diff --git a/your-code/.ipynb_checkpoints/main-checkpoint.ipynb b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb new file mode 100644 index 0000000..58a1d6c --- /dev/null +++ b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb @@ -0,0 +1,1012 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Before your start:\n", + "- Read the README.md file\n", + "- Comment as much as you can and use the resources in the README.md file\n", + "- Happy learning!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 1 - Working with JSON files\n", + "\n", + "Import the pandas library" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Your import here:\n", + "\n", + "import pandas as pd\n", + "import xlrd\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### After importing pandas, let's find a dataset. In this lesson we will be working with a NASA dataset.\n", + "\n", + "Run the code in the cell below to load the dataset containing information about asteroids that have landed on earth. This piece of code helps us open the URL for the dataset and deocde the data using UTF-8." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + 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Mill\",\"id\":\"55529\",\"nametype\":\"Valid\",\"recclass\":\"C\",\"mass\":\"992.5\",\"fall\":\"Fell\",\"year\":\"2012-01-01T00:00:00.000\",\"reclat\":\"38.803890\",\"reclong\":\"-120.908060\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-120.90806,38.80389]},\":@computed_region_cbhk_fwbd\":\"8\",\":@computed_region_nnqa_25f4\":\"1187\"}\\n,{\"name\":\"Sylacauga\",\"id\":\"23773\",\"nametype\":\"Valid\",\"recclass\":\"H4\",\"mass\":\"5560\",\"fall\":\"Fell\",\"year\":\"1954-01-01T00:00:00.000\",\"reclat\":\"33.188360\",\"reclong\":\"-86.294500\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-86.2945,33.18836]},\":@computed_region_cbhk_fwbd\":\"29\",\":@computed_region_nnqa_25f4\":\"1637\"}\\n,{\"name\":\"Tabor\",\"id\":\"23776\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"mass\":\"7540\",\"fall\":\"Fell\",\"year\":\"1753-01-01T00:00:00.000\",\"reclat\":\"49.400000\",\"reclong\":\"14.650000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[14.65,49.4]}}\\n,{\"name\":\"Tadjera\",\"id\":\"23778\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"mass\":\"9000\",\"fall\":\"Fell\",\"year\":\"1867-01-01T00:00:00.000\",\"reclat\":\"36.183330\",\"reclong\":\"5.416670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[5.41667,36.18333]}}\\n,{\"name\":\"Tagish Lake\",\"id\":\"23782\",\"nametype\":\"Valid\",\"recclass\":\"C2-ung\",\"mass\":\"10000\",\"fall\":\"Fell\",\"year\":\"2000-01-01T00:00:00.000\",\"reclat\":\"59.704440\",\"reclong\":\"-134.201390\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-134.20139,59.70444]}}\\n,{\"name\":\"Tahara\",\"id\":\"23784\",\"nametype\":\"Valid\",\"recclass\":\"H4/5\",\"mass\":\"1000\",\"fall\":\"Fell\",\"year\":\"1991-01-01T00:00:00.000\",\"reclat\":\"34.720000\",\"reclong\":\"137.305000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[137.305,34.72]}}\\n,{\"name\":\"Takenouchi\",\"id\":\"23789\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"mass\":\"720\",\"fall\":\"Fell\",\"year\":\"1880-01-01T00:00:00.000\",\"reclat\":\"35.383330\",\"reclong\":\"134.900000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[134.9,35.38333]}}\\n,{\"name\":\"Talampaya\",\"id\":\"23791\",\"nametype\":\"Valid\",\"recclass\":\"Eucrite-cm\",\"mass\":\"1421\",\"fall\":\"Fell\",\"year\":\"1995-01-01T00:00:00.000\"}\\n,{\"name\":\"Tambakwatu\",\"id\":\"23795\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"10500\",\"fall\":\"Fell\",\"year\":\"1975-01-01T00:00:00.000\",\"reclat\":\"-7.750000\",\"reclong\":\"112.766670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[112.76667,-7.75]}}\\n,{\"name\":\"Tamdakht\",\"id\":\"48691\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"mass\":\"100000\",\"fall\":\"Fell\",\"year\":\"2008-01-01T00:00:00.000\",\"reclat\":\"31.163330\",\"reclong\":\"-7.015000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-7.015,31.16333]}}\\n,{\"name\":\"Tané\",\"id\":\"23801\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"mass\":\"905\",\"fall\":\"Fell\",\"year\":\"1918-01-01T00:00:00.000\",\"reclat\":\"35.433330\",\"reclong\":\"136.233330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[136.23333,35.43333]}}\\n,{\"name\":\"Taonan\",\"id\":\"23873\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"mass\":\"3850\",\"fall\":\"Fell\",\"year\":\"1965-01-01T00:00:00.000\",\"reclat\":\"45.400000\",\"reclong\":\"122.900000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[122.9,45.4]}}\\n,{\"name\":\"Tatahouine\",\"id\":\"23884\",\"nametype\":\"Valid\",\"recclass\":\"Diogenite\",\"mass\":\"12000\",\"fall\":\"Fell\",\"year\":\"1931-01-01T00:00:00.000\",\"reclat\":\"32.950000\",\"reclong\":\"10.416670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[10.41667,32.95]}}\\n,{\"name\":\"Tathlith\",\"id\":\"23885\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"2500\",\"fall\":\"Fell\",\"year\":\"1967-01-01T00:00:00.000\",\"reclat\":\"19.383330\",\"reclong\":\"43.733330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[43.73333,19.38333]}}\\n,{\"name\":\"Tauk\",\"id\":\"23887\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"6000\",\"fall\":\"Fell\",\"year\":\"1929-01-01T00:00:00.000\",\"reclat\":\"35.133330\",\"reclong\":\"44.450000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[44.45,35.13333]}}\\n,{\"name\":\"Tauti\",\"id\":\"23888\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"21000\",\"fall\":\"Fell\",\"year\":\"1937-01-01T00:00:00.000\",\"reclat\":\"46.716670\",\"reclong\":\"23.500000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[23.5,46.71667]}}\\n,{\"name\":\"Tenham\",\"id\":\"23897\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"160000\",\"fall\":\"Fell\",\"year\":\"1879-01-01T00:00:00.000\",\"reclat\":\"-25.733330\",\"reclong\":\"142.950000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[142.95,-25.73333]}}\\n,{\"name\":\"Tennasilm\",\"id\":\"23898\",\"nametype\":\"Valid\",\"recclass\":\"L4\",\"mass\":\"28500\",\"fall\":\"Fell\",\"year\":\"1872-01-01T00:00:00.000\",\"reclat\":\"58.033330\",\"reclong\":\"26.950000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[26.95,58.03333]}}\\n,{\"name\":\"Thal\",\"id\":\"23908\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"mass\":\"342\",\"fall\":\"Fell\",\"year\":\"1950-01-01T00:00:00.000\",\"reclat\":\"33.400000\",\"reclong\":\"70.600000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[70.6,33.4]}}\\n,{\"name\":\"Thika\",\"id\":\"54493\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"14200\",\"fall\":\"Fell\",\"year\":\"2011-01-01T00:00:00.000\",\"reclat\":\"-1.002780\",\"reclong\":\"37.150280\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[37.15028,-1.00278]}}\\n,{\"name\":\"Thuathe\",\"id\":\"23976\",\"nametype\":\"Valid\",\"recclass\":\"H4/5\",\"mass\":\"45300\",\"fall\":\"Fell\",\"year\":\"2002-01-01T00:00:00.000\",\"reclat\":\"-29.333330\",\"reclong\":\"27.583330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[27.58333,-29.33333]}}\\n,{\"name\":\"Tianzhang\",\"id\":\"23984\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"mass\":\"2232\",\"fall\":\"Fell\",\"year\":\"1986-01-01T00:00:00.000\",\"reclat\":\"32.946670\",\"reclong\":\"118.990000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[118.99,32.94667]}}\\n,{\"name\":\"Tieschitz\",\"id\":\"23989\",\"nametype\":\"Valid\",\"recclass\":\"H/L3.6\",\"mass\":\"28000\",\"fall\":\"Fell\",\"year\":\"1878-01-01T00:00:00.000\",\"reclat\":\"49.600000\",\"reclong\":\"17.116670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[17.11667,49.6]}}\\n,{\"name\":\"Tilden\",\"id\":\"23998\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"74800\",\"fall\":\"Fell\",\"year\":\"1927-01-01T00:00:00.000\",\"reclat\":\"38.200000\",\"reclong\":\"-89.683330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-89.68333,38.2]},\":@computed_region_cbhk_fwbd\":\"34\",\":@computed_region_nnqa_25f4\":\"1762\"}\\n,{\"name\":\"Tillaberi\",\"id\":\"23999\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"3000\",\"fall\":\"Fell\",\"year\":\"1970-01-01T00:00:00.000\",\"reclat\":\"14.250000\",\"reclong\":\"1.533330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[1.53333,14.25]}}\\n,{\"name\":\"Timochin\",\"id\":\"24004\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"mass\":\"65500\",\"fall\":\"Fell\",\"year\":\"1807-01-01T00:00:00.000\",\"reclat\":\"54.500000\",\"reclong\":\"35.200000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[35.2,54.5]}}\\n,{\"name\":\"Tirupati\",\"id\":\"24009\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"mass\":\"230\",\"fall\":\"Fell\",\"year\":\"1934-01-01T00:00:00.000\",\"reclat\":\"13.633330\",\"reclong\":\"79.416670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[79.41667,13.63333]}}\\n,{\"name\":\"Tissint\",\"id\":\"54823\",\"nametype\":\"Valid\",\"recclass\":\"Martian (shergottite)\",\"mass\":\"7000\",\"fall\":\"Fell\",\"year\":\"2011-01-01T00:00:00.000\",\"reclat\":\"29.481950\",\"reclong\":\"-7.611230\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-7.61123,29.48195]}}\\n,{\"name\":\"Tjabe\",\"id\":\"24011\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"mass\":\"20000\",\"fall\":\"Fell\",\"year\":\"1869-01-01T00:00:00.000\",\"reclat\":\"-7.083330\",\"reclong\":\"111.533330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[111.53333,-7.08333]}}\\n,{\"name\":\"Tjerebon\",\"id\":\"24012\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"mass\":\"16500\",\"fall\":\"Fell\",\"year\":\"1922-01-01T00:00:00.000\",\"reclat\":\"-6.666670\",\"reclong\":\"106.583330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[106.58333,-6.66667]}}\\n,{\"name\":\"Tomakovka\",\"id\":\"24019\",\"nametype\":\"Valid\",\"recclass\":\"LL6\",\"mass\":\"600\",\"fall\":\"Fell\",\"year\":\"1905-01-01T00:00:00.000\",\"reclat\":\"47.850000\",\"reclong\":\"34.766670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[34.76667,47.85]}}]\\n'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Run this code\n", + "\n", + "from urllib.request import urlopen\n", + "import json\n", + "\n", + "response = urlopen(\"https://data.nasa.gov/resource/y77d-th95.json\")\n", + "json_data = response.read().decode('utf-8', 'replace')\n", + "json_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the next cell, load the data in `json_data` and load it into a pandas dataframe. Name the dataframe `nasa`." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "nasa = pd.read_json(json_data, orient= \"records\")\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we have loaded the data, let's examine it using the `head()` function." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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:@computed_region_cbhk_fwbd:@computed_region_nnqa_25f4fallgeolocationidmassnamenametyperecclassreclatreclongyear
0NaNNaNFell{'type': 'Point', 'coordinates': [6.08333, 50....121.0AachenValidL550.775006.083331880-01-01T00:00:00.000
1NaNNaNFell{'type': 'Point', 'coordinates': [10.23333, 56...2720.0AarhusValidH656.1833310.233331951-01-01T00:00:00.000
2NaNNaNFell{'type': 'Point', 'coordinates': [-113, 54.216...6107000.0AbeeValidEH454.21667-113.000001952-01-01T00:00:00.000
3NaNNaNFell{'type': 'Point', 'coordinates': [-99.9, 16.88...101914.0AcapulcoValidAcapulcoite16.88333-99.900001976-01-01T00:00:00.000
4NaNNaNFell{'type': 'Point', 'coordinates': [-64.95, -33....370780.0AchirasValidL6-33.16667-64.950001902-01-01T00:00:00.000
\n", + "
" + ], + "text/plain": [ + " :@computed_region_cbhk_fwbd :@computed_region_nnqa_25f4 fall \\\n", + "0 NaN NaN Fell \n", + "1 NaN NaN Fell \n", + "2 NaN NaN Fell \n", + "3 NaN NaN Fell \n", + "4 NaN NaN Fell \n", + "\n", + " geolocation id mass name \\\n", + "0 {'type': 'Point', 'coordinates': [6.08333, 50.... 1 21.0 Aachen \n", + "1 {'type': 'Point', 'coordinates': [10.23333, 56... 2 720.0 Aarhus \n", + "2 {'type': 'Point', 'coordinates': [-113, 54.216... 6 107000.0 Abee \n", + "3 {'type': 'Point', 'coordinates': [-99.9, 16.88... 10 1914.0 Acapulco \n", + "4 {'type': 'Point', 'coordinates': [-64.95, -33.... 370 780.0 Achiras \n", + "\n", + " nametype recclass reclat reclong year \n", + "0 Valid L5 50.77500 6.08333 1880-01-01T00:00:00.000 \n", + "1 Valid H6 56.18333 10.23333 1951-01-01T00:00:00.000 \n", + "2 Valid EH4 54.21667 -113.00000 1952-01-01T00:00:00.000 \n", + "3 Valid Acapulcoite 16.88333 -99.90000 1976-01-01T00:00:00.000 \n", + "4 Valid L6 -33.16667 -64.95000 1902-01-01T00:00:00.000 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Your code here:\n", + "\n", + "nasa.head()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### The `value_counts()` function is commonly used in pandas to find the frequency of every value in a column.\n", + "\n", + "In the cell below, use the `value_counts()` function to determine the frequency of all types of asteroid landings by applying the function to the `fall` column." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Fell 996\n", + "Found 4\n", + "Name: fall, dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Your code here:\n", + "\n", + "nasa['fall'].value_counts()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, let's save the dataframe as a json file again. Since we downloaded the file from an online source, the goal of saving the dataframe is to have a local copy. Save the dataframe using the `orient=records` argument and name the file `nasa.json`." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n", + "nasa.to_json(\"nasa.json\", orient = 'records')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 2 - Working with CSV and Other Separated Files\n", + "\n", + "csv files are more commonly used as dataframes. In the cell below, load the file from the URL provided using the `read_csv()` function in pandas. Starting version 0.19 of pandas, you can load a csv file into a dataframe directly from a URL without having to load the file first like we did with the JSON URL. The dataset we will be using contains informtaions about NASA shuttles. \n", + "\n", + "In the cell below, we define the column names and the URL of the data. Following this cell, read the tst file to a variable called `shuttle`. Since the file does not contain the column names, you must add them yourself using the column names declared in `cols` using the `names` argument. Additionally, a tst file is space separated, make sure you pass ` sep=' '` to the function." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# Run this code:\n", + "\n", + "cols = ['time', 'rad_flow', 'fpv_close', 'fpv_open', 'high', 'bypass', 'bpv_close', 'bpv_open', 'class']\n", + "tst_url = 'https://archive.ics.uci.edu/ml/machine-learning-databases/statlog/shuttle/shuttle.tst'" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n", + "shuttle = pd.read_csv(tst_url, sep =\" \", names = cols)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's verify that this worked by looking at the `head()` function." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " time rad_flow fpv_close fpv_open high bypass bpv_close bpv_open \\\n", + "55 0 81 0 -6 11 25 88 64 \n", + "56 0 96 0 52 -4 40 44 4 \n", + "50 -1 89 -7 50 0 39 40 2 \n", + "53 9 79 0 42 -2 25 37 12 \n", + "55 2 82 0 54 -6 26 28 2 \n", + "\n", + " class \n", + "55 4 \n", + "56 4 \n", + "50 1 \n", + "53 4 \n", + "55 1 " + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Your code here:\n", + "\n", + "shuttle.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To make life easier for us, let's turn this dataframe into a comma separated file by saving it using the `to_csv()` function. Save `shuttle` into the file `shuttle.csv` and ensure the file is comma separated and that we are not saving the index column." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n", + "shuttle.to_csv('shuttle.csv', sep = \",\", index = False)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Challenge 3 - Working with Excel Files\n", + "\n", + "We can also use pandas to convert excel spreadsheets to dataframes. Let's use the `read_excel()` function. In this case, `astronauts.xls` is in the same folder that contains this notebook. Read this file into a variable called `astronaut`. \n", + "\n", + "Note: Make sure to install the `xlrd` library if it is not yet installed." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n", + "astronaut = pd.read_excel('astronauts.xls')\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the `head()` function to inspect the dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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NameYearGroupStatusBirth DateBirth PlaceGenderAlma MaterUndergraduate MajorGraduate MajorMilitary RankMilitary BranchSpace FlightsSpace Flight (hr)Space WalksSpace Walks (hr)MissionsDeath DateDeath Mission
0Joseph M. Acaba2004.019.0Active1967-05-17Inglewood, CAMaleUniversity of California-Santa Barbara; Univer...GeologyGeologyNaNNaN23307213.0STS-119 (Discovery), ISS-31/32 (Soyuz)NaTNaN
1Loren W. ActonNaNNaNRetired1936-03-07Lewiston, MTMaleMontana State University; University of ColoradoEngineering PhysicsSolar PhysicsNaNNaN119000.0STS 51-F (Challenger)NaTNaN
2James C. Adamson1984.010.0Retired1946-03-03Warsaw, NYMaleUS Military Academy; Princeton UniversityEngineeringAerospace EngineeringColonelUS Army (Retired)233400.0STS-28 (Columbia), STS-43 (Atlantis)NaTNaN
3Thomas D. Akers1987.012.0Retired1951-05-20St. Louis, MOMaleUniversity of Missouri-RollaApplied MathematicsApplied MathematicsColonelUS Air Force (Retired)4814429.0STS-41 (Discovery), STS-49 (Endeavor), STS-61 ...NaTNaN
4Buzz Aldrin1963.03.0Retired1930-01-20Montclair, NJMaleUS Military Academy; MITMechanical EngineeringAstronauticsColonelUS Air Force (Retired)228928.0Gemini 12, Apollo 11NaTNaN
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" + ], + "text/plain": [ + " Name Year Group Status Birth Date Birth Place Gender \\\n", + "0 Joseph M. Acaba 2004.0 19.0 Active 1967-05-17 Inglewood, CA Male \n", + "1 Loren W. Acton NaN NaN Retired 1936-03-07 Lewiston, MT Male \n", + "2 James C. Adamson 1984.0 10.0 Retired 1946-03-03 Warsaw, NY Male \n", + "3 Thomas D. Akers 1987.0 12.0 Retired 1951-05-20 St. Louis, MO Male \n", + "4 Buzz Aldrin 1963.0 3.0 Retired 1930-01-20 Montclair, NJ Male \n", + "\n", + " Alma Mater Undergraduate Major \\\n", + "0 University of California-Santa Barbara; Univer... Geology \n", + "1 Montana State University; University of Colorado Engineering Physics \n", + "2 US Military Academy; Princeton University Engineering \n", + "3 University of Missouri-Rolla Applied Mathematics \n", + "4 US Military Academy; MIT Mechanical Engineering \n", + "\n", + " Graduate Major Military Rank Military Branch Space Flights \\\n", + "0 Geology NaN NaN 2 \n", + "1 Solar Physics NaN NaN 1 \n", + "2 Aerospace Engineering Colonel US Army (Retired) 2 \n", + "3 Applied Mathematics Colonel US Air Force (Retired) 4 \n", + "4 Astronautics Colonel US Air Force (Retired) 2 \n", + "\n", + " Space Flight (hr) Space Walks Space Walks (hr) \\\n", + "0 3307 2 13.0 \n", + "1 190 0 0.0 \n", + "2 334 0 0.0 \n", + "3 814 4 29.0 \n", + "4 289 2 8.0 \n", + "\n", + " Missions Death Date Death Mission \n", + "0 STS-119 (Discovery), ISS-31/32 (Soyuz) NaT NaN \n", + "1 STS 51-F (Challenger) NaT NaN \n", + "2 STS-28 (Columbia), STS-43 (Atlantis) NaT NaN \n", + "3 STS-41 (Discovery), STS-49 (Endeavor), STS-61 ... NaT NaN \n", + "4 Gemini 12, Apollo 11 NaT NaN " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Your code here:\n", + "\n", + "astronaut.head()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the `value_counts()` function to find the most popular undergraduate major among all astronauts." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Physics 35\n", + "Aerospace Engineering 33\n", + "Mechanical Engineering 30\n", + "Aeronautical Engineering 28\n", + "Electrical Engineering 23\n", + "Engineering Science 13\n", + "Engineering 12\n", + "Mathematics 11\n", + "Chemistry 10\n", + "Chemical Engineering 9\n", + "Naval Sciences 9\n", + "Astronautical Engineering 8\n", + "Aeronautical & Astronautical Engineering 6\n", + "Civil Engineering 5\n", + "Mathematics & Physics 5\n", + "Biology 5\n", + "Geology 5\n", + "Physics & Astronomy 4\n", + "Applied Science & Engineering 4\n", + "Engineering Physics 3\n", + "Applied Mathematics 3\n", + "Computer Science 3\n", + "Aeronautics & Astronautics 3\n", + "Engineering Mechanics 2\n", + "Education 2\n", + "Chemistry & Biology 2\n", + "Physics & Mathematics 2\n", + "Engineering Management 2\n", + "Zoology 2\n", + "Biological Science 2\n", + " ..\n", + "Electrical Science 1\n", + "Aerospace Engineering & Mechanics 1\n", + "Business Finance 1\n", + "Systems Engineering 1\n", + "Astronautics 1\n", + "Industrial Management 1\n", + "Molecular Biology 1\n", + "Mathematics; Russian 1\n", + "Accounting 1\n", + "Ceramic Engineering 1\n", + "Physics & Mechanical Engineering 1\n", + "Earth Sciences 1\n", + "Ecological Science 1\n", + "Aeronautics & Astronautics; Earth, Atmospheric & Planetary Sciences 1\n", + "Animal Science 1\n", + "Physics & Astronautical Engineering 1\n", + "Electrical Engineering; Computer Science 1\n", + "Earth & Planetary Science 1\n", + "Physics & Engineering 1\n", + "Computer & Systems Engineering 1\n", + "Astronomy 1\n", + "Chemistry; Physiological Optics 1\n", + "Philosophy 1\n", + "Military Engineering 1\n", + "Biochemistry 1\n", + "Metallurgical Engineering 1\n", + "Mechanical & Aeronautical Engineering 1\n", + "Human Biology 1\n", + "Space Physics 1\n", + "Music 1\n", + "Name: Undergraduate Major, Length: 83, dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Your code here:\n", + "astronaut['Undergraduate Major'].value_counts()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Due to all the commas present in the cells of this file, let's save it as a tab separated csv file. In the cell below, save `astronaut` as a tab separated file using the `to_csv` function. Call the file `astronaut.csv` and remember to remove the index column." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n", + "astronaut.to_csv('astronaut.csv', sep = \"\\t\", index = False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Bonus Challenge - Fertility Dataset\n", + "\n", + "Visit the following [URL](https://archive.ics.uci.edu/ml/datasets/Fertility) and retrieve the dataset as well as the column headers. Determine the correct separator and read the file into a variable called `fertility`. Examine the dataframe using the `head()` function." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here:\n", + "\n", + "fertility = pd.read_csv('fertility_Diagnosis.txt', sep = \",\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+0.33,0.75,1,0,1,0,0.8,-1,0.44,O +1,0.58,1,0,0,0,0.6,1,0.5,N +-1,0.67,1,0,0,0,1,-1,0.5,N +-1,0.61,1,0,0,0,0.8,0,0.5,N +-1,0.67,1,1,1,0,1,-1,0.31,N +-1,0.64,1,0,1,0,1,0,0.19,N +-1,0.69,0,1,1,0,0.6,-1,0.19,N diff --git a/your-code/main.ipynb b/your-code/main.ipynb index 8dcaafa..58a1d6c 100644 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -21,11 +21,14 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Your import here:\n", + "\n", + "import pandas as pd\n", + "import xlrd\n", "\n" ] }, @@ -40,9 +43,20 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + 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Mill\",\"id\":\"55529\",\"nametype\":\"Valid\",\"recclass\":\"C\",\"mass\":\"992.5\",\"fall\":\"Fell\",\"year\":\"2012-01-01T00:00:00.000\",\"reclat\":\"38.803890\",\"reclong\":\"-120.908060\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-120.90806,38.80389]},\":@computed_region_cbhk_fwbd\":\"8\",\":@computed_region_nnqa_25f4\":\"1187\"}\\n,{\"name\":\"Sylacauga\",\"id\":\"23773\",\"nametype\":\"Valid\",\"recclass\":\"H4\",\"mass\":\"5560\",\"fall\":\"Fell\",\"year\":\"1954-01-01T00:00:00.000\",\"reclat\":\"33.188360\",\"reclong\":\"-86.294500\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-86.2945,33.18836]},\":@computed_region_cbhk_fwbd\":\"29\",\":@computed_region_nnqa_25f4\":\"1637\"}\\n,{\"name\":\"Tabor\",\"id\":\"23776\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"mass\":\"7540\",\"fall\":\"Fell\",\"year\":\"1753-01-01T00:00:00.000\",\"reclat\":\"49.400000\",\"reclong\":\"14.650000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[14.65,49.4]}}\\n,{\"name\":\"Tadjera\",\"id\":\"23778\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"mass\":\"9000\",\"fall\":\"Fell\",\"year\":\"1867-01-01T00:00:00.000\",\"reclat\":\"36.183330\",\"reclong\":\"5.416670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[5.41667,36.18333]}}\\n,{\"name\":\"Tagish 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,\"nametype\":\"Valid\",\"recclass\":\"H/L3.6\",\"mass\":\"28000\",\"fall\":\"Fell\",\"year\":\"1878-01-01T00:00:00.000\",\"reclat\":\"49.600000\",\"reclong\":\"17.116670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[17.11667,49.6]}}\\n,{\"name\":\"Tilden\",\"id\":\"23998\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"74800\",\"fall\":\"Fell\",\"year\":\"1927-01-01T00:00:00.000\",\"reclat\":\"38.200000\",\"reclong\":\"-89.683330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-89.68333,38.2]},\":@computed_region_cbhk_fwbd\":\"34\",\":@computed_region_nnqa_25f4\":\"1762\"}\\n,{\"name\":\"Tillaberi\",\"id\":\"23999\",\"nametype\":\"Valid\",\"recclass\":\"L6\",\"mass\":\"3000\",\"fall\":\"Fell\",\"year\":\"1970-01-01T00:00:00.000\",\"reclat\":\"14.250000\",\"reclong\":\"1.533330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[1.53333,14.25]}}\\n,{\"name\":\"Timochin\",\"id\":\"24004\",\"nametype\":\"Valid\",\"recclass\":\"H5\",\"mass\":\"65500\",\"fall\":\"Fell\",\"year\":\"1807-01-01T00:00:00.000\",\"reclat\":\"54.500000\",\"reclong\":\"35.200000\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[35.2,54.5]}}\\n,{\"name\":\"Tirupati\",\"id\":\"24009\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"mass\":\"230\",\"fall\":\"Fell\",\"year\":\"1934-01-01T00:00:00.000\",\"reclat\":\"13.633330\",\"reclong\":\"79.416670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[79.41667,13.63333]}}\\n,{\"name\":\"Tissint\",\"id\":\"54823\",\"nametype\":\"Valid\",\"recclass\":\"Martian (shergottite)\",\"mass\":\"7000\",\"fall\":\"Fell\",\"year\":\"2011-01-01T00:00:00.000\",\"reclat\":\"29.481950\",\"reclong\":\"-7.611230\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[-7.61123,29.48195]}}\\n,{\"name\":\"Tjabe\",\"id\":\"24011\",\"nametype\":\"Valid\",\"recclass\":\"H6\",\"mass\":\"20000\",\"fall\":\"Fell\",\"year\":\"1869-01-01T00:00:00.000\",\"reclat\":\"-7.083330\",\"reclong\":\"111.533330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[111.53333,-7.08333]}}\\n,{\"name\":\"Tjerebon\",\"id\":\"24012\",\"nametype\":\"Valid\",\"recclass\":\"L5\",\"mass\":\"16500\",\"fall\":\"Fell\",\"year\":\"1922-01-01T00:00:00.000\",\"reclat\":\"-6.666670\",\"reclong\":\"106.583330\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[106.58333,-6.66667]}}\\n,{\"name\":\"Tomakovka\",\"id\":\"24019\",\"nametype\":\"Valid\",\"recclass\":\"LL6\",\"mass\":\"600\",\"fall\":\"Fell\",\"year\":\"1905-01-01T00:00:00.000\",\"reclat\":\"47.850000\",\"reclong\":\"34.766670\",\"geolocation\":{\"type\":\"Point\",\"coordinates\":[34.76667,47.85]}}]\\n'" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Run this code\n", "\n", @@ -50,7 +64,8 @@ "import json\n", "\n", "response = urlopen(\"https://data.nasa.gov/resource/y77d-th95.json\")\n", - "json_data = response.read().decode('utf-8', 'replace')" + "json_data = response.read().decode('utf-8', 'replace')\n", + "json_data" ] }, { @@ -62,11 +77,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", + "nasa = pd.read_json(json_data, orient= \"records\")\n", "\n" ] }, @@ -79,12 +95,156 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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:@computed_region_cbhk_fwbd:@computed_region_nnqa_25f4fallgeolocationidmassnamenametyperecclassreclatreclongyear
0NaNNaNFell{'type': 'Point', 'coordinates': [6.08333, 50....121.0AachenValidL550.775006.083331880-01-01T00:00:00.000
1NaNNaNFell{'type': 'Point', 'coordinates': [10.23333, 56...2720.0AarhusValidH656.1833310.233331951-01-01T00:00:00.000
2NaNNaNFell{'type': 'Point', 'coordinates': [-113, 54.216...6107000.0AbeeValidEH454.21667-113.000001952-01-01T00:00:00.000
3NaNNaNFell{'type': 'Point', 'coordinates': [-99.9, 16.88...101914.0AcapulcoValidAcapulcoite16.88333-99.900001976-01-01T00:00:00.000
4NaNNaNFell{'type': 'Point', 'coordinates': [-64.95, -33....370780.0AchirasValidL6-33.16667-64.950001902-01-01T00:00:00.000
\n", + "
" + ], + "text/plain": [ + " :@computed_region_cbhk_fwbd :@computed_region_nnqa_25f4 fall \\\n", + "0 NaN NaN Fell \n", + "1 NaN NaN Fell \n", + "2 NaN NaN Fell \n", + "3 NaN NaN Fell \n", + "4 NaN NaN Fell \n", + "\n", + " geolocation id mass name \\\n", + "0 {'type': 'Point', 'coordinates': [6.08333, 50.... 1 21.0 Aachen \n", + "1 {'type': 'Point', 'coordinates': [10.23333, 56... 2 720.0 Aarhus \n", + "2 {'type': 'Point', 'coordinates': [-113, 54.216... 6 107000.0 Abee \n", + "3 {'type': 'Point', 'coordinates': [-99.9, 16.88... 10 1914.0 Acapulco \n", + "4 {'type': 'Point', 'coordinates': [-64.95, -33.... 370 780.0 Achiras \n", + "\n", + " nametype recclass reclat reclong year \n", + "0 Valid L5 50.77500 6.08333 1880-01-01T00:00:00.000 \n", + "1 Valid H6 56.18333 10.23333 1951-01-01T00:00:00.000 \n", + "2 Valid EH4 54.21667 -113.00000 1952-01-01T00:00:00.000 \n", + "3 Valid Acapulcoite 16.88333 -99.90000 1976-01-01T00:00:00.000 \n", + "4 Valid L6 -33.16667 -64.95000 1902-01-01T00:00:00.000 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "\n", + "nasa.head()\n" ] }, { @@ -98,12 +258,26 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Fell 996\n", + "Found 4\n", + "Name: fall, dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "\n", + "nasa['fall'].value_counts()\n" ] }, { @@ -115,12 +289,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", - "\n" + "\n", + "nasa.to_json(\"nasa.json\", orient = 'records')" ] }, { @@ -136,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -148,11 +323,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", + "\n", + "shuttle = pd.read_csv(tst_url, sep =\" \", names = cols)\n", "\n" ] }, @@ -165,12 +342,131 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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timerad_flowfpv_closefpv_openhighbypassbpv_closebpv_openclass
550810-6112588644
56096052-4404444
50-189-7500394021
53979042-22537124
55282054-6262821
\n", + "
" + ], + "text/plain": [ + " time rad_flow fpv_close fpv_open high bypass bpv_close bpv_open \\\n", + "55 0 81 0 -6 11 25 88 64 \n", + "56 0 96 0 52 -4 40 44 4 \n", + "50 -1 89 -7 50 0 39 40 2 \n", + "53 9 79 0 42 -2 25 37 12 \n", + "55 2 82 0 54 -6 26 28 2 \n", + "\n", + " class \n", + "55 4 \n", + "56 4 \n", + "50 1 \n", + "53 4 \n", + "55 1 " + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "\n", + "shuttle.head()" ] }, { @@ -182,12 +478,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", - "\n" + "\n", + "shuttle.to_csv('shuttle.csv', sep = \",\", index = False)\n" ] }, { @@ -203,11 +500,13 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", + "\n", + "astronaut = pd.read_excel('astronauts.xls')\n", "\n" ] }, @@ -220,12 +519,212 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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NameYearGroupStatusBirth DateBirth PlaceGenderAlma MaterUndergraduate MajorGraduate MajorMilitary RankMilitary BranchSpace FlightsSpace Flight (hr)Space WalksSpace Walks (hr)MissionsDeath DateDeath Mission
0Joseph M. Acaba2004.019.0Active1967-05-17Inglewood, CAMaleUniversity of California-Santa Barbara; Univer...GeologyGeologyNaNNaN23307213.0STS-119 (Discovery), ISS-31/32 (Soyuz)NaTNaN
1Loren W. ActonNaNNaNRetired1936-03-07Lewiston, MTMaleMontana State University; University of ColoradoEngineering PhysicsSolar PhysicsNaNNaN119000.0STS 51-F (Challenger)NaTNaN
2James C. Adamson1984.010.0Retired1946-03-03Warsaw, NYMaleUS Military Academy; Princeton UniversityEngineeringAerospace EngineeringColonelUS Army (Retired)233400.0STS-28 (Columbia), STS-43 (Atlantis)NaTNaN
3Thomas D. Akers1987.012.0Retired1951-05-20St. Louis, MOMaleUniversity of Missouri-RollaApplied MathematicsApplied MathematicsColonelUS Air Force (Retired)4814429.0STS-41 (Discovery), STS-49 (Endeavor), STS-61 ...NaTNaN
4Buzz Aldrin1963.03.0Retired1930-01-20Montclair, NJMaleUS Military Academy; MITMechanical EngineeringAstronauticsColonelUS Air Force (Retired)228928.0Gemini 12, Apollo 11NaTNaN
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" + ], + "text/plain": [ + " Name Year Group Status Birth Date Birth Place Gender \\\n", + "0 Joseph M. Acaba 2004.0 19.0 Active 1967-05-17 Inglewood, CA Male \n", + "1 Loren W. Acton NaN NaN Retired 1936-03-07 Lewiston, MT Male \n", + "2 James C. Adamson 1984.0 10.0 Retired 1946-03-03 Warsaw, NY Male \n", + "3 Thomas D. Akers 1987.0 12.0 Retired 1951-05-20 St. Louis, MO Male \n", + "4 Buzz Aldrin 1963.0 3.0 Retired 1930-01-20 Montclair, NJ Male \n", + "\n", + " Alma Mater Undergraduate Major \\\n", + "0 University of California-Santa Barbara; Univer... Geology \n", + "1 Montana State University; University of Colorado Engineering Physics \n", + "2 US Military Academy; Princeton University Engineering \n", + "3 University of Missouri-Rolla Applied Mathematics \n", + "4 US Military Academy; MIT Mechanical Engineering \n", + "\n", + " Graduate Major Military Rank Military Branch Space Flights \\\n", + "0 Geology NaN NaN 2 \n", + "1 Solar Physics NaN NaN 1 \n", + "2 Aerospace Engineering Colonel US Army (Retired) 2 \n", + "3 Applied Mathematics Colonel US Air Force (Retired) 4 \n", + "4 Astronautics Colonel US Air Force (Retired) 2 \n", + "\n", + " Space Flight (hr) Space Walks Space Walks (hr) \\\n", + "0 3307 2 13.0 \n", + "1 190 0 0.0 \n", + "2 334 0 0.0 \n", + "3 814 4 29.0 \n", + "4 289 2 8.0 \n", + "\n", + " Missions Death Date Death Mission \n", + "0 STS-119 (Discovery), ISS-31/32 (Soyuz) NaT NaN \n", + "1 STS 51-F (Challenger) NaT NaN \n", + "2 STS-28 (Columbia), STS-43 (Atlantis) NaT NaN \n", + "3 STS-41 (Discovery), STS-49 (Endeavor), STS-61 ... NaT NaN \n", + "4 Gemini 12, Apollo 11 NaT NaN " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "\n", + "astronaut.head()\n" ] }, { @@ -237,12 +736,84 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "Physics 35\n", + "Aerospace Engineering 33\n", + "Mechanical Engineering 30\n", + "Aeronautical Engineering 28\n", + "Electrical Engineering 23\n", + "Engineering Science 13\n", + "Engineering 12\n", + "Mathematics 11\n", + "Chemistry 10\n", + "Chemical Engineering 9\n", + "Naval Sciences 9\n", + "Astronautical Engineering 8\n", + "Aeronautical & Astronautical Engineering 6\n", + "Civil Engineering 5\n", + "Mathematics & Physics 5\n", + "Biology 5\n", + "Geology 5\n", + "Physics & Astronomy 4\n", + "Applied Science & Engineering 4\n", + "Engineering Physics 3\n", + "Applied Mathematics 3\n", + "Computer Science 3\n", + "Aeronautics & Astronautics 3\n", + "Engineering Mechanics 2\n", + "Education 2\n", + "Chemistry & Biology 2\n", + "Physics & Mathematics 2\n", + "Engineering Management 2\n", + "Zoology 2\n", + "Biological Science 2\n", + " ..\n", + "Electrical Science 1\n", + "Aerospace Engineering & Mechanics 1\n", + "Business Finance 1\n", + "Systems Engineering 1\n", + "Astronautics 1\n", + "Industrial Management 1\n", + "Molecular Biology 1\n", + "Mathematics; Russian 1\n", + "Accounting 1\n", + "Ceramic Engineering 1\n", + "Physics & Mechanical Engineering 1\n", + "Earth Sciences 1\n", + "Ecological Science 1\n", + "Aeronautics & Astronautics; Earth, Atmospheric & Planetary Sciences 1\n", + "Animal Science 1\n", + "Physics & Astronautical Engineering 1\n", + "Electrical Engineering; Computer Science 1\n", + "Earth & Planetary Science 1\n", + "Physics & Engineering 1\n", + "Computer & Systems Engineering 1\n", + "Astronomy 1\n", + "Chemistry; Physiological Optics 1\n", + "Philosophy 1\n", + "Military Engineering 1\n", + "Biochemistry 1\n", + "Metallurgical Engineering 1\n", + "Mechanical & Aeronautical Engineering 1\n", + "Human Biology 1\n", + "Space Physics 1\n", + "Music 1\n", + "Name: Undergraduate Major, Length: 83, dtype: int64" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Your code here:\n", - "\n" + "astronaut['Undergraduate Major'].value_counts()\n" ] }, { @@ -254,12 +825,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", - "\n" + "\n", + "astronaut.to_csv('astronaut.csv', sep = \"\\t\", index = False)" ] }, { @@ -273,12 +845,139 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "# Your code here:\n", - "\n" + "\n", + "fertility = pd.read_csv('fertility_Diagnosis.txt', sep = \",\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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