{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Fire up graphlab create" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4\n", "hello world!\n" ] } ], "source": [ "print 2+2\n", "print 'hello world!'\n", "import graphlab" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Load some house sales data\n", "\n", "Dataset is from house sales in King County, the region where the city of Seattle, WA is located." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sales = graphlab.SFrame('home_data.gl/')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfront
71293005202014-10-13 00:00:00+00:00221900311180565010
64141001922014-12-09 00:00:00+00:0053800032.252570724220
56315004002015-02-25 00:00:00+00:00180000217701000010
24872008752014-12-09 00:00:00+00:00604000431960500010
19544005102015-02-18 00:00:00+00:00510000321680808010
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24146001262015-04-15 00:00:00+00:00229500311780747010
37935001602015-03-12 00:00:00+00:0032300032.51890656020
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viewconditiongradesqft_abovesqft_basementyr_builtyr_renovatedzipcodelat
03711800195509817847.51123398
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longsqft_living15sqft_lot15
-122.256775361340.05650.0
-122.31886241690.07639.0
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-122.03081762390.07570.0
\n", "[21613 rows x 21 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n", "
" ], "text/plain": [ "Columns:\n", "\tid\tstr\n", "\tdate\tdatetime\n", "\tprice\tint\n", "\tbedrooms\tstr\n", "\tbathrooms\tstr\n", "\tsqft_living\tint\n", "\tsqft_lot\tint\n", "\tfloors\tstr\n", "\twaterfront\tint\n", "\tview\tint\n", "\tcondition\tint\n", "\tgrade\tint\n", "\tsqft_above\tint\n", "\tsqft_basement\tint\n", "\tyr_built\tint\n", "\tyr_renovated\tint\n", "\tzipcode\tstr\n", "\tlat\tfloat\n", "\tlong\tfloat\n", "\tsqft_living15\tfloat\n", "\tsqft_lot15\tfloat\n", "\n", "Rows: 21613\n", "\n", "Data:\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "| id | date | price | bedrooms | bathrooms | sqft_living |\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "| 7129300520 | 2014-10-13 00:00:00+00:00 | 221900 | 3 | 1 | 1180 |\n", "| 6414100192 | 2014-12-09 00:00:00+00:00 | 538000 | 3 | 2.25 | 2570 |\n", "| 5631500400 | 2015-02-25 00:00:00+00:00 | 180000 | 2 | 1 | 770 |\n", "| 2487200875 | 2014-12-09 00:00:00+00:00 | 604000 | 4 | 3 | 1960 |\n", "| 1954400510 | 2015-02-18 00:00:00+00:00 | 510000 | 3 | 2 | 1680 |\n", "| 7237550310 | 2014-05-12 00:00:00+00:00 | 1225000 | 4 | 4.5 | 5420 |\n", "| 1321400060 | 2014-06-27 00:00:00+00:00 | 257500 | 3 | 2.25 | 1715 |\n", "| 2008000270 | 2015-01-15 00:00:00+00:00 | 291850 | 3 | 1.5 | 1060 |\n", "| 2414600126 | 2015-04-15 00:00:00+00:00 | 229500 | 3 | 1 | 1780 |\n", "| 3793500160 | 2015-03-12 00:00:00+00:00 | 323000 | 3 | 2.5 | 1890 |\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| 5650 | 1 | 0 | 0 | 3 | 7 | 1180 | 0 |\n", "| 7242 | 2 | 0 | 0 | 3 | 7 | 2170 | 400 |\n", "| 10000 | 1 | 0 | 0 | 3 | 6 | 770 | 0 |\n", "| 5000 | 1 | 0 | 0 | 5 | 7 | 1050 | 910 |\n", "| 8080 | 1 | 0 | 0 | 3 | 8 | 1680 | 0 |\n", "| 101930 | 1 | 0 | 0 | 3 | 11 | 3890 | 1530 |\n", "| 6819 | 2 | 0 | 0 | 3 | 7 | 1715 | 0 |\n", "| 9711 | 1 | 0 | 0 | 3 | 7 | 1060 | 0 |\n", "| 7470 | 1 | 0 | 0 | 3 | 7 | 1050 | 730 |\n", "| 6560 | 2 | 0 | 0 | 3 | 7 | 1890 | 0 |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| 1955 | 0 | 98178 | 47.51123398 | -122.25677536 | 1340.0 | ... |\n", "| 1951 | 1991 | 98125 | 47.72102274 | -122.3188624 | 1690.0 | ... |\n", "| 1933 | 0 | 98028 | 47.73792661 | -122.23319601 | 2720.0 | ... |\n", "| 1965 | 0 | 98136 | 47.52082 | -122.39318505 | 1360.0 | ... |\n", "| 1987 | 0 | 98074 | 47.61681228 | -122.04490059 | 1800.0 | ... |\n", "| 2001 | 0 | 98053 | 47.65611835 | -122.00528655 | 4760.0 | ... |\n", "| 1995 | 0 | 98003 | 47.30972002 | -122.32704857 | 2238.0 | ... |\n", "| 1963 | 0 | 98198 | 47.40949984 | -122.31457273 | 1650.0 | ... |\n", "| 1960 | 0 | 98146 | 47.51229381 | -122.33659507 | 1780.0 | ... |\n", "| 2003 | 0 | 98038 | 47.36840673 | -122.0308176 | 2390.0 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "[21613 rows x 21 columns]\n", "Note: Only the head of the SFrame is printed.\n", "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns." ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Exploring the data for housing sales " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The house price is correlated with the number of square feet of living space." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "$(\"head\").append($(\"\").attr({\n", " rel: \"stylesheet\",\n", " type: \"text/css\",\n", " href: \"//cdnjs.cloudflare.com/ajax/libs/font-awesome/4.1.0/css/font-awesome.min.css\"\n", "}));\n", "$(\"head\").append($(\"\").attr({\n", " rel: \"stylesheet\",\n", " type: \"text/css\",\n", " href: \"//dato.com/files/canvas/1.6.1/css/canvas.css\"\n", "}));\n", "\n", " (function(){\n", "\n", " var e = null;\n", " if (typeof element == 'undefined') {\n", " var scripts = document.getElementsByTagName('script');\n", " var thisScriptTag = scripts[scripts.length-1];\n", " var parentDiv = thisScriptTag.parentNode;\n", " e = document.createElement('div');\n", " parentDiv.appendChild(e);\n", " } else {\n", " e = element[0];\n", " }\n", "\n", " if (typeof requirejs !== 'undefined') {\n", " // disable load timeout; ipython_app.js 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395000], [780, 360000], [3300, 1350000], [1600, 355000], [2480, 1050000], [2100, 492000], [3320, 989900], [2478, 386000], [2120, 475000], [2280, 420000], [1360, 415000], [4330, 1700000], [1550, 425000], [1500, 399000], [1200, 178000], [1260, 565000], [3040, 562000], [1270, 440000], [1190, 390000], [2150, 550000], [1710, 353750], [1210, 335000], [1490, 255000], [1730, 645000], [1860, 799950]], \"columns\": [{\"dtype\": \"str\", \"name\": \"id\"}, {\"dtype\": \"datetime\", \"name\": \"date\"}, {\"dtype\": \"int\", \"name\": \"price\"}, {\"dtype\": \"str\", \"name\": \"bedrooms\"}, {\"dtype\": \"str\", \"name\": \"bathrooms\"}, {\"dtype\": \"int\", \"name\": \"sqft_living\"}, {\"dtype\": \"int\", \"name\": \"sqft_lot\"}, {\"dtype\": \"str\", \"name\": \"floors\"}, {\"dtype\": \"int\", \"name\": \"waterfront\"}, {\"dtype\": \"int\", \"name\": \"view\"}, {\"dtype\": \"int\", \"name\": \"condition\"}, {\"dtype\": \"int\", \"name\": \"grade\"}, {\"dtype\": \"int\", \"name\": \"sqft_above\"}, {\"dtype\": \"int\", \"name\": \"sqft_basement\"}, {\"dtype\": \"int\", \"name\": \"yr_built\"}, {\"dtype\": \"int\", \"name\": \"yr_renovated\"}, {\"dtype\": \"str\", \"name\": \"zipcode\"}, {\"dtype\": \"float\", \"name\": \"lat\"}, {\"dtype\": \"float\", \"name\": \"long\"}, {\"dtype\": \"float\", \"name\": \"sqft_living15\"}, {\"dtype\": \"float\", \"name\": \"sqft_lot15\"}]}, e);\n", " });\n", " })();\n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "graphlab.canvas.set_target('ipynb')\n", "sales.show(view=\"Scatter Plot\", x=\"sqft_living\", y=\"price\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Create a simple regression model of sqft_living to price" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Split data into training and testing. \n", "We use seed=0 so that everyone running this notebook gets the same results. In practice, you may set a random seed (or let GraphLab Create pick a random seed for you). " ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": true }, "outputs": [], "source": [ "train_data,test_data = sales.random_split(.8,seed=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Build the regression model using only sqft_living as a feature" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PROGRESS: Creating a validation set from 5 percent of training data. This may take a while.\n", " You can set ``validation_set=None`` to disable validation tracking.\n", "\n", "PROGRESS: Linear regression:\n", "PROGRESS: --------------------------------------------------------\n", "PROGRESS: Number of examples : 16515\n", "PROGRESS: Number of features : 1\n", "PROGRESS: Number of unpacked features : 1\n", "PROGRESS: Number of coefficients : 2\n", "PROGRESS: Starting Newton Method\n", "PROGRESS: --------------------------------------------------------\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n", "PROGRESS: | Iteration | Passes | Elapsed Time | Training-max_error | Validation-max_error | Training-rmse | Validation-rmse |\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n", "PROGRESS: | 1 | 2 | 0.005407 | 4364299.240214 | 3033666.922078 | 262486.919919 | 271545.401515 |\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n" ] } ], "source": [ "sqft_model = graphlab.linear_regression.create(train_data, target='price', features=['sqft_living'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Evaluate the simple model" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "543054.042563\n" ] } ], "source": [ "print test_data['price'].mean()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'max_error': 4155135.799100204, 'rmse': 255161.84087837752}\n" ] } ], "source": [ "print sqft_model.evaluate(test_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "RMSE of about \\$255,170!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Let's show what our predictions look like" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matplotlib is a Python plotting library that is also useful for plotting. You can install it with:\n", "\n", "'pip install matplotlib'" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[,\n", " ]" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(test_data['sqft_living'],test_data['price'],'.',\n", " test_data['sqft_living'],sqft_model.predict(test_data),'.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above: blue dots are original data, green line is the prediction from the simple regression.\n", "\n", "Below: we can view the learned regression coefficients. " ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
nameindexvalue
(intercept)None-44081.8951106
sqft_livingNone280.479888373
\n", "[2 rows x 3 columns]
\n", "
" ], "text/plain": [ "Columns:\n", "\tname\tstr\n", "\tindex\tstr\n", "\tvalue\tfloat\n", "\n", "Rows: 2\n", "\n", "Data:\n", "+-------------+-------+----------------+\n", "| name | index | value |\n", "+-------------+-------+----------------+\n", "| (intercept) | None | -44081.8951106 |\n", "| sqft_living | None | 280.479888373 |\n", "+-------------+-------+----------------+\n", "[2 rows x 3 columns]" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sqft_model.get('coefficients')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Explore other features in the data\n", "\n", "To build a more elaborate model, we will explore using more features." ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": true }, "outputs": [], "source": [ "my_features = ['bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'zipcode']" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, 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\"8188\": {\"frequency\": 2, \"value\": 8188}, \"8190\": {\"frequency\": 9, \"value\": 8190}, \"34133\": {\"frequency\": 1, \"value\": 34133}}, \"mean\": 15106.967565816887}}, \"selected_variable\": {\"name\": [\"\"], \"descriptives\": {\"rows\": 21613, \"columns\": 6}, \"view_component\": \"Summary\", \"view_file\": \"sframe\", \"view_params\": {\"y\": null, \"x\": null, \"columns\": [\"bedrooms\", \"bathrooms\", \"sqft_living\", \"sqft_lot\", \"floors\", \"zipcode\"], \"view\": null}, \"view_components\": [\"Summary\", \"Table\", \"Bar Chart\", \"BoxWhisker Plot\", \"Line Chart\", \"Scatter Plot\", \"Heat Map\", \"Plots\"], \"type\": \"SFrame\", \"columns\": [{\"dtype\": \"str\", \"name\": \"bedrooms\"}, {\"dtype\": \"str\", \"name\": \"bathrooms\"}, {\"dtype\": \"int\", \"name\": \"sqft_living\"}, {\"dtype\": \"int\", \"name\": \"sqft_lot\"}, {\"dtype\": \"str\", \"name\": \"floors\"}, {\"dtype\": \"str\", \"name\": \"zipcode\"}], \"column_identifiers\": [\"bathrooms\", \"bedrooms\", \"zipcode\", \"sqft_living\", \"floors\", \"sqft_lot\"]}, \"columns\": [{\"dtype\": \"str\", \"name\": \"bedrooms\"}, {\"dtype\": \"str\", \"name\": \"bathrooms\"}, {\"dtype\": \"int\", \"name\": \"sqft_living\"}, {\"dtype\": \"int\", \"name\": \"sqft_lot\"}, {\"dtype\": \"str\", \"name\": \"floors\"}, {\"dtype\": \"str\", \"name\": \"zipcode\"}]}, e);\n", " });\n", " })();\n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sales[my_features].show()" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'bathrooms': '1', 'waterfront': 0, 'sqft_above': 1180, 'sqft_living15': 1340.0, 'grade': 7, 'yr_renovated': 0, 'price': 221900, 'bedrooms': '3', 'zipcode': '98178', 'long': -122.25677536, 'sqft_lot15': 5650.0, 'sqft_living': 1180, 'floors': '1', 'condition': 3, 'lat': 47.51123398, 'date': datetime.datetime(2014, 10, 13, 0, 0, tzinfo=GMT +0.0), 'sqft_basement': 0, 'yr_built': 1955, 'id': '7129300520', 'sqft_lot': 5650, 'view': 0}\n", "21\n", "\n", "\n", "21\n", "21\n", "21\n", "['bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'zipcode']\n", "zipcode\n", "\n", "['98125', '98028', '98136', '98074', '98053', '98003', '98198', '98146', '98038']\n", "\n" ] } ], "source": [ "#sales.show(view='BoxWhisker Plot', x='zipcode', y='price')\n", "print sales['zipcode' == 98039]\n", "print len(sales['zipcode' == 98039])\n", "higuestZipCode = 98039\n", "print type(higuestZipCode)\n", "higuestZipCodeHouses = sales['zipcode'==higuestZipCode]\n", "print type(higuestZipCodeHouses)\n", "print len(higuestZipCodeHouses)\n", "#print higuestZipCodeHouses[0]\n", "print len(higuestZipCodeHouses)\n", "higuestZipCodeHouses\n", "#sales[my_features].show()\n", "#higuestZipCodeHouses.show()\n", "#high_zips = graphlab.SFrame(higuestZipCodeHouses)\n", "#high_zips.show()\n", "print len(sales['zipcode'==higuestZipCode])\n", "#sales['zipcode'==higuestZipCode].show()\n", "print my_features\n", "print my_features[-1]\n", "#sales[my_features[-1]].show()\n", "#sales[my_features[-1]].mean()\n", "from graphlab import SArray\n", "sa = SArray(data=sales[my_features[-1]], dtype=int)\n", "sa\n", "#sa.mean()\n", "print type(sa)\n", "#print list(sa)\n", "#print sa.mean()\n", "l = list(sa)\n", "print l[1:10]\n", "print type(l)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pull the bar at the bottom to view more of the data. \n", "\n", "98039 is the most expensive zip code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "#Build a regression model with more features" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'zipcode']\n", "['bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'zipcode', 'condition', 'grade', 'waterfront', 'view', 'sqft_above', 'sqft_basement', 'yr_built', 'yr_renovated', 'lat', 'long', 'sqft_living15', 'sqft_lot15']\n", "PROGRESS: Creating a validation set from 5 percent of training data. This may take a while.\n", " You can set ``validation_set=None`` to disable validation tracking.\n", "\n", "PROGRESS: Linear regression:\n", "PROGRESS: --------------------------------------------------------\n", "PROGRESS: Number of examples : 16526\n", "PROGRESS: Number of features : 6\n", "PROGRESS: Number of unpacked features : 6\n", "PROGRESS: Number of coefficients : 115\n", "PROGRESS: Starting Newton Method\n", "PROGRESS: --------------------------------------------------------\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n", "PROGRESS: | Iteration | Passes | Elapsed Time | Training-max_error | Validation-max_error | Training-rmse | Validation-rmse |\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n", "PROGRESS: | 1 | 2 | 0.227805 | 3787202.663945 | 2115581.708600 | 182450.296155 | 172331.699630 |\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n", "PROGRESS: Creating a validation set from 5 percent of training data. This may take a while.\n", " You can set ``validation_set=None`` to disable validation tracking.\n", "\n", "PROGRESS: Linear regression:\n", "PROGRESS: --------------------------------------------------------\n", "PROGRESS: Number of examples : 16535\n", "PROGRESS: Number of features : 18\n", "PROGRESS: Number of unpacked features : 18\n", "PROGRESS: Number of coefficients : 127\n", "PROGRESS: Starting Newton Method\n", "PROGRESS: --------------------------------------------------------\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n", "PROGRESS: | Iteration | Passes | Elapsed Time | Training-max_error | Validation-max_error | Training-rmse | Validation-rmse |\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n", "PROGRESS: | 1 | 2 | 0.430854 | 3475343.513836 | 2168746.128988 | 155060.764482 | 146761.355078 |\n", "PROGRESS: +-----------+----------+--------------+--------------------+----------------------+---------------+-----------------+\n", "{'max_error': 3481098.7975159544, 'rmse': 179398.5532326398}\n", "{'max_error': 3548382.6520412522, 'rmse': 156920.41492106245}\n" ] } ], "source": [ "sales\n", "train_data,test_data = sales.random_split(.8,seed=0)\n", "my_features = ['bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'zipcode']\n", "print my_features\n", "advanced_features = [\n", "'bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'zipcode',\n", "'condition', # condition of house\t\t\t\t\n", "'grade', # measure of quality of construction\t\t\t\t\n", "'waterfront', # waterfront property\t\t\t\t\n", "'view', # type of view\t\t\t\t\n", "'sqft_above', # square feet above ground\t\t\t\t\n", "'sqft_basement', # square feet in basement\t\t\t\t\n", "'yr_built', # the year built\t\t\t\t\n", "'yr_renovated', # the year renovated\t\t\t\t\n", "'lat', 'long', # the lat-long of the parcel\t\t\t\t\n", "'sqft_living15', # average sq.ft. of 15 nearest neighbors \t\t\t\t\n", "'sqft_lot15', # average lot size of 15 nearest neighbors \n", "]\n", "print advanced_features\n", "my_features_model = graphlab.linear_regression.create(train_data,target='price',features=my_features)\n", "advanced_model = graphlab.linear_regression.create(train_data,target='price',features=advanced_features)\n", "evaluated_features = my_features_model.evaluate(test_data)\n", "evaluated_advanced = advanced_model.evaluate(test_data)\n", "print evaluated_features\n", "print evaluated_advanced" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'zipcode']\n" ] } ], "source": [ "print my_features" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Comparing the results of the simple model with adding more features" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'max_error': 4153115.4452328016, 'rmse': 255169.84496896976}\n", "{'max_error': 3491283.748780556, 'rmse': 179507.57212792453}\n" ] } ], "source": [ "print sqft_model.evaluate(test_data)\n", "print my_features_model.evaluate(test_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The RMSE goes down from \\$255,170 to \\$179,508 with more features.\n", "\n", "## 3. Building a regression model with several more features:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'max_error': 3481098.7975159544, 'rmse': 179398.5532326398}\n", "{'max_error': 3548382.6520412522, 'rmse': 156920.41492106245}\n", "22478.1383116\n" ] } ], "source": [ "print evaluated_features\n", "print evaluated_advanced\n", "print evaluated_features['rmse'] - evaluated_advanced['rmse']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Apply learned models to predict prices of 3 houses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first house we will use is considered an \"average\" house in Seattle. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "house1 = sales[sales['id']=='5309101200']" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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\n", "[? rows x 21 columns]
Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.
You can use len(sf) to force materialization.\n", "
" ], "text/plain": [ "Columns:\n", "\tid\tstr\n", "\tdate\tdatetime\n", "\tprice\tint\n", "\tbedrooms\tstr\n", "\tbathrooms\tstr\n", "\tsqft_living\tint\n", "\tsqft_lot\tint\n", "\tfloors\tstr\n", "\twaterfront\tint\n", "\tview\tint\n", "\tcondition\tint\n", "\tgrade\tint\n", "\tsqft_above\tint\n", "\tsqft_basement\tint\n", "\tyr_built\tint\n", "\tyr_renovated\tint\n", "\tzipcode\tstr\n", "\tlat\tfloat\n", "\tlong\tfloat\n", "\tsqft_living15\tfloat\n", "\tsqft_lot15\tfloat\n", "\n", "Rows: Unknown\n", "\n", "Data:\n", "+------------+---------------------------+--------+----------+-----------+-------------+\n", "| id | date | price | bedrooms | bathrooms | sqft_living |\n", "+------------+---------------------------+--------+----------+-----------+-------------+\n", "| 5309101200 | 2014-06-05 00:00:00+00:00 | 620000 | 4 | 2.25 | 2400 |\n", "+------------+---------------------------+--------+----------+-----------+-------------+\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| 5350 | 1.5 | 0 | 0 | 4 | 7 | 1460 | 940 |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| 1929 | 0 | 98117 | 47.67632376 | -122.37010126 | 1250.0 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "[? rows x 21 columns]\n", "Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.\n", "You can use len(sf) to force materialization." ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[620000, ... ]\n" ] } ], "source": [ "print house1['price']" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[628978.2748992002]\n" ] } ], "source": [ "print sqft_model.predict(house1)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[720841.373674419]\n" ] } ], "source": [ "print my_features_model.predict(house1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, the model with more features provides a worse prediction than the simpler model with only 1 feature. However, on average, the model with more features is better." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Prediction for a second, fancier house\n", "\n", "We will now examine the predictions for a fancier house." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "house2 = sales[sales['id']=='1925069082']" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfront
19250690822015-05-11 00:00:00+00:00220000054.2546402270321
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\n", "[? rows x 21 columns]
Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.
You can use len(sf) to force materialization.\n", "
" ], "text/plain": [ "Columns:\n", "\tid\tstr\n", "\tdate\tdatetime\n", "\tprice\tint\n", "\tbedrooms\tstr\n", "\tbathrooms\tstr\n", "\tsqft_living\tint\n", "\tsqft_lot\tint\n", "\tfloors\tstr\n", "\twaterfront\tint\n", "\tview\tint\n", "\tcondition\tint\n", "\tgrade\tint\n", "\tsqft_above\tint\n", "\tsqft_basement\tint\n", "\tyr_built\tint\n", "\tyr_renovated\tint\n", "\tzipcode\tstr\n", "\tlat\tfloat\n", "\tlong\tfloat\n", "\tsqft_living15\tfloat\n", "\tsqft_lot15\tfloat\n", "\n", "Rows: Unknown\n", "\n", "Data:\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "| id | date | price | bedrooms | bathrooms | sqft_living |\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "| 1925069082 | 2015-05-11 00:00:00+00:00 | 2200000 | 5 | 4.25 | 4640 |\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| 22703 | 2 | 1 | 4 | 5 | 8 | 2860 | 1780 |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| 1952 | 0 | 98052 | 47.63925783 | -122.09722322 | 3140.0 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "[? rows x 21 columns]\n", "Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.\n", "You can use len(sf) to force materialization." ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1257884.8258877606]\n" ] } ], "source": [ "print sqft_model.predict(house2)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1388494.333914893]\n" ] } ], "source": [ "print my_features_model.predict(house2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, the model with more features provides a better prediction. This behavior is expected here, because this house is more differentiated by features that go beyond its square feet of living space, especially the fact that it's a waterfront house. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Last house, super fancy\n", "\n", "Our last house is a very large one owned by a famous Seattleite." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": true }, "outputs": [], "source": [ "bill_gates = {'bedrooms':[8], \n", " 'bathrooms':[25], \n", " 'sqft_living':[50000], \n", " 'sqft_lot':[225000],\n", " 'floors':[4], \n", " 'zipcode':['98039'], \n", " 'condition':[10], \n", " 'grade':[10],\n", " 'waterfront':[1],\n", " 'view':[4],\n", " 'sqft_above':[37500],\n", " 'sqft_basement':[12500],\n", " 'yr_built':[1994],\n", " 'yr_renovated':[2010],\n", " 'lat':[47.627606],\n", " 'long':[-122.242054],\n", " 'sqft_living15':[5000],\n", " 'sqft_lot15':[40000]}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[13757651.678298399]\n" ] } ], "source": [ "print my_features_model.predict(graphlab.SFrame(bill_gates))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "The model predicts a price of over $13M for this house! But we expect the house to cost much more. (There are very few samples in the dataset of houses that are this fancy, so we don't expect the model to capture a perfect prediction here.)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n", "
" ], "text/plain": [ "Columns:\n", "\tid\tstr\n", "\tdate\tdatetime\n", "\tprice\tint\n", "\tbedrooms\tstr\n", "\tbathrooms\tstr\n", "\tsqft_living\tint\n", "\tsqft_lot\tint\n", "\tfloors\tstr\n", "\twaterfront\tint\n", "\tview\tint\n", "\tcondition\tint\n", "\tgrade\tint\n", "\tsqft_above\tint\n", "\tsqft_basement\tint\n", "\tyr_built\tint\n", "\tyr_renovated\tint\n", "\tzipcode\tstr\n", "\tlat\tfloat\n", "\tlong\tfloat\n", "\tsqft_living15\tfloat\n", "\tsqft_lot15\tfloat\n", "\n", "Rows: 21613\n", "\n", "Data:\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "| id | date | price | bedrooms | bathrooms | sqft_living |\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "| 7129300520 | 2014-10-13 00:00:00+00:00 | 221900 | 3 | 1 | 1180 |\n", "| 6414100192 | 2014-12-09 00:00:00+00:00 | 538000 | 3 | 2.25 | 2570 |\n", "| 5631500400 | 2015-02-25 00:00:00+00:00 | 180000 | 2 | 1 | 770 |\n", "| 2487200875 | 2014-12-09 00:00:00+00:00 | 604000 | 4 | 3 | 1960 |\n", "| 1954400510 | 2015-02-18 00:00:00+00:00 | 510000 | 3 | 2 | 1680 |\n", "| 7237550310 | 2014-05-12 00:00:00+00:00 | 1225000 | 4 | 4.5 | 5420 |\n", "| 1321400060 | 2014-06-27 00:00:00+00:00 | 257500 | 3 | 2.25 | 1715 |\n", "| 2008000270 | 2015-01-15 00:00:00+00:00 | 291850 | 3 | 1.5 | 1060 |\n", "| 2414600126 | 2015-04-15 00:00:00+00:00 | 229500 | 3 | 1 | 1780 |\n", "| 3793500160 | 2015-03-12 00:00:00+00:00 | 323000 | 3 | 2.5 | 1890 |\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| 5650 | 1 | 0 | 0 | 3 | 7 | 1180 | 0 |\n", "| 7242 | 2 | 0 | 0 | 3 | 7 | 2170 | 400 |\n", "| 10000 | 1 | 0 | 0 | 3 | 6 | 770 | 0 |\n", "| 5000 | 1 | 0 | 0 | 5 | 7 | 1050 | 910 |\n", "| 8080 | 1 | 0 | 0 | 3 | 8 | 1680 | 0 |\n", "| 101930 | 1 | 0 | 0 | 3 | 11 | 3890 | 1530 |\n", "| 6819 | 2 | 0 | 0 | 3 | 7 | 1715 | 0 |\n", "| 9711 | 1 | 0 | 0 | 3 | 7 | 1060 | 0 |\n", "| 7470 | 1 | 0 | 0 | 3 | 7 | 1050 | 730 |\n", "| 6560 | 2 | 0 | 0 | 3 | 7 | 1890 | 0 |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| 1955 | 0 | 98178 | 47.51123398 | -122.25677536 | 1340.0 | ... |\n", "| 1951 | 1991 | 98125 | 47.72102274 | -122.3188624 | 1690.0 | ... |\n", "| 1933 | 0 | 98028 | 47.73792661 | -122.23319601 | 2720.0 | ... |\n", "| 1965 | 0 | 98136 | 47.52082 | -122.39318505 | 1360.0 | ... |\n", "| 1987 | 0 | 98074 | 47.61681228 | -122.04490059 | 1800.0 | ... |\n", "| 2001 | 0 | 98053 | 47.65611835 | -122.00528655 | 4760.0 | ... |\n", "| 1995 | 0 | 98003 | 47.30972002 | -122.32704857 | 2238.0 | ... |\n", "| 1963 | 0 | 98198 | 47.40949984 | -122.31457273 | 1650.0 | ... |\n", "| 1960 | 0 | 98146 | 47.51229381 | -122.33659507 | 1780.0 | ... |\n", "| 2003 | 0 | 98038 | 47.36840673 | -122.0308176 | 2390.0 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "[21613 rows x 21 columns]\n", "Note: Only the head of the SFrame is printed.\n", "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns." ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "ename": "NameError", "evalue": "name 'sales_data' is not defined", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0msales_data\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mNameError\u001b[0m: name 'sales_data' is not defined" ] } ], "source": [ "sales_data" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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iddatepricebedroomsbathroomssqft_livingsqft_lotfloorswaterfront
71293005202014-10-13 00:00:00+00:00221900311180565010
64141001922014-12-09 00:00:00+00:0053800032.252570724220
56315004002015-02-25 00:00:00+00:00180000217701000010
24872008752014-12-09 00:00:00+00:00604000431960500010
19544005102015-02-18 00:00:00+00:00510000321680808010
72375503102014-05-12 00:00:00+00:00122500044.5542010193010
13214000602014-06-27 00:00:00+00:0025750032.251715681920
20080002702015-01-15 00:00:00+00:0029185031.51060971110
24146001262015-04-15 00:00:00+00:00229500311780747010
37935001602015-03-12 00:00:00+00:0032300032.51890656020
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viewconditiongradesqft_abovesqft_basementyr_builtyr_renovatedzipcodelat
03711800195509817847.51123398
0372170400195119919812547.72102274
0367700193309802847.73792661
0571050910196509813647.52082
03816800198709807447.61681228
031138901530200109805347.65611835
03717150199509800347.30972002
03710600196309819847.40949984
0371050730196009814647.51229381
03718900200309803847.36840673
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longsqft_living15sqft_lot15
-122.256775361340.05650.0
-122.31886241690.07639.0
-122.233196012720.08062.0
-122.393185051360.05000.0
-122.044900591800.07503.0
-122.005286554760.0101930.0
-122.327048572238.06819.0
-122.314572731650.09711.0
-122.336595071780.08113.0
-122.03081762390.07570.0
\n", "[21613 rows x 21 columns]
Note: Only the head of the SFrame is printed.
You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n", "
" ], "text/plain": [ "Columns:\n", "\tid\tstr\n", "\tdate\tdatetime\n", "\tprice\tint\n", "\tbedrooms\tstr\n", "\tbathrooms\tstr\n", "\tsqft_living\tint\n", "\tsqft_lot\tint\n", "\tfloors\tstr\n", "\twaterfront\tint\n", "\tview\tint\n", "\tcondition\tint\n", "\tgrade\tint\n", "\tsqft_above\tint\n", "\tsqft_basement\tint\n", "\tyr_built\tint\n", "\tyr_renovated\tint\n", "\tzipcode\tstr\n", "\tlat\tfloat\n", "\tlong\tfloat\n", "\tsqft_living15\tfloat\n", "\tsqft_lot15\tfloat\n", "\n", "Rows: 21613\n", "\n", "Data:\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "| id | date | price | bedrooms | bathrooms | sqft_living |\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "| 7129300520 | 2014-10-13 00:00:00+00:00 | 221900 | 3 | 1 | 1180 |\n", "| 6414100192 | 2014-12-09 00:00:00+00:00 | 538000 | 3 | 2.25 | 2570 |\n", "| 5631500400 | 2015-02-25 00:00:00+00:00 | 180000 | 2 | 1 | 770 |\n", "| 2487200875 | 2014-12-09 00:00:00+00:00 | 604000 | 4 | 3 | 1960 |\n", "| 1954400510 | 2015-02-18 00:00:00+00:00 | 510000 | 3 | 2 | 1680 |\n", "| 7237550310 | 2014-05-12 00:00:00+00:00 | 1225000 | 4 | 4.5 | 5420 |\n", "| 1321400060 | 2014-06-27 00:00:00+00:00 | 257500 | 3 | 2.25 | 1715 |\n", "| 2008000270 | 2015-01-15 00:00:00+00:00 | 291850 | 3 | 1.5 | 1060 |\n", "| 2414600126 | 2015-04-15 00:00:00+00:00 | 229500 | 3 | 1 | 1780 |\n", "| 3793500160 | 2015-03-12 00:00:00+00:00 | 323000 | 3 | 2.5 | 1890 |\n", "+------------+---------------------------+---------+----------+-----------+-------------+\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "| 5650 | 1 | 0 | 0 | 3 | 7 | 1180 | 0 |\n", "| 7242 | 2 | 0 | 0 | 3 | 7 | 2170 | 400 |\n", "| 10000 | 1 | 0 | 0 | 3 | 6 | 770 | 0 |\n", "| 5000 | 1 | 0 | 0 | 5 | 7 | 1050 | 910 |\n", "| 8080 | 1 | 0 | 0 | 3 | 8 | 1680 | 0 |\n", "| 101930 | 1 | 0 | 0 | 3 | 11 | 3890 | 1530 |\n", "| 6819 | 2 | 0 | 0 | 3 | 7 | 1715 | 0 |\n", "| 9711 | 1 | 0 | 0 | 3 | 7 | 1060 | 0 |\n", "| 7470 | 1 | 0 | 0 | 3 | 7 | 1050 | 730 |\n", "| 6560 | 2 | 0 | 0 | 3 | 7 | 1890 | 0 |\n", "+----------+--------+------------+------+-----------+-------+------------+---------------+\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "| 1955 | 0 | 98178 | 47.51123398 | -122.25677536 | 1340.0 | ... |\n", "| 1951 | 1991 | 98125 | 47.72102274 | -122.3188624 | 1690.0 | ... |\n", "| 1933 | 0 | 98028 | 47.73792661 | -122.23319601 | 2720.0 | ... |\n", "| 1965 | 0 | 98136 | 47.52082 | -122.39318505 | 1360.0 | ... |\n", "| 1987 | 0 | 98074 | 47.61681228 | -122.04490059 | 1800.0 | ... |\n", "| 2001 | 0 | 98053 | 47.65611835 | -122.00528655 | 4760.0 | ... |\n", "| 1995 | 0 | 98003 | 47.30972002 | -122.32704857 | 2238.0 | ... |\n", "| 1963 | 0 | 98198 | 47.40949984 | -122.31457273 | 1650.0 | ... |\n", "| 1960 | 0 | 98146 | 47.51229381 | -122.33659507 | 1780.0 | ... |\n", "| 2003 | 0 | 98038 | 47.36840673 | -122.0308176 | 2390.0 | ... |\n", "+----------+--------------+---------+-------------+---------------+---------------+-----+\n", "[21613 rows x 21 columns]\n", "Note: Only the head of the SFrame is printed.\n", "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns." ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dtype: str\n", "Rows: 21613\n", "['98178', '98125', '98028', '98136', '98074', '98053', '98003', '98198', '98146', '98038', '98007', '98115', '98028', '98074', '98107', '98126', '98019', '98103', '98002', '98003', '98133', '98040', '98092', '98030', '98030', '98002', '98119', '98112', '98115', '98052', '98027', '98133', '98117', '98117', '98058', '98115', '98052', '98107', '98001', '98056', '98074', '98166', '98053', '98119', '98058', '98019', '98023', '98007', '98115', '98070', '98148', '98056', '98117', '98117', '98105', '98105', '98042', '98042', '98008', '98059', '98166', '98148', '98166', '98115', '98122', '98144', '98004', '98001', '98042', '98004', '98005', '98034', '98125', '98038', '98042', '98075', '98008', '98116', '98133', '98010', '98038', '98038', '98118', '98059', '98125', '98119', '98092', '98056', '98056', '98136', '98023', '98199', '98023', '98117', '98117', '98040', '98032', '98023', '98038', '98045', ... ]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales['zipcode']" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ... ]\n" ] } ], "source": [ "higuestZipCode = 98039\n", "print sales['zipcode']==higuestZipCode" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "+----+------+-------+----------+-----------+-------------+\n", "| id | date | price | bedrooms | bathrooms | sqft_living |\n", "+----+------+-------+----------+-----------+-------------+\n", "+----+------+-------+----------+-----------+-------------+\n", "+----------+--------+------------+------+-----------+\n", "| sqft_lot | floors | waterfront | view | condition |\n", "+----------+--------+------------+------+-----------+\n", "+----------+--------+------------+------+-----------+\n", "+-------+------------+---------------+----------+--------------+\n", "| grade | sqft_above | sqft_basement | yr_built | yr_renovated |\n", "+-------+------------+---------------+----------+--------------+\n", "+-------+------------+---------------+----------+--------------+\n", "+---------+-----+------+---------------+-----+\n", "| zipcode | lat | long | sqft_living15 | ... |\n", "+---------+-----+------+---------------+-----+\n", "+---------+-----+------+---------------+-----+\n", "[? rows x 21 columns]\n", "Note: Only the head of the SFrame is printed. This SFrame is lazily evaluated.\n", "You can use len(sf) to force materialization.\n" ] } ], "source": [ "print sales[sales['zipcode']==higuestZipCode]" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "ename": "AttributeError", "evalue": "'SFrame' object has no attribute 'mean'", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mprint\u001b[0m \u001b[0msales\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msales\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'zipcode'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m==\u001b[0m\u001b[0mhiguestZipCode\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmean\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mAttributeError\u001b[0m: 'SFrame' object has no attribute 'mean'" ] } ], "source": [ "print sales[sales['zipcode']==higuestZipCode].mean()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "21613\n", "['98028', '98136', '98074', '98053']\n" ] } ], "source": [ "import graphlab\n", "sales = graphlab.SFrame('home_data.gl/')\n", "\n", "from graphlab import SArray\n", "my_features = ['zipcode']\n", "my_features = ['bedrooms', 'bathrooms', 'sqft_living', 'sqft_lot', 'floors', 'zipcode']\n", "sa = SArray(data=sales[my_features[-1]], dtype=int)\n", "print type(sa)\n", "print len(sa)\n", "print sa[2:6]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "int" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sa[0]\n", "type(sa[0])\n", "int(sa[0])\n", "type(int(sa[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Question: Are there anonymous functions in python?\n", "To do something like this:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "21613\n", "9876\n" ] }, { "data": { "text/plain": [ "dtype: int\n", "Rows: 21613\n", "[98178, 98125, 98028, 98136, 98074, 98053, 98003, 98198, 98146, 98038, 98007, 98115, 98028, 98074, 98107, 98126, 98019, 98103, 98002, 98003, 98133, 98040, 98092, 98030, 98030, 98002, 98119, 98112, 98115, 98052, 98027, 98133, 98117, 98117, 98058, 98115, 98052, 98107, 98001, 98056, 98074, 98166, 98053, 98119, 98058, 98019, 98023, 98007, 98115, 98070, 98148, 98056, 98117, 98117, 98105, 98105, 98042, 98042, 98008, 98059, 98166, 98148, 98166, 98115, 98122, 98144, 98004, 98001, 98042, 98004, 98005, 98034, 98125, 98038, 98042, 98075, 98008, 98116, 98133, 98010, 98038, 98038, 98118, 98059, 98125, 98119, 98092, 98056, 98056, 98136, 98023, 98199, 98023, 98117, 98117, 98040, 98032, 98023, 98038, 98045, ... ]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "int(sa[0])\n", "#sa = sa.apply(\n", "# function(elm) {int(elm)}\n", "#)\n", "def cast(e):\n", " return int(e)\n", "\n", "sa1 = sa.apply(cast)\n", "print type(sa1)\n", "print len(sa1)\n", "sa1\n", "print cast('9876')\n", "sa\n", "sa1" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "98077.9398047\n" ] } ], "source": [ "sa1.mean()\n", "print sa1.mean()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dtype: int\n", "Rows: 21613\n", "[98178, 98125, 98028, 98136, 98074, 98053, 98003, 98198, 98146, 98038, 98007, 98115, 98028, 98074, 98107, 98126, 98019, 98103, 98002, 98003, 98133, 98040, 98092, 98030, 98030, 98002, 98119, 98112, 98115, 98052, 98027, 98133, 98117, 98117, 98058, 98115, 98052, 98107, 98001, 98056, 98074, 98166, 98053, 98119, 98058, 98019, 98023, 98007, 98115, 98070, 98148, 98056, 98117, 98117, 98105, 98105, 98042, 98042, 98008, 98059, 98166, 98148, 98166, 98115, 98122, 98144, 98004, 98001, 98042, 98004, 98005, 98034, 98125, 98038, 98042, 98075, 98008, 98116, 98133, 98010, 98038, 98038, 98118, 98059, 98125, 98119, 98092, 98056, 98056, 98136, 98023, 98199, 98023, 98117, 98117, 98040, 98032, 98023, 98038, 98045, ... ]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sa1" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dtype: str\n", "Rows: 21613\n", "['98178', '98125', '98028', '98136', '98074', '98053', '98003', '98198', '98146', '98038', '98007', '98115', '98028', '98074', '98107', '98126', '98019', '98103', '98002', '98003', '98133', '98040', '98092', '98030', '98030', '98002', '98119', '98112', '98115', '98052', '98027', '98133', '98117', '98117', '98058', '98115', '98052', '98107', '98001', '98056', '98074', '98166', '98053', '98119', '98058', '98019', '98023', '98007', '98115', '98070', '98148', '98056', '98117', '98117', '98105', '98105', '98042', '98042', '98008', '98059', '98166', '98148', '98166', '98115', '98122', '98144', '98004', '98001', '98042', '98004', '98005', '98034', '98125', '98038', '98042', '98075', '98008', '98116', '98133', '98010', '98038', '98038', '98118', '98059', '98125', '98119', '98092', '98056', '98056', '98136', '98023', '98199', '98023', '98117', '98117', '98040', '98032', '98023', '98038', '98045', ... ]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales['zipcode']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Selection and summary statistics:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2160606.6" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales[0]\n", "sales_subset = sales[sales['zipcode']=='98039']\n", "len(sales_subset)\n", "sales_subset['price'].mean() # RESULT" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Filtering data:" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "21613\n", "9118\n" ] }, { "data": { "text/plain": [ "42" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(sales)\n", "print len(sales)\n", "#sales_subset2 = sales[int(sales['sqft_living'])>2000 and int(sales['sqft_living'])<=4000]\n", "sqft_ints = sales['sqft_living'].apply(cast)\n", "def range_20_40(e):\n", " return e>2000 and e<=4000\n", "\n", "sales_subset2 = sqft_ints.apply(range_20_40)\n", "print len(sales_subset2[sales_subset2==1])\n", "911800 / 21613" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1180\n" ] } ], "source": [ "print sales_subset2[0]" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dtype: int\n", "Rows: 21613\n", "[1180, 2570, 770, 1960, 1680, 5420, 1715, 1060, 1780, 1890, 3560, 1160, 1430, 1370, 1810, 2950, 1890, 1600, 1200, 1250, 1620, 3050, 2270, 1070, 2450, 1710, 2450, 1400, 1520, 2570, 2320, 1190, 2330, 1090, 2060, 2300, 1660, 2360, 1220, 2620, 2570, 4220, 3595, 1570, 1280, 3160, 990, 2290, 1250, 2753, 1190, 3150, 1410, 1980, 2730, 2830, 2250, 2420, 3250, 1850, 2150, 1260, 2519, 1540, 1660, 2770, 2720, 2240, 1000, 3200, 4770, 1260, 2750, 2380, 1790, 3430, 1760, 1040, 1410, 3450, 2350, 1900, 2020, 1680, 960, 2140, 2660, 2770, 1610, 1030, 1980, 3520, 1200, 1580, 1580, 3300, 1960, 1160, 1810, 2320, ... ]" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sales_subset2" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, ... ]\n" ] } ], "source": [ "print sales_subset2" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sales_subset2[sales_subset]" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }