{ "metadata": { "name": "", "signature": "sha256:04b8d96016e849bea2e56c1a57175e66dc796790372c2379f20ef5b4e8ff29db" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PyData NYC, 2014\n", "#### Author: [Greg Reda](http://www.gregreda.com) ([@gjreda](https://twitter.com/gjreda))\n", "#### Topic: Translating SQL to pandas\n", "#### Date: 2014-11-22" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "pd.set_option('max_columns', 50)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### CSV" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# this would be a huge pain to load into a database\n", "mo = pd.read_csv('data/mariano-rivera.csv')\n", "mo.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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YearAgeTmLgWLW-L%ERAGGSGFCGSHOSVIPHRERHRBBIBBSOHBPBKWPBFERA+WHIPH/9HR/9BB/9SO/9SO/BBAwards
14 2009 39 NYY AL 3 3 0.500 1.76 66 0 55 0 0 44 66.1 48 14 13 7 12 1 72 1 0 1 257 262 0.905 6.5 0.9 1.6 9.8 6.00 ASMVP-14
15 2010 40 NYY AL 3 3 0.500 1.80 61 0 55 0 0 33 60.0 39 14 12 2 11 3 45 5 0 0 230 241 0.833 5.9 0.3 1.7 6.8 4.09 AS
16 2011 41 NYY AL 1 2 0.333 1.91 64 0 54 0 0 44 61.1 47 13 13 3 8 2 60 2 0 1 233 226 0.897 6.9 0.4 1.2 8.8 7.50 ASCYA-8
17 2012 42 NYY AL 1 1 0.500 2.16 9 0 9 0 0 5 8.1 6 2 2 0 2 2 8 0 0 0 32 203 0.960 6.5 0.0 2.2 8.6 4.00 NaN
18 2013 43 NYY AL 6 2 0.750 2.11 64 0 60 0 0 44 64.0 58 16 15 6 9 3 54 1 0 0 256 192 1.047 8.2 0.8 1.3 7.6 6.00 AS
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ " Year Age Tm Lg W L W-L% ERA G GS GF CG SHO SV IP H \\\n", "14 2009 39 NYY AL 3 3 0.500 1.76 66 0 55 0 0 44 66.1 48 \n", "15 2010 40 NYY AL 3 3 0.500 1.80 61 0 55 0 0 33 60.0 39 \n", "16 2011 41 NYY AL 1 2 0.333 1.91 64 0 54 0 0 44 61.1 47 \n", "17 2012 42 NYY AL 1 1 0.500 2.16 9 0 9 0 0 5 8.1 6 \n", "18 2013 43 NYY AL 6 2 0.750 2.11 64 0 60 0 0 44 64.0 58 \n", "\n", " R ER HR BB IBB SO HBP BK WP BF ERA+ WHIP H/9 HR/9 BB/9 \\\n", "14 14 13 7 12 1 72 1 0 1 257 262 0.905 6.5 0.9 1.6 \n", "15 14 12 2 11 3 45 5 0 0 230 241 0.833 5.9 0.3 1.7 \n", "16 13 13 3 8 2 60 2 0 1 233 226 0.897 6.9 0.4 1.2 \n", "17 2 2 0 2 2 8 0 0 0 32 203 0.960 6.5 0.0 2.2 \n", "18 16 15 6 9 3 54 1 0 0 256 192 1.047 8.2 0.8 1.3 \n", "\n", " SO/9 SO/BB Awards \n", "14 9.8 6.00 ASMVP-14 \n", "15 6.8 4.09 AS \n", "16 8.8 7.50 ASCYA-8 \n", "17 8.6 4.00 NaN \n", "18 7.6 6.00 AS " ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### URL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "pandas can fetch data from a URL ..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "clean = lambda s: s.replace('$', '')[:-1] if '.' in s else s.replace('$', '') # a lot going on here\n", "url = 'https://raw.github.com/gjreda/best-sandwiches/master/data/best-sandwiches-geocode.tsv'\n", "sandwiches = pd.read_table(url, sep='\\t', converters={'price': lambda s: float(clean(s))})\n", "sandwiches.head(3)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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ranksandwichrestaurantdescriptionpriceaddresscityphonewebsitefull_addressformatted_addresslatlng
0 1 BLT Old Oak Tap The B is applewood smoked—nice and snapp... 10.0 2109 W. Chicago Ave. Chicago 773-772-0406 theoldoaktap.com 2109 W. Chicago Ave., Chicago 2109 West Chicago Avenue, Chicago, IL 60622, USA 41.895734-87.679960
1 2 Fried Bologna Au Cheval Thought your bologna-eating days had retired w... 9.0 800 W. Randolph St. Chicago 312-929-4580 aucheval.tumblr.com 800 W. Randolph St., Chicago 800 West Randolph Street, Chicago, IL 60607, USA 41.884672-87.647754
2 3 Woodland Mushroom Xoco Leave it to Rick Bayless and crew to come up w... 9.5 445 N. Clark St. Chicago 312-334-3688 rickbayless.com 445 N. Clark St., Chicago 445 North Clark Street, Chicago, IL 60654, USA 41.890602-87.630925
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ " rank sandwich restaurant \\\n", "0 1 BLT Old Oak Tap \n", "1 2 Fried Bologna Au Cheval \n", "2 3 Woodland Mushroom Xoco \n", "\n", " description price \\\n", "0 The B is applewood smoked—nice and snapp... 10.0 \n", "1 Thought your bologna-eating days had retired w... 9.0 \n", "2 Leave it to Rick Bayless and crew to come up w... 9.5 \n", "\n", " address city phone website \\\n", "0 2109 W. Chicago Ave. Chicago 773-772-0406 theoldoaktap.com \n", "1 800 W. Randolph St. Chicago 312-929-4580 aucheval.tumblr.com \n", "2 445 N. Clark St. Chicago 312-334-3688 rickbayless.com \n", "\n", " full_address \\\n", "0 2109 W. Chicago Ave., Chicago \n", "1 800 W. Randolph St., Chicago \n", "2 445 N. Clark St., Chicago \n", "\n", " formatted_address lat lng \n", "0 2109 West Chicago Avenue, Chicago, IL 60622, USA 41.895734 -87.679960 \n", "1 800 West Randolph Street, Chicago, IL 60607, USA 41.884672 -87.647754 \n", "2 445 North Clark Street, Chicago, IL 60654, USA 41.890602 -87.630925 " ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### JSON" ] }, { "cell_type": "code", "collapsed": false, "input": [ "gh = pd.read_json('https://api.github.com/repos/pydata/pandas/issues?per_page=3')\n", "gh[['body', 'created_at', 'title', 'url']].head(3)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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bodycreated_attitleurl
0 2014-11-22 02:54:48 DOC: Add where and mask to API doc https://api.github.com/repos/pydata/pandas/iss...
1 Related to #7979\\r\\n\\r\\nBecause `Index` is no ...2014-11-22 02:16:30 API: Index.duplicated() should return `np.arra... https://api.github.com/repos/pydata/pandas/iss...
2 I'm not sure if this is supported or not -- it...2014-11-21 19:49:36 HDF corrupts data when using complib='blosc:zlib' https://api.github.com/repos/pydata/pandas/iss...
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ " body created_at \\\n", "0 2014-11-22 02:54:48 \n", "1 Related to #7979\\r\\n\\r\\nBecause `Index` is no ... 2014-11-22 02:16:30 \n", "2 I'm not sure if this is supported or not -- it... 2014-11-21 19:49:36 \n", "\n", " title \\\n", "0 DOC: Add where and mask to API doc \n", "1 API: Index.duplicated() should return `np.arra... \n", "2 HDF corrupts data when using complib='blosc:zlib' \n", "\n", " url \n", "0 https://api.github.com/repos/pydata/pandas/iss... \n", "1 https://api.github.com/repos/pydata/pandas/iss... \n", "2 https://api.github.com/repos/pydata/pandas/iss... " ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll likely need to do some parsing though - pandas `read_json` doesn't do well with nested JSON yet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Clipboard" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Possibly my favorite way to read data into pandas ..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "clip = pd.read_clipboard()\n", "clip.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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figsize=(16,8)
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "Empty DataFrame\n", "Columns: [figsize=(16,8)]\n", "Index: []" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SQL Database" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# All of this is basically the same as it would be with Postgres, MySQL, or any other database\n", "# Just pass pandas a connection object and it'll take care of the rest.\n", "from pandas.io import sql\n", "import sqlite3\n", "conn = sqlite3.connect('data/towed.db')\n", "query = \"SELECT * FROM towed\"\n", "towed = sql.read_sql(query, con=conn, parse_dates={'date':'%m/%d/%Y'})\n", "towed.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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datemakestylemodelcolorplatestatetowed_tofacility_phoneinventory_num
02014-11-18 FORD LL BLK S105053 IL 10300 S. Doty (773) 568-8495 2750424
12014-11-18 HOND 4D ACC BLK S415270 IL 400 E. Lower Wacker (312) 744-7550 917129
22014-11-18 CHRY VN SIL V847641 IL 701 N. Sacramento (773) 265-7605 6798366
32014-11-18 HYUN 4D SIL N756530 IL 400 E. Lower Wacker (312) 744-7550 917127
42014-11-18 TOYT 4D WHI K702211 IL 400 E. Lower Wacker (312) 744-7550 917128
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ " date make style model color plate state towed_to \\\n", "0 2014-11-18 FORD LL BLK S105053 IL 10300 S. Doty \n", "1 2014-11-18 HOND 4D ACC BLK S415270 IL 400 E. Lower Wacker \n", "2 2014-11-18 CHRY VN SIL V847641 IL 701 N. Sacramento \n", "3 2014-11-18 HYUN 4D SIL N756530 IL 400 E. Lower Wacker \n", "4 2014-11-18 TOYT 4D WHI K702211 IL 400 E. Lower Wacker \n", "\n", " facility_phone inventory_num \n", "0 (773) 568-8495 2750424 \n", "1 (312) 744-7550 917129 \n", "2 (773) 265-7605 6798366 \n", "3 (312) 744-7550 917127 \n", "4 (312) 744-7550 917128 " ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're going to work with the towed dataset for a bit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspecting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've already been using `.head()`, but there's also `.tail()`. You can also use standard Python slicing." ] }, { "cell_type": "code", "collapsed": false, "input": [ "towed[100:105]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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datemakestylemodelcolorplatestatetowed_tofacility_phoneinventory_num
1002014-11-18 FORD 4D SIL B9455 NB 10300 S. Doty (773) 568-8495 2750400
1012014-11-18 BMW 4D WHI V960806 IL 400 E. Lower Wacker (312) 744-7550 917087
1022014-11-18 DODG PK TK RED 1382871B IL 10300 S. Doty (773) 568-8495 2750398
1032014-11-18 CHEV 4D TAN V356714 IL 10300 S. Doty (773) 568-8495 2750397
1042014-11-18 BUIC 4D WHI S941660 IL 10300 S. Doty (773) 568-8495 2750396
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ " date make style model color plate state towed_to \\\n", "100 2014-11-18 FORD 4D SIL B9455 NB 10300 S. Doty \n", "101 2014-11-18 BMW 4D WHI V960806 IL 400 E. Lower Wacker \n", "102 2014-11-18 DODG PK TK RED 1382871B IL 10300 S. Doty \n", "103 2014-11-18 CHEV 4D TAN V356714 IL 10300 S. Doty \n", "104 2014-11-18 BUIC 4D WHI S941660 IL 10300 S. Doty \n", "\n", " facility_phone inventory_num \n", "100 (773) 568-8495 2750400 \n", "101 (312) 744-7550 917087 \n", "102 (773) 568-8495 2750398 \n", "103 (773) 568-8495 2750397 \n", "104 (773) 568-8495 2750396 " ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "towed.info() # empty string showing up as non-null value" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Int64Index: 5065 entries, 0 to 5064\n", "Data columns (total 10 columns):\n", "date 5065 non-null datetime64[ns]\n", "make 5065 non-null object\n", "style 5065 non-null object\n", "model 5065 non-null object\n", "color 5065 non-null object\n", "plate 5065 non-null object\n", "state 5065 non-null object\n", "towed_to 5065 non-null object\n", "facility_phone 5065 non-null object\n", "inventory_num 5065 non-null int64\n", "dtypes: datetime64[ns](1), int64(1), object(8)\n", "memory usage: 435.3+ KB\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "mo.info() # note the nulls in the Awards column" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Int64Index: 19 entries, 0 to 18\n", "Data columns (total 34 columns):\n", "Year 19 non-null int64\n", "Age 19 non-null int64\n", "Tm 19 non-null object\n", "Lg 19 non-null object\n", "W 19 non-null int64\n", "L 19 non-null int64\n", "W-L% 19 non-null float64\n", "ERA 19 non-null float64\n", "G 19 non-null int64\n", "GS 19 non-null int64\n", "GF 19 non-null int64\n", "CG 19 non-null int64\n", "SHO 19 non-null int64\n", "SV 19 non-null int64\n", "IP 19 non-null float64\n", "H 19 non-null int64\n", "R 19 non-null int64\n", "ER 19 non-null int64\n", "HR 19 non-null int64\n", "BB 19 non-null int64\n", "IBB 19 non-null int64\n", "SO 19 non-null int64\n", "HBP 19 non-null int64\n", "BK 19 non-null int64\n", "WP 19 non-null int64\n", "BF 19 non-null int64\n", "ERA+ 19 non-null int64\n", "WHIP 19 non-null float64\n", "H/9 19 non-null float64\n", "HR/9 19 non-null float64\n", "BB/9 19 non-null float64\n", "SO/9 19 non-null float64\n", "SO/BB 19 non-null float64\n", "Awards 15 non-null object\n", "dtypes: float64(9), int64(22), object(3)\n", "memory usage: 5.2+ KB\n" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "mo.describe() # basic stats for any numeric column" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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YearAgeWLW-L%ERAGGSGFCGSHOSVIPHRERHRBBIBBSOHBPBKWPBFERA+WHIPH/9HR/9BB/9SO/9SO/BB
count 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19 19 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000
mean 2004.000000 34.000000 4.315789 3.157895 0.570158 2.222105 58.684211 0.526316 50.105263 0 0 34.315789 67.315789 52.526316 17.894737 16.578947 3.736842 15.052632 2.157895 61.736842 2.421053 0.157895 0.684211 268.578947 222.157895 0.998684 6.994737 0.489474 1.994737 8.142105 4.870000
std 5.627314 5.627314 2.083070 1.462994 0.174293 0.918861 17.023032 2.294157 19.944074 0 0 15.198877 18.657506 15.886292 8.305920 8.064434 2.423086 8.140937 1.500487 24.250641 1.894899 0.374634 0.749269 75.045405 56.108291 0.171747 1.107787 0.328117 0.779939 1.403296 2.553853
min 1995.000000 25.000000 1.000000 0.000000 0.200000 1.380000 9.000000 0.000000 2.000000 0 0 0.000000 8.100000 6.000000 2.000000 2.000000 0.000000 2.000000 0.000000 8.000000 0.000000 0.000000 0.000000 32.000000 84.000000 0.665000 5.200000 0.000000 0.800000 5.300000 1.700000
25% 1999.500000 29.500000 3.000000 2.000000 0.500000 1.800000 61.000000 0.000000 51.500000 0 0 31.500000 62.550000 45.000000 14.000000 13.000000 2.500000 10.500000 1.000000 51.500000 1.000000 0.000000 0.000000 251.000000 192.000000 0.901000 6.300000 0.300000 1.300000 6.900000 3.350000
50% 2004.000000 34.000000 4.000000 3.000000 0.571000 1.910000 64.000000 0.000000 57.000000 0 0 39.000000 70.200000 58.000000 16.000000 14.000000 3.000000 12.000000 2.000000 60.000000 2.000000 0.000000 1.000000 277.000000 233.000000 0.994000 6.900000 0.400000 2.100000 8.000000 4.090000
75% 2008.500000 38.500000 6.000000 4.000000 0.651500 2.250000 66.000000 0.000000 60.500000 0 0 44.000000 75.100000 63.000000 21.000000 19.000000 4.500000 19.000000 3.000000 73.000000 4.000000 0.000000 1.000000 303.500000 254.500000 1.070500 7.600000 0.600000 2.400000 9.250000 6.085000
max 2013.000000 43.000000 8.000000 6.000000 1.000000 5.510000 74.000000 10.000000 69.000000 0 0 53.000000 107.200000 73.000000 43.000000 41.000000 11.000000 34.000000 6.000000 130.000000 6.000000 1.000000 2.000000 425.000000 316.000000 1.507000 9.500000 1.500000 4.000000 10.900000 12.830000
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ " Year Age W L W-L% ERA \\\n", "count 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 \n", "mean 2004.000000 34.000000 4.315789 3.157895 0.570158 2.222105 \n", "std 5.627314 5.627314 2.083070 1.462994 0.174293 0.918861 \n", "min 1995.000000 25.000000 1.000000 0.000000 0.200000 1.380000 \n", "25% 1999.500000 29.500000 3.000000 2.000000 0.500000 1.800000 \n", "50% 2004.000000 34.000000 4.000000 3.000000 0.571000 1.910000 \n", "75% 2008.500000 38.500000 6.000000 4.000000 0.651500 2.250000 \n", "max 2013.000000 43.000000 8.000000 6.000000 1.000000 5.510000 \n", "\n", " G GS GF CG SHO SV IP \\\n", "count 19.000000 19.000000 19.000000 19 19 19.000000 19.000000 \n", "mean 58.684211 0.526316 50.105263 0 0 34.315789 67.315789 \n", "std 17.023032 2.294157 19.944074 0 0 15.198877 18.657506 \n", "min 9.000000 0.000000 2.000000 0 0 0.000000 8.100000 \n", "25% 61.000000 0.000000 51.500000 0 0 31.500000 62.550000 \n", "50% 64.000000 0.000000 57.000000 0 0 39.000000 70.200000 \n", "75% 66.000000 0.000000 60.500000 0 0 44.000000 75.100000 \n", "max 74.000000 10.000000 69.000000 0 0 53.000000 107.200000 \n", "\n", " H R ER HR BB IBB \\\n", "count 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 \n", "mean 52.526316 17.894737 16.578947 3.736842 15.052632 2.157895 \n", "std 15.886292 8.305920 8.064434 2.423086 8.140937 1.500487 \n", "min 6.000000 2.000000 2.000000 0.000000 2.000000 0.000000 \n", "25% 45.000000 14.000000 13.000000 2.500000 10.500000 1.000000 \n", "50% 58.000000 16.000000 14.000000 3.000000 12.000000 2.000000 \n", "75% 63.000000 21.000000 19.000000 4.500000 19.000000 3.000000 \n", "max 73.000000 43.000000 41.000000 11.000000 34.000000 6.000000 \n", "\n", " SO HBP BK WP BF ERA+ \\\n", "count 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 \n", "mean 61.736842 2.421053 0.157895 0.684211 268.578947 222.157895 \n", "std 24.250641 1.894899 0.374634 0.749269 75.045405 56.108291 \n", "min 8.000000 0.000000 0.000000 0.000000 32.000000 84.000000 \n", "25% 51.500000 1.000000 0.000000 0.000000 251.000000 192.000000 \n", "50% 60.000000 2.000000 0.000000 1.000000 277.000000 233.000000 \n", "75% 73.000000 4.000000 0.000000 1.000000 303.500000 254.500000 \n", "max 130.000000 6.000000 1.000000 2.000000 425.000000 316.000000 \n", "\n", " WHIP H/9 HR/9 BB/9 SO/9 SO/BB \n", "count 19.000000 19.000000 19.000000 19.000000 19.000000 19.000000 \n", "mean 0.998684 6.994737 0.489474 1.994737 8.142105 4.870000 \n", "std 0.171747 1.107787 0.328117 0.779939 1.403296 2.553853 \n", "min 0.665000 5.200000 0.000000 0.800000 5.300000 1.700000 \n", "25% 0.901000 6.300000 0.300000 1.300000 6.900000 3.350000 \n", "50% 0.994000 6.900000 0.400000 2.100000 8.000000 4.090000 \n", "75% 1.070500 7.600000 0.600000 2.400000 9.250000 6.085000 \n", "max 1.507000 9.500000 1.500000 4.000000 10.900000 12.830000 " ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Indexes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "towed.set_index('date', inplace=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT *\n", "# FROM towed\n", "# WHERE date = '2014-11-04'\n", "# LIMIT 5;\n", "towed.ix['2014-11-04']" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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makestylemodelcolorplatestatetowed_tofacility_phoneinventory_num
date
2014-11-04 LINC LL GRN V322831 IL 10300 S. Doty (773) 568-8495 2749375
2014-11-04 CHRY VN BLU 7101535 IL 701 N. Sacramento (773) 265-7605 6797250
2014-11-04 PLYM VN TK GRN V144454 IL 701 N. Sacramento (773) 265-7605 6797248
2014-11-04 CHEV VN TK BLK K719308 IL 701 N. Sacramento (773) 265-7605 6797246
2014-11-04 CHEV 4D IMP SIL UG5J2P MO 701 N. Sacramento (773) 265-7605 6797244
2014-11-04 FORD SW SIL S860992 IL 10300 S. Doty (773) 568-8495 2749362
2014-11-04 DODG VN RED 571R990 IL 701 N. Sacramento (773) 265-7605 6797239
2014-11-04 DODG PK TK BRO 1381812 IL 10300 S. Doty (773) 568-8495 2749364
2014-11-04 ZCZY 2D BRO IL 10300 S. Doty (773) 785-9752 1714849
2014-11-04 CHEV 4D SIL 10300 S. Doty (773) 568-8495 2749363
2014-11-04 CHEV 4D BLK K527576 IL 10300 S. Doty (773) 568-8495 2749365
2014-11-04 OLDS VN TK MAR 695R324 IL 701 N. Sacramento (773) 265-7605 6797237
2014-11-04 OLDS 4D TAN N646613 IL 10300 S. Doty (773) 568-8495 2749359
2014-11-04 LINC 4D SIL 10300 S. Doty (773) 568-8495 2749358
2014-11-04 LINC 4D BLK E144539 IN 10300 S. Doty (773) 785-9752 1714848
2014-11-04 ISU LL TK WHI AY82383 AL 701 N. Sacramento (773) 265-7605 6797232
2014-11-04 HYUN 2T GRN S991561 IL 701 N. Sacramento (773) 265-7605 6797224
2014-11-04 TOYT VN GRN R620262 IL 701 N. Sacramento (773) 265-7605 6797225
2014-11-04 CHEV LL GRY IT9801M IL 10300 S. Doty (773) 568-8495 2749335
2014-11-04 CHEV 4D BLK R689805 IL 10300 S. Doty (773) 568-8495 6797229
2014-11-04 SAA 4D BLK V901738 IL 10300 S. Doty (773) 785-9752 1714847
2014-11-04 PONT 4D MAR X149084 IL 10300 S. Doty (773) 785-9752 1714846
2014-11-04 DODG 4D GRY IL 10300 S. Doty (773) 568-8495 2749357
2014-11-04 NISS 4D BLK S806552 IL 10300 S. Doty (773) 568-8495 2749355
2014-11-04 DODG 4D GRY P432676 IL 701 N. Sacramento (773) 265-7605 6797220
2014-11-04 OLDS 4D BLK IL 701 N. Sacramento (773) 265-7605 6797216
2014-11-04 PONT 4D MAR 837PDG WI 701 N. Sacramento (773) 265-7605 6797217
2014-11-04 DODG VN RED IL 10300 S. Doty (773) 568-8495 2749360
2014-11-04 FORD LL BLK V521737 IL 10300 S. Doty (773) 568-8495 464577
2014-11-04 FORD 4D GRY L702784 IL 10300 S. Doty (773) 785-9752 1714845
..............................
2014-11-04 LINC 4D GRN L901713 IL 10300 S. Doty (773) 568-8495 2749370
2014-11-04 TOYT 2D SIL 190R367 IL 10300 S. Doty (773) 568-8495 2749345
2014-11-04 TOYT 2D GRN V241962 IL 10300 S. Doty (773) 568-8495 2749352
2014-11-04 MASE 4D GRY B345780 IL 701 N. Sacramento (773) 265-7605 6797207
2014-11-04 DODG VN WHI L293657 IL 10300 S. Doty (773) 568-8495 2749354
2014-11-04 NISS LL GRY V583736 IL 701 N. Sacramento (773) 265-7605 6797201
2014-11-04 FORD LL BLK 796ERG MN 701 N. Sacramento (773) 265-1846 1532877
2014-11-04 FORD LL BLK S485239 IL 10300 S. Doty (773) 568-8495 2749349
2014-11-04 DODG 4D BLK E274365 IL 10300 S. Doty (773) 568-8495 2749348
2014-11-04 PONT 4D MAR S728401 IL 10300 S. Doty (773) 568-8495 2749347
2014-11-04 JEEP LL RED R491482 IL 701 N. Sacramento (773) 265-7605 6797196
2014-11-04 LINC 4D BLK R470097 IL 701 N. Sacramento (773) 265-7605 6797194
2014-11-04 FORD 2D WHI V145161 IL 701 N. Sacramento (773) 265-7605 6797188
2014-11-04 FORD VN WHI 00527142 IL 701 N. Sacramento (773) 265-7605 6797186
2014-11-04 DODG 4D SIL P579868 IL 10300 S. Doty (773) 568-8495 2749332
2014-11-04 FORD 4D DBL CAPITAL WI 701 N. Sacramento (773) 265-7605 6797189
2014-11-04 SATR 4D GRN V514780 IL 701 N. Sacramento (773) 265-7605 6797190
2014-11-04 OLDS 4D GRY N935508 IL 10300 S. Doty (773) 568-8495 2749343
2014-11-04 NISS 4D SIL R952618 IL 10300 S. Doty (773) 568-8495 2749329
2014-11-04 FORD 4D MAR V612513 IL 10300 S. Doty (773) 568-8495 2749337
2014-11-04 DODG VN TK BLU 731R563 IL 10300 S. Doty (773) 568-8495 2749386
2014-11-04 AUDI 4D WHI E150919 IL 10300 S. Doty (773) 568-8495 2749334
2014-11-04 PLYM LL GRY IL 10300 S. Doty (773) 568-8495 2749326
2014-11-04 FORD 4D GRN VUO601 IN 701 N. Sacramento (773) 265-7605 6797183
2014-11-04 CHEV 4D SIL A014416 IL 701 N. Sacramento (773) 265-7605 6797182
2014-11-04 INFI 4D BLK V682152 IL 701 N. Sacramento (773) 265-7605 6797178
2014-11-04 SUZI LL TAN E259378 IL 701 N. Sacramento (773) 265-7605 6797177
2014-11-04 MASE 4D GRY IL 10300 S. Doty (773) 568-8495 2749377
2014-11-04 CHEV 2D BLU V609354 IL 10300 S. Doty (773) 568-8495 2749378
2014-11-04 CHEV 2D SIL 552P849 IL 10300 S. Doty (773) 568-8495 2749381
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70 rows \u00d7 9 columns

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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ " make style model color plate state towed_to \\\n", "date \n", "2014-11-04 LINC LL GRN V322831 IL 10300 S. Doty \n", "2014-11-04 CHRY VN BLU 7101535 IL 701 N. Sacramento \n", "2014-11-04 PLYM VN TK GRN V144454 IL 701 N. Sacramento \n", "2014-11-04 CHEV VN TK BLK K719308 IL 701 N. Sacramento \n", "2014-11-04 CHEV 4D IMP SIL UG5J2P MO 701 N. Sacramento \n", "2014-11-04 FORD SW SIL S860992 IL 10300 S. Doty \n", "2014-11-04 DODG VN RED 571R990 IL 701 N. Sacramento \n", "2014-11-04 DODG PK TK BRO 1381812 IL 10300 S. Doty \n", "2014-11-04 ZCZY 2D BRO IL 10300 S. Doty \n", "2014-11-04 CHEV 4D SIL 10300 S. Doty \n", "2014-11-04 CHEV 4D BLK K527576 IL 10300 S. Doty \n", "2014-11-04 OLDS VN TK MAR 695R324 IL 701 N. Sacramento \n", "2014-11-04 OLDS 4D TAN N646613 IL 10300 S. Doty \n", "2014-11-04 LINC 4D SIL 10300 S. Doty \n", "2014-11-04 LINC 4D BLK E144539 IN 10300 S. Doty \n", "2014-11-04 ISU LL TK WHI AY82383 AL 701 N. Sacramento \n", "2014-11-04 HYUN 2T GRN S991561 IL 701 N. Sacramento \n", "2014-11-04 TOYT VN GRN R620262 IL 701 N. Sacramento \n", "2014-11-04 CHEV LL GRY IT9801M IL 10300 S. Doty \n", "2014-11-04 CHEV 4D BLK R689805 IL 10300 S. Doty \n", "2014-11-04 SAA 4D BLK V901738 IL 10300 S. Doty \n", "2014-11-04 PONT 4D MAR X149084 IL 10300 S. Doty \n", "2014-11-04 DODG 4D GRY IL 10300 S. Doty \n", "2014-11-04 NISS 4D BLK S806552 IL 10300 S. Doty \n", "2014-11-04 DODG 4D GRY P432676 IL 701 N. Sacramento \n", "2014-11-04 OLDS 4D BLK IL 701 N. Sacramento \n", "2014-11-04 PONT 4D MAR 837PDG WI 701 N. Sacramento \n", "2014-11-04 DODG VN RED IL 10300 S. Doty \n", "2014-11-04 FORD LL BLK V521737 IL 10300 S. Doty \n", "2014-11-04 FORD 4D GRY L702784 IL 10300 S. Doty \n", "... ... ... ... ... ... ... ... \n", "2014-11-04 LINC 4D GRN L901713 IL 10300 S. Doty \n", "2014-11-04 TOYT 2D SIL 190R367 IL 10300 S. Doty \n", "2014-11-04 TOYT 2D GRN V241962 IL 10300 S. Doty \n", "2014-11-04 MASE 4D GRY B345780 IL 701 N. Sacramento \n", "2014-11-04 DODG VN WHI L293657 IL 10300 S. Doty \n", "2014-11-04 NISS LL GRY V583736 IL 701 N. Sacramento \n", "2014-11-04 FORD LL BLK 796ERG MN 701 N. Sacramento \n", "2014-11-04 FORD LL BLK S485239 IL 10300 S. Doty \n", "2014-11-04 DODG 4D BLK E274365 IL 10300 S. Doty \n", "2014-11-04 PONT 4D MAR S728401 IL 10300 S. Doty \n", "2014-11-04 JEEP LL RED R491482 IL 701 N. Sacramento \n", "2014-11-04 LINC 4D BLK R470097 IL 701 N. Sacramento \n", "2014-11-04 FORD 2D WHI V145161 IL 701 N. Sacramento \n", "2014-11-04 FORD VN WHI 00527142 IL 701 N. Sacramento \n", "2014-11-04 DODG 4D SIL P579868 IL 10300 S. Doty \n", "2014-11-04 FORD 4D DBL CAPITAL WI 701 N. Sacramento \n", "2014-11-04 SATR 4D GRN V514780 IL 701 N. Sacramento \n", "2014-11-04 OLDS 4D GRY N935508 IL 10300 S. Doty \n", "2014-11-04 NISS 4D SIL R952618 IL 10300 S. Doty \n", "2014-11-04 FORD 4D MAR V612513 IL 10300 S. Doty \n", "2014-11-04 DODG VN TK BLU 731R563 IL 10300 S. Doty \n", "2014-11-04 AUDI 4D WHI E150919 IL 10300 S. Doty \n", "2014-11-04 PLYM LL GRY IL 10300 S. Doty \n", "2014-11-04 FORD 4D GRN VUO601 IN 701 N. Sacramento \n", "2014-11-04 CHEV 4D SIL A014416 IL 701 N. Sacramento \n", "2014-11-04 INFI 4D BLK V682152 IL 701 N. Sacramento \n", "2014-11-04 SUZI LL TAN E259378 IL 701 N. Sacramento \n", "2014-11-04 MASE 4D GRY IL 10300 S. Doty \n", "2014-11-04 CHEV 2D BLU V609354 IL 10300 S. Doty \n", "2014-11-04 CHEV 2D SIL 552P849 IL 10300 S. Doty \n", "\n", " facility_phone inventory_num \n", "date \n", "2014-11-04 (773) 568-8495 2749375 \n", "2014-11-04 (773) 265-7605 6797250 \n", "2014-11-04 (773) 265-7605 6797248 \n", "2014-11-04 (773) 265-7605 6797246 \n", "2014-11-04 (773) 265-7605 6797244 \n", "2014-11-04 (773) 568-8495 2749362 \n", "2014-11-04 (773) 265-7605 6797239 \n", "2014-11-04 (773) 568-8495 2749364 \n", "2014-11-04 (773) 785-9752 1714849 \n", "2014-11-04 (773) 568-8495 2749363 \n", "2014-11-04 (773) 568-8495 2749365 \n", "2014-11-04 (773) 265-7605 6797237 \n", "2014-11-04 (773) 568-8495 2749359 \n", "2014-11-04 (773) 568-8495 2749358 \n", "2014-11-04 (773) 785-9752 1714848 \n", "2014-11-04 (773) 265-7605 6797232 \n", "2014-11-04 (773) 265-7605 6797224 \n", "2014-11-04 (773) 265-7605 6797225 \n", "2014-11-04 (773) 568-8495 2749335 \n", "2014-11-04 (773) 568-8495 6797229 \n", "2014-11-04 (773) 785-9752 1714847 \n", "2014-11-04 (773) 785-9752 1714846 \n", "2014-11-04 (773) 568-8495 2749357 \n", "2014-11-04 (773) 568-8495 2749355 \n", "2014-11-04 (773) 265-7605 6797220 \n", "2014-11-04 (773) 265-7605 6797216 \n", "2014-11-04 (773) 265-7605 6797217 \n", "2014-11-04 (773) 568-8495 2749360 \n", "2014-11-04 (773) 568-8495 464577 \n", "2014-11-04 (773) 785-9752 1714845 \n", "... ... ... \n", "2014-11-04 (773) 568-8495 2749370 \n", "2014-11-04 (773) 568-8495 2749345 \n", "2014-11-04 (773) 568-8495 2749352 \n", "2014-11-04 (773) 265-7605 6797207 \n", "2014-11-04 (773) 568-8495 2749354 \n", "2014-11-04 (773) 265-7605 6797201 \n", "2014-11-04 (773) 265-1846 1532877 \n", "2014-11-04 (773) 568-8495 2749349 \n", "2014-11-04 (773) 568-8495 2749348 \n", "2014-11-04 (773) 568-8495 2749347 \n", "2014-11-04 (773) 265-7605 6797196 \n", "2014-11-04 (773) 265-7605 6797194 \n", "2014-11-04 (773) 265-7605 6797188 \n", "2014-11-04 (773) 265-7605 6797186 \n", "2014-11-04 (773) 568-8495 2749332 \n", "2014-11-04 (773) 265-7605 6797189 \n", "2014-11-04 (773) 265-7605 6797190 \n", "2014-11-04 (773) 568-8495 2749343 \n", "2014-11-04 (773) 568-8495 2749329 \n", "2014-11-04 (773) 568-8495 2749337 \n", "2014-11-04 (773) 568-8495 2749386 \n", "2014-11-04 (773) 568-8495 2749334 \n", "2014-11-04 (773) 568-8495 2749326 \n", "2014-11-04 (773) 265-7605 6797183 \n", "2014-11-04 (773) 265-7605 6797182 \n", "2014-11-04 (773) 265-7605 6797178 \n", "2014-11-04 (773) 265-7605 6797177 \n", "2014-11-04 (773) 568-8495 2749377 \n", "2014-11-04 (773) 568-8495 2749378 \n", "2014-11-04 (773) 568-8495 2749381 \n", "\n", "[70 rows x 9 columns]" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "towed.ix['2014-11-04', 'make'] # get a Series back (or individual values, if unique)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "date\n", "2014-11-04 LINC\n", "2014-11-04 CHRY\n", "2014-11-04 PLYM\n", "2014-11-04 CHEV\n", "2014-11-04 CHEV\n", "2014-11-04 FORD\n", "2014-11-04 DODG\n", "2014-11-04 DODG\n", "2014-11-04 ZCZY\n", "2014-11-04 CHEV\n", "2014-11-04 CHEV\n", "2014-11-04 OLDS\n", "2014-11-04 OLDS\n", "2014-11-04 LINC\n", "2014-11-04 LINC\n", "...\n", "2014-11-04 FORD\n", "2014-11-04 SATR\n", "2014-11-04 OLDS\n", "2014-11-04 NISS\n", "2014-11-04 FORD\n", "2014-11-04 DODG\n", "2014-11-04 AUDI\n", "2014-11-04 PLYM\n", "2014-11-04 FORD\n", "2014-11-04 CHEV\n", "2014-11-04 INFI\n", "2014-11-04 SUZI\n", "2014-11-04 MASE\n", "2014-11-04 CHEV\n", "2014-11-04 CHEV\n", "Name: make, Length: 70" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT *\n", "# FROM towed\n", "# WHERE date = '2014-11-04';\n", "towed.reset_index(inplace=True)\n", "towed[towed['date'] == '2014-11-04']" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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datemakestylemodelcolorplatestatetowed_tofacility_phoneinventory_num
13502014-11-04 LINC LL GRN V322831 IL 10300 S. Doty (773) 568-8495 2749375
13512014-11-04 CHRY VN BLU 7101535 IL 701 N. Sacramento (773) 265-7605 6797250
13522014-11-04 PLYM VN TK GRN V144454 IL 701 N. Sacramento (773) 265-7605 6797248
13532014-11-04 CHEV VN TK BLK K719308 IL 701 N. Sacramento (773) 265-7605 6797246
13542014-11-04 CHEV 4D IMP SIL UG5J2P MO 701 N. Sacramento (773) 265-7605 6797244
13552014-11-04 FORD SW SIL S860992 IL 10300 S. Doty (773) 568-8495 2749362
13562014-11-04 DODG VN RED 571R990 IL 701 N. Sacramento (773) 265-7605 6797239
13572014-11-04 DODG PK TK BRO 1381812 IL 10300 S. Doty (773) 568-8495 2749364
13582014-11-04 ZCZY 2D BRO IL 10300 S. Doty (773) 785-9752 1714849
13592014-11-04 CHEV 4D SIL 10300 S. Doty (773) 568-8495 2749363
13602014-11-04 CHEV 4D BLK K527576 IL 10300 S. Doty (773) 568-8495 2749365
13612014-11-04 OLDS VN TK MAR 695R324 IL 701 N. Sacramento (773) 265-7605 6797237
13622014-11-04 OLDS 4D TAN N646613 IL 10300 S. Doty (773) 568-8495 2749359
13632014-11-04 LINC 4D SIL 10300 S. Doty (773) 568-8495 2749358
13642014-11-04 LINC 4D BLK E144539 IN 10300 S. Doty (773) 785-9752 1714848
13652014-11-04 ISU LL TK WHI AY82383 AL 701 N. Sacramento (773) 265-7605 6797232
13662014-11-04 HYUN 2T GRN S991561 IL 701 N. Sacramento (773) 265-7605 6797224
13672014-11-04 TOYT VN GRN R620262 IL 701 N. Sacramento (773) 265-7605 6797225
13682014-11-04 CHEV LL GRY IT9801M IL 10300 S. Doty (773) 568-8495 2749335
13692014-11-04 CHEV 4D BLK R689805 IL 10300 S. Doty (773) 568-8495 6797229
13702014-11-04 SAA 4D BLK V901738 IL 10300 S. Doty (773) 785-9752 1714847
13712014-11-04 PONT 4D MAR X149084 IL 10300 S. Doty (773) 785-9752 1714846
13722014-11-04 DODG 4D GRY IL 10300 S. Doty (773) 568-8495 2749357
13732014-11-04 NISS 4D BLK S806552 IL 10300 S. Doty (773) 568-8495 2749355
13742014-11-04 DODG 4D GRY P432676 IL 701 N. Sacramento (773) 265-7605 6797220
13752014-11-04 OLDS 4D BLK IL 701 N. Sacramento (773) 265-7605 6797216
13762014-11-04 PONT 4D MAR 837PDG WI 701 N. Sacramento (773) 265-7605 6797217
13772014-11-04 DODG VN RED IL 10300 S. Doty (773) 568-8495 2749360
13782014-11-04 FORD LL BLK V521737 IL 10300 S. Doty (773) 568-8495 464577
13792014-11-04 FORD 4D GRY L702784 IL 10300 S. Doty (773) 785-9752 1714845
.................................
13902014-11-04 LINC 4D GRN L901713 IL 10300 S. Doty (773) 568-8495 2749370
13912014-11-04 TOYT 2D SIL 190R367 IL 10300 S. Doty (773) 568-8495 2749345
13922014-11-04 TOYT 2D GRN V241962 IL 10300 S. Doty (773) 568-8495 2749352
13932014-11-04 MASE 4D GRY B345780 IL 701 N. Sacramento (773) 265-7605 6797207
13942014-11-04 DODG VN WHI L293657 IL 10300 S. Doty (773) 568-8495 2749354
13952014-11-04 NISS LL GRY V583736 IL 701 N. Sacramento (773) 265-7605 6797201
13962014-11-04 FORD LL BLK 796ERG MN 701 N. Sacramento (773) 265-1846 1532877
13972014-11-04 FORD LL BLK S485239 IL 10300 S. Doty (773) 568-8495 2749349
13982014-11-04 DODG 4D BLK E274365 IL 10300 S. Doty (773) 568-8495 2749348
13992014-11-04 PONT 4D MAR S728401 IL 10300 S. Doty (773) 568-8495 2749347
14002014-11-04 JEEP LL RED R491482 IL 701 N. Sacramento (773) 265-7605 6797196
14012014-11-04 LINC 4D BLK R470097 IL 701 N. Sacramento (773) 265-7605 6797194
14022014-11-04 FORD 2D WHI V145161 IL 701 N. Sacramento (773) 265-7605 6797188
14032014-11-04 FORD VN WHI 00527142 IL 701 N. Sacramento (773) 265-7605 6797186
14042014-11-04 DODG 4D SIL P579868 IL 10300 S. Doty (773) 568-8495 2749332
14052014-11-04 FORD 4D DBL CAPITAL WI 701 N. Sacramento (773) 265-7605 6797189
14062014-11-04 SATR 4D GRN V514780 IL 701 N. Sacramento (773) 265-7605 6797190
14072014-11-04 OLDS 4D GRY N935508 IL 10300 S. Doty (773) 568-8495 2749343
14082014-11-04 NISS 4D SIL R952618 IL 10300 S. Doty (773) 568-8495 2749329
14092014-11-04 FORD 4D MAR V612513 IL 10300 S. Doty (773) 568-8495 2749337
14102014-11-04 DODG VN TK BLU 731R563 IL 10300 S. Doty (773) 568-8495 2749386
14112014-11-04 AUDI 4D WHI E150919 IL 10300 S. Doty (773) 568-8495 2749334
14122014-11-04 PLYM LL GRY IL 10300 S. Doty (773) 568-8495 2749326
14132014-11-04 FORD 4D GRN VUO601 IN 701 N. Sacramento (773) 265-7605 6797183
14142014-11-04 CHEV 4D SIL A014416 IL 701 N. Sacramento (773) 265-7605 6797182
14152014-11-04 INFI 4D BLK V682152 IL 701 N. Sacramento (773) 265-7605 6797178
14162014-11-04 SUZI LL TAN E259378 IL 701 N. Sacramento (773) 265-7605 6797177
14172014-11-04 MASE 4D GRY IL 10300 S. Doty (773) 568-8495 2749377
14182014-11-04 CHEV 2D BLU V609354 IL 10300 S. Doty (773) 568-8495 2749378
14192014-11-04 CHEV 2D SIL 552P849 IL 10300 S. Doty (773) 568-8495 2749381
\n", "

70 rows \u00d7 10 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ " date make style model color plate state towed_to \\\n", "1350 2014-11-04 LINC LL GRN V322831 IL 10300 S. Doty \n", "1351 2014-11-04 CHRY VN BLU 7101535 IL 701 N. Sacramento \n", "1352 2014-11-04 PLYM VN TK GRN V144454 IL 701 N. Sacramento \n", "1353 2014-11-04 CHEV VN TK BLK K719308 IL 701 N. Sacramento \n", "1354 2014-11-04 CHEV 4D IMP SIL UG5J2P MO 701 N. Sacramento \n", "1355 2014-11-04 FORD SW SIL S860992 IL 10300 S. Doty \n", "1356 2014-11-04 DODG VN RED 571R990 IL 701 N. Sacramento \n", "1357 2014-11-04 DODG PK TK BRO 1381812 IL 10300 S. Doty \n", "1358 2014-11-04 ZCZY 2D BRO IL 10300 S. Doty \n", "1359 2014-11-04 CHEV 4D SIL 10300 S. Doty \n", "1360 2014-11-04 CHEV 4D BLK K527576 IL 10300 S. Doty \n", "1361 2014-11-04 OLDS VN TK MAR 695R324 IL 701 N. Sacramento \n", "1362 2014-11-04 OLDS 4D TAN N646613 IL 10300 S. Doty \n", "1363 2014-11-04 LINC 4D SIL 10300 S. Doty \n", "1364 2014-11-04 LINC 4D BLK E144539 IN 10300 S. Doty \n", "1365 2014-11-04 ISU LL TK WHI AY82383 AL 701 N. Sacramento \n", "1366 2014-11-04 HYUN 2T GRN S991561 IL 701 N. Sacramento \n", "1367 2014-11-04 TOYT VN GRN R620262 IL 701 N. Sacramento \n", "1368 2014-11-04 CHEV LL GRY IT9801M IL 10300 S. Doty \n", "1369 2014-11-04 CHEV 4D BLK R689805 IL 10300 S. Doty \n", "1370 2014-11-04 SAA 4D BLK V901738 IL 10300 S. Doty \n", "1371 2014-11-04 PONT 4D MAR X149084 IL 10300 S. Doty \n", "1372 2014-11-04 DODG 4D GRY IL 10300 S. Doty \n", "1373 2014-11-04 NISS 4D BLK S806552 IL 10300 S. Doty \n", "1374 2014-11-04 DODG 4D GRY P432676 IL 701 N. Sacramento \n", "1375 2014-11-04 OLDS 4D BLK IL 701 N. Sacramento \n", "1376 2014-11-04 PONT 4D MAR 837PDG WI 701 N. Sacramento \n", "1377 2014-11-04 DODG VN RED IL 10300 S. Doty \n", "1378 2014-11-04 FORD LL BLK V521737 IL 10300 S. Doty \n", "1379 2014-11-04 FORD 4D GRY L702784 IL 10300 S. Doty \n", "... ... ... ... ... ... ... ... ... \n", "1390 2014-11-04 LINC 4D GRN L901713 IL 10300 S. Doty \n", "1391 2014-11-04 TOYT 2D SIL 190R367 IL 10300 S. Doty \n", "1392 2014-11-04 TOYT 2D GRN V241962 IL 10300 S. Doty \n", "1393 2014-11-04 MASE 4D GRY B345780 IL 701 N. Sacramento \n", "1394 2014-11-04 DODG VN WHI L293657 IL 10300 S. Doty \n", "1395 2014-11-04 NISS LL GRY V583736 IL 701 N. Sacramento \n", "1396 2014-11-04 FORD LL BLK 796ERG MN 701 N. Sacramento \n", "1397 2014-11-04 FORD LL BLK S485239 IL 10300 S. Doty \n", "1398 2014-11-04 DODG 4D BLK E274365 IL 10300 S. Doty \n", "1399 2014-11-04 PONT 4D MAR S728401 IL 10300 S. Doty \n", "1400 2014-11-04 JEEP LL RED R491482 IL 701 N. Sacramento \n", "1401 2014-11-04 LINC 4D BLK R470097 IL 701 N. Sacramento \n", "1402 2014-11-04 FORD 2D WHI V145161 IL 701 N. Sacramento \n", "1403 2014-11-04 FORD VN WHI 00527142 IL 701 N. Sacramento \n", "1404 2014-11-04 DODG 4D SIL P579868 IL 10300 S. Doty \n", "1405 2014-11-04 FORD 4D DBL CAPITAL WI 701 N. Sacramento \n", "1406 2014-11-04 SATR 4D GRN V514780 IL 701 N. Sacramento \n", "1407 2014-11-04 OLDS 4D GRY N935508 IL 10300 S. Doty \n", "1408 2014-11-04 NISS 4D SIL R952618 IL 10300 S. Doty \n", "1409 2014-11-04 FORD 4D MAR V612513 IL 10300 S. Doty \n", "1410 2014-11-04 DODG VN TK BLU 731R563 IL 10300 S. Doty \n", "1411 2014-11-04 AUDI 4D WHI E150919 IL 10300 S. Doty \n", "1412 2014-11-04 PLYM LL GRY IL 10300 S. Doty \n", "1413 2014-11-04 FORD 4D GRN VUO601 IN 701 N. Sacramento \n", "1414 2014-11-04 CHEV 4D SIL A014416 IL 701 N. Sacramento \n", "1415 2014-11-04 INFI 4D BLK V682152 IL 701 N. Sacramento \n", "1416 2014-11-04 SUZI LL TAN E259378 IL 701 N. Sacramento \n", "1417 2014-11-04 MASE 4D GRY IL 10300 S. Doty \n", "1418 2014-11-04 CHEV 2D BLU V609354 IL 10300 S. Doty \n", "1419 2014-11-04 CHEV 2D SIL 552P849 IL 10300 S. Doty \n", "\n", " facility_phone inventory_num \n", "1350 (773) 568-8495 2749375 \n", "1351 (773) 265-7605 6797250 \n", "1352 (773) 265-7605 6797248 \n", "1353 (773) 265-7605 6797246 \n", "1354 (773) 265-7605 6797244 \n", "1355 (773) 568-8495 2749362 \n", "1356 (773) 265-7605 6797239 \n", "1357 (773) 568-8495 2749364 \n", "1358 (773) 785-9752 1714849 \n", "1359 (773) 568-8495 2749363 \n", "1360 (773) 568-8495 2749365 \n", "1361 (773) 265-7605 6797237 \n", "1362 (773) 568-8495 2749359 \n", "1363 (773) 568-8495 2749358 \n", "1364 (773) 785-9752 1714848 \n", "1365 (773) 265-7605 6797232 \n", "1366 (773) 265-7605 6797224 \n", "1367 (773) 265-7605 6797225 \n", "1368 (773) 568-8495 2749335 \n", "1369 (773) 568-8495 6797229 \n", "1370 (773) 785-9752 1714847 \n", "1371 (773) 785-9752 1714846 \n", "1372 (773) 568-8495 2749357 \n", "1373 (773) 568-8495 2749355 \n", "1374 (773) 265-7605 6797220 \n", "1375 (773) 265-7605 6797216 \n", "1376 (773) 265-7605 6797217 \n", "1377 (773) 568-8495 2749360 \n", "1378 (773) 568-8495 464577 \n", "1379 (773) 785-9752 1714845 \n", "... ... ... \n", "1390 (773) 568-8495 2749370 \n", "1391 (773) 568-8495 2749345 \n", "1392 (773) 568-8495 2749352 \n", "1393 (773) 265-7605 6797207 \n", "1394 (773) 568-8495 2749354 \n", "1395 (773) 265-7605 6797201 \n", "1396 (773) 265-1846 1532877 \n", "1397 (773) 568-8495 2749349 \n", "1398 (773) 568-8495 2749348 \n", "1399 (773) 568-8495 2749347 \n", "1400 (773) 265-7605 6797196 \n", "1401 (773) 265-7605 6797194 \n", "1402 (773) 265-7605 6797188 \n", "1403 (773) 265-7605 6797186 \n", "1404 (773) 568-8495 2749332 \n", "1405 (773) 265-7605 6797189 \n", "1406 (773) 265-7605 6797190 \n", "1407 (773) 568-8495 2749343 \n", "1408 (773) 568-8495 2749329 \n", "1409 (773) 568-8495 2749337 \n", "1410 (773) 568-8495 2749386 \n", "1411 (773) 568-8495 2749334 \n", "1412 (773) 568-8495 2749326 \n", "1413 (773) 265-7605 6797183 \n", "1414 (773) 265-7605 6797182 \n", "1415 (773) 265-7605 6797178 \n", "1416 (773) 265-7605 6797177 \n", "1417 (773) 568-8495 2749377 \n", "1418 (773) 568-8495 2749378 \n", "1419 (773) 568-8495 2749381 \n", "\n", "[70 rows x 10 columns]" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": true, "input": [ "towed.set_index('date', inplace=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Selection" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cols = ['make', 'color', 'state'] # just passing a list\n", "towed[cols][:5]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
makecolorstate
date
2014-11-18 FORD BLK IL
2014-11-18 HOND BLK IL
2014-11-18 CHRY SIL IL
2014-11-18 HYUN SIL IL
2014-11-18 TOYT WHI IL
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ " make color state\n", "date \n", "2014-11-18 FORD BLK IL\n", "2014-11-18 HOND BLK IL\n", "2014-11-18 CHRY SIL IL\n", "2014-11-18 HYUN SIL IL\n", "2014-11-18 TOYT WHI IL" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Filtering" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT *\n", "# FROM towed\n", "# WHERE make = 'FORD'\n", "# ORDER BY state DESC\n", "# LIMIT 5;\n", "towed[towed['make'] == 'FORD'].sort('state', ascending=False).head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
makestylemodelcolorplatestatetowed_tofacility_phoneinventory_num
date
2014-11-04 FORD 4D DBL CAPITAL WI 701 N. Sacramento (773) 265-7605 6797189
2014-10-22 FORD 4D TAU RED 113WDP WI 701 N. Sacramento (773) 265-7605 6796198
2014-11-08 FORD LL BLK 635FJE WI 10300 S. Doty (773) 568-8495 2749537
2014-10-06 FORD 2D ONG 198WJX WI 701 N. Sacramento (773) 265-7605 6794908
2014-11-10 FORD 4D BLU 250WLU WI 701 N. Sacramento (773) 265-7605 6797787
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ " make style model color plate state towed_to \\\n", "date \n", "2014-11-04 FORD 4D DBL CAPITAL WI 701 N. Sacramento \n", "2014-10-22 FORD 4D TAU RED 113WDP WI 701 N. Sacramento \n", "2014-11-08 FORD LL BLK 635FJE WI 10300 S. Doty \n", "2014-10-06 FORD 2D ONG 198WJX WI 701 N. Sacramento \n", "2014-11-10 FORD 4D BLU 250WLU WI 701 N. Sacramento \n", "\n", " facility_phone inventory_num \n", "date \n", "2014-11-04 (773) 265-7605 6797189 \n", "2014-10-22 (773) 265-7605 6796198 \n", "2014-11-08 (773) 568-8495 2749537 \n", "2014-10-06 (773) 265-7605 6794908 \n", "2014-11-10 (773) 265-7605 6797787 " ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT *\n", "# FROM towed\n", "# WHERE color = 'BLK'\n", "# AND state = 'MI';\n", "towed[(towed.color == 'BLK') & (towed.state == 'MI')]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
makestylemodelcolorplatestatetowed_tofacility_phoneinventory_num
date
2014-11-12 DODG LL BLK CLV6160 MI 701 N. Sacramento (773) 265-7605 6797946
2014-09-08 CHEV 2D BLK 3KMT29 MI 10300 S. Doty (773) 568-8495 2745448
2014-08-27 KIA 4D BLK DAN1057 MI 701 N. Sacramento (773) 265-7605 6791554
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ " make style model color plate state towed_to \\\n", "date \n", "2014-11-12 DODG LL BLK CLV6160 MI 701 N. Sacramento \n", "2014-09-08 CHEV 2D BLK 3KMT29 MI 10300 S. Doty \n", "2014-08-27 KIA 4D BLK DAN1057 MI 701 N. Sacramento \n", "\n", " facility_phone inventory_num \n", "date \n", "2014-11-12 (773) 265-7605 6797946 \n", "2014-09-08 (773) 568-8495 2745448 \n", "2014-08-27 (773) 265-7605 6791554 " ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT *\n", "# FROM towed\n", "# WHERE make = 'PORS'\n", "# OR state = 'NY'\n", "# ORDER BY make, color DESC;\n", "towed[(towed.make == 'PORS') | (towed.state == 'NY')].sort(['make', 'color'], ascending=[True, False]) # not red Porshe" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
makestylemodelcolorplatestatetowed_tofacility_phoneinventory_num
date
2014-09-27 AUDI 4D SIL EWA7707 NY 701 N. Sacramento (773) 265-7605 6794421
2014-09-27 AUDI 4D SIL EWA7707 NY 701 N. Sacramento (773) 265-7605 6794421
2014-11-11 BUIC LL WHI GNW2480 NY 10300 S. Doty (773) 568-8495 2749681
2014-10-08 PORS LL RED V515513 IL 701 N. Sacramento (773) 265-7605 6795116
2014-11-01 PORS LL BLK V671447 IL 10300 S. Doty (773) 568-8495 2749122
2014-09-25 PORS LL BLK IL 701 N. Sacramento (773) 265-7605 6794214
2014-09-19 PORS LL BLK V733398 IL 701 N. Sacramento (773) 265-7605 6793740
2014-09-01 SUZI 4D GRY EHL9836 NY 10300 S. Doty (773) 568-8495 2744842
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ " make style model color plate state towed_to \\\n", "date \n", "2014-09-27 AUDI 4D SIL EWA7707 NY 701 N. Sacramento \n", "2014-09-27 AUDI 4D SIL EWA7707 NY 701 N. Sacramento \n", "2014-11-11 BUIC LL WHI GNW2480 NY 10300 S. Doty \n", "2014-10-08 PORS LL RED V515513 IL 701 N. Sacramento \n", "2014-11-01 PORS LL BLK V671447 IL 10300 S. Doty \n", "2014-09-25 PORS LL BLK IL 701 N. Sacramento \n", "2014-09-19 PORS LL BLK V733398 IL 701 N. Sacramento \n", "2014-09-01 SUZI 4D GRY EHL9836 NY 10300 S. Doty \n", "\n", " facility_phone inventory_num \n", "date \n", "2014-09-27 (773) 265-7605 6794421 \n", "2014-09-27 (773) 265-7605 6794421 \n", "2014-11-11 (773) 568-8495 2749681 \n", "2014-10-08 (773) 265-7605 6795116 \n", "2014-11-01 (773) 568-8495 2749122 \n", "2014-09-25 (773) 265-7605 6794214 \n", "2014-09-19 (773) 265-7605 6793740 \n", "2014-09-01 (773) 568-8495 2744842 " ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "m = (towed.style == '4D') & (towed.state == 'IL') # create a filter mask" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "m.value_counts() # it's just a boolean series" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "True 2570\n", "False 2495\n", "dtype: int64" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT make, model, color\n", "# FROM towed\n", "# WHERE style = '4D' AND state = 'IL\n", "# ORDER BY date\n", "# LIMIT 5;\n", "towed[m][['make', 'model', 'color']].sort().head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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makemodelcolor
date
2014-08-20 BUIC GRY
2014-08-20 LEXS BLK
2014-08-21 NISS GRY
2014-08-21 HOND GRY
2014-08-21 PONT BLK
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ " make model color\n", "date \n", "2014-08-20 BUIC GRY\n", "2014-08-20 LEXS BLK\n", "2014-08-21 NISS GRY\n", "2014-08-21 HOND GRY\n", "2014-08-21 PONT BLK" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": true, "input": [ "towed[towed.duplicated()] # this would suck in SQL ... but that's also what primary keys are for" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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makestylemodelcolorplatestatetowed_tofacility_phoneinventory_num
date
2014-11-18 NISS 4D GRY E203840 IL 400 E. Lower Wacker (312) 744-7550 6798305
2014-11-06 BUIC 4D PLE R4548 IL 701 N. Sacramento (773) 265-7605 6797394
2014-11-03 FORD 4D BLK S227831 IL 10300 S. Doty (773) 568-8495 2749299
2014-10-19 MERZ LL TK BLK MINE-IP IL 701 N. Sacramento (773) 265-7605 6795998
2014-10-11 FORD LL RED IL 10300 S. Doty (773) 568-8495 2747534
2014-09-27 AUDI 4D SIL EWA7707 NY 701 N. Sacramento (773) 265-7605 6794421
2014-09-04 CHEV 4D LUM WHI S880655 IL 10300 S. Doty (773) 568-8495 2745054
2014-09-03 CHEV LL GRY K585960 IL 10300 S. Doty (773) 568-8495 2744980
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ " make style model color plate state towed_to \\\n", "date \n", "2014-11-18 NISS 4D GRY E203840 IL 400 E. Lower Wacker \n", "2014-11-06 BUIC 4D PLE R4548 IL 701 N. Sacramento \n", "2014-11-03 FORD 4D BLK S227831 IL 10300 S. Doty \n", "2014-10-19 MERZ LL TK BLK MINE-IP IL 701 N. Sacramento \n", "2014-10-11 FORD LL RED IL 10300 S. Doty \n", "2014-09-27 AUDI 4D SIL EWA7707 NY 701 N. Sacramento \n", "2014-09-04 CHEV 4D LUM WHI S880655 IL 10300 S. Doty \n", "2014-09-03 CHEV LL GRY K585960 IL 10300 S. Doty \n", "\n", " facility_phone inventory_num \n", "date \n", "2014-11-18 (312) 744-7550 6798305 \n", "2014-11-06 (773) 265-7605 6797394 \n", "2014-11-03 (773) 568-8495 2749299 \n", "2014-10-19 (773) 265-7605 6795998 \n", "2014-10-11 (773) 568-8495 2747534 \n", "2014-09-27 (773) 265-7605 6794421 \n", "2014-09-04 (773) 568-8495 2745054 \n", "2014-09-03 (773) 568-8495 2744980 " ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Joining\n", "#### Going to use Divvy data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# thousands comma in tripduration field ... that's be really annoying to load into a DB\n", "! egrep \\\"[0-9],[0-9]+\\\" data/divvy/Divvy_Trips_2013.csv | head -n 5" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "4490,6/27/2013 18:45,6/27/2013 19:03,418,\"1,094\",20,Dearborn St & Adams St,300,Lake Shore Dr & Monroe St,Customer,,\r", "\r\n", "4592,6/27/2013 19:34,6/27/2013 19:51,170,\"1,020\",8,Millennium Park,138,Canal St & Jackson Blvd,Customer,,\r", "\r\n", "4602,6/27/2013 19:45,6/27/2013 20:42,353,\"3,419\",20,Dearborn St & Adams St,20,Dearborn St & Adams St,Customer,,\r", "\r\n", "4617,6/27/2013 19:50,6/27/2013 20:19,658,\"1,738\",2,State St & Randolph St,2,State St & Randolph St,Customer,,\r", "\r\n", "4619,6/27/2013 19:52,6/27/2013 20:50,533,\"3,482\",262,Fairbanks Ct & Grand Ave,262,Fairbanks Ct & Grand Ave,Customer,,\r", "\r\n" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "! head -n 5 data/divvy/Divvy_Stations_2013.csv" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "name,latitude,longitude,dpcapacity\r", "\r\n", "State St & Harrison St,41.87395806,-87.62773949,19\r", "\r\n", "Wilton Ave & Diversey Pkwy,41.93250008,-87.65268082,19\r", "\r\n", "Morgan St & 18th St,41.858086,-87.651073,15\r", "\r\n", "Racine Ave & 18th St,41.85818061,-87.65648665,15\r", "\r\n" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "! head -n 5 data/weather.csv" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "CDT,Max TemperatureF,Mean TemperatureF,Min TemperatureF,Max Dew PointF,MeanDew PointF,Min DewpointF,Max Humidity, Mean Humidity, Min Humidity, Max Sea Level PressureIn, Mean Sea Level PressureIn, Min Sea Level PressureIn, Max VisibilityMiles, Mean VisibilityMiles, Min VisibilityMiles, Max Wind SpeedMPH, Mean Wind SpeedMPH, Max Gust SpeedMPH,PrecipitationIn, CloudCover, Events, WindDirDegrees\r\n", "2013-6-1,76,70,63,70,63,61,93,81,68,29.73,29.69,29.66,10,9,2,25,13,33,0.56,7,Rain-Thunderstorm,213\r\n", "2013-6-2,63,53,43,59,50,42,97,84,71,30.04,29.92,29.71,10,9,3,16,6,23,0.01,6,Rain,63\r\n", "2013-6-3,68,56,43,46,42,38,100,69,37,30.12,30.07,30.04,10,10,10,14,5,20,0.00,2,,142\r\n", "2013-6-4,72,61,50,49,45,41,93,64,35,30.16,30.12,30.09,10,10,10,14,6,21,0.00,5,,73\r\n" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "from datetime import datetime\n", "to_datetime = lambda d: datetime.strptime(d, '%m/%d/%Y %H:%M')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "# if you know the datetime format, it's much, much faster to explicitly parse it\n", "# see here: https://gist.github.com/gjreda/7433f5f70299610d9b6b\n", "trips = pd.read_csv('data/divvy/Divvy_Trips_2013.csv',\n", " converters={'starttime': to_datetime,'stoptime': to_datetime},\n", " thousands=',')\n", "stations = pd.read_csv('data/divvy/Divvy_Stations_2013.csv')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/Users/gjreda/.virtualenvs/pydata2014/lib/python2.7/site-packages/pandas/io/parsers.py:1154: DtypeWarning: Columns (10) have mixed types. Specify dtype option on import or set low_memory=False.\n", " data = self._reader.read(nrows)\n" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "trips.info()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Int64Index: 759788 entries, 0 to 759787\n", "Data columns (total 12 columns):\n", "trip_id 759788 non-null int64\n", "starttime 759788 non-null datetime64[ns]\n", "stoptime 759788 non-null datetime64[ns]\n", "bikeid 759788 non-null int64\n", "tripduration 759788 non-null int64\n", "from_station_id 758826 non-null float64\n", "from_station_name 759788 non-null object\n", "to_station_id 758829 non-null float64\n", "to_station_name 759788 non-null object\n", "usertype 759788 non-null object\n", "gender 403046 non-null object\n", "birthyear 402909 non-null float64\n", "dtypes: datetime64[ns](2), float64(3), int64(3), object(4)\n", "memory usage: 75.4+ MB\n" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "stations.info()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Int64Index: 300 entries, 0 to 299\n", "Data columns (total 4 columns):\n", "name 300 non-null object\n", "latitude 300 non-null float64\n", "longitude 300 non-null float64\n", "dpcapacity 300 non-null int64\n", "dtypes: float64(2), int64(1), object(1)\n", "memory usage: 11.7+ KB\n" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "![joins](http://upload.wikimedia.org/wikipedia/commons/9/9d/SQL_Joins.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### LEFT JOIN" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# CREATE TABLE divvy (\n", "# SELECT *\n", "# FROM trips\n", "# LEFT JOIN stations\n", "# ON trips.from_station_name = stations.name\n", "# );\n", "divvy = pd.merge(trips, stations, how='left', left_on='from_station_name', right_on='name')\n", "divvy.info()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Int64Index: 759788 entries, 0 to 759787\n", "Data columns (total 16 columns):\n", "trip_id 759788 non-null int64\n", "starttime 759788 non-null datetime64[ns]\n", "stoptime 759788 non-null datetime64[ns]\n", "bikeid 759788 non-null int64\n", "tripduration 759788 non-null int64\n", "from_station_id 758826 non-null float64\n", "from_station_name 759788 non-null object\n", "to_station_id 758829 non-null float64\n", "to_station_name 759788 non-null object\n", "usertype 759788 non-null object\n", "gender 403046 non-null object\n", "birthyear 402909 non-null float64\n", "name 759788 non-null object\n", "latitude 759788 non-null float64\n", "longitude 759788 non-null float64\n", "dpcapacity 759788 non-null int64\n", "dtypes: datetime64[ns](2), float64(5), int64(4), object(5)\n", "memory usage: 98.5+ MB\n" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT trip_id, ... divvy.name AS name_origin ... stations.name AS name_dest\n", "# FROM divvy\n", "# INNER JOIN stations\n", "# ON divvy.to_station_name = stations.name\n", "divvy = pd.merge(divvy, stations, how='inner', left_on='to_station_name', right_on='name', suffixes=['_origin', '_dest'])\n", "divvy.info()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Int64Index: 759788 entries, 0 to 759787\n", "Data columns (total 20 columns):\n", "trip_id 759788 non-null int64\n", "starttime 759788 non-null datetime64[ns]\n", "stoptime 759788 non-null datetime64[ns]\n", "bikeid 759788 non-null int64\n", "tripduration 759788 non-null int64\n", "from_station_id 758826 non-null float64\n", "from_station_name 759788 non-null object\n", "to_station_id 758829 non-null float64\n", "to_station_name 759788 non-null object\n", "usertype 759788 non-null object\n", "gender 403046 non-null object\n", "birthyear 402909 non-null float64\n", "name_origin 759788 non-null object\n", "latitude_origin 759788 non-null float64\n", "longitude_origin 759788 non-null float64\n", "dpcapacity_origin 759788 non-null int64\n", "name_dest 759788 non-null object\n", "latitude_dest 759788 non-null float64\n", "longitude_dest 759788 non-null float64\n", "dpcapacity_dest 759788 non-null int64\n", "dtypes: datetime64[ns](2), float64(7), int64(5), object(6)\n", "memory usage: 121.7+ MB\n" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### UNION & UNION ALL (concatenation)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "df1 = pd.DataFrame({'a': np.random.randn(3), 'b': np.square(range(100,103))})\n", "df2 = pd.DataFrame({'a': [np.NaN, 11, 99], 'b': np.random.randn(3)})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT a, b\n", "# FROM df1\n", "# UNION\n", "# SELECT a, b\n", "# FROM df2;\n", "\n", "# takes a list, so you can pass 2+ dataframes\n", "# note that the indexes are the same\n", "pd.concat([df1, df2])" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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ab
0 0.200588 10000.000000
1 1.533702 10201.000000
2 0.977121 10404.000000
0 NaN -0.323561
1 11.000000 -1.318334
2 99.000000 -0.544382
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 34, "text": [ " a b\n", "0 0.200588 10000.000000\n", "1 1.533702 10201.000000\n", "2 0.977121 10404.000000\n", "0 NaN -0.323561\n", "1 11.000000 -1.318334\n", "2 99.000000 -0.544382" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### No Looping!\n", "#### Vectorizing functions with `.apply`\n", "![vectorize-all-the-things](http://i.imgur.com/nOBXSWb.jpg)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# it's precise to the minute - want to see counts by nearest hour\n", "divvy.starttime.value_counts().order()[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 35, "text": [ "2013-11-21 19:05:00 1\n", "2013-09-17 05:40:00 1\n", "2013-12-21 20:17:00 1\n", "dtype: int64" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "# I don't want to just extract the hour from the datetime ... NEAREST hour\n", "from datetime import timedelta\n", "\n", "def round_time(dt, mins=60):\n", " \"\"\"\n", " Rounds a datetime object to its nearest hour (by default).\n", " (e.g. 2014-02-01 10:45:13 becomes 2014-02-01 11:00:00)\n", " \"\"\"\n", " dt += timedelta(minutes=mins/2.)\n", " dt -= timedelta(minutes=dt.minute % mins, seconds=dt.second)\n", " return dt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "divvy['starthour'] = divvy.starttime.apply(round_time)\n", "divvy['stophour'] = divvy.stoptime.apply(round_time)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "divvy[['starttime', 'starthour']].head(3)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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starttimestarthour
02013-06-27 12:11:002013-06-27 12:00:00
12013-06-28 12:55:002013-06-28 13:00:00
22013-07-09 19:06:002013-07-09 19:00:00
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 38, "text": [ " starttime starthour\n", "0 2013-06-27 12:11:00 2013-06-27 12:00:00\n", "1 2013-06-28 12:55:00 2013-06-28 13:00:00\n", "2 2013-07-09 19:06:00 2013-07-09 19:00:00" ] } ], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grouping\n", "\n", "pandas `groupby` draws largely from Hadley Wickham's [Split Apply Combine Methodology for Data Analysis](http://www.jstatsoft.org/v40/i01/paper) (it's a good paper; you should read it).\n", "\n", "![split-apply-combine-methodology](http://nbviewer.ipython.org/github/umddb/datascience-fall14/blob/master/lab3/img/splitApplyCombine.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Trips by starthour" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Count vs Size" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT starthour, count(1)\n", "# FROM divvy\n", "# GROUP BY starthour\n", "divvy.groupby('starthour').size()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "starthour\n", "2013-06-27 01:00:00 1\n", "2013-06-27 11:00:00 3\n", "2013-06-27 12:00:00 4\n", "2013-06-27 13:00:00 2\n", "2013-06-27 15:00:00 10\n", "2013-06-27 16:00:00 2\n", "2013-06-27 17:00:00 3\n", "2013-06-27 18:00:00 1\n", "2013-06-27 19:00:00 14\n", "2013-06-27 20:00:00 21\n", "2013-06-27 21:00:00 5\n", "2013-06-27 22:00:00 17\n", "2013-06-27 23:00:00 9\n", "2013-06-28 00:00:00 8\n", "2013-06-28 01:00:00 5\n", "...\n", "2013-12-31 10:00:00 20\n", "2013-12-31 11:00:00 33\n", "2013-12-31 12:00:00 47\n", "2013-12-31 13:00:00 59\n", "2013-12-31 14:00:00 52\n", "2013-12-31 15:00:00 41\n", "2013-12-31 16:00:00 43\n", "2013-12-31 17:00:00 24\n", "2013-12-31 18:00:00 12\n", "2013-12-31 19:00:00 7\n", "2013-12-31 20:00:00 7\n", "2013-12-31 21:00:00 7\n", "2013-12-31 22:00:00 12\n", "2013-12-31 23:00:00 2\n", "2014-01-01 00:00:00 2\n", "Length: 4452" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### starthour with longest mean trip duration" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT starthour, avg(tripduration)\n", "# FROM divvy\n", "# GROUP BY starthour\n", "# ORDER BY avg(tripduration) DESC\n", "# LIMIT 5\n", "divvy.groupby('starthour')['tripduration'].mean().order(ascending=False)[:5]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 40, "text": [ "starthour\n", "2013-06-27 01:00:00 31177.0\n", "2013-06-28 02:00:00 28469.0\n", "2013-07-24 03:00:00 24593.0\n", "2013-12-18 02:00:00 22762.5\n", "2013-07-22 04:00:00 21118.0\n", "Name: tripduration, dtype: float64" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Count of unique birthyears with mean and median tripduration by usertype" ] }, { "cell_type": "code", "collapsed": false, "input": [ "divvy.groupby('usertype').agg({'birthyear': pd.Series.nunique, 'tripduration': [np.mean, np.median]})" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
birthyeartripduration
nuniquemeanmedian
usertype
Customer 4 1824.054727 1257
Subscriber 68 722.018892 566
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 41, "text": [ " birthyear tripduration \n", " nunique mean median\n", "usertype \n", "Customer 4 1824.054727 1257\n", "Subscriber 68 722.018892 566" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### pandas has some nice integration with matplotlib\n", "But if you want nice plots with frustration-free adjustments, I hear [seaborn](http://web.stanford.edu/~mwaskom/software/seaborn/) is fantastic. Matplotlib has a steep (and infinite) learning curve.\n", "\n", "If you're interested in Python dataviz libraries, check out [Rob Story](https://twitter.com/oceankidbilly)'s talk [here](https://www.youtube.com/watch?v=kmy-sfm3cC8) [[slides](https://github.com/wrobstory/pydatasv2014)]." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# number of trips started by starthour\n", "divvy.groupby('starthour').size().plot(figsize=(16,8))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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q1JHKG1JjWkZqxFSRI2JqXv/YiCmjqHngbxpJgX5DmqC3wpQQ0k2anLLEFAA7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\nqe1fVXW7Q9tBGVPPEVVV6fkU0IH77siI2StfmdbXnDm+85jtD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FPtARXPgPJAtZc3pJtQ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\nx9wyEOheBjR+R2QoTOnjtknYmwiHm6rWWFyPyCZ/JrG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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Distribution of trip duration" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# distribution of tripduration\n", "divvy.tripduration.hist(figsize=(16,8), bins=1000)\n", "plt.xlim(0, 10000);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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JJMeGG15tPb5PeC9gu094AQCAVbIfn/BOPfAumoH3wravyj9XAACAZAGXNAOztVnWh1Un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\n", "text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### What percentage of Divvy rides are less than 10 minutes? 20 minutes?\n", "\n", "Sounds like we need to plot the cumulative distribution of trip duration.\n", "\n", "(If someone knows of a better way of doing this, I'd love to hear it)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "duration_counts = divvy.tripduration.value_counts()\n", "duration_counts.index.name = 'seconds'\n", "duration_counts.name = 'trips'\n", "duration_counts.head()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 44, "text": [ "seconds\n", "408 712\n", "399 711\n", "346 706\n", "379 701\n", "415 700\n", "Name: trips, dtype: int64" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "df = duration_counts.reset_index()\n", "df['minutes'] = df.seconds/60.\n", "df.set_index('minutes', inplace=True)\n", "df.sort(inplace=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "(df.trips.cumsum() / df.trips.sum()).plot(figsize=(16,8))\n", "plt.xlim(0, 60)\n", "plt.yticks(np.arange(0, 1.1, 0.1));" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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wXYzx1RDCUjHGdzp4L2dGpRoXI4wcWTw/9MYbYYMNclckSZKknpL6OaMbAS/E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\nD4cQbooxPtPmtHeBQ4GduqXKOjFtGuy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"text": [ "" ] } ], "prompt_number": 46 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Number of trips per birth year" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(9, 18))\n", "divvy.groupby('birthyear').size().order().plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 47, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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tkk5O6ask/aBtOyhpoaSTC+nPp8kkOz1vvaQnJT0u6YKyvpeZmZkNvtJakCSd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\n1f1UPXY+8oubcrmfq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"text": [ "" ] } ], "prompt_number": 47 }, { "cell_type": "code", "collapsed": false, "input": [ "divvy.groupby(divvy['starttime'].apply(lambda d: d.dayofweek))['trip_id'].count().plot(kind='bar')\n", "plt.title('Divvy trips by weekday') # 0 = Monday ...\n", "plt.xlabel('Weekday')\n", "plt.ylabel('# of trips started');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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hiPN7DsXMzAaMO5T1IKmnX4Nk2Mfwnb+2VDtAoVQ7QIFUrWV3KOstpvh1xXrs62E3Mxt+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\ncRdwm6Tn56LXADc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"text": [ "" ] } ], "prompt_number": 48 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Men vs. Women" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting multiple lines and subplotting." ] }, { "cell_type": "code", "collapsed": false, "input": [ "divvy['startdate'] = divvy.starthour.apply(lambda d: d.date())\n", "by_gender = divvy.groupby(['startdate', 'gender']).size()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "by_gender.head()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 50, "text": [ "startdate gender\n", "2013-06-27 Female 14\n", " Male 45\n", "2013-06-28 Female 75\n", " Male 321\n", "2013-06-29 Female 42\n", "dtype: int64" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "by_gender.unstack(1).head()" ], "language": "python", "metadata": {}, "outputs": [ 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genderFemaleMale
startdate
2013-06-27 14 45
2013-06-28 75 321
2013-06-29 42 163
2013-06-30 47 180
2013-07-01 87 449
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ "gender Female Male\n", "startdate \n", "2013-06-27 14 45\n", "2013-06-28 75 321\n", "2013-06-29 42 163\n", "2013-06-30 47 180\n", "2013-07-01 87 449" ] } ], "prompt_number": 51 }, { "cell_type": "markdown", "metadata": {}, "source": [ "pandas wins here." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# SELECT startdate\n", "# , COUNT(IF(gender = 'Female', 1, NULL))\n", "# , COUNT(IF(gender = 'Male', 1, NULL))\n", "# FROM divvy\n", "# GROUP BY startdate\n", "# LIMIT 5;\n", "divvy.groupby(['startdate', 'gender']).size().unstack(1).head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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genderFemaleMale
startdate
2013-06-27 14 45
2013-06-28 75 321
2013-06-29 42 163
2013-06-30 47 180
2013-07-01 87 449
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 52, "text": [ "gender Female Male\n", "startdate \n", "2013-06-27 14 45\n", "2013-06-28 75 321\n", "2013-06-29 42 163\n", "2013-06-30 47 180\n", "2013-07-01 87 449" ] } ], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "by_gender.unstack(1).plot(figsize=(16,8))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 53, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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QqzfjnEhNS03CTK8/bP/gKxqL4lj3MYwuGt1T3pxgcvdQiMkYfr/l9yjIK0Ag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9RG4ETymrPc/ac20WeXJOWBgvfH/xhf9cmy3Urw/87MC50d1yRXrMUnqPHgVKlUrxWbkiPYEo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\n5SgVQFntWgItHreWrl8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"text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Consumer vs Subscriber" ] }, { "cell_type": "code", "collapsed": false, "input": [ "divvy.groupby(['startdate', 'usertype']).size().unstack(1).plot(figsize=(16,8), subplots=True);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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OhehLKisrGTp0KOeffz5bt261/P6+lPWGOjgNh7Jed5KTk00LTvPy8igrK6Oj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\ncLbemTNn0rZtW3LmzJmm86eHTp068dlnn8W7L70bp8lJIBWMpfqSkxRp1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Ssze/ZsZs+e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"text": [ "" ] } ], "prompt_number": 54 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Trips by weekday hour" ] }, { "cell_type": "code", "collapsed": false, "input": [ "weekdays = divvy['starttime'].apply(lambda d: d.dayofweek)\n", "hours = divvy['starttime'].apply(lambda d: d.hour)\n", "by_weekday_hour = divvy.groupby([weekdays, hours])['trip_id'].count()\n", "by_weekday_hour.index.names = ['weekday', 'hour'] # rename MultiIndex" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 55 }, { "cell_type": "code", "collapsed": false, "input": [ "by_weekday_hour.unstack(0).plot(figsize=(16,8))\n", "plt.title('Trips by weekday hour')\n", "plt.ylabel('# of trips started')\n", "plt.xlabel('Hour of day')\n", "plt.xticks(range(24))\n", "plt.xlim(0, 23);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ouUCy1URR0RF27LiFAwcm0a3b/wgJ+ZK1a4077NQe183XN4rw8K0UFaWweXMk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\nJdlsY9RsRs0Fl0e20tJc9u7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zZkydt6+1ZsNV6/D6+Afy3OZfsGCWtTZsgPHjYdcumL5+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\n6ZydcpbCS4U4hZiXaUotSiU1MxWttxatlxadtw61k9rqLaZqtS12dtXx8mp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"text": [ "" ] } ], "prompt_number": 56 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "# Thanks!\n", "## Questions?\n", "\n", "### [Greg Reda](http://www.gregreda.com) / [@gjreda](https://twitter.com/gjreda)" ] } ], "metadata": {} } ] }