQ+2hQPM19G5Uh0w0z0uH3xjGAAAAwaTpGTrcr+W9NEXEc9W0QCHwDAKdrKS5Opr3p5OZNPcHAAAgmHTCm1Y/6NWrl0yZMqVMfgc5ngAAALAEOZ4AAACwBIEnAAAALEHgCQAAAEsQeAIAAMASBJ4AAACwBIEnAAAALEHgCQAAAEsQeAIAAECs8P/ESuwqd5cFeAAAAABJRU5ErkJggg==", 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See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 219.5, 425.5, -0.5)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "\n", + "response = requests.get('https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png', verify=False)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)\n", + "\n", + "\n", + "x = [1, 2, 3, 4, 5]\n", + "y2 = [2, 3, 5, 7, 11]\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(7, 3))\n", + "ax.plot(x, y2, color='red')\n", + "\n", + "\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35]) \n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dsi_participant", + "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": "3.9.21" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/assignment_1_week2_class3.ipynb b/02_activities/assignments/assignment_1_week2_class3.ipynb new file mode 100644 index 000000000..fbf9da115 --- /dev/null +++ b/02_activities/assignments/assignment_1_week2_class3.ipynb @@ -0,0 +1,2359 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "6fa17858", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4e5fcef7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting wordcloud\n", + " Downloading wordcloud-1.9.4-cp39-cp39-win_amd64.whl.metadata (3.5 kB)\n", + "Collecting matplotlib-venn\n", + " Using cached matplotlib-venn-1.1.2.tar.gz (40 kB)\n", + " Installing build dependencies: started\n", + " Installing build dependencies: finished with status 'done'\n", + " Getting requirements to build wheel: started\n", + " Getting requirements to build wheel: finished with status 'done'\n", + " Preparing metadata (pyproject.toml): started\n", + " Preparing metadata (pyproject.toml): finished with status 'done'\n", + "Requirement already satisfied: numpy>=1.6.1 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from wordcloud) (1.26.4)\n", + "Requirement already satisfied: pillow in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from wordcloud) (11.1.0)\n", + "Requirement already satisfied: matplotlib in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from wordcloud) (3.9.2)\n", + "Requirement already satisfied: scipy in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib-venn) (1.11.4)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib->wordcloud) (1.3.0)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib->wordcloud) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib->wordcloud) (4.57.0)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib->wordcloud) (1.4.7)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib->wordcloud) (24.2)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib->wordcloud) (3.2.3)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib->wordcloud) (2.9.0.post0)\n", + "Requirement already satisfied: importlib-resources>=3.2.0 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from matplotlib->wordcloud) (6.4.0)\n", + "Requirement already satisfied: zipp>=3.1.0 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from importlib-resources>=3.2.0->matplotlib->wordcloud) (3.21.0)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.17.0)\n", + "Using cached wordcloud-1.9.4-cp39-cp39-win_amd64.whl (300 kB)\n", + "Building wheels for collected packages: matplotlib-venn\n", + " Building wheel for matplotlib-venn (pyproject.toml): started\n", + " Building wheel for matplotlib-venn (pyproject.toml): finished with status 'done'\n", + " Created wheel for matplotlib-venn: filename=matplotlib_venn-1.1.2-py3-none-any.whl size=45437 sha256=399d75abb1b58694c7b0413859c4531c62ef87892b4417b13159b345cde5db91\n", + " Stored in directory: c:\\users\\shailesht\\appdata\\local\\pip\\cache\\wheels\\86\\29\\d8\\0f3c5a37c967a34fb40aaabd414f92104d2ad5fb149c0114a1\n", + "Successfully built matplotlib-venn\n", + "Installing collected packages: wordcloud, matplotlib-venn\n", + "Successfully installed matplotlib-venn-1.1.2 wordcloud-1.9.4\n" + ] + } + ], + "source": [ + "!pip install wordcloud matplotlib-venn" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "c20f91ff", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "\n", + "np.random.seed(613)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7ad0d32e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + } + ], + "source": [ + "tips = sns.load_dataset('tips')\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b49c2308", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "c7fa8e2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid')\n", + "tipgraph = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip')\n", + "\n", + "tipgraph.set(title = 'Tips vs. Bill',\n", + " xlabel= 'Total Bill ($)',\n", + " ylabel = 'Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "224f52d2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tips = sns.load_dataset(\"tips\")\n", + "\n", + "tipgraph = sns.lineplot(\n", + " data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " color='hotpink',\n", + " linestyle='--',\n", + " linewidth=3,\n", + " marker='o',\n", + " markerfacecolor='indigo' \n", + ")\n", + "\n", + "\n", + "tipgraph.set(\n", + " title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)'\n", + ")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "099c24b1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips vs. Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot (data = tips,\n", + " x = 'total_bill',\n", + " y = 'tip',\n", + " style ='time',\n", + " hue ='day',\n", + " palette = ['purple','hotpink','deepskyblue','yellowgreen'])\n", + "\n", + "tipgraph.set(\n", + " title='Tips vs. Total Bill',\n", + " xlabel='Total Bill ($)',\n", + " ylabel='Tip Amount ($)'\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "78ee8bb6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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c:\\users\\shailesht\\appdata\\local\\miniconda3\\envs\\dsi_participant\\lib\\site-packages (from plotly) (24.2)\n", + "Downloading plotly-6.2.0-py3-none-any.whl (9.6 MB)\n", + " ---------------------------------------- 0.0/9.6 MB ? eta -:--:--\n", + " ----- ---------------------------------- 1.3/9.6 MB 8.4 MB/s eta 0:00:01\n", + " -------------------- ------------------- 5.0/9.6 MB 13.8 MB/s eta 0:00:01\n", + " --------------------------------------- 9.4/9.6 MB 16.8 MB/s eta 0:00:01\n", + " ---------------------------------------- 9.6/9.6 MB 16.2 MB/s eta 0:00:00\n", + "Downloading narwhals-1.46.0-py3-none-any.whl (373 kB)\n", + "Installing collected packages: narwhals, plotly\n", + "Successfully installed narwhals-1.46.0 plotly-6.2.0\n" + ] + } + ], + "source": [ + "!pip install plotly\n", + "\n", + "import plotly.graph_objects as go \n", + "\n", + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\",\"Sanji\"])\n", + "y1 = np.array ([110,180,240,99,212])" + ] + }, + { + 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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
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732 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "from wordcloud import WordCloud\n", + "\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\", on_bad_lines='skip')\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "4c05f3d0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 399.5, 199.5, -0.5)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text = \" \".join(each for each in df.quote)\n", + "\n", + "wordcloud = WordCloud(background_color='white',\n", + " colormap = 'inferno').generate(text)\n", + "\n", + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.imshow(wordcloud, interpolation = 'bilinear')\n", + "ax.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "efaa122d", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "76355a1c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "A = set(['apple', 'banana', 'watermelon'])\n", + "B = set(['pumpkin', 'blueberry', 'apple', 'key lime'])\n", + "\n", + "diagram = venn2([A,B],\n", + " set_labels = ('Fruits', 'Pies'),\n", + " set_colors = ('blue','red'),\n", + " alpha = 0.5)\n", + "\n", + "diagram.get_label_by_id(\"10\").set_text(\"\\n\".join(A-B)) #left circle\n", + "diagram.get_label_by_id(\"11\").set_text(\"\\n\".join(A & B)) #middle circle\n", + "diagram.get_label_by_id(\"01\").set_text(\"\\n\".join(B-A)) #right circle\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3d08be49", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dsi_participant", + "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": "3.9.21" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}