{ "metadata": { "name": "", "signature": "sha256:169a9af1f7986a0b7c4e171ce428a0aa1fbe49e5bc87b402f07c76c4fa39f453" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Analyzing police daily activity logs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* [Introduction](#intro)\n", "* [How many?](#count)\n", "* [When?](#time)" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Sacramento Police Department [daily activity logs website](http://www.sacpd.org/dailyactivity/) was always the first I visited when I worked the early morning crime shifts at the Sacramento Bee. \n", "\n", "A public relations officer updated it every morning with a fairly well-standardized list of notable incidents the department responded to the day before, and I would pick a few incidents from this list, make some calls and write up a post for the Bee's popular [crime blog](http://www.sacbee.com/crime/).\n", "\n", "Although the daily activity logs were great fodder for the crime blotter, I wondered how accurately the list of incidents represented crime in Sacramento. I wrote a [scraper](https://github.com/danhillreports/dailyactivity) to grab all the daily activity pages from 2013 and downloaded the 2013 [Universal Crime Report data](http://www.sacpd.org/crime/stats/reports/), but never got around to using the sources for the paper.\n", "\n", "This notebook contains my efforts to compare the Sacramento police activity logs and UCR crime data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What are most common crimes in UCR and daily activity?\n", "\n", " under-reporting certain crimes? crimes that dont appear in logs\n", " hard to link! but if you had these activities you would expect these crimes?\n", " pick a sample of UCRs, find some comparable activity reports, expand?\n", "\n", "When do most UCR and daily activity incidents happen?\n", "\n", " season, time of day" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "activity = pd.read_csv('data/refine-crimes.csv')\n", "ucr = pd.read_csv('data/RMSData_2012-01-01_to_2012-12-31.csv')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "How many?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of incidents in the 2012 daily activity logs is 8.5 percent the number of reported crimes in 2012." ] }, { "cell_type": "code", "collapsed": false, "input": [ "print float(activity['Crime'].count()) / float(ucr['InternalID'].count())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "0.0854137844296\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Daily activity frequencies\\n\"\n", "\n", "print activity['Crime'].value_counts()[0:10]\n", "print \"\\n\\n\"\n", "print \"Distinct crimes: %s\" % len(activity['Crime'].value_counts())\n", "print \"Average incidents per crime: %s\" % activity['Crime'].value_counts().mean()\n", "print \"Median incidents per crime: %s\" % activity['Crime'].value_counts().median()\n", "activity['Crime'].value_counts().hist()\n", "plt.title('Distribution of activity frequencies')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Daily activity frequencies\n", "\n", "Robbery 551\n", "Burglary 483\n", "Subject Stop 469\n", "Assault 415\n", "Traffic Stop 262\n", "Suspicious Circumstance 223\n", "Suspicious Subject 218\n", "Disturbance 185\n", "Stolen Vehicle 168\n", "Shooting 152\n", "dtype: int64" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "\n", "\n", "\n", "Distinct crimes: 268\n", "Average incidents per crime: 20.2723880597\n", "Median incidents per crime: 2.0\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"UCR frequencies\\n\"\n", "print ucr['Description'].value_counts()[0:10]\n", "print \"\\n\\n\"\n", "print \"Distinct crimes: %s\" % len(ucr['Description'].value_counts())\n", "print \"Average incidents per crime: %s\" % ucr['Description'].value_counts().mean()\n", "print \"Median incidents per crime: %s\" % ucr['Description'].value_counts().median()\n", "ucr['Description'].value_counts().hist()\n", "plt.title('Distribution of UCR frequencies')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "UCR frequencies\n", "\n", "MISSING PERSON 4102\n", "459 PC BURG VEHICLE 3907\n", "10851(A)VC TAKE VEH W/O OWNER 3284\n", "484 PC PETTY THEFT 3268\n", "TRAFFIC ACCIDENT-NON INJURY 1543\n", "594(B)(2)(A) VANDALISM <$400 1505\n", "273.5(A) BEAT SPOUSE/CO-HABITA 1446\n", "POSSIBLE FINANCIAL CRIME-I RPT 1445\n", "TOWED/STORED VEH-14602.6 1444\n", "NIHR/MAIL OUT/COUNTER ACCI RPT 1358\n", "dtype: int64\n", "\n", "\n", "\n", "Distinct crimes: 592\n", "Average incidents per crime: 107.444256757\n", "Median incidents per crime: 6.0\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "top_ucrs = ucr.groupby(['Description']).count().sort_index(by='Description',\n", " ascending=False)[0:25]\n", "\n", "top_activities = activity.groupby(['Crime']).count().sort_index(by='Crime',\n", " ascending=False)[0:25]\n", "\n", "fig = plt.figure()\n", "fig.subplots_adjust(left=0.2, wspace=0.6)\n", "\n", "ucr_plot = top_ucrs['Description'].plot(kind=\"barh\")\n", "\n", "ax1 = fig.add_subplot(ucr_plot)\n", "ax1.set_title('Top 25 UCR descriptions')\n", "ax1.set_ylabel('')\n", "plt.show()\n", "\n", "fig = plt.figure()\n", "fig.subplots_adjust(left=0.2, wspace=0.6)\n", "\n", "activity_plot = top_activities['Crime'].plot(kind=\"barh\")\n", "\n", "ax2 = fig.add_subplot(activity_plot)\n", "ax2.set_title('Top 25 acitivity incididents')\n", "ax2.set_xlim(0, 600)\n", "ax2.set_ylabel('')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LlmHLli0wGAwu0h050Y5SfZKAhyTskRMakcbN0zjLUVJSgp07d0Kv1yM5OVnY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x+AGIxxfyQ3xQwLZiJBKJoEgJnyCJq6srpk2bhsTERPj6+vLqdHdv/6233kJG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\n", "text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "When?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "months = [\"Jan.\", \"Feb.\", \"March\", \"April\", \"May\", \"June\", \"July\", \"Aug.\", \"Sept.\", \"Oct.\", \"Nov.\", \"Dec.\"]\n", "days = ['Mon', 'Tues', 'Wed', 'Thurs', 'Fri', 'Sat', 'Sun']\n", "\n", "def get_activity_date(activity):\n", " # grabs the posted date from the URL, likely making days off by one\n", " # TODO scrape dates of the incidents from the pages\n", " return pd.to_datetime(activity[-8:], format='%Y%m%d')\n", "\n", "activity['date'] = activity.url.apply(lambda x: get_activity_date(x))\n", "activity['month'] = activity.date.apply(lambda x: x.month)\n", "activity['weekday'] = activity.date.apply(lambda x: x.weekday())\n", "\n", "activity_by_month = activity.groupby('month').size().plot()\n", "activity_by_month.set_title('Activity by month')\n", "activity_by_month.set_xticklabels(months)\n", "activity_by_month.set_xlim(1, 12)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ntgX/PCaNLwDRJ3+Am9YPgWpot+B3n5zBofoOvHL7aMwdnepxCqBrkfq/HzHg\nkskWwj31zSGOV+3yRieyuf50pg+5hsQp8McFI/Hp6RZJXAcgieTvSqg7jhpgMA2eSLisETIsiw9P\nXMZDH5/BrBHJeHb+SKh9LAVkJkbjp3np+N+v+V+k3p+Yjd12NLRbMU4dx+Me9aVNFFfNX6jJn9b8\nQyMtToEtc3Lw9yMG2AQ40cQfkkj+gLNHd9GEdPzpK/4T6iWTDU/8v7PYe64VL942CovGD4Hczwt+\niiemo7nThn3njTztpf+qGkz4QUYCIkNY0kiKjoSdYWGyiqO7p3PdXtrNk2S6xGjkpsXgP98J5283\nEJJJ/sD3rR/2DtL6IdgaIcuy+LyuBb/+8DQKdCr8n1tzkZkY2FFgVIQcD88cije+qee1rbE/MfO1\napcnfEz35LMWfLFdmEf+tOYfWgvGpuETka8DIKnkH0zrB29auuxYX3Yeu45fxrPzR6LkB+qgT/qN\nSY/DzOHJePMAd4vUB4plWWf//hCe7HURS48fB8OiqcMa8Bc+JR0/zErEJZMN34Zw2jbXJJX8AWdC\nnXW19cO1Aq0R7jvfhl9+UIsRKTH439tzkZMSE+xuui0vzMCRRhOONpo422Zvvsb8bZsF0VFyaFWh\nL2noOK7781ULbjJZkRIbJcgrtGnNP7Qi5DLMG5Mq6mUghfcp5sCywgxUN3WiqqEjqO10WHqwZe+3\neKeqCZt+nINlhVpERXD7TxariMCvp2fhpUo9rGE8gRTqWT69aVXimOt/0WhBFj3qp66aNzoVX55r\nQ7fdEe5dCYgkk/9grR/8qRF+c7Edv/igFqmxUXht0RiMSedvBszUoYm8tX7wNeZQtHAejFhq/nqB\nrdvbG635h15anAITNPGoEGl7eUkmf8D/1g8uZpsDL/z7Al7bX4/VNw3DA1MzQ/IzPxytH1wsdgdq\nL5vD1nHUeaGX8K55uJarlTNFudw6Ng2fiLT0I9nkDzhbP3zRq/WDtxrh0UYTHvigFhFyGd74yRhM\nDGEyTImNworCDM5bP/hSF602dGJkaiziFBGcva8/kmMiYXMw6ORouidftWChzvEHaM0/XAp0CTBZ\nHai7HP72Mv6SdPJPjonCz6d4b/1g6WHw6tf1eK7iAn5zfRYemjEUsWFIhHNHp4a09YPL4XoTCsNU\n8gGc0z2FfvTPsqzgFm2nwk8uk2H+GHEe/Us6+QPAj0d93/phoBrhyUtm/PKDWpisPdj6szG4Lit8\nawPw0fqMGrOLAAAgAElEQVTBl7rooYYOTA7DFM/edColGjosnGyLj1pwa1cPoiLkgl13INz173AQ\nSsxzclNQ+a2Rs1+uoSL55D9Y6webg8FfDjZi47/OY8V1WjxxUzYSlOH/ww5l6wfAuWBFh8WBkanc\nTV8NhNCP/IVc8qHCKzkmCpMzE1B+VlwnfiWf/IHvWz9s/KQaLMvi7JUu/Hr3aeiNFmz96RjMHJ4U\n7l3sg8vWD97qoofqO1CgS/C7PQXXdIlKNLRzc+TPRy1Y6Cd7hVD/DjUhxew68RuGhREDRkTyB5yt\nHzp7ZHh673dY/dk5LJ6oxoZbhoesb70/QtX6AQjdql3eCP3IX99O6/3U4CZq4sEwLE5cMod7V3xG\nTPKPlMuwbt44RMpleHXRaNwyKsVj6+Vw46r1g6e6qINhcaTRFPZ6P+Cq+XMz15+PWrDQyz5CqX+H\nkpBilslkouv3Q0zyB4DctFisvikb6fHiWIVpeWEGqhr4a/1w+nIX0uOjBl14JpS4nu7JNaEnfyr8\nbhmZggP6DrTz/GudK0QlfyHVCH0Rq4jA/wTZ+sFTzIcFMMvHhcvpnlyPs9nmQJeNQVpc+L8kByO2\nzzYXhBazKjoS04Yl4ou6lnDvik+ISv5iNHVYIkby1PrhUH0HCsPUz2cgfCzpyAW90YKsRGXYT4pT\nwnfr2DTsqW0BI4ITv0QlfyHVCP3xYBCtHwaL2WTtwYU2C8aHcNUub7iq+3M9zhdFcHGXWD/bwRBi\nzGOGxCI6Us5bqZZLPiV/u92OBx98EJ999pnH+6qrq7F+/XqsX78ex48f535vCcVH64cjDSaMV8dD\nIaD2xEI98qf1fspXMpnMefR/SvilH5/+8svKypCTk9NndozrPheGYVBaWoq1a9di7dq1KC0tFdyc\nV6HVCP0RaOuHwWI+1BDelg4D4WpRF67H2bl0o7CTv5g/24ESasw3j0jGkUYTWsz2cO+KR16Tv9Vq\nRXV1NQoLC93JvPd9LgaDARkZGVAoFFAoFFCr1TAYBq9T9x64yspKetvL7a+++srd+uGTL78Kanv/\n+U8lvj532X2yVwjxVVZWOi/06rAGvb2amhpO9+90UxuunD8R9n8fT7dramoEtT8k3646sB+jYy34\n7OqJX663zxUZ6+XwfPfu3cjOzobRaITFYsHcuXMHvK+urg779+93v45lWUyfPh25ubn9tlleXo6C\nggLOgyHBu0cMONlsxuYf5wR8ncLFNgue/Pwstt0xXlDXOrAsi9vfrsaOu/LC1mH0WjYHg5+8U43d\n907kfCEfSrrOXunChrLzeOeO8UEv99pbVVUVZs+ezcm2PH6au7q6UFtbi/z8fI/3AUB8fDzMZjPu\nvPNOlJSUwGw2Q6USzkwSqeCi9cOhBucsHyElfuD76Z5CWtWrsd0KTbyCJn7KLyPTYpEaG4WD9cGt\nJsgnj5/o2tpa2O12vPzyyygrK0NFRQUqKir63VdfXw+NRoOmpu8XTjEYDNBoNLwH4A8+fjqFWlSE\nHL/1o/XDQDEfru9AgcDq/S5crOrF5ThfFElbByl8tv0l9JidJ36Fe8WvxzaWBQUF7vJMRUUFrFYr\n5syZg/nz5/e5LzMzEwBQVFSEzZs3AwCKi4v53G+ijU2Pw8zhSXjzQAN+d8Mwv15r62Fw/JIZT9yU\nzcu+BUubyM1JX66I4WQvJUw35CTjz/9twCWTDeoE4XUV8Frz5wOt+Qevy+bAyvdP4dEbhyFf6/tR\n/OGGDmw7bMBLC/ufixGCz063oMbQiUdv9O9LjS/PfPkdCjNV+NGolHDvCiVCr++vR0yUHMsKtZxs\nL2Q1f0q4Am39UBXGhdp9IbSav+vqXooKxIIxafjsdAt6OFyalStEJX+h1wj95Uvrh2tjPlTfgUKB\n9PMZiE6lRGOQZR+uxplhWejbxVH2kdpn2xdiiHlocjQyk6Lx9YXg1+bgGlHJX4r8af3QYrbjSpcd\nuWmxIdizwKTERsLSw8Bsc4R7V9DcaUOCIkIw004pcbp1jDCv+CUq+QuxF0iwvLV+6B3z4YYO5GsT\nOJ13zDXndE9FUDN+uBrni0araNo6SPGz7Y1YYp6enYhvW7tRz9FKdVwhKvlLla+tHw7Vm1AogFW7\nvNGpogVR99cbLcgS8NKNlDgoIuSYk5uCT2uFdfRPVPIXQ40wEK5F6v9+xIBLpr798F0xOxgWVQLq\n3++JVqUIqu7P1TjrRdDN00Wqn21PxBTz/DFpKDvTCluA63LwgajkL2WZidH4aV46/vdr/YAN9c61\ndCMpJkoUq5jpEoVx5E+7eVJcyVApMSotBv/5TjgnfolK/mKpEQZqoNYPrpids3yEX/IBIKCav3iS\nv9Q/2wMRW8wLxghrjV+ikr/UeWr9cLihAwUCWrXLE50qOuxX+bZbeuBgnWsLUxQXpg5NxCWTDd8G\nsCgTH4hK/mKqEQaqd+sHwBmz2ebA2ZZuTMyID/Pe+SYlNhLdQUz35GKcnUf9SsE1vxsMCZ/ta4kt\n5gi5DPPGpGJPrTCO/olK/qRYXqhFVYPJvZTc0UYTxg6JQ7SAVu3yRCaTQZsQXOknWGIq+VDiMXd0\nKr4814Zue/ivYxFHNuCI2GqEgerd+uG6qdNR1SDslg4D0SUG3t2Ti3EW00wfgJzPdm9ijHlInAIT\nNPGoONcW7l0hK/mTpHfrB6G3dBgIV0s6BkpvtGBooniSPyUeC8ak4RMBlH6ISv5iqxEG68Fpmfjo\nuAFWB4PsZHElsmD6+nNT8xdHTx8X0j7bgHhjnpyZgA6LA3WXu8K6H0Qlf9KkxEZhntqKBWPSRHPi\n0kWbGL7unha7A23ddmgE2IOdEj+5TIYFY8N/9E9U8hdjjTBYD8yfhnsKMsK9G34L5sg/2HGub7dC\nq1IKugfStUj8bIs55jm5Kaj81ohOq/fV+PhCVPKnxCMlNgpddgZdYejuSWf6UHxLjonC5MwElJ8N\n34lfopK/WGuEwRBrzPIgpnsGG7MYk79YxzkYYo/51qulnzAspgiAsORPiYs2iOmewdCLqJUzJV4T\nNfFgGBYnLpnD8v5EJX8x1wgDJeaYdQEu6RhszBfbxdfKWczjHCixxyxznfgNU78fopI/JS7aIE76\nBsrBsGjqsCKTzvGnQuCWkSk4oO9AuyX0J36JSv5irxEGQswx6xIDu9ArmJibTFakxEZBKZJWGC5i\nHudASSFmVXQkpg1LxBd1oV/oRVyfcIoo4Tjyp/V+KtQWjEnDntoWMCE+8UtU8hd7jTAQYo45NTYK\nZpvD7+mewcR80WhBlghLPmIe50BJJeax6bGIjpS5GzGGik/Nyu12O1atWoWFCxdi7ty5ePPNN9HY\n2AiGYfDggw9CrVYDAKqrq7Fz504AwOLFi5GXl8ffnlOSJ5fJkKFSoslkxYjU2JC850WjBXnquJC8\nF0UBV0/8jknDnlMtIV1zw6cj/7KyMuTk5LhbBKxcuRIbNmxAcXExPvroIwAAwzAoLS3F2rVrsXbt\nWpSWloZt/upgpFAj9JfYYw6k7h9MzGKc4w+If5wDIaWYbx6ZgiONJrSY7SF7T69H/larFdXV1Zg6\ndSosFkufx6KjoxEZ6dyEwWBARkYGFApnPxS1Wu2+byCVlZXun22uQeT7du/3DsX70dvB39aqlPi6\npg7yRrvPr6+pqQno/a6//nrojRY0nD6KtrPCiN/X2zU1NYLan1DcdhHK/gR7+4acofisrgXDzGc9\nPp8rMtbL4fnu3buRnZ0No9EIi8WCuXPnuh978803MX/+fOh0OtTV1WH//v3ux1iWxfTp05Gbm9tv\nm+Xl5SgoKOAwDEqq9tReQW2zGb+7YRjv79VituOBXbUovXsC7+9FUdc6e6ULG8rO4507xg/aV6qq\nqgqzZ8/m5P08ln26urpQW1uL/Pz8fo8dOnQIWq0WOp0OABAfHw+z2Yw777wTJSUlMJvNUKnE1UOe\nEp5gGrz5S6wlH0oaRqbFIiU2CgfrO0Lyfh6Tf21tLex2O15++WWUlZWhoqICer0e58+fx6lTp7Bg\nwQL3czUaDZqamty3DQYDNBoNf3seACnVCH0l9pgDWdQl0Jhd6/aKkdjHORBSjPnWsWnYE6Irfj3W\n/AsKCtzlmYqKClitVmRlZeHXv/41UlNTsXHjRgwdOhTLly+HXC5HUVERNm/eDAAoLi7mf+8pyUuL\nc0737LY7EBMVwet76dvFtXQjJT035iTjz/9twCWTDWqe15PwWvPnA635U/5Y+f4pPDFrGO/TPR/7\n9AwWT1SLbslLSlpe21+P2Cg5lhVq+z0Wspo/RQlBoA3e/EVr/pQQLBiTis9Ot6CH4fe4nKjkL8Ua\noTdSiNl50tfm8/MDidl5JTGDtLgov18rBFIYZ39JNeZhyTHQJUbj6wtGXt+HqORPiZM2UYmGdov3\nJwZBb7QgK1EJucjWOqak6daxqdhzit9mb0Qlf6n0AvGHFGL298g/kJgvGsV9slcK4+wvKcd8fXYS\nzrd2o57Hgx6ikj8lTlqVEg0d/B7503o/JSSKCDnm5Kbg01r+jv6JSv5SrRF6IoWY0+KiYLY6YLH7\n1t0zkJjF3spZCuPsL6nHPH9MGsrOtMLWw/CyfaKSPyVOcpkMGpUSDX6UfvzlLPuI8wIvSpq0KiVG\npsbgP9/xc+KXqOQv5RrhYKQSsz9tHvyN2eZg0Gy2QasSb/KXyjj7g4SYb+VxjV+ikj8lXnzO9W/s\nsEITr0BUBP1zoITlh0MTYTDZ8G1rN+fbJurTLvUa4UCkErM/Szr6G7PYZ/oA0hlnf5AQc6Rchnmj\nU7Gnlvujf6KSPyVegS7m7gu90Sr65E9J19zRqfjyXBu6fZzw4Cuikj8JNcJrSSVmf478/Y1ZCtM8\npTLO/iAl5vR4BfLU8ag418bpdolK/pR4pcVFwWTt8Xm6pz/0Im7lTJFhwdg0fMJx6Yeo5E9CjfBa\nUolZLpMhI0GJRpP36Z7+xMywLPTtVmQmivvIXyrj7A+SYp6sS0CHhZZ9KEIFsrCLN82dNiQoIhCn\n4HetAIoKRoRchgVjUjndJlHJn5QaYW9SilmX6Fvd35+YL4r8yl4XKY2zr0iLec5omvwpQml5mOuv\nl8A0T4oMyTHcthsnKvmTVCN0kVLMvl7l60/Meom0dZDSOPuKxJi5RFTyp8SNj5q/FKZ5UlQgiEr+\npNUIAWnFPCTet+me/sSsb6c1f7EiMWYuEZX8KXGTy2TQJCjR5MN0T1+0W3rQw7BIjonkZHsUJSZE\nJX8Sa4RSi1nnQ+nH15gvXr24SyaBpRulNs6+IDFmLhGV/Cnx86fNgze03k+RjKjkT2KNUGox6xK9\nT/f0NWYpTfOU2jj7gsSYueRTsdNut2PVqlVYuHAh5s6di+rqauzcuRMAsHjxYuTl5QHAoPdTFFe0\nKgX2neemwZXeaEF+RgIn26IosfHpyL+srAw5OTmQyWRgWRalpaVYu3Yt1q5di9LSUgAAwzD97mdZ\nlted9xeJNUKpxaxTRXNY85dOK2epjbMvSIyZS16Tv9VqRXV1NQoLC8GyLJqampCRkQGFQgGFQgG1\nWo2mpiYYDIZ+9xsMhkG323vgKisr6W1626fbaXFRMHbb8OW/B39+TU2N1+3t/XcljN12aBIUgoov\n0Ns1NTWC2h96m7/bXJGxXg7Pd+/ejezsbBiNRlgsFuTk5GD//v3ux1mWxfTp0wFgwPtzc3P7bbO8\nvBwFBQVcxUAR5r6dp7Dm5mwMT4kJeBtnr3Th+X0XsPVnYzncM4riV1VVFWbPns3Jtjwe+Xd1daG2\nthb5+fnu++Lj42E2m3HnnXeipKQEZrMZKpVq0PspimtalSLoGT9SWLqRooLhMfnX1tbCbrfj5Zdf\nRllZGSoqKmC329HU1OR+jsFggEajgUajGfB+IeHjp5PQSTFmb20efIlZatM8pTjO3pAYM5c8zvYp\nKChwl2cqKipgtVoxbNgwFBUVYfPmzQCA4uJiAIBcLh/wforimk6lxLmW7qC2oW+3YmZ2Ekd7RFHi\n47Xmzwda86eCcbihA+8dvYTnF4wKeBsr3z+FJ2YNw4jUWA73jKL4FbKaP0UJka+tnQfjYFg0dYh/\n6UaKCgZRyZ/EGqEUYx4Sp4DR0gNLDzPg495ibjJZkRIbBWWkdD7+Uhxnb0iMmUvS+fRTxIiQy6BJ\nUMAQ4NG/XiJLN1JUMIhK/iT2ApFqzJ6WdPQW80WjBVkSK/lIdZw9ITFmLhGV/Cnp0AWxnq+rlTNF\nkYyo5E9ijVCqMWtVSjQOMtffW8xSm+MPSHecPSExZi4Rlfwp6fCltfNAWJaVVCtnigoUUcmfxBqh\nVGP2NN3TU8ytXT2IipBDFS2tpRulOs6ekBgzl4hK/pR0uKZ7WgeZ7jkYKZZ8KCoQRCV/EmuEUo05\nQi6DJl6BJlP/o39PMevbpXmyV6rj7AmJMXOJqORPSYs20fti7teiR/4U5URU8iexRijlmAer+3uK\nWaqtnKU8zoMhMWYuEZX8KWnxdKHXYOiRP0U5EZX8SawRSjnmwY78B4vZbHOgy8YgLS6K710LOSmP\n82BIjJlLRCV/Slp0ftb89UYLshKVkMtkPO4VRYkDUcmfxBqhlGMebLrnYDFLtd4PSHucB0NizFwi\nKvlT0hIhl0E9yHTPgdB6P0V9j6jkT2KNUOoxD1T3HyxmKbdylvo4D4TEmLlEVPKnpMfbYu69Ocs+\n0rvAi6ICQVTyJ7FGKPWYdYn9j/wHitnmYNBstkGrkmbyl/o4D4TEmLlEVPKnpMfXuf6NHVZo4hWI\niqAfeYoCCEv+JNYIpR6zrzV/Kc/0AaQ/zgMhMWYuEZX8KelJj1egrbsHNi/dPfVGq6STP0X5i6jk\nT2KNUOoxDzTdc6CYpT7NU+rjPBASY+aSxxUt3nvvPZw+fRpyuRz3338/1Go19u3bh88//xwRERG4\n4447kJeXBwCorq7Gzp07AQCLFy92309RfNOqlGjssGFYcsygz9EbLfhp3pAQ7hVFCZvHI/+SkhJs\n2LABxcXF+PDDDwEAH3/8MZ5++mmsXr0aO3bsAAAwDIPS0lKsXbsWa9euRWlpKViW5X/v/URijZCE\nmJ2LuVvct6+NmWFZ6NutyEyU7pE/CeN8LRJj5pJPZZ8zZ85Ap9MBADIzM3Hy5ElUVVUhNzcXAGAw\nGJCRkQGFQgGFQgG1Wg2DweBxm70HrrKykt6mtwO+3X2lHodPX3Dfrqmp6fP4pxVfQ4EexCkiBLG/\nfNyuqakR1P7Q2/zd5oqM9XKIvmHDBnR0dGDTpk1ISEjA3r17cfDgQfT09GDOnDkoLCxEXV0d9u/f\n734Ny7KYPn26+8vhWuXl5SgoKOA2EopYh+o7UFrdjGfnjxzw8YP6Drxf04w/DPI4RYlFVVUVZs+e\nzcm2vK5ivXHjRpw9exavvPIKfv7zn6OqqgqPP/44AOcXw8SJExEfHw+z2Yz77rsPLMvirbfegkql\n4mQHKcobrYfF3AHpT/OkqED4VPZJSkoCwzBwOBxwOBwAnEf3NpsNAKDRaNDU1OR+vsFggEaj4WF3\ng8PHTyehIyFmdbwCrd1293TPa2PWE9DWgYRxvhaJMXPJ45H/iy++CJPJhMjISKxYsQIZGRkYNWoU\nnnnmGTAMgzlz5kChUAAAioqKsHnzZgBAcXEx/3tOUVdFyGVIj1PAYLJhaHL/I/yLRgtmjUgOw55R\nlHB5rfnzgdb8Ka6t/fwcFoxJw7Rhif0eK95eg60/HYOUWOmt4EWRhcuaP1EXeVHSNVjdv93SAwfD\nIjnG6+ktiiIKUcmfxBohKTH3bvDWO2ZXG2eZxJduJGWceyMxZi4Rlfwp6dKplGgcoK+/1Ns6UFSg\niEr+JPYCISXm3kf+vWPWEzLNk5Rx7o3EmLlEVPKnpEuToEBrlx02R9/unnp65E9RAyIq+ZNYIyQl\n5gi5DEPiFTB02K6p+VuRJeGePi6kjHNvJMbMJaKSPyVt1y7sYulhYOy2Q5OgCONeUZQwEZX8SawR\nkhSzq+7virneaIFWpUSEXNozfQCyxtmFxJi5RFTyp6Tt2sXcaU8fihocUcmfxBohSTFrVUo0tFvd\nMZM0zZOkcXYhMWYuEZX8KWnT9ZruCQD6disxyZ+i/EVU8iexRkhSzOoEZ3fPKdOmAyCr7EPSOLuQ\nGDOXiEr+lLRFymUYcrW7p4Nh0dRhRWaitFs5U1SgiEr+JNYISYtZp1LgX98cQZPJipTYKCgjyfiI\nkzbOAJkxc4mMvwyKGFpVNFptMuiNtN5PUZ4QlfxJrBGSFrMuUQFlqo6omT4AeeMMkBkzl4hK/pT0\naVXRaOiwOk/20no/RQ2KqORPYo2QtJh1KgXON7cT19CNtHEGyIyZS3R5I0pS1AlKmHpksBI0zZOi\nAkHUkT+JNULSYo6Uy6BOUEIRIYcqmpxjG9LGGSAzZi6R89dBEUOrUsLaw4Z7NyhK0Ig68iexRkhi\nzDJzK4YmkXWyl8RxJjFmLtEjf0pyChL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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "ucr.OccDate = pd.to_datetime(ucr.OccDate)\n", "ucr['weekday'] = ucr.OccDate.apply(lambda x: x.weekday())\n", "\n", "ucr_by_day = ucr.groupby('weekday').size().plot()\n", "ucr_by_day.set_xticklabels(days)\n", "ucr_by_day.set_title('UCR by weekday')\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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yCyrwSKgX5gWVIHZUqGILg6Nvv4YoJbf5AwLxr5M5KK4w1RhXSn7NpUl7Drt3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\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "ucr['month'] = ucr.OccDate.apply(lambda x: x.month)\n", "\n", "ucr_by_month = ucr.groupby('month').size().plot()\n", "ucr_by_month.set_title('UCR by month')\n", "ucr_by_month.set_xticklabels(months)\n", "ucr_by_month.set_xlim(1, 12)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ivH6omzfXmvsiMavDzJkzmZAQir+Phi96rF7gLRpaO9h1vppvjrXv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\n0WjEYDBgNpt73S6EEML9DHpGc25uLq2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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "ucr['time'] = ucr.OccDate.apply(lambda x: x.hour + (x.minute / 100))\n", "ucr_by_time = ucr.groupby('time').size().plot()\n", "ucr_by_time.set_title('UCR by time of day')\n", "ucr_by_time.set_xlim(0, 24)\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LJHkfoOV6oj1aicnx+jbe3n2C+ZekOPV6NcclJCiA30/O4HtZMfxi7QH2VjV67NhqjstA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\nhoULFzJ//nw6Ojp45pln+OMf/8igQYP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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "activity_cumsum = activity.groupby('date').size().cumsum().plot()\n", "activity_cumsum.set_title('Total 2012 activities by date')\n", "plt.show()\n", "\n", "ucr_cumsum = ucr.groupby('OccDate').size().cumsum().plot()\n", "ucr_cumsum.set_title('Total 2012 UCR by date')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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r9ej6WXZ/dyln9OzMHlmuEUJc3ZniGj7cn8vFuiaeHB/ONXr5+T1he712JC9E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\n/xxPT0/CwsKoqanh6NGjjBw5kr59+7J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H8+NYPCmgxx2EtS+f5A3vvO6YvBv0+uuvU1dXh52dHT//+c9RqVTMmzePl19+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\nIbt372bGjBmMHj2a9evXExAQQEBAAHZ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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Daily activity incidents per day\"\n", "activity_per_day = activity.groupby('date').size()\n", "print \"Mean: %s\" % activity_per_day.mean()\n", "print \"Standard dev: %s\" % activity_per_day.std()\n", "\n", "apd_hist = activity_per_day.hist(bins=25)\n", "apd_hist.set_title('Distribution of daily activity incidents per day')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Daily activity incidents per day\n", "Mean: 15.4164305949\n", "Standard dev: 4.33333560325\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "def get_md(ucr_date):\n", " return str(ucr_date.month) + '/' + str(ucr_date.day)\n", "\n", "ucr['md'] = ucr.OccDate.apply(get_md)\n", "\n", "print \"Daily activity incidents per day\"\n", "ucr_per_day = ucr.groupby('md').size()\n", "print \"Mean: %s\" % ucr_per_day.mean()\n", "print \"Standard dev: %s\" % ucr_per_day.std()\n", "\n", "upd_hist = ucr_per_day.hist(bins=25)\n", "upd_hist.set_title('Distribution of UCR crimes per day')\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Daily activity incidents per day\n", "Mean: 173.792349727\n", "Standard dev: 20.9051490399\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "# TODO nltk?\n", "# TODO combine charts\n", "# TODO Monte Carlo " ], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }