{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 1\n", "a) Load house sales data from file kc_house_data.csv, print first records. \n", "b) Print the variable list. Select categorical and numerical variables. \n", "c) Compute basic statistics of numerical variables. Are all of them meaningful?" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontview...gradesqft_abovesqft_basementyr_builtyr_renovatedzipcodelatlongsqft_living15sqft_lot15
0712930052020141013T000000221900.031.00118056501.000...711800195509817847.5112-122.25713405650
1641410019220141209T000000538000.032.25257072422.000...72170400195119919812547.7210-122.31916907639
2563150040020150225T000000180000.021.00770100001.000...67700193309802847.7379-122.23327208062
3248720087520141209T000000604000.043.00196050001.000...71050910196509813647.5208-122.39313605000
4195440051020150218T000000510000.032.00168080801.000...816800198709807447.6168-122.04518007503
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5 rows × 21 columns

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" ], "text/plain": [ " id date price bedrooms bathrooms sqft_living \\\n", "0 7129300520 20141013T000000 221900.0 3 1.00 1180 \n", "1 6414100192 20141209T000000 538000.0 3 2.25 2570 \n", "2 5631500400 20150225T000000 180000.0 2 1.00 770 \n", "3 2487200875 20141209T000000 604000.0 4 3.00 1960 \n", "4 1954400510 20150218T000000 510000.0 3 2.00 1680 \n", "\n", " sqft_lot floors waterfront view ... grade sqft_above \\\n", "0 5650 1.0 0 0 ... 7 1180 \n", "1 7242 2.0 0 0 ... 7 2170 \n", "2 10000 1.0 0 0 ... 6 770 \n", "3 5000 1.0 0 0 ... 7 1050 \n", "4 8080 1.0 0 0 ... 8 1680 \n", "\n", " sqft_basement yr_built yr_renovated zipcode lat long \\\n", "0 0 1955 0 98178 47.5112 -122.257 \n", "1 400 1951 1991 98125 47.7210 -122.319 \n", "2 0 1933 0 98028 47.7379 -122.233 \n", "3 910 1965 0 98136 47.5208 -122.393 \n", "4 0 1987 0 98074 47.6168 -122.045 \n", "\n", " sqft_living15 sqft_lot15 \n", "0 1340 5650 \n", "1 1690 7639 \n", "2 2720 8062 \n", "3 1360 5000 \n", "4 1800 7503 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#a)\n", "#Your code:\n", "\n", "\n", "#Hint: read_csv(), head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['id', 'date', 'price', 'bedrooms', 'bathrooms', 'sqft_living',\n", " 'sqft_lot', 'floors', 'waterfront', 'view', 'condition', 'grade',\n", " 'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'zipcode',\n", " 'lat', 'long', 'sqft_living15', 'sqft_lot15'],\n", " dtype='object')\n" ] } ], "source": [ "#b) \n", "\n", "house_categorical_df = ...\n", "house_numerical_df = ...\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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bathroomsbedroomsfloorslatlongpricesqft_abovesqft_basementsqft_livingsqft_living15sqft_lotsqft_lot15yr_builtyr_renovated
count21613.00000021613.00000021613.00000021613.00000021613.0000002.161300e+0421613.00000021613.00000021613.00000021613.0000002.161300e+0421613.00000021613.00000021613.000000
mean2.1147573.3708421.49430947.560053-122.2138965.400881e+051788.390691291.5090452079.8997361986.5524921.510697e+0412768.4556521971.00513684.402258
std0.7701630.9300620.5399890.1385640.1408283.671272e+05828.090978442.575043918.440897685.3913044.142051e+0427304.17963129.373411401.679240
min0.0000000.0000001.00000047.155900-122.5190007.500000e+04290.0000000.000000290.000000399.0000005.200000e+02651.0000001900.0000000.000000
25%1.7500003.0000001.00000047.471000-122.3280003.219500e+051190.0000000.0000001427.0000001490.0000005.040000e+035100.0000001951.0000000.000000
50%2.2500003.0000001.50000047.571800-122.2300004.500000e+051560.0000000.0000001910.0000001840.0000007.618000e+037620.0000001975.0000000.000000
75%2.5000004.0000002.00000047.678000-122.1250006.450000e+052210.000000560.0000002550.0000002360.0000001.068800e+0410083.0000001997.0000000.000000
max8.00000033.0000003.50000047.777600-121.3150007.700000e+069410.0000004820.00000013540.0000006210.0000001.651359e+06871200.0000002015.0000002015.000000
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" ], "text/plain": [ " bathrooms bedrooms floors lat long \\\n", "count 21613.000000 21613.000000 21613.000000 21613.000000 21613.000000 \n", "mean 2.114757 3.370842 1.494309 47.560053 -122.213896 \n", "std 0.770163 0.930062 0.539989 0.138564 0.140828 \n", "min 0.000000 0.000000 1.000000 47.155900 -122.519000 \n", "25% 1.750000 3.000000 1.000000 47.471000 -122.328000 \n", "50% 2.250000 3.000000 1.500000 47.571800 -122.230000 \n", "75% 2.500000 4.000000 2.000000 47.678000 -122.125000 \n", "max 8.000000 33.000000 3.500000 47.777600 -121.315000 \n", "\n", " price sqft_above sqft_basement sqft_living sqft_living15 \\\n", "count 2.161300e+04 21613.000000 21613.000000 21613.000000 21613.000000 \n", "mean 5.400881e+05 1788.390691 291.509045 2079.899736 1986.552492 \n", "std 3.671272e+05 828.090978 442.575043 918.440897 685.391304 \n", "min 7.500000e+04 290.000000 0.000000 290.000000 399.000000 \n", "25% 3.219500e+05 1190.000000 0.000000 1427.000000 1490.000000 \n", "50% 4.500000e+05 1560.000000 0.000000 1910.000000 1840.000000 \n", "75% 6.450000e+05 2210.000000 560.000000 2550.000000 2360.000000 \n", "max 7.700000e+06 9410.000000 4820.000000 13540.000000 6210.000000 \n", "\n", " sqft_lot sqft_lot15 yr_built yr_renovated \n", "count 2.161300e+04 21613.000000 21613.000000 21613.000000 \n", "mean 1.510697e+04 12768.455652 1971.005136 84.402258 \n", "std 4.142051e+04 27304.179631 29.373411 401.679240 \n", "min 5.200000e+02 651.000000 1900.000000 0.000000 \n", "25% 5.040000e+03 5100.000000 1951.000000 0.000000 \n", "50% 7.618000e+03 7620.000000 1975.000000 0.000000 \n", "75% 1.068800e+04 10083.000000 1997.000000 0.000000 \n", "max 1.651359e+06 871200.000000 2015.000000 2015.000000 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#c)\n", "#Your code:\n", "\n", "\n", "\n", "#Hint: Function describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 2\n", "Using scatter plot: \n", "a) Show the relation of square footage and price. \n", "b) Check how price is influenced by apartment's grade. Find other variables correlated with price. \n", "c) Check how good apartments are distributed over the city. First, plot zipcode versus price. Then, use apartments coordinates (longitude and lattitude) in order to show where apartments of good grade are located. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9AGYI6E1OVV0S6yk0Fewr087aJoBpmR8VCixZFT3hYeX4QQF+N0ghG4+nZp3z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AznQOIRS2NDi5eTlrU2uwtcaNcU5q2kSr2agF7TNnc3ozXhDg+HpDyxMFjJZn8JVLxhnG8YvP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c1CdE0w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\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SOsQc/LrOt084d68i8Pndy/jZmifoslIEDJuJFQ4Z2YGpmUwYMYPQFp2UXZipIICThpfT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\nJf37ou30Aw4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Your code:\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 3\n", "a) Create boxplot of apartment's grade versus it's price. Compare with plot 2b). \n", "b) Create mosaic plot of any two categorical variables." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/kacper/anaconda3/lib/python3.6/site-packages/numpy/core/fromnumeric.py:52: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n", " return getattr(obj, method)(*args, **kwds)\n" ] }, { "data": { "image/png": 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GkZdVxU2zo0hLKePo3hJMJoiI8Scq9uJfM3fMN74g/5K0m1sXDyNylPEF+fjj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\n8bGaAfCxmqmuc3q5RqKrq8wpZOrUqZh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5+0Qz2wCMAmJAHvBzdy9JtH+lbkREUsNJYDbw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\nFxFJcwr0IiJpToFeRCTNKdCLiKS5/wC6Q7bNhH96ZAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#b)\n", "from statsmodels.graphics.mosaicplot import mosaic\n", "\n", "#Your code:\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercise 4\n", "\"I am interested in the house with 3 bedrooms, 2 bathrooms and 2 floors\" \n", "a) Compute the basic statistics of apartments fulfilling above constraints. \n", "b) Distinct accepted apartments on any of previously created plots. \n", "c) Find such apartments with best price to footage ratio. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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idpricebedroomsbathroomssqft_livingsqft_lotfloorswaterfrontviewconditiongradesqft_abovesqft_basementyr_builtyr_renovatedzipcodelatlongsqft_living15sqft_lot15
count1.540000e+021.540000e+02154.0154.0154.000000154.000000154.0154.000000154.000000154.000000154.000000154.000000154.000000154.000000154.000000154.000000154.000000154.000000154.000000154.000000
mean4.397177e+095.144986e+053.02.01850.27922123678.9480522.00.0064940.3571433.4350657.5519481717.422078132.8571431969.779221284.86363698085.57792247.567376-122.2470911802.33766217545.123377
std2.849813e+092.497661e+050.00.0547.58541383324.0247080.00.0805820.9194950.7133220.832684527.473851248.09263134.654456700.05732848.8087880.1432210.150507453.21093040404.134611
min7.600057e+062.090000e+053.02.01020.000000700.0000002.00.0000000.0000002.0000006.000000720.0000000.0000001900.0000000.00000098001.00000047.194700-122.519000850.000000886.000000
25%2.060901e+093.769750e+053.02.01452.5000003414.7500002.00.0000000.0000003.0000007.0000001402.5000000.0000001942.2500000.00000098038.50000047.498800-122.3617501452.5000004020.000000
50%3.630010e+094.640000e+053.02.01700.0000005868.5000002.00.0000000.0000003.0000007.0000001625.0000000.0000001984.5000000.00000098103.00000047.584750-122.2995001725.0000006278.000000
75%7.184074e+095.894625e+053.02.02127.50000010800.2500002.00.0000000.0000004.0000008.0000001977.500000207.5000001997.5000000.00000098122.00000047.682400-122.1492502117.50000010392.250000
max9.829200e+091.755000e+063.02.03650.000000843309.0000002.01.0000004.0000005.00000010.0000003650.0000001120.0000002014.0000002014.00000098199.00000047.777000-121.7090003170.000000273992.000000
\n", "
" ], "text/plain": [ " id price bedrooms bathrooms sqft_living \\\n", "count 1.540000e+02 1.540000e+02 154.0 154.0 154.000000 \n", "mean 4.397177e+09 5.144986e+05 3.0 2.0 1850.279221 \n", "std 2.849813e+09 2.497661e+05 0.0 0.0 547.585413 \n", "min 7.600057e+06 2.090000e+05 3.0 2.0 1020.000000 \n", "25% 2.060901e+09 3.769750e+05 3.0 2.0 1452.500000 \n", "50% 3.630010e+09 4.640000e+05 3.0 2.0 1700.000000 \n", "75% 7.184074e+09 5.894625e+05 3.0 2.0 2127.500000 \n", "max 9.829200e+09 1.755000e+06 3.0 2.0 3650.000000 \n", "\n", " sqft_lot floors waterfront view condition grade \\\n", "count 154.000000 154.0 154.000000 154.000000 154.000000 154.000000 \n", "mean 23678.948052 2.0 0.006494 0.357143 3.435065 7.551948 \n", "std 83324.024708 0.0 0.080582 0.919495 0.713322 0.832684 \n", "min 700.000000 2.0 0.000000 0.000000 2.000000 6.000000 \n", "25% 3414.750000 2.0 0.000000 0.000000 3.000000 7.000000 \n", "50% 5868.500000 2.0 0.000000 0.000000 3.000000 7.000000 \n", "75% 10800.250000 2.0 0.000000 0.000000 4.000000 8.000000 \n", "max 843309.000000 2.0 1.000000 4.000000 5.000000 10.000000 \n", "\n", " sqft_above sqft_basement yr_built yr_renovated zipcode \\\n", "count 154.000000 154.000000 154.000000 154.000000 154.000000 \n", "mean 1717.422078 132.857143 1969.779221 284.863636 98085.577922 \n", "std 527.473851 248.092631 34.654456 700.057328 48.808788 \n", "min 720.000000 0.000000 1900.000000 0.000000 98001.000000 \n", "25% 1402.500000 0.000000 1942.250000 0.000000 98038.500000 \n", "50% 1625.000000 0.000000 1984.500000 0.000000 98103.000000 \n", "75% 1977.500000 207.500000 1997.500000 0.000000 98122.000000 \n", "max 3650.000000 1120.000000 2014.000000 2014.000000 98199.000000 \n", "\n", " lat long sqft_living15 sqft_lot15 \n", "count 154.000000 154.000000 154.000000 154.000000 \n", "mean 47.567376 -122.247091 1802.337662 17545.123377 \n", "std 0.143221 0.150507 453.210930 40404.134611 \n", "min 47.194700 -122.519000 850.000000 886.000000 \n", "25% 47.498800 -122.361750 1452.500000 4020.000000 \n", "50% 47.584750 -122.299500 1725.000000 6278.000000 \n", "75% 47.682400 -122.149250 2117.500000 10392.250000 \n", "max 47.777000 -121.709000 3170.000000 273992.000000 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#a)\n", "#Your code:\n", "\n", "\n", "#Hint: pandas.DataFrame.loc" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SASyXkiRJ6hLWrFnDwQcdQo/GPmwu2cA/ffMrfOOb30gdq2hu+c3NnHnGmbS0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