Noisiest neighborhoods in NYC

noisy_nyc_py

{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "\n",
      "font = {'family' : 'normal',\n",
      "        'weight' : 'bold',\n",
      "        'size'   : 22}\n",
      "\n",
      "matplotlib.rc('font', **font)\n",
      "\n",
      "pd.set_option('display.mpl_style', 'default')\n",
      "figsize(15, 6)\n",
      "pd.set_option('display.line_width', 4000)\n",
      "pd.set_option('display.max_columns', 100)\n",
      "orig_data = pd.read_csv('./311-service-requests.csv', nrows=100000, parse_dates=['Created Date'])\n",
      "orig_data['Street Name'].fillna(\"\", inplace=True) # This is replacing missing street names\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Plotting all complaints by locations gives us a crude map of the city"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(orig_data['Longitude'], orig_data['Latitude'], '.', color='blue')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "[<matplotlib.lines.Line2D at 0x1113f26d0>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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vRifIByQ0Fhj40YTFXlvkBMcL2cWxMlZUlJamcPhwBG+/HUF1tYJYzDwLVNzq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\nzZwZRCRib+1lRYWCvXsv7Ab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W9XhUvPmmnuJZXV1p+aFGc3Mczz7rRr70bVlWB6uhZgal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\nnZpCZ6eMa68VrRy0tcvGdXt1dUEMDIj3oakpjk2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pJ8QYoVe9D+fP89i0KYBz51Qh9Atf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o8/HsCFCzxGR90Lm6Wl1I+IltHX6Q53vwuJBId58wREIgT19Um0tAxCEPoUwefTTzkcOZKf7ww5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\nQ0ZdXfCCvuD14Ov55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ouv5vY3bDDfs/Z2Cd//vg+7d7uxeXNH2nMVXb4XaYYbBn5EDqzB\nSvIs1+23+y0n4uZQr6xMoLXVhSuuSKC52b7wuj8XCJtfqBci+4HD6xWBnqJIKcFtYaGK48fbHR9n\nDVzKy1W0tspDpjiIXonMmi6rp+roMzU1NQpCITErWFWl4O23z7eoh0irzFboRqyjMANpPbVHD87S\nbdtppkc/+OnBx6uvum2zk3V1Mfh8wIMPduOBB4ryvlpN58caDM6YEbJcVEgX0OU3+zVxYhwTJ4qT\nln/5Fwl/+EMIpaUKTp/WT5IyXRgaSezvp9eroaYmYVx8yv5Y8TiXS8Po0SrGj9cQDKoMBCmj5POH\nrVs9OHlSSmpJkOm73H4fSdJw+nQbamuDvWmZqZ9fkUmSPqsjGFShKBq6u0WAVFCg9S5PsD93KKQh\nEpExdaqCUaPM497p0xJ+97tO3H23efH1P/9TxsKFISPVWg+WHn449Xhive93vpP+PMhp5nTzZpEp\nUV0dx6efuvDyy6kXf2+5RcbOnSHMnBnBunUjpxBLf2DgR2QxZYobkYgf3d2ScZJtne2pr48hGoUl\nxx5I/gLWg5uqKgUnT0qork706wyK/Upa/idzBQUafvObCBYuNK/epVt35rT95EAlmbUS5MqV0SEV\nYDjNpunpLR6PSOPU+zDpB6PLLtOvtuaaIpeOfTYmGNRQVKRh0yb7QU0/ED74YDduuCHYOxbtszcb\nNkTwH/9RhD173Dh1SkZxsYrGxtQLDV/7WgCNjeL1Tp2q4PnnBz/4/qxIl7p37JiMujpRvnzTpk7c\ne2+RkYos5Bf0LVgQwUMPpX4WrSdUqWvh+mftYXYX+hlK3pbT95f9tv59LmY7ZGN2Ih+ZshWS09nP\n9/PFVM/hw8wCsjKDtsx9Wq2cZ+X1KrSlpcVpt1VWlsDp03pPWA2XXabgvffsx7b6+hgWL+5CQ4MP\nbW1S77HA/NzoAZz+PaG/tqFyvKa+wcCPyGLcuAC6uswvS+tsjz5LBcDhBMrMVx/o4Ea/GibkHwCK\nJt7A6dNS3idAsqyhsTF90Aec/9qHZPrVTq9XNLHvi9nT5Nm0ggINsZi5GLy8XEUgINZBxmISqqoU\neDxAU5Mbfj9w7pyKRMKFzKl3uf89si0i19/Ln/60G1//uqhEuGWLmbqS7b0e6SksQ1muJ/KibUTI\nKA2fr4qKBA4ezFz4qG+yBIaD1MCypCSBL385Ycxy//Sn3ZY1QBe+Tju57cv5FszKNl4uuSSMzk4p\na6o95c+pZcJ118WgKCI9s7JSw7FjkrEmb/9+d+9a+WS5pyebUo8b5eUJHD4cSfu5dbsT2Lu3E5EI\nUFcXxKZNHRg3TszA/fnPYt+Ss2z0Y8WsWd24777sM3E0cjDwI7LQC4gUFWmYNSuOZcsyX/X6f/9P\nxn33hfDggxHs3TuwM1nJgZD+pf/733fghz8MGGsOU2W+Ip6cCuZUQAQAJkxQsGXLwM0YWSuY5nJy\nmwu9Umd3t4REQv9p6trM5BRL688KC1XEYlIOxVNySdsz38viYs1x1o5GPmvPwPHjFXz4YXJ6cfo1\nffv3Z19HfP6BX27pyucnvwtWlZUKjh1zSrvOvB39JNpKXz8sClmIWZCamjjKysTvm5tdOHnSlXYm\n3Wqgel1a+6NmSrUfqS5kZjXbY609+Uzpx1XmNPzzYa6ZKyzU0NQkPtOXXhpGe7uMggINkyfHsW+f\nByUlKrZuTb/uva8uvNLIwcCPyKKvCogMhGyB0L33imqQ9sp1QKaTIknS4PGYVT9DIQ3PPNOBu+4K\nYNKkBLq7gT//2YNrr41j9eq+PZBkOxjnUtXzfE4GnFtiiIO8fS2j+NnUqQqOHROVP10uDdXVCvbt\nc2rLkE32E93kv2t/zHpS7s73ZPN8Hmc9YfvrXyVcf32w9+QyU6CjYfToOPbscX4OfT/efttlK1du\n306274n+Ss+0btNpBkR8PwWDGgoKNGze3Inp00NJJ9yZi94UFGjYsyd9YJzuJDmfk+eBOtEeM6a4\nt/hH5lT74cRpFlMfs83NLrhcoirr1q0dWLDAZ1k7nsANNyhpq0//8pdFxja6uvTx4DTWrHJbT33l\nlWIt3M6dmSpsisf4/Sqi0eT0YnN7erGnDRsiuPhipJyLDKfzExq6GPgRWQyndRUXXVSMnh4pbbpl\nSUkYqT12dM4zUpMnJ3DwoL3wQV/390t3EpwtRSrTQU8PiKxrM8ePT+Dii52r8ln3YcsWT5p1E86B\nmdcr+uadOweMG9eODz4YlfGxHo+GeFwy1hRl277197fcEkNTkwexGFBYqOHECbN89vn0MqQLk26M\nmqlhqTNQsgxomgZNE3/72bNjWLs298+TNdifNEmxrP9zDo5SfydOJJ95zIdKMQAAIABJREFUphBP\nPeU1xnpua4/6a+1fphnxTLeBzMGhhjFjEvj0U9EUevLkCN5/P4hp08SsqVNRiKEq27Ho7bdlI61v\nuAZ9yUVQnnnGXi27tFTD+PEJ7NtnD6rKyxNwu4Hjx63Nv1XoxztrlorbrSGRQF7f8fkYOzaB3bs7\ncM89PjQ2uhGLyZgyRcHYsSoUBXjnHRf++EfRw1ZPL37wwW6jKfjf/m03Fi4MYdQoFdu2nd/4HE7n\nLTT4+iPwy6VcFhFdgNraYG8LBpF29cgjRQ7BWboDnfV31tsS3n/fZbt3VZViLPLuK+IEWRzIGxpg\n7LfPJ/bF79fQ1iahvV1COKylXAW2Hhj1E4cPPnDZ1ifKsoaPP5Z7U+SACRPEGs2SEnGCsX69tZJn\n7tepZFnMhuozoqdOiYO3260avZCsJx2hkIqbbopj/XovJEl/LnGVfv36CO68M9jbuNaJhHXrrCdC\ndlOmJBx/Tn3vkkvCvenPOg0//Wm3ccs6ppOpSedx27alHiIzrdcSVfzEGBGzCrnMuNl/97d/G0oJ\n9DRNQkGBip4e6+dgoAq+JM925PJcyb93ur/UG/SJ3505E8Ann4zMFMiqquGX3ql/Xzc1uaBpkq0y\ntGi2bR8Xp0+L/5Ilp2EWF6toazPvZ6YiZ0vBdJ4Z1nvipo5P+/1kWcPLL4t03jVrohlne/XjnP6v\ndS33d77TlmEfiYY+zvgR9TNreqK155tVct8cpxOlyZNj+OQTt5FC+fLLETz4YBH273ddcDXS5Jm9\nX/6yCC+95MaZMzIURUqpKtneLtlK25eXq7jhhrjtKrDLpaG0VKypq64Wqad6rz0AaXsoWqX25MuF\n84lpaanoe6dX07TeNxRSsX17B+rqgrYTFesMbXu7hFmzgvj4Y2sjXOfnsqYHTZqkYONGVuQcKNb1\nVCbx3ksScNVVCvbuzbWZsgafT7OlrdXUhIzty7KKsjIklX/Pv2iTlejHlZwmmm7GsC9TObPRIEni\nPRSvP1tRpMzvQVGRBq9XQ3t75pRwGnhOrXNM+Vx0sP/O7dbwP/5HDGvXpr9Ilnk7GsaMUfDpp+Ki\nyuzZcfz2t2bhn9tuC2Dx4k7ceWcQ//zPHXjgAVFIraBAxZ49w2cGmUjHVE+iYaa2Ntg7M5d5fcfr\nr8uYO9fe+NTqoosU7NrViUhE6pd1A9a0uNJSFYkEbMVmLr44gfHj7amYemEEk/1E8IorEnjnHbfD\n73NZl2S/nx5IZU95y3yyOXduDLt2uVMK6YTDKm6+OY4//tFrBGwi7dPc3rhxCRw/7rJdoU43U7t9\newQPPyxmGFmRc2Dp66lM9vEmxpB5236/zCe0Y8cmLCm8/Rl0nV+l2YEwe3YMr7/uhtuNlGbWJg3P\nPhvBypVFOHMGaGryYMaMOD780IWJExP4y19EKieQujaKBldq0Jdpptf5MyBmBGH7nLndGvbujdjW\n+6Vuy2l2GaitjeDYMTFOQiGNBVDoM6M/Ar/zq0FNNATs2LFjsHchKz3oA0SKS7r1HddcI9IMAbEA\n3esVBzSXS8P118ewa5eYMaqsVHHwYN9eGa+tDVqaJGs4fVpOCYy6uiTs2uXB5s1eNDSIFgPLl3eh\nvNy6H5Lt/z/4IPnrxbpQP5eUHvN+xcUqvF5r0Cfen6IiDebJR26qq1PTLtvbZWza5LEt4hfpufpJ\nvoS//tVlW4tiZ/69tm8Xwf3q1VGsXh3lyckA27o1AnOGT/w9JGO4ibTdZLKcKegz/35TpiQgG8M6\n/TgW27OOTfP//X7xmQkEVONnU6YoGD1a/LymRsH06eK74PLLlaQta/D7E7CPeS3Nv06cxy0gWiek\n7q/98zVpkoIVK7pw/Hg7du7sQEGB2OepUxXU1cUwe3YMY8cmsH9/BDfdJD4DGzZEcfp0G15+OYrD\nhyNYty6KQ4fEd1h/fJ8NhuFwLEqnocGHSZPCmDAhjK99zY9333UlzfSJAExyHOrOnwFNk3q/q+1B\nX2WlaiwTSP58LFkSwaRJMQAavvUt8Rl+9tkIzpxpw8aN5jgJhzWsWDF8v1eH81ihkYGBH9EAMSuU\nOVu+vAv19TGsX9+Jd99tR319DC0t7fjTn3I7yDU0+DBvXgC33upHe3vm56qtDWL8+DAmTgzjyBHr\nmjvnGSyReiZOSvV1hL/8ZREuuST5JNR8zFNPdaT5HRx+riEcTn/yd/q0C6m5CSp6esxbkiSao+tX\nm5P5/TEsWdKFlSujKc/v8WiW9SlOV7E1hELi57Ks4dVXI1iyRA8wxElLRUUC+/aNjIp9w1lVlYoj\nR8Tn54MP2lFVpWL9+ghkWYyPa65R8eyzZnAYDqu49loRYIVCKurqYqiuPmnZohgHV16pYNmyLkvg\np7OfwPr9Cbz5pjhhXbFCPM+KFRFjn3bt6kB9fQwHDpg/e+GFTuzZE0F9fQxr13biv/5LfBe89FKn\nbZz9+McRHDsWwYYN4vWUlCSwYYMYe/q/K1aIz4DPlzAeJ0kqysoS2L49grq6GMrLE6iri+ErXxGv\nu6ZGwd69HbjrLvFcd90l9v/MmTZs3x5BQYGK2bNjtpTlykoVhw+LfX7++U6sWRPF2rVmUEfDQ0uL\njNZWcbGvsdGLpiZX0j302bvcZ53FRQ0hFFKNoA8wj3NHjrQb43jDBtGXbteuKM6cacOTT6o4c6YN\nN93EcUTU15jqSdSPysuLoSgDU8Y7n2bE9rYI6VMWBTMg+va3Y9i61Y1YTKxpspaZF4vszau8Lpfa\nG1A6pazZnzMYVHHVVQm0tMiOa+hqahT4fMlluO3bmz5dwcSJKg4fdmH/fheuuiqOAwdE5bbknl7f\n/76M558XRTS+8hUFb7zhzpC2BsyaFcOSJd1MSxtBrMUdAHv/T2tvvqlTFYwbpxopu7fc4sfOnV5j\nvG/YEMH27cDDD4dw//0R3Hff8Bkb7Bs2OC6kr11fS03Zz0Z871oLY1VVKaioEOPe4wEeftishMlU\nd6LzxzV+RAOkr3qwDVQZ74YGH154wYO2NlGe+oUXMhcTsfbZk2XNEvSkX09UWxuDyyWlrYgImO0Q\nfD4NkqQhGk2uxmlu22m9nnMxFw0zZyp4/PEuVFenXweZvP+VlQlcdJGKo0dlbNqUOVjT34/kbQDI\n6f2kkacv+sQROXG6SDdYfT/b2yUsXOjDpk2epLWxVhpmzowjHBZBXXKbAwZ3RP2DgR+RRX/0w9FL\ntdurTZofEVmGYxn3wWAWjtGJ/Q2HVTQ3R9IeiBsafDh4UEZzsxvFxSrOnpV7A7B0lQMFv1/FuXOS\nkRYq2iLY13gEAiq6umB5/8zf6UGhTpT1tvfKc7uRoaS3ff/0/nzpi2CYtz0eDY8/vhnf+MYMxy0f\nOyajri4AALj0UhVNTR4EgyquuUa5oGqpNDyx1xblI9/xos+y1dQoWLtWXFSyZmFUVCRw8ODA9v08\ndkzG1VeH0NOTWmBFT5GmC8fvFsoHi7sQXYBc1sCJoC95wbpk/KeqEuJxCV/+cshYI3fsmJxx+2PG\nhFFSUozS0mK8/vr5feSctm0WjrHvb3u7jIYGHy65JIyysmKMGVOMt982n7elRca+fR6oqoQzZ1yW\nWbfUbblcIuCZOlVBT49k678neuHZ38fOThmqKsMsiiKUlqqoqnJaD2gP5rIHffr+aTh3Ll0aaert\neFzC/Pk3YfToYtxySyDl76+vVzp8OIJnnomivj6Gt96KYM2a4VtEgIhM+ayB7m/6Ojc96AMAb2+2\npc+nYePGzgHfJ/Ed2I7rr4+hoEDFhg0RYy0egz6ikYMzfjRsZVon4fS7XNbAlZYWW2a/cglCgKIi\nFcEg0NpqBiKjR6vYsyeCOXMCtsqegIY774yhpUXG0aMyxo1TEQrZ99/agNrtNhuRWyukeTwaurud\nAx+nUtqFhWYD4XHjwkkNb52NHZvAyy934oEHirB4cRcuvTSc8f7298c6s5fA5ZdrlsqhqfcZaNnW\nQBLRyJLPGujBcOyYzDXERGTTHzN+7ux3IRqaWlpk40D++c97IElAKKRh27YO2+8aGoAVK6JGGWlr\nZcpk1dUJNDe7AYiGzSLgSmb/WXe31BuEmU6elHsDpdT7W/ft+HGRqjljhhs1NQqWL+9CZ6cZ0ClK\n6uMVxWlmTASrs2bFsXOnJ2ntnIbq6gTuvdeHjz6SLak8yQGu+f9XXqng2DG5d00d8PzzYTjR2xoo\nimiC7nIBHR1S734L0agMt1v8wCwIkGvQl623Wv79zqqq0v/9iWhkyuX7fzDprS2IiPoTUz1pyElO\nyUmXotPTcwaACD5UVaQhnj0rgpU9e8Q1DetB3im9JllZmX6lVUMsJv5N7mWVmq6YS0VMIRy29jEy\n73v6tIzNm72YPDnUuz4u3XM5KypS8fWvxyzNxa37LqGpyYNNmzzYtctjS9c0gz97b6VDh1zo6LCm\nfjoFaxqmTlUwc2Ycc+fG4PVqOHtW7g1Kzf2OxyXs3OmGJGlJ+5fpdTr157P/bOzYBKZONSPM2tq4\nw2NMspzA7NkxvPgiC7VQZuy1NXT0VYpmLt//54vjhXLFsUKDjYEf9Yt069qs/ePSrY3TZ8T0ZuHW\n25ddZj4uFOpBaalTSoyYEZNlDStXmmu0cmn8qp8c6NtJDXo0+P25nDQ4B0qTJ6t49NFupCukEo3a\nn6uwMHm7zs/d3S2jsVEEdpomXvstt8Tg6S3AGQiomDRJBEmi6bnTvmYL9OxcLmDfPg8aG73YuNGD\nU6fMv3NpaepzpE8qTw3wCgr02TuxD1OnKjhypN3oOzZlioLduztQXm5exX/mmS5LHz8zSAyHRW+2\n1atfwdq1XLNHNJwkHw/O13Bv/E1E1Be4xo/6RUlJMawBzJEj7QiHNdvPCwpUTJ+ewKFDLqO6Y319\nDNEobBXP5s/32foM6RXPrGs20nG7NZSVqb3pkUB1tYKVK52rNOrltMVMF+CcCgk4BXTOP0++j9T7\n3qiIxeDQNy5bqqIIBEVRE/v93W4VkiT1Vs1MV51Tb0CODDNv+bP2cwJEoPXaax346U+LsHlzctqp\nIHqgyb0tHZL3E0aabVGRSF/VK2sml9LPVFqfZfeJhj+nCphERJ8FbOdAQ15Dgw+rV3uT2iGYi+mT\nA0LrffQDu74d68n9ZZeFjf5wu3dH8OijhUbfOr157KZNHmSbpTKfVxROefVVsy2Dvam502Ps27au\nb8t232SiX13yrFr2x5m97zK3XsguU9P2bNuzB8OjRokUTwAIhVRs3272oBIlwoPo6RF/p5MnJVRX\nJ/DII6IX1JYtqY3TZVmDponXWVys2RqvE9FnCy/gENFnFds50JBkTdU8fFh2KN6hoa1NHMDdbvNn\n+n38fhVz55prL5JTcsJhDW+8EUFFRcII+p5+2mPMElZUqFizJopRo8T9Cws1Wwqo3pLAJPZPUSR8\n5SshY9/t+4bebanwep2DDkWRUFJi33ZZWSLpXlrSv8Lp07Ll+az7lelxGq66SoH53pnvs17JM3fO\nwV3qPiXvg/WxGpYsiWDbtg6MHZtAXV0M+/dHbEGa3iahvl6srTt8WLRIqKxUsWJFFAUF5nNMnx4z\n1mtqmmgH0dYmKt31Ba6toFxxrAwdwyFFk+OFcsWxQoONgR+dF+tavd//3muswbA3FAf0IKWxUazP\nEGu37AfwaFTCK694cOWVIXzuc/b1fzq94lllpYqWFrm3h5ygr2Pbtq0DFRUJzJ0bw+c/nzACvkRC\nwtixTj3kgEBAM/Z9xgwFFRWJ3uIr4r7nzsm46SYl5XGACFj/9KcOY+YPEBU+pd64SJY1lJSo8Hg0\nVFfH4fWqtgBNBKf2fXK7NcydKwIo8Xv77OjevU6prVqG9XPZmK/V41FTfiZYZxjNfx98MILvfEdF\nZaWKQ4fS97zLdOK2dav4m+3fH8GmTdb7iH8Hq6cVERER0UjDwI/Oi1gLJ+P0afsQOnvWOQ3R5RKz\nfmbvOXtAoygSurtldHaKbWaa5WluNoPLiRMVHD4so6SkGNXVIRw/LmPdOg/27DGrV7rdoufdFVeI\n2TJZNvdPBKIAIFJFP/lETuqPJ+izidbXFo3KeOSRIng85u+6uiRjTZveID0el7B/v7d3Jsvc5qef\n2pucS5KGr341hrY2CT/5SREmTxYBpygmI+5XXKzC709+R9IVYnGuihkOJ3DFFTHoM3ZHjrSjvj6G\nwkK9TYR9e4WFGp59NoLCQhXPPhsxArV//McLT7+0BvSAGQhu2GDO8PZVmuesWbP6ZDs08nGsUD44\nXihXHCs02LjGj87LxIlhnD4tGqR3dQG5rxfTf5Z+LZksa2hsNNfeAWbhFa9XBJd6MZHy8gS6u6Wk\ntXnmts01cebvJAnQNAmBgIqNGzvwyCNFeP556/pA8/FFRSpuvjmODz904eBBF6ZNU9DUJGbdAgEV\nO3d2YObMYNpCLW63ZmlvkH39niSZhVdGjRKzhRMnqti504PiYhWNjR244YZgSsBtvlZkeB7RfqG8\nXENZmYaPPpLR3OyCLAMFBUAiASN9duJEBW1tYvZy0yY2FCYiIiIaSFzjRxekr/ohAebMzO7dEWzY\nEIHzmrTU53C59PuI34VCqemOqirhkUeKbPv8wQcuY4bR2ufO5UJvw3NnruTMU5gzcp2dYsZuxYqo\nkZ6ZHKB1d8t44QUv9u51o6dHwl/+Ihtr/jo7ZcyeHTQaopszieY2zJ592dfiWYM+QBRMaW114d13\nXZg7N4Y33xSzX1u3dqS8Zy6XHuBm+rtKeOstkda6caNo/dDVZc6yer2asVbvlVc68e67ERw+3Hcz\nboONaysoVxwrlA+OF8oVxwoNNsdSDjQy6f2QAKChAVixInre29JT9ADgy18O9wZOGioqFHz8cfoW\nC/bm4RoU2/I5czZw3ToPSkuLU2awfD6RqqkHe+fOSQ7tAvTZOq03bdO6bZO1ufv69RHMmxeCLNtn\n6Px+FdGoeX3k1CmXbU2fXs0S0BAMarj66jj27HEbgbW1eAkATJqk4J13PHC5tKT3ApaAVjPaGYjn\nlPHSSx584QthhEIatm3rQDIpzzi+u1v8q++Hz6dxZo+IiIhoBOOM32eIPvtUU6OgqEjrs9m/zk4R\nfGmahFOnxOxUukbjgjkL1tVlXedm/ivWw6VWB/V6NVRVicqZU6cqmDrVufAKYAY39m2LFE29iugv\nf1mESZNC+J//M4gvf1mxpJdKqKhIIBi0z2R6PJpDA3Rx//Z2GW+/7cK0aWL//H4Nl12mF5URr+Wd\nd9zQi7GYawOT91FK6bOnqhISCQlnz8r44hdDKc9uBqu6zO9/LCbSUP/zP/t+Ld1QxbUVlCuOFcoH\nxwvlimOFBhtn/EaohgYfWlrEGrzly0X/o+XLu9DQACxe3IXa2hBaW0XcP2GCBzU1CkpKzLVf1sdl\nex7rTNV//3cHrrlGRVlZse3n1vVztbVinZy9J51TP7vk5ukS2tokfPihhvr6GIqKNHzwgYyysgSi\nUQmxmARVhWUG0Hnd4caNHUaA19Ii0ikBoLFRRmGh+HkwqGLjxk7cc48fJ06Y24rH9SbpTjQcPy6j\ntVXsezQqYedOD+xpsHrhF/Gfx6OlbK+4WLU0kU9ukG7OBKa+b+lnN+1N5sXvFAX44Q8DOHQokub1\nEBEREdFIwRm/EUpP69y8WbRRAGD0yLv9dj/OnDEDA02TsG+fuO+mTZ6Ux2V7HutM1ZNPirV5qm3y\nyFzftn9/BM88E0V9fcxSKdM5VXPWrDjGj9dnD62BD7BhgwfPPOPFnj0enDrlQne3mBHTNMmyjs55\nZk5fPwhY1+CJGUQ9IOzoEI3H9+zRFwmm22bymkapt9WE2F+PR8OKFRGHx4nHxuP2bc+aFcNllyVs\nFUmtQV/m4M66H9b9s/b9s5syJbnv4MjFtRWUK44VygfHC+WKY4UGGwO/Ecqa1qmvYwPMgFCkBgp6\nUZKaGsVoIZD8uGzPA4jAKdNjbropjspK1ejrpmbMLNTw9ttuvPBCt22d3BVXJIwWCekCH7Eu0Hmm\nMvl1LV/ehblzY5g7N4bnn+/EqFFip/x+FT09ssPsofmcV16pYPv2iKUlROpreP75COrrVZw505ZU\naCZ1Bg6QUFoKhELm32PmzLjlMdmCPudA13pfl0uF260a+79sWfa/MRERERENfwz8Rqjly7tQXx/D\n5ZcncPvtfmMtnx6oTZ2qYPbsGMaOTaCxMYL6erHmbeXKLuP/s6V56s9jDZz0xyRX03QKMqqrxWxT\nVZWC4mJrFCgCm7NnZVx9dchWGbOlJaVMZ2/gag2KgOSAR5Y1jBql9lYRNYXDGlavjmL16qiRDltf\nH8OMGc5rBydMUFBeLipfrl/fiaoqFYcPtxsB48SJiuU5zBlQACgrMxukT56cOtMWCKh48MFulJVp\nKC1VEQppeOyxbpSXi8fpDekzz/SlX+c3caKClpYI3n9f/L3Xr8/tbzxScG0F5YpjhfLB8UK54lih\nwcY+fiPcvHkBo5JnfX0Mixd3oaHBh8WLs6/fy4W1v95XvhLHiRNifWBHB9DU5MWkSQomTFCxZEnq\n882YEcRHH7kQDGqYOTOO117zoKNDQiCg2frymb3wBI9HM6pvWitjut2iAfqLL3qRHByFQioiEdl4\nH7JVNG1vl7BwoQ/xONDVBbzxhhvXXqtgxQrn9629XTLe1/nzfdi82YuaGgWXX54w1ky++abbsf+e\nnQa/XzMqiZaWqpg8WYHfD+zc6UZ7e/rH+3xqb7EckVa7fn0E//EfRYjHAY8Hjn8DIiIiIhp6+qOP\nH4u7jHDJKZ96mmVfOXFCNoK0F1/0GoVH5s6Nwe1W8d57LvzlLy789a9SStBx8qQMRZFw9qyEV14x\nH3vNNXFs2iQaqrtcGqqrFezdK4JXSdJS0jw9Hg2BgIapUxO9BWtSZ8T0dNFcU1h/+csitLWJGdLV\nq7MHTNb31VpE5/bb/UbgnbnSpk5CNGrOXp4+LaOx0Wt7rB7gFRWp6O6WEQiouPZaBbEY0NjoNRq9\nV1aquOaavvtbD3c7duzg1VbKCccK5YPjhXLFsUKDjameI5yeupgtdbOhwYdJk0KYMCGMr30tgHvv\nza3Zu9cr/vX5NHzxi+b6wCVLuqCqoi1BPC6hri6Y9rGybLZIqKkRKaGBgLidSEjYt8+N2bNjGDVK\ntay5MwuiFBaKZueNjR4cPSqG9JQpCkpLRYrk1KkKNm/usL0P1mb2Tq/VqTiOrrY2iPHjw5g4MYxj\nx1I/QnoQGA5rRuDt92cqxmJ9PVbJFTtFKufu3eK1vP66+PfAgQjWrIkaabp6o3ciIiIiIh1TPUc4\np7YOTr8/dMiFtjZrEGMGKplSI48dk3HzzQFs3NiJUEizpZGOGVPcOzunobo6gdGjVds+HDsmetLp\nM32SpOG11yKoqlIxcWLYlhZZUSHWxB0/nrrGT1dTo2DlyigeeKDImNVLl9ZqTYG1ppLqr/XWW/2O\n6ZrLl3dh6tSQMctZUZHAwYORtO+zngLa1OTCiRPJ+y7eY59Pw4QJCg4e9KT8zv7/Gu6/P4L77mNQ\nR0RERDSS9UeqJwO/EW7SpJDRp27u3BhWrxYBXGlpOEu/O6GmRnGcLbQGOnrvv6NHZYwbJ4qSlJVp\nOHRIxltv6dnEUu/zqnjjjYixPT3A0umB1LFjMqZNC0HTRGC0e3cE8+f7sGePB8muvFLBJZc4ryNM\npu/3u++6cPq0DL9fNdbTuVwaZs2KY+VKe9BoTdesr49hxw6xVk/fr8pKNWUtZXKg/NWvBhz3XZY1\nvPlmBKGQhoULfejqAg4fduF3v+vE3/1dAADwjW904oknQgz6iIiIiD4juMaP8tLQ4HMsJtLQ4OsN\n+syALxxWcfXVCrZt8xizdADw0ENRx2BKT4UERDCnP48+I2dvOm46fVpGQ4MPK1ZE0dDgQ0eHbDRy\n9/k0bNzYCQCorFTR3BwxZhMrK1WjzYHLpSGRkODzxTBzJrBsWe5FS6z7XVGRwMSJCWMNXSIhobHR\ni3vuAS66SMPu3S7U1IQg9b4Mv19DU5MLF1+cQGcn8PLLHUZKZbr2GTp93wVzpk8PHAEYQbnu8GGz\nsfpDD7Xl9PooPa6toFxxrFA+OF4oVxwrNNi4xm8Ea2mRjaqX4bCYEdN/bg36/H4Vr73WgTVronjj\nDb3ZuAgMv/711LV5gD3Q0VsTBIMigCktVdP26AuHVXzyiYRbb/Xj3XddaGpyQ9MkFBaqtiAIAL75\nTT9aWyVMnx7CLbcE8Oij3Rg/PoFp0xIoL0/gt79txJo1IjCtrQ2ivDyM8vJiXHFFCBddFMbo0cX4\n/Oft6/Cs+33ddQrOnZNRXq7a2k8cOOBCS4uM1laR/nr2rAyPR0M0KuHECRfeesuDnh7Z1gg+21pK\na9uL7dsjqKhIpLxeIiIiIqL+wlTPEUhvsdDZKfXO7GmorY3jmWfEzJiZXmn+6SdPjmPdOvvaPOua\nu2TW9gWAmEV88MFuPPBAEU6ckNHUpE8ma/B6RdXN6dMTaG+XjJTH8nIVra2yYzppQ4MPq1d7k2YN\nNQSDZqsHa0pleXkYiuJ8HUNPH03eb2sKp77Or6hIw+uvR/CTnxQZKahTpyoYNUpDY6MHwaCKjg7n\nfSYiIiIi6gv9kerJGb9hzlqdUq9IqbdYsK7ha2ry4rLLwrj7bpFeqTcF12f2Dh704uqrQ2hvl7B1\nawSFhWraoA+wV67U/7+yUsWKFVFj5s/t1rB9ewQnTrSjpUVUntRTHmtqFGza1IHx4xPweDTMn++z\nVQ9taZEdUkUlI+irqrKnVFr7+dlpWLy403G/rbN/r74qZuFef13MwiU3pl+5Mtq7vq8jrwb3RERE\nRERDAWf8hjCnSpHJRVXWr/cYwVB5uYqmpghmzAj1rrlzaiHgVC3SlEtz82yss2rJwVHy79IVRbHP\nSjoFdRqqq0/iuee8CIc1XHJJ2GjQnqygQMUnn7TntZ808nBtBeWPNo+SAAAQj0lEQVSKY4XywfFC\nueJYoXxwxu8zxtpLbuJE0Tfu7bddxs/++7+9RtAHAK2tonDK1q0dqKhIWIIZa1CT3BvO5PdraGtD\nxr59ubDOqmX7XXOzWFzncmn46U+7jfvpa+b2748gHHaadZSwf385amvFLGVNTSLp9+ZzB4POQV2m\n/SQiIiIiGkk44zdENTT48MILHrS1mVUvARj/P3WqgqNHZdssVzCoYscOs9Kk3mPvootU7N2b2krA\nzpxZKy9PoKmpY0ACos99LozOTntPvGT67F8goBr3taqvj2Hx4i7MmBHE6dMuXHmlgr/+Vbw3BQUa\n9uxhERUiIiIiGj444/cZ0tIiGw3V3b11UmTZDADHjVNRU6P03lsEaB0dMurqAsaMXWWlioMHI/iv\n/4pi7twYysqswY+9vUBhoXm7tdWFSZPCmDAhjK99zZ92BtBpfWG+CgrEv9ZWDsn02b+dOzswd24M\ndXUxjB4tXovePiEc1vDGG2L93fr1ndi+Xcx6MugjIiIiImLgN2Q0NPgwaVIIJSVhlJQUY9cuEe0F\nAiqqqhIoKNDg8Zipmx9/LFoyuFz2NXCtrS4j/VE3Z04A27e7kUgAM2fGMHZsArW1cWNbGzZEjOBS\n/1lPj4S2NhmNjV40NPgc99maipruPtnoaamZWhtYi8esXh3FmjVR7NkTwcyZx21FVqypm3rQy6CP\ndDt27BjsXaBhgmOF8sHxQrniWKHBllMD9/feew+/+MUvsGDBAsyePRtHjhzB4sWLEY1GsWDBAkyf\nPj3j4xcuXIhTp04BAKZNm4b777//wvd8hNH7xiXr7JTQ3Jz8Z5Kwf7/4mSRZ1/GJYK+1VcbChT6U\nlWloaZHxwQcuo+rlG2+4jcbgDQ0wZssKCoDOTvt2AGDKFOeG5ED2puW50AO0fIXDGn72s70Ih7lI\nmoiIiIgom5wCv1WrViEQCECSRECwdOlSzJs3D2VlZVi6dCmeeOIJyHLmycOHH34YJSUl8Pv9F77X\nI5AeRNlp8PtF4/DSUhWnT6dW6NRTP2UZKU3T9Rk5q54eUQBmxYqoUUGzocGH8eMT6OwEpk1LoKnJ\nA5dLtGlYvTp98ZPly7tsweNAY2UsygfHC+WKY4XywfFCueJYocGWNdVz165dSCQSRsGVzs5OtLa2\noq6uDjU1NQiHwzh69GjWJ1q0aBHuu+8+7N69+4J3eiTS+8ZNnhyDuf5OQjQqo6Ii0Tuzl9rXTmft\neVdVpWDJki4jmCwq0oyZQafZuZYWGfv2edDTI6O0VENpqYpEQsKZMzIeeKAo7T6zKiYRERER0fCQ\nMfCLx+N4+umnceeddwIANE1DV1cXfD5zPZff78e5c+cyPkl9fT1+/OMf4yc/+QlWrVqFzk7nIh6f\nZfrs2muvRXHTTXHj51OmKNi5swOKklo8pbBQBGkAUFKiIhxWMXq0issvT+CKK8LYvNkDQEN3twRN\nk+D1agiFUte8WVM2lyzpMorGXEgK50Bgrjzlg+OFcsWxQvngeKFccazQYMuY6vnWW2/h5MmTWLRo\nEeLxOFpaWjBjxgx0dZnBQDQazZq+OWfOHOP/x44di08//RSBQCDt/a0NLvUPyWfp9l13ueH1ivKt\nd9yxBQcOKKiu/ioaG2Vcckk7wuFz+PTTMrz8cicaGtqxd+8YJBIetLeLOH7zZuDcudS00FhMQmOj\nF3fccQrr1hXZns/vvxGLF3fhwIHtKbcH+/3gbd7mbd4eyNu6obI/vD20b+uGyv7w9tC9feDAgSG1\nP7w9tG9bJ9r6SsY+fj09PWhra0MikcCqVaswffp0zJkzBz/72c9w4403oqSkBMuXL8fjjz8Ol0sU\nJlF7F5rpa/6OHj2Kw4cP46qrrsKpU6fw6KOPYvHixQgGg47PyT5+ztrbJTQ0+FLW082bF7Ct46up\nURAKqWhs9FoeraG6Oo79+72oqVFslTCJiIiIiGho6Y8+fu5MvywoKMCYMWPw1FNPobm5GSdOnMCc\nOXMwf/58/OY3vwEALFiwwAj6AGDlypUAgLvuugsA4PP58Prrr+MPf/gDQqEQvve976UN+ig9fT1d\nMj1Nc8oUBZWVKpYsEbOx99wD/PnPLkQiMl58MYIrrtAGtRALERERERENnowzfoOBM375STcT+Fmw\nY4eZEkyUDccL5YpjhfLB8UK54lihfAz4jB8NfelmAomIiIiIiHSc8SMiIiIiIhpC+mPGL2sfPyIi\nIiIiIhreGPjRsJVcSpsoE44XyhXHCuWD44VyxbFCg42BHxERERER0QjHNX5ERERERERDCNf4ERER\nERERUd4Y+NGwxVx5ygfHC+WKY4XywfFCueJYocHGwI+IiIiIiGiE4xo/IiIiIiKiIYRr/IiIiIiI\niChvDPxo2GKuPOWD44VyxbFC+eB4oVxxrNBgY+BHREREREQ0wnGNHxERERER0RDCNX5ERERERESU\nNwZ+NGwxV57ywfFCueJYoXxwvFCuOFZosDHwIyIiIiIiGuG4xo+IiIiIiGgI4Ro/IiIiIiIiyhsD\nPxq2mCtP+eB4oVxxrFA+OF4oVxwrNNgY+BEREREREY1wXONHREREREQ0hHCNHxEREREREeWNgR8N\nW8yVp3xwvFCuOFYoHxwvlCuOFRpsDPyIiIiIiIhGOK7xIyIiIiIiGkK4xo+IiIiIiIjyxsCPhi3m\nylM+OF4oVxwrlA+OF8oVxwoNNgZ+REREREREIxzX+BEREREREQ0hXONHREREREREeWPgR8MWc+Up\nHxwvlCuOFcoHxwvlimOFBhsDPyIiIiIiohGOa/yIiIiIiIiGEK7xIyIiIiIiorwx8KNhi7nylA+O\nF8oVxwrlg+OFcsWxQoONgR8REREREdEIxzV+REREREREQwjX+BEREREREVHeGPjRsMVcecoHxwvl\nimOF8sHxQrniWKHBxsCPiIiIiIhohOMaPyIiIiIioiGEa/yIiIiIiIgobwz8aNhirjzlg+OFcsWx\nQvngeKFccazQYGPgR0RERERENMJxjR8REREREdEQwjV+RERERERElDcGfjRsMVee8sHxQrniWKF8\ncLxQrjhWaLDlHPi99957uO2227Bt2zYAwJEjR/CjH/0Id999N/bu3Xte2yAiIiIiIqL+l3Pgt2rV\nKgQCAUiSBABYunQp5s2bh4ULF2LZsmVQVTXvbRBdiFmzZg32LtAwwvFCueJYoXxwvFCuOFZosLlz\nudOuXbuQSCSMoiudnZ1obW1FXV0dACAcDuPo0aOYMGFC1m1Mnz4dQ6yeDBERERER0YiWdcYvHo/j\n6aefxp133gkA0DQNXV1d8Pl8xn38fj/OnTuX0zYY9FFfYa485YPjhXLFsUL54HihXHGs0GDLOuP3\n1ltv4eTJk1i0aBHi8ThaWlowY8YMdHV1GfeJRqPw+/15bWP27NmO9y0uLsa+ffvyfyX0mePz+ThW\nKGccL5QrjhXKB8cL5YpjhfJRXFzc59vMGvhNnjwZjz32GBKJBFatWoXp06cjEAigvLwcr7zyCkpK\nStDe3o5x48YZj9HX+8mynHYb6WT6HREREREREeUva6pnQUEBxowZgy1btqC5uRnr168HAMyfPx/P\nPfccfve732HBggVwuVzGY1auXImVK1dm3QYRERERERH1P0njojsiIiIiIqIRjQ3ciYiIiIiIRjgG\nfkRERERERCMcAz8ioiSKoiASiQz2bhARERH1mZwauPeFQ4cO4Ve/+pXtZ0uWLEFZWRkA4L333sMv\nfvELLFiwIG2rB92LL76IF154Aaqq4o477sh6fxp++nK8PP3003jllVcQDofxD//wD7jiiiv6a7dp\nkPTVeOnq6sLSpUuxf/9+zJs3D9/61rf6c7dpEPTld8uRI0ewePFiRKNRLFiwgFWpR5hMYyXf85B9\n+/Zh+fLlUFUV99xzD8fKCNSX42X//v148sknEY/H8d3vfhfXXXddP+45DYa+Gi/ZjmnJBizwq6io\nwB133IHrrrsOHR0d+Od//meEw2Hj96tWrUIgEIAkSVm3tX//fvzTP/0TAGDRokWYNWsW3O4Beyk0\nAPpqvLzzzjvYvXs3HnzwQXz00Ud44okn8Nhjj/X37tMA66vx4na7MXnyZBQWFvb3LtMg6ctj0dKl\nSzFv3jyUlZVh6dKleOKJJ4w2RjT8ZRor+Z6HLF++HH//938Pr9eLJUuW4N///d/h9XoH5HXQwOjL\n8bJ06VLcddddCAaDWLRoEa699lp4PJ4BeR00MPpqvGQ7piUbsGipuLgYt9xyCwCgubkZkydPNgbx\nrl27kEgkMH36dORSZPTnP/85AODs2bNQVRWKojDwG2H6arxccskluP/++1FRUQFJktDd3d3v+04D\nr6/Gi9frxZw5c9De3t7v+0yDo6/GSmdnJ1pbW1FXVwcACIfDOHr0KCZMmNC/L4AGTKaxku95iKIo\nKCsrg6qqOHfuHN5//31UVVX1/4ugAdOX40VVVYwZM8a4CMUC/CNPX42XTNtxMijR0htvvIEZM2YA\nAOLxOJ5++mnce++9ePXVV3PexpNPPolt27Zh+vTpvDo/wl3IeCkqKkJRURFOnTqFX//61/jmN7/Z\n37tLg6wvvl/os+FCxkpXVxd8Pp9x2+/349y5c/22rzS4rGNFl895yO23346f//znkGUZPp8PbW1t\n/bm7NMgudLxcd911uO+++yBJEr70pS9xdniEu9Dxkmk7yfol8HvxxRfx1FNP2X5222234etf/zoU\nRcGBAwcwf/58AMBbb72FkydPYtGiRYjH42hpaclpzd53v/td1NbW4sknn8RHH32Ez33uc/3xUmgA\n9Pd4OX78OB566CHceOON+Ju/+Zv+ehk0QAbi+4VGhv4cK0VFRejq6jJuR6NR+P3+fnkd1P/yGSu6\nfM5DZs+ejWuvvRbRaBT33XcfRo0a1S+vgwZGf44XRVGwZcsW/PjHP4bf78dvf/tbtLW1obi4uN9e\nD/Wv/v5+AZB2O8n6JfCbN28e5s2b5/i7gwcPYty4cQiFQgCAyZMn47HHHkMikcCqVatSFjyrqgoA\nxrqJc+fO4Z133kFlZSVKSkoQDAZx6tQpBn7DWH+OlyNHjuChhx7C7NmzccMNN6Rcpafhpz/HCyBO\n4Lu7uyFJEsfLMNefYyUYDKK8vByvvPIKSkpK0N7ejnHjxvXjq6H+lM9YyXYe4vS90tXVhVOnTuH3\nv/89Ro8ezSJjw1x/jpeenh6oqoqysjIUFBTA6/Wio6ODgd8w1t/fL07bSWfAUz0/+eQTzJw507hd\nUFCAMWPG4KmnnkJzczNOnDiBOXPmGL9fuXIlAOCuu+4CIE7K/vjHP+LDDz+E1+vFtddei2nTpg3o\na6CBc6Hj5Y033kBHRwfWrVuHdevWobCwEKtWrRrQ10AD50LHSyQSwcKFCxGLxQAAmzZtwpIlSxAM\nBgfuRdCAuNCxAgDz58/Hb37zGwDAggUL4HK5BmbnaUAlj5Vs5yFOY+Whhx7C8ePHMX36dPzwhz/M\nqXgQDU8XOl78fj9uvfVWLFq0CIqiYM6cOaisrBzQ10ADpy++X5y2k46kccUoERERERHRiMa600RE\nRERERCMcAz8iIiIiIqIRjoEfERERERHRCMfAj4iIiIiIaIRj4EdERERERDTCMfAjIiIiIiIa4Rj4\nERERERERjXD/HyH4PQ2zOp8FAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x109d97d50>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Have a quick look at what people complain about"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "orig_data['Complaint Type'].value_counts()[:20].plot(kind='bar')\n",
      "plt.title('Complaints')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "<matplotlib.text.Text at 0x10a9dfcd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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fv7+nemq7XHXMKz1c31zfB7fa7uH65vqWuL5NXT641XYP1zfXt3Tsru9DqddG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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10ec67e90>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Complaints by borough"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "orig_data['Borough'].value_counts()[:20].plot(kind='bar')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10ec6ae10>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ychUXF8vv96tXr15KS0szPVJY4PCUMDB79myNHDnytDfa3r17G5oIoYBc4Ewq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\nHgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a9f2710>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Complaints by zip"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "orig_data['Incident Zip'].value_counts()[:20].plot(kind='bar')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10ecc31d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x110a2b710>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Ok Lets now look at rodent complaints by borough"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rodent_complaints = orig_data[orig_data['Complaint Type'] == 'Rodent']\n",
      "rodent_complaints['Borough'].value_counts().plot(kind='bar')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10eccfad0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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9ENQAAAAAwGIIagAAAGHGnBBMoffsg6AGAAAAABZDUAMAAAgz5oRgCr1nHwQ1AAAAALAY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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10e320cd0>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Lets take a look at complaints at my neighborhood"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "my_zip = orig_data[orig_data['Incident Zip'].str.contains('11220').fillna(False)]\n",
      "my_zip['Complaint Type'].value_counts()[:20].plot(kind='bar')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x110042f90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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rx/pSUlLK/X1+apmZmZxvgzjfp4/zbc5/er6rcnvnzp3V+vXPpNs7d+50qofz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\nMtBUAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11003b5d0>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Lets compare that to the worlds wealthiest zip code"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "rich_people_zip = orig_data[orig_data['Incident Zip'].str.contains('10065').fillna(False)]\n",
      "rich_people_zip['Complaint Type'].value_counts()[:20].plot(kind='bar')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10d353410>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAAAEhAEZcAzzYd50ZVjopNEdC500umOhk0Z3LHTS6I6FTh8aGZABAAAAQEBi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\nIiIiIhLk/wMNJS2pOuarpgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10dd51090>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a = orig_data[orig_data['Incident Zip'].str.contains('10065').fillna(False)]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}