diff --git a/cookbook/Chapter 1 - Reading from a CSV.ipynb b/cookbook/Chapter 1 - Reading from a CSV.ipynb
index d27f87280..31cff584d 100644
--- a/cookbook/Chapter 1 - Reading from a CSV.ipynb	
+++ b/cookbook/Chapter 1 - Reading from a CSV.ipynb	
@@ -1 +1 @@
-{"nbformat": 4, "metadata": {"orig_nbformat": 3}, "cells": [{"cell_type": "code", "execution_count": 3, "outputs": [], "source": "# Render our plots inline\n%matplotlib inline\n\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\npd.set_option('display.mpl_style', 'default') # Make the graphs a bit prettier\nplt.rcParams['figure.figsize'] = (15, 5)", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 1.1 Reading data from a csv file", "cell_type": "markdown", "metadata": {}}, {"source": "You can read data from a CSV file using the `read_csv` function. By default, it assumes that the fields are comma-separated.\n\nWe're going to be looking some cyclist data from Montr\u00e9al. Here's the [original page](http://donnees.ville.montreal.qc.ca/dataset/velos-comptage) (in French), but it's already included in this repository. We're using the data from 2012.\n\nThis dataset is a list of how many people were on 7 different bike paths in Montreal, each day.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 4, "outputs": [], "source": "broken_df = pd.read_csv('../data/bikes.csv')", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 5, "outputs": [{"execution_count": 5, "output_type": "execute_result", "data": {"text/plain": "  Date;Berri 1;Br\ufffdbeuf (donn\ufffdes non disponibles);C\ufffdte-Sainte-Catherine;Maisonneuve 1;Maisonneuve 2;du Parc;Pierre-Dupuy;Rachel1;St-Urbain (donn\ufffdes non disponibles)\n0                   01/01/2012;35;;0;38;51;26;10;16;                                                                                                               \n1                   02/01/2012;83;;1;68;153;53;6;43;                                                                                                               \n2                 03/01/2012;135;;2;104;248;89;3;58;                                                                                                               \n\n[3 rows x 1 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Date;Berri 1;Br\ufffdbeuf (donn\ufffdes non disponibles);C\ufffdte-Sainte-Catherine;Maisonneuve 1;Maisonneuve 2;du Parc;Pierre-Dupuy;Rachel1;St-Urbain (donn\ufffdes non disponibles)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>   01/01/2012;35;;0;38;51;26;10;16;</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>   02/01/2012;83;;1;68;153;53;6;43;</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td> 03/01/2012;135;;2;104;248;89;3;58;</td>\n    </tr>\n  </tbody>\n</table>\n<p>3 rows \u00d7 1 columns</p>\n</div>"}, "metadata": {}}], "source": "# Look at the first 3 rows\nbroken_df[:3]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "You'll notice that this is totally broken! `read_csv` has a bunch of options that will let us fix that, though. Here we'll\n\n* change the column separator to a `;`\n* Set the encoding to `'latin1'` (the default is `'utf8'`)\n* Parse the dates in the 'Date' column\n* Tell it that our dates have the day first instead of the month first\n* Set the index to be the 'Date' column", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 6, "outputs": [{"execution_count": 6, "output_type": "execute_result", "data": {"text/plain": "            Berri 1  Br\u00e9beuf (donn\u00e9es non disponibles)  C\u00f4te-Sainte-Catherine  \\\nDate                                                                            \n2012-01-01       35                                NaN                      0   \n2012-01-02       83                                NaN                      1   \n2012-01-03      135                                NaN                      2   \n\n            Maisonneuve 1  Maisonneuve 2  du Parc  Pierre-Dupuy  Rachel1  \\\nDate                                                                       \n2012-01-01             38             51       26            10       16   \n2012-01-02             68            153       53             6       43   \n2012-01-03            104            248       89             3       58   \n\n            St-Urbain (donn\u00e9es non disponibles)  \nDate                                             \n2012-01-01                                  NaN  \n2012-01-02                                  NaN  \n2012-01-03                                  NaN  \n\n[3 rows x 9 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Berri 1</th>\n      <th>Br\u00e9beuf (donn\u00e9es non disponibles)</th>\n      <th>C\u00f4te-Sainte-Catherine</th>\n      <th>Maisonneuve 1</th>\n      <th>Maisonneuve 2</th>\n      <th>du Parc</th>\n      <th>Pierre-Dupuy</th>\n      <th>Rachel1</th>\n      <th>St-Urbain (donn\u00e9es non disponibles)</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2012-01-01</th>\n      <td>  35</td>\n      <td>NaN</td>\n      <td> 0</td>\n      <td>  38</td>\n      <td>  51</td>\n      <td> 26</td>\n      <td> 10</td>\n      <td> 16</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2012-01-02</th>\n      <td>  83</td>\n      <td>NaN</td>\n      <td> 1</td>\n      <td>  68</td>\n      <td> 153</td>\n      <td> 53</td>\n      <td>  6</td>\n      <td> 43</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2012-01-03</th>\n      <td> 135</td>\n      <td>NaN</td>\n      <td> 2</td>\n      <td> 104</td>\n      <td> 248</td>\n      <td> 89</td>\n      <td>  3</td>\n      <td> 58</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>3 rows \u00d7 9 columns</p>\n</div>"}, "metadata": {}}], "source": "fixed_df = pd.read_csv('../data/bikes.csv', sep=';', encoding='latin1', parse_dates=['Date'], dayfirst=True, index_col='Date')\nfixed_df[:3]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 1.2 Selecting a column", "cell_type": "markdown", "metadata": {}}, {"source": "When you read a CSV, you get a kind of object called a `DataFrame`, which is made up of rows and columns. You get columns out of a DataFrame the same way you get elements out of a dictionary.\n\nHere's an example:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 7, "outputs": [{"execution_count": 7, "output_type": "execute_result", "data": {"text/plain": "Date\n2012-01-01     35\n2012-01-02     83\n2012-01-03    135\n2012-01-04    144\n2012-01-05    197\n2012-01-06    146\n2012-01-07     98\n2012-01-08     95\n2012-01-09    244\n2012-01-10    397\n2012-01-11    273\n2012-01-12    157\n2012-01-13     75\n2012-01-14     32\n2012-01-15     54\n...\n2012-10-22    3650\n2012-10-23    4177\n2012-10-24    3744\n2012-10-25    3735\n2012-10-26    4290\n2012-10-27    1857\n2012-10-28    1310\n2012-10-29    2919\n2012-10-30    2887\n2012-10-31    2634\n2012-11-01    2405\n2012-11-02    1582\n2012-11-03     844\n2012-11-04     966\n2012-11-05    2247\nName: Berri 1, Length: 310"}, "metadata": {}}], "source": "fixed_df['Berri 1']", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 1.3 Plotting a column", "cell_type": "markdown", "metadata": {}}, {"source": "Just add `.plot()` to the end! How could it be easier? =)\n\nWe can see that, unsurprisingly, not many people are biking in January, February, and March, ", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 8, "outputs": [{"execution_count": 8, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x10a2bd1d0>"}, "metadata": {}}, {"output_type": "display_data", "metadata": {}, "data": {"image/png": 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aLlvWgjdPp20DOPP+V1x5NUInDwAAYoKehTP73wBgSULvIKlU+dDMXHDplegY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UAAAg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\nAAAaQsABAAA0hIADAABoCAEHAADQEN/0h8XWuQDOWQAAAABJRU5ErkJggg==\n", "text/plain": "<matplotlib.figure.Figure at 0x10a300090>"}}], "source": "fixed_df['Berri 1'].plot()", "metadata": {"collapsed": false, "trusted": false}}, {"source": "We can also plot all the columns just as easily. We'll make it a little bigger, too.\nYou can see that it's more squished together, but all the bike paths behave basically the same -- if it's a bad day for cyclists, it's a bad day everywhere.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 9, "outputs": [{"execution_count": 9, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x10a34ad90>"}, "metadata": {}}, {"output_type": "display_data", "metadata": {}, "data": {"image/png": 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wwCTXTcx1a7hiDlxQUBBiY2MRGRmJDz74AGq1GlOmTEH//v1RVFSEWbNm4dat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rhGQYkkNnr6Bo3rUyCZCN3MbEsDJxGCODhKWm17GToHzoXeaYWrBo5WaeAkZ0MU6/uPOuIIUBAk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v/k3w+9vvX9F2Ejd6M7v43zZzfT59/8v76L2K2e+56HoNQ3dlnYfwCle+7Mjfe/XzidrrQe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OKRJrqRsgKQRkOYkx5Do90/cxLOJC+EA71iC8RET5lq9rHn/qB7gyTDkqDM9cGfCNuxNE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UIGTD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aP/xnPPb3/w+GvR5WeKORlZUVnrtwjTsW/Weurl4hcxaJI1xo4gSsfOmxuecvDhOsybh2/RpS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38eF4WYlBLK6R64/FvWAwdM1QhMHVsU8YH3vJvkzRvEp0+w8d1PE2yulSB6MTBovvN+zv3b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lDU0//yO1X7qb5l/+L8nXXo79/KXRac0nDdvuQ5hnT49SHPtDyc3C+fVbSLnxKuwrlhBu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\nHe7YsYOvv/6aTZs2sWPHDkaMGIFGIzOQf6igoACbzUZERAS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"text/plain": "<matplotlib.figure.Figure at 0x10a381c50>"}}], "source": "fixed_df.plot(figsize=(15, 10))", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 1.4 Putting all that together", "cell_type": "markdown", "metadata": {}}, {"source": "Here's the code we needed to write do draw that graph, all together:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 10, "outputs": [{"execution_count": 10, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x10aef19d0>"}, "metadata": {}}, {"output_type": "display_data", "metadata": {}, "data": {"image/png": 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aLlvWgjdPp20DOPP+V1x5NUInDwAAYoKehTP73wBgSULvIKlU+dDMXHDplegY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UAAAg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\n4Hf2tuDqidmobjLhnb0tuLEiFwC8rf99Ax5BFFHX2deB0oNvx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"text/plain": "<matplotlib.figure.Figure at 0x10aef2bd0>"}}], "source": "df = pd.read_csv('../data/bikes.csv', sep=';', encoding='latin1', parse_dates=['Date'], dayfirst=True, index_col='Date')\ndf['Berri 1'].plot()", "metadata": {"collapsed": false, "trusted": false}}, {"source": "<style>\n    @font-face {\n        font-family: \"Computer Modern\";\n        src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n    }\n    div.cell{\n        width:800px;\n        margin-left:16% !important;\n        margin-right:auto;\n    }\n    h1 {\n        font-family: Helvetica, serif;\n    }\n    h4{\n        margin-top:12px;\n        margin-bottom: 3px;\n       }\n    div.text_cell_render{\n        font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n        line-height: 145%;\n        font-size: 130%;\n        width:800px;\n        margin-left:auto;\n        margin-right:auto;\n    }\n    .CodeMirror{\n            font-family: \"Source 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\ No newline at end of file
+{"nbformat": 4, "metadata": {"orig_nbformat": 3}, "cells": [{"cell_type": "code", "execution_count": 3, "outputs": [], "source": "# Render our plots inline\n%matplotlib inline\n\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\nplt.style.use('ggplot') # Make the graphs a bit prettier\nplt.rcParams['figure.figsize'] = (15, 5)", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 1.1 Reading data from a csv file", "cell_type": "markdown", "metadata": {}}, {"source": "You can read data from a CSV file using the `read_csv` function. By default, it assumes that the fields are comma-separated.\n\nWe're going to be looking some cyclist data from Montr\u00e9al. Here's the [original page](http://donnees.ville.montreal.qc.ca/dataset/velos-comptage) (in French), but it's already included in this repository. We're using the data from 2012.\n\nThis dataset is a list of how many people were on 7 different bike paths in Montreal, each day.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 4, "outputs": [], "source": "broken_df = pd.read_csv('../data/bikes.csv')", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 5, "outputs": [{"execution_count": 5, "output_type": "execute_result", "data": {"text/plain": "  Date;Berri 1;Br\ufffdbeuf (donn\ufffdes non disponibles);C\ufffdte-Sainte-Catherine;Maisonneuve 1;Maisonneuve 2;du Parc;Pierre-Dupuy;Rachel1;St-Urbain (donn\ufffdes non disponibles)\n0                   01/01/2012;35;;0;38;51;26;10;16;                                                                                                               \n1                   02/01/2012;83;;1;68;153;53;6;43;                                                                                                               \n2                 03/01/2012;135;;2;104;248;89;3;58;                                                                                                               \n\n[3 rows x 1 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Date;Berri 1;Br\ufffdbeuf (donn\ufffdes non disponibles);C\ufffdte-Sainte-Catherine;Maisonneuve 1;Maisonneuve 2;du Parc;Pierre-Dupuy;Rachel1;St-Urbain (donn\ufffdes non disponibles)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>   01/01/2012;35;;0;38;51;26;10;16;</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>   02/01/2012;83;;1;68;153;53;6;43;</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td> 03/01/2012;135;;2;104;248;89;3;58;</td>\n    </tr>\n  </tbody>\n</table>\n<p>3 rows \u00d7 1 columns</p>\n</div>"}, "metadata": {}}], "source": "# Look at the first 3 rows\nbroken_df[:3]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "You'll notice that this is totally broken! `read_csv` has a bunch of options that will let us fix that, though. Here we'll\n\n* change the column separator to a `;`\n* Set the encoding to `'latin1'` (the default is `'utf8'`)\n* Parse the dates in the 'Date' column\n* Tell it that our dates have the day first instead of the month first\n* Set the index to be the 'Date' column", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 6, "outputs": [{"execution_count": 6, "output_type": "execute_result", "data": {"text/plain": "            Berri 1  Br\u00e9beuf (donn\u00e9es non disponibles)  C\u00f4te-Sainte-Catherine  \\\nDate                                                                            \n2012-01-01       35                                NaN                      0   \n2012-01-02       83                                NaN                      1   \n2012-01-03      135                                NaN                      2   \n\n            Maisonneuve 1  Maisonneuve 2  du Parc  Pierre-Dupuy  Rachel1  \\\nDate                                                                       \n2012-01-01             38             51       26            10       16   \n2012-01-02             68            153       53             6       43   \n2012-01-03            104            248       89             3       58   \n\n            St-Urbain (donn\u00e9es non disponibles)  \nDate                                             \n2012-01-01                                  NaN  \n2012-01-02                                  NaN  \n2012-01-03                                  NaN  \n\n[3 rows x 9 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Berri 1</th>\n      <th>Br\u00e9beuf (donn\u00e9es non disponibles)</th>\n      <th>C\u00f4te-Sainte-Catherine</th>\n      <th>Maisonneuve 1</th>\n      <th>Maisonneuve 2</th>\n      <th>du Parc</th>\n      <th>Pierre-Dupuy</th>\n      <th>Rachel1</th>\n      <th>St-Urbain (donn\u00e9es non disponibles)</th>\n    </tr>\n    <tr>\n      <th>Date</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2012-01-01</th>\n      <td>  35</td>\n      <td>NaN</td>\n      <td> 0</td>\n      <td>  38</td>\n      <td>  51</td>\n      <td> 26</td>\n      <td> 10</td>\n      <td> 16</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2012-01-02</th>\n      <td>  83</td>\n      <td>NaN</td>\n      <td> 1</td>\n      <td>  68</td>\n      <td> 153</td>\n      <td> 53</td>\n      <td>  6</td>\n      <td> 43</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2012-01-03</th>\n      <td> 135</td>\n      <td>NaN</td>\n      <td> 2</td>\n      <td> 104</td>\n      <td> 248</td>\n      <td> 89</td>\n      <td>  3</td>\n      <td> 58</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>3 rows \u00d7 9 columns</p>\n</div>"}, "metadata": {}}], "source": "fixed_df = pd.read_csv('../data/bikes.csv', sep=';', encoding='latin1', parse_dates=['Date'], dayfirst=True, index_col='Date')\nfixed_df[:3]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 1.2 Selecting a column", "cell_type": "markdown", "metadata": {}}, {"source": "When you read a CSV, you get a kind of object called a `DataFrame`, which is made up of rows and columns. You get columns out of a DataFrame the same way you get elements out of a dictionary.\n\nHere's an example:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 7, "outputs": [{"execution_count": 7, "output_type": "execute_result", "data": {"text/plain": "Date\n2012-01-01     35\n2012-01-02     83\n2012-01-03    135\n2012-01-04    144\n2012-01-05    197\n2012-01-06    146\n2012-01-07     98\n2012-01-08     95\n2012-01-09    244\n2012-01-10    397\n2012-01-11    273\n2012-01-12    157\n2012-01-13     75\n2012-01-14     32\n2012-01-15     54\n...\n2012-10-22    3650\n2012-10-23    4177\n2012-10-24    3744\n2012-10-25    3735\n2012-10-26    4290\n2012-10-27    1857\n2012-10-28    1310\n2012-10-29    2919\n2012-10-30    2887\n2012-10-31    2634\n2012-11-01    2405\n2012-11-02    1582\n2012-11-03     844\n2012-11-04     966\n2012-11-05    2247\nName: Berri 1, Length: 310"}, "metadata": {}}], "source": "fixed_df['Berri 1']", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 1.3 Plotting a column", "cell_type": "markdown", "metadata": {}}, {"source": "Just add `.plot()` to the end! How could it be easier? =)\n\nWe can see that, unsurprisingly, not many people are biking in January, February, and March, ", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 8, "outputs": [{"execution_count": 8, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x10a2bd1d0>"}, "metadata": {}}, {"output_type": "display_data", "metadata": {}, "data": {"image/png": 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aLlvWgjdPp20DOPP+V1x5NUInDwAAYoKehTP73wBgSULvIKlU+dDMXHDplegY\nOWy7Lo5l0B7lMZEVsaQlbPt7dscnq5XXV1Tg0BblMZYR0Ze016vWSuVldMYExEMcTs8Wfc2lm4/v\n7MmchJMevHz1rAsACqXh7AVZhctpr9AqyioKklqe+1ZPF0pDS9U0nJ6t9MCFecbWM2p1PG7n+K3h\nND5xxVJkRMWzBy5VkNBq4dk0PHBeyk4Xw3cQaTWuFdR7uQZwXV1d+Ju/+ZuKbZs3b8bmzbVPxvxu\nJwiCIBYfsqqhqLgHL8asroxPD4ii1QZwfkYJmJEVDcnqJiaGB85jR+TXh2bRGRMqbtD1JiZexgjI\nEDgGUtX50scI2HShFNiKLo5mHnp9GBf2xMvZh/lEUlRctSKJ10/Oug4sB3RfX4jXj8k4hrypAyUA\nhHgW7VEeoxkRS22CJSf/m4ExC84tgLNCVtWa62tFq96J0imAs1pnW4QHyzI45TOAmw8mcxImchJy\nooJYyHs20CvGQwW/MwoncxI6YkLZv6oHcP7/lgFgLCOiJcxXZDsjAuepI6wXcqKCY1MFXNQbx45T\naU9dKDVNw2xBsRxMLnAseJZBQVZ9ZWgJwo2mHuRtrhdtBp3FqFXPeyy2Y5wPLT/vtViPcSG1zPs3\n07oWm1aQn0MjSIqG4VH3pgEjGT0b4BbAVa9LUjTwnFUA5964okar1IXS3EhgphTAvf7GG560fnJg\nEr91QVfFa2Ge9RTEposKOqICDh05VrUu+y6UdmMEVE1DTlTw7K92WuxVH3bXhKbpw8evWpHEzuGM\nbcMX8/6v/Go7QqXGLDGBLWfgqm9c3eauvbxjt20HSgM9gHNvHmJ1fHoGrvL2Z4WHTpTVWsasumXJ\nME7P+st8zcd39mRODyiH6uiK6eX9jcDNS+a5el2dppl+yTBfzkz7XdfQTBHL2yqDbCMYr35IYt7P\nbZvBG6fSuLAnhjDPgmPdH/IMDAwgKyoIcUz52q8mHuKQE93P2WL4DiKtxrWCeq+mDuAIgiCI5kNW\nNUgeklejaf0G228XNkW1yMBF+bpmwcmqhrZoZVt7IwOnau6d9NJFGTuH07hhbVvFdu9z4BR0xgRU\nJ+ucBnlHBK7c7c9MXlKhAZgS5/+rW9EAhgG64yF0xgUc8tCNT9FQ7u4Y4TnkShm4mFC53mXJCE45\nBDxZhUG7zRBvgx6P8+SskC0eEKxoDeNkyt8suOm8jLYoj6UeB4HPJ4qqZ4Eu7ktg0OdxeKWcgfOZ\n7ZrISujCPu1ZAAAgAElEQVSKz32ejXSh1GfA1ZbzBpWFe/7oNK5b2w5ADwy9dKqdKejXgR0xH6ME\nCMIrTR3AkQeucS3ywNWnRR64YLXIAxeMVjN44DRNg6xqiLe0uf7uWEZEhGeR8emBq/YoAd5nwdVo\nKUYGbu7mbqb09P+SSy911UoXFSQjfE0WKcR5H+TdEeOxdHllwwbdA2cdQPIsA45lIFaNHjDOI9/u\n7j/0it01ISlqeX2XL9V9cG77b7zkUoT4UgYupGfg8pKCaFU539JW54CnvW8lOlwycN0eM3BWxyep\nted+uYdh3tVaxrDxZa1h36MEgv7Ons5LSEY4rG6vfyi52/uXM3AeSyjL3rysiM6KAK5+D9xw2rr0\nNswzloGlHw9cXlLw+tAs+lfr/7fxLAO3P/H+/n6k8rJl+aRBIsRVjDFx0goK0mperaDeq6kDOIIg\nCKK5MGIKL+WDI2kRazuivj1wdgFcPRk4cwmlkdGaLcpg4G0OnGzRUAXwn4GrngPnNMgbsC6jNJ7i\nL0S2Ry9j1W8RLnUI4MyIJl9fVOCQl1TkJBXxmgxcuNx63wo9s+XNA1cPVtdXbx2z5Yxh427HsxAY\nZYorWiMNNzKxo94M3GhGQnc8VP45HuKQkxTfcxgBIFOUkQzXeskifOMZuFcHZ3BRb7wcjHEeM3Cp\ngnMAFw9xrg+xCMIvTR3AkQeucS3ywNWnRR64YLXIAxeMVjN44AyfyfSs+zDmsYyItZ1R1/Kh6nXJ\nFh0KvTYxsdKKhzgwmBumPVO64XrzLWcv2cDAACRVLQ+hNhPiGRQV55s7TdMwW9R9UieGTlW8Jqn2\nJZRAKQCquiHNiAr6WkI4Pul+7r1id02Ys1QXdMdwdDLvuv+bu3ZXeOD0EkoLD1yrs2fsyKlRdMRc\nPHDxEMY8lFBaeuAsgvKuksdSdfA8VWul8hLaozy64gKyRaUccO8azuAfXjjhe11O2920JrKlAK4t\njKEGMnBO728cn9GN0qvWYCqPVaYuphzLlLsz+l1XTlIrupoaRGwycH48cL88msINpfJJwMjAuXvg\nZjwEcF6OdTF8B5FW41rkgSMIgiAWHOOGxu1ht6ZpGM2IWNdZXwauusTNaGLiMrq0VkvROw6afSiz\nBb2s0cvzen2kQe1XZdhDBq6oaGCg38BVx3pOXSiB0iiBqlK1rKhgRVsEklrpK5zKSZ7KS/1gzhAm\nIzwyouIY3AD6NWH2wOUlBTlRqehCCQB9LXq2y+7mOCMzHrpQChjLiL6vB6MEuPoBQYhnERXYcoMb\nLxiZQpZhsMTUyOSH+8ZxfLqxjNze0YyvY5vMSeiKhbCsNYLTs8W6sltuFGQVDICih+6rZo5PF7C6\no9K31hLmMVuHD05/IFD79xjhOd+ZQTNZUcHO02lcu6q1vM1LAAcYHjj76zXusYSSIPzQ1AEceeAa\n1yIPXH1a5IELVos8cMFoNYMHzrihYQXndutG0NabCNXlgau+wQ7zLEI86+qdqZ0Dp2db4iEWWUmB\nqKgQFQ0tYR4bN9YO/q3WkizK7QA9UFFUzfFGOV2U0RLmIXAsOrt7K9elqAjZzIEDjBLK2gAuEeKw\noj1WUUb5nbdG8N2dI47HYofdNSGbMoQcyyAmWJeBmfffcP4Fcx64UgbOKmMicCw64wJG0tZZOImL\nuHahNLKqbg8Hqo9PLTVnsZpB1xUPYcIhEK7xwJUycAD0RiazRaTyEl4+MePqE3P6zi7IKj795CG8\ndnLWUcO8z2ROQkdcQIRn0R4VMOrBH+hnXYAewCUjPAoeg5H+/n7MFGSIioauqqY0Zh/cYKqAPSPO\nWWVjXTlJtRyREOYZywcqXj1wL59IYXNfCxKmAeVeSij7+/s9lVB6ycAthu8g0mpcizxwBEEQxIKj\n39gzEF08cKNpEUtaQrqB328GztRAw0xXTHC8wa7GuPkyApCcqCJdUJAMc/rNmYcMh2yTKWMYxjUL\nly4oaAlzEFgGUtWNoOiSgYsK1h64eIjDstZKz9WekWxDreOtqM4QJiPuGRNR0crlptEQi4LRxMQi\nY2LXel/TNKTysmsGjmEYz41MzFg1MDHojnu/vkRZhaRoSJSCCeN4nj48jYt64sh7LDO0Il2UwTLA\n/37tlKcMEKBnYY1W/Sva/HfU9EJBUtEW4X1luk5M6+WT1UOszbPgHt89hp8dnPSkZ5XRBfQHPI1k\n4H55JIXrqzrNes3ApfIy2twCOPLAEQHT1AEceeAa1yIPXH1a5IELVos8cMFoNYMHTlY0xAQOedH5\nZn4kI6InEUIizPmeAyerdhkSARM55xt2s5Z5HIHxFHymICMZ4cExDHbv2euq5TSvzW0WnJGBC3FM\nzdw8tyYmERsPXCLEQZ0dK2fgsqKC49N5x7b8Tth64Kq6ZCbDnOXsLvP++94+aPLAcbYZOED3wVk1\nY8mKChioCPPutyc9cfdGJjXXlqKWm7NU0xkXMOHgqzNrTedltEb5cmBijBL46duTuGlTt+0gdrt1\nmbfPFmSsbIugNxHCj/ZPOOoY+0xkpXKWS29kUl8A5+iBk1W0Rb0HcAMDAzg+XcCq9tq2/y2lWXCq\npuHVwRnkPJ6vvK0HzvphilcP3IHxLC5b1lKxjQvSA+cha7kYvoNIq3Et8sARBEEQC45UagoiaXD0\n6IxlRPQmwr6bFQB64GXV4KPLR4bEWKsRwBkeuJmifrPFsXo5nauGokGwKXW0K9symC2WMnAcW+uB\nc2tiwlt74OIhDp2CVg7Y9o1mcWFPHJNZyTUr6ofqANNLBk7WUN4nwpvGCNhk4KyCzlRBRoLzlnXq\nSfifBWdXEgu4l1Camc5L6DBlCZe1hvHyiRmomoYrlyc9t9q3Il1UkAzz+JOrl+Hbb454mpk2WZGB\ni+DkPHQqrScDd3y6gNUWAVyylIF7ezyH6byMnMf/I3KSUjNXEChl4Oo855qmIScqaAlXBmF+5sC1\nOpT8xkMszYEjAqepAzjywDWuRR64+rTIAxesFnnggtFqBg+comoIcwx4lq0pCzQzmhbRmxBKLbRl\nx2Cv1rem1uVRqtYy+7iM1uWzpaflLMPg/AsudNWS1dqhzwZhl1lw6aKMZJiHwDFItM51t1NUDZoG\nOCTg7EsowxxueMemcvnhntEMNvcl0JMIYcTnLDLA/poQ1crANRnhywPQ7fZfsWqNdQbOwrNkl4FL\n5WUsaW+p2W5Fj4cSyurjsxoSb9AVEzCR8+aBM0YIGCxLhpEuKvjN8zsR4hiomlbu2OplXebts0UZ\nLWEOazqieNfqVnxv56itjrHPZE4qz1pbXsdQcrd1AboHri0q+JoDd2K6gNXt0ZrX9GHeCl45MYNL\nliSQc8lQ9ff3Q9M0FGS1pqspYN/ExIsHTlR0z231dcEz7hm4/v5+zLiUUCZCPHngSCvw92rqAI4g\nCIIIhqcOTODYlHUreD9IpQYjIY6B6BC8jGZE9LaEEeJY8Kx1i2879Jvs2u2dPj1w5nbxcaGqhNKj\nB06ymQMHGCWUTk1MzB64ueMXS9mtal+QGasxAllRQVzgyuV6ALB3JItNSxJY1hrGUICzyKq9f3oJ\npbsHbm4OnOGBU/1l4PIy2lwamBh0x+vzwNln4JxLKM2k8lLFOrviApa3hvEb6zvAMAyiQv1dEY3h\n8QBw3Zo2HJzIOf6+KKt6g5HSfLR5y8D5LKHUNA3Hp/OWGTjDA/fKiRncuKHDtYTSeH+hNOS+Grsx\nAl7IiYplWaaX/yM0TdO7UDqWULK+O/EShBtNHcCRB65xLfLA1adFHrhgtcgDF4xWI7qvDM7gZ6++\n1fB6jBt7RlUcg5fRjIjehD68Nx7WG4jYUX1c+k127ddTt08PnKSqphJKvYzJyMBxDLBv/wFXLUnV\nLOfAAe6jBNJFGS0RvYRyKjXXUVBStHKmyo6IRUlYRlSQCHPY+8ZrkFQN0zkJBydyuLAnbpvRcsN+\nDlxVCWWYx6xFIwbz/keOn5jLwIWMDJz1zXFvSxiTWakmS5UqyCjMuPu+AG/DvGs9cPbNY9xKdM1a\nU1WNVliGwb/cchHaS2WMEaG2i6jTuszbZwt6Bg7w1sHwZy+8go6oUH4g0BHlISmqa8DtZ10AUJAU\ntPooofzZ8y+DASwD8pYwjwPjOaSLMi5dmnAtoRwYGEBOss6+AUBYsB7k7cUDl5MUyyyxFw/cMy+8\nBJ5jyt1XrYiHOE8loovhO4i0GtciDxxBEAThmaKsQdEcavY8IqsqeJYFz2iOGbixjIjeFj2AS4R4\nZFyanpixK3Pz64EzOmYCRgmlihlTF0p9SpuLhqI6Z+AcAzilNEaAqfDASapzB0rAuQslw+gZrF8e\nncayVt1nuCwZDrQTpd6FsqqE0sWLpdR44FTbDBzPMuhOCBhOVwbkqbyEuEcPXHuUR8pnkCI7ZOC6\n4yHHEkozKdMIASusPIxeMTxwAMrdUx1/X2bK/jdA79C5oi0SeGfScgbO43GNFRmsbo9aZpqTEQ5v\nj+dw9cpWJEp/m27kbQItAIhw9WfgspJq6avz0oUypzCODUwAw38bnD+VIIAmD+DIA9e4Fnng6tMi\nD1ywWuSBC0arEV1RUbFu/YaG12OUFCbjUdsOjFlRgaRo5ZKuRMi5E2WNB86mbLErHsKkyw22Wcus\nY2QyZo0mJgyDdRucz0fZA2fXxMSDB05vYsIgFImZ1uXcgRJwKKEMcejv78eyZBg/PzSFTb1xALrv\nyaotvxt211T1Z5CMWJdQmvfvWbK0ygOnNzGxysABqCgFNUgVZFx83lpPa/eSnbKbC2iFcRNvp1nt\ngXMa3qx/ft6vefN247oBvB3jsvUXlv1vBq0R3lPzE6/rMvxn7RHesfOqmZZl6y07UAIoNwy5dlWr\n3tVWUlx9sjnROtAC9K6t9c6By5X+rqrx0sRk/cZLXQM4r6NUFsN3EGk1rkUeOIIgCMIzRVn1PFPK\nCUXTs0dhnoUoW+uNlconjSfvfjtRKpr1TXYyrPuKvD5pN2dbYlYeOA/no3oempkw7zwPb7agZ1KE\nqoYvTp0tDSI2g7yNG82lrWEcmcxjY28CALAsGWzGRVLUitLRZKntuxMVc+AEFjN5GbyNZ8lYc7UP\nzm2mlhmvpWlmZAdPI8MwJZ+luw+uuolJNVGXEkonZosKWkrnwEsLenMHSoOYEGznQ1HRwDEMYiHO\ncwbOrgMloAeYYZ7FpUtbwLEMBM59jltOUuxLKBvxwNk8ZGAZvVOt6hBYuvnfgLmHGU46BOGXpg7g\nyAPXuBZ54OrTIg9csFrkgQtGqxHdoqzi4OHDDa9HKnVsK+Qytk/iR9Jz5ZNAycTvMMi2dg6cdedH\nhmHQFRMw6XFWV2UJJVvRhZJjGBw85Hw+DA+c3eBnfXiwUxOTuQxcNj/XYMQpKDSwCnqNOXADAwNY\nlgwDADYu0TNw3QkB6aJcLrvUNA1vj2cd38M4Riuk6i6UYesSSvP+Q8Oj5QxcVNCDVrvsGwAsTYYw\nbBHAnTy833XdABDiGGiAYymv12vLoDsuYNymTLdyDpxzCaVVAG6l9eMDE/jOmyMV2/Xupfp5C3EM\nVFVzfFCw8+Cx8gw4g7jHskS7dVVTkFVEBBYRwfvA7N2DY1jdUduBEgD6WkL4X797fnneX0xgHdc7\nMDBQmgFnk4HjG/DAiSpioVpdhmFcyyhf373ftekOx+oPvOqdDVgPpNW8WuSBIwiCIDwjKpqnuWdu\nyKWARmBgWz44WhribaB74LxnA5yyJF3xkO0NdjV6GeDcGAEjA9ca4cF6nAPnOEbAlwduTsNpOLhB\nR4zHlKlcVJRVaBrKGa6VbRH0tYTQHdfPM8swWJqcK6PcN5bFZ39cf8BeHWS2+vTACRwLgWUsb4wN\neltqu0imCjLivLcLlWEY39ldWVVtA3IA6PRQpgvogWa7Ywkli4JDCSWgZ3Ye2zWGw5OV3WHThbmZ\nZMYxOmUa0zKLjpoMnP/5i04UJBURntWb63gI4DRNw3iRxao26wwcwzBY1jr3mu71c16vXbMRYH4y\ncABcM/VZDx44YK4LLkEERVMHcOSBa1yLPHD1aZEHLlgt8sAFo9WIbkFWsXL1mobXY3ijejrbbbMC\no+liuQMloHehdLp5qT4up0YTbo1MKufAqVUllHpnvmQpA7dqjbPXqr+/39GvFuJYx+yPkYELcSzA\nzt0geimh7IgJFQHcXAMTBv39/Ti/O4YHP3hexT7LTJ6yZw5NoyCrrmVbth64qiCzJcJhtlDrUzLv\nn2zvqOiuGRVY25I3AOiJh2oGcafyEt597VWOazbj1qLd+tqyP/fdMfsMnKElKiqKslr2qVkRFTjH\njEt/fz92ns5gIitWfM6GBy5pGiodd2mCwcXbajxw9ZSXGu8P6I2EzNdOQVbmAjiXkk4AGM9KiEeE\n8jgEN2KlDLnTuuwa4gCNzYGzGw4OuPvg2nqXeQvgXP4PtFtrvZBW82qRB44gCILwjKionjxfbpg9\ncEWb8sFj04WK5gWJEOdYQlmNYwAXcx8lYNYxd6Gczus3yhGe9T4HzuGG3ykbUZRVqJr+OwLLQFKq\nPHAuGbj2qICZglz+zLJSZaMFhmFqMkDLW/VOlJKi4oVj02AdsqRuVDcxMeb5OQUlYtVxRQXO9oYb\nqB0DoKgasuJc9skLfjNwTnP9AKAz7lyiC+jZt9YI7zjHz22MAAA8uX8Cv3NRd0XGT9M03QNnCg5j\npSH0dkxkpZoSypgH75wT335zpGKAeF7SSyjDPFvK5jv/7ZxMFbCi1Tr7ZoUx+N0Ju3ltgPXYDa/o\nJZTWum4llEZG3424hwwjQfihqQM48sA1rkUeuPq0yAMXrBZ54ILRatQDd/T4iYbXY3jgUpPjlhk4\nTdNwZDKPDZ1zXRfjLl0oLX1KDhm4SY+zuqq7UJoHJHMMcPTYcVsdQ0tSnOfA2WUhjewbwzDgOQaS\nqpWzV15KKHmWQUt4rk1+pqj736qP0czSVr0pyPahWaxqjyIZ5uv23VSPEQBKnSiryijN+09MpSrO\nVUxgHT1wLWEOUiloA/Sb4ZYwj1defslxzWbcAjj/HriQbYbX0PIybDzKszVdRM089dxLeOt0Grdc\n0oOpvFS+Np578SVwbOVcMafyO03TMJYu1DQxiYfYugIG4xj3j2UrzkNBVhHlObCMvja3BwPjWQnI\nTnt+X7cSSn0OnOKQgbNek+c5cLYllIBT083jw+OeBs+7/R/42uAM/v6JV111vLIYvs/OVS3ywBEE\nQRCekFWt1E0tGC2BZSCw1tmdiZwEBrqHy6C6jXYqL9V4n6rfIwgPnGxqQBIVWDBA+Wk5yzLePHAO\nGZsQx9jeyKZNnQRZhgELrdyJUrQIjqzoiAnl7IxeQum8z/LSMO+nD03jxvXtiIXq74Rozl4auHWi\nlDVUHJdbBo5hGPTEhXIZpZfAqJq44C/T5HRtAaUSXRcPnN7AxN7/BujH7lRq+OYMj+vXtqE9KiDM\nsUiXMtQ5hSk3MDFwClJzkgqGQU0GySgZrgdN03B4Ml8xNsJoYgJ4y3aNZ0UkBe//4biVUAIoNTGx\n88B5b65STU5UbL2abhm4nMygLeJ8LQB6QO30oOFkqoAx0f5vZTov4ZUTM67vQ5w7NHUARx64xrXI\nA1efFnnggtUiD1wwWvXqGkHG0uUrGl6PMdh65fKlEJXaG5vDE3ms76oc3psIVz59/sHecfzNU4ch\nlR5t+/XAOTWZqJkDVwpCWIZBVGBNGTgGy1esdDxWfQ6c/SBvpxJK8ywvAAgLXLmMUlI0hByCCINO\nkw9OD+D4mmM0sywZxvHpPHacmsV1a9oQ4bmaYeDV2M+Bq232YTXM27x/JBavyMBFXTJwgFFGWQrg\nChLaoryv69zNH2Z1bTk1MemK2XssDa1pLxk4hxJKRdWwNx/HBy7sAqB/zsY1fcHFl9WUkDoFN1M5\nCd2J2lJFv6WlBv39/ZjISZgpyBWftdHEBChd9y6z4MYzEi6/cJ3n94158Aw6edXCvPXDFC8euKxD\nYOgWwEl8xFMJZSLEO34eeVlFe2e37es7TqWxbfeo7evVLIbvs3NVizxwBEEQhCeMG5sgPHCypoHn\nWIRtGngcnsxhnal8Eqi9mTw1U0SqIOOx3WPW7+FQ5tZlyti4rrUqEIyHuPLNlmcPnEO2LFTyA1kx\nW6z0cuk+OLWk6V5CCehZTD8ZOKOt/eXLkkiEeT2IqDMrYZUlTIath3mb9wn5yMABlT44PzPgDOry\nwDmc+9Yoj5yoODanyYoKEg4NTIDSGAEbjVMzRQgcU/47MWdaZ4sykhGrDJy91zJicY7dfHNOHJ7I\nl7qOzu2fl+caiHjJwE3kRHTH3TNT5vW6fY45SbVtihMRrJuYeEHPwNmUUDL2TUw0TdM9cJ5KKFnH\nTHFBUit8stWMpkVkffiIibOfpg7gyAPXuBZ54OrTIg9csFrkgQtGq15dY17byaFTDa/HKCkcOXXS\ncg7c4ck8NnRWzn6qbmIyNFvEp/pX4vHdYxieLdb6lBQNvE2DiI6ogNmCYvtUvGYOnKkBSSzElbv7\nsQxwYvCk47F6mwM3dw5UTSsHOOmiUlEKpylSuYRSUr2XUBoZOGMGXPUxmmEYBqvaI/iNDR0AjCyQ\n802f4xy46hLKqpv66v3T2XzFPm4eOADoToQwXs7AyWiLCr6uc7dui378lYCeqTUHVFZaWVFB3OW4\nogKHvM26ZooyOGludECnaWTE9p17azJwTh44SdWQz2Zqttfbtn5gYACHJ3O4fFlLZQmlpMxl4DzM\nghvPSBg6uMfz+3qbA2df6hji9EZB1c1VvHrg7D5PpwxcXlIBdS4z6URYcB6AnpdVjE5M2r4+khZ9\njWJZDN9n56oWeeAIgiAIT5QzcAF44KTSDTDPaJZZiiMWGbiEycCvaRpOzRRx+bIW3HJJL/755ZOo\nToQpmt4oxQqO1ecuTXmY1SUpakW2JS5waC1lNziWgQr3LJhTNjDCV2Yhd5xK445/24PHd49hpiBV\n3IhzDCpKKL1k4GpLKJ2DBgD40m+uxzUrk6X1Od80OmFZQhnmHTNwsoaKDFxLmHNstQ8APXEBY2YP\n3Dxn4IwSYCe6HIZ5A87zyAycsp8zBRkxbu6iN5dQ5hWm5pw5BamyqsHqUtLLLuv77A9P5vUAzhSs\nF+SqEkrXJiYikh7n+QEe58CJ9qWOXpur2OraBIYcy0C2ydRXf45ORBz8soAeIJtnRVYzkime8Tly\ng9OFQKo4iGBo6gCOPHCNa5EHrj4t8sAFq0UeuGC06tUVS+3+u3uXNLweWdEzUhdsWIdiVUQ4W5CR\nKSroS4Yqths32ZqmYTInISawiIc4/P7FPTg9W0T3+ZdV/L5bgOPkg6vwwFmUUJo9cH19Sx2PtTwH\nzraJSeUN41ROwkW9cbx0IoVv7xipuBFviUXLJZSig6aZyiYmajmAc7oOYqVZcYBzEGE+Ritkyy6U\nzh44cEKFB+5jV/Thty/ocnz/mhLKOjxwvubAac4eOED3wU1ajKowtPQMnPPtU9ShzHC2IGPN0t7y\nz+ZMa8/y1RUz4ADnkQCyqqGzvbVmu/lvzg/9/f04PJHDpt4EVFUrX98FWUW4FDy5lVBmRQUagBuv\ne5fn99Ub7rjNgbPvQlleV9X17n0OnP9B3qmCjN62hO16KtbmUuKZl1TEW5K2r4+kReQk76NgnP6G\nhtNF/PKI9w6hhtZ/f+EE3jg163k/v+s6V7SCei/XR11f/epXcfr0aYRCIdxwww24/vrrsWvXLjz2\n2GMAgFtvvRWbNm0CAN/bCYIgiPnHKHV0m93kBd0Dx0Cw8MAdnsxhbWcUbFX5Y4hnwTK6R2popohl\npflQPMtgaTJcExQoqn0GDtBvsMezIi5E3HmtSuXN+vndMaxu18s7OZbxdD6sSgkNIjxbUUY6U5Cx\nriOKP756GZ56exIXdM9lIgWOrcrAuT8/1TNw+rnJijLioajLHpU4NdJww7KE0tUDp9Z44NywamLi\nB/8ZON3D6URXXCgPRLciJ6mu2dCIQ/mqPjtsbv/OmIDdI1kAevObDouRAHbHaNclNcTpXVclRUOI\nd39YYF5bVtQfwrSUxkZ08yEUJLUcWLpl4MYyIrrjIcc5edVEBQ5ZtzlwDs1GjHXVl4Gzz6g6lVD6\n6Zoa5hnnAE5Wbf20iqphMishwuvXgdfh6HbsHcniB3vHccO6dl/75SUVx6cKuGpF7QMDYuFx/QZh\nGAaf/vSncd999+H666+HqqrYtm0b7r77btx9993Ytm0bAPja7vWJEHngGtciD1x9WuSBC1aLPHDB\naNXtgSvdOJwesW4a4gfjhvH44YM1HrjDk3msryqfNDDKKIdmiljeGi5vF1gWu/bsK/+saVpN5qwa\np1lw1R44viojdEmf/sScY4Ch08MOR6pr6cdr18SEqRhmPluQkYzwYBkGv31BV0UpaSGXmfPAKart\nbDkznVUZOKNxhtfrIMo34IGz7UJp7YHTNM21QYgVXXE9+6SoWqmE0q8Hzrk9e7WW27UFAO/Z0IEn\n9k3UlOmaPXDuJZScbfZztiBjcnjOf2nOwB0ePF1zg66XUFpryaqG2ZR1NsVLY5BqfvD8r7C+MwaW\nYSpKZivGCLh44CayErrjPj/HBufAAdajBNw8cIqq/38TtrlunQK4dFFGYcbet2YmwnMuJZQqUula\nLyOgn8/WCI+2qHMnSzNO5z5dlHEiVfD8QM/QKsgqjk/nXX67/nWdK1oL6oEzB1wjIyPo6+tDKBRC\nKBRCb28vhoeHfW0fGRkJZPEEQRCEO8aNQ1Bz4PjSHDhRrhQ8MpnH+k7rLFE8xCFbVDA0U8AycwDH\nMRXePFXTG4xUZ/HMeJ0F53SzznmcA+eUgQtXPfGfKSi2LcV5BqYulN4ycO1RHjMFGYqqIeOhcUY1\nEZfGCU5YlbEmI/YeOEnVwDGa4+dmRYhj0RLmkMrLpSYmC5CBcwng1nXG8P7zO/G1V4YsX8958CPq\nwQupOUYAACAASURBVLONB66oIGbavcIDp9Z64GKOTUxUSw8cUBrm7bMT5UiBw7ou/W84GZ4L2M0e\nuDDPOs64G8+K6PLRgRLwMQfO4bzXk4EzyiftsoVOJZQFWYVLY9iKtTmXUCq2HuWRdBFLWkIVXmKv\nfOuNYZxMFSq2ZUQFRVl1nMVphR7AFdx/kVgQXP+njEQi+Kd/+ifE43F84hOfQCaTQSwWw8MPPwwA\niMViSKfT5X973d7X1+e6OPLANa5FHrj6tMgDF6wWeeCC0arbA6eoYBmgvdPZj+QFIyjavGkjDu+p\nzOgdmsjhtkt6LfczZsGdmimWs2CAHsCt3XBehb6bR6kzJuDolPWTYPM5khUVgk0TDY5l0N1jvVaz\n1iOP7be94Q9XeeBmirJteVNne1u5RMopKDQjcLpXcLZU1mZk4LxeB1GBxYxDyaOTllWnzGSYs/XA\nSYqGMO8vwDToToQwlhXLTUz8XOcJl3b5fmYMmvmDy5bgk98/gJdPpHDtqrYKraxoP4/MICLYBzmz\nBRnXXXJh+eeOmICpvARN08DHWms8cHEnD5yiYUmP9fyweoZ5yy092FDKHCcjPNKl6ydv7kJZVTpc\nzXhWQnc8hP4rvH+ObnPgrnrntcDBXRUlutWELbx5bh44pwYmgHsXytUrltnuW7M2lxJKPlQ7zw8A\nRjIieltCmMhKngM44xh/cWgKazqiWNE2p210BD4xXcCSlrDl/lZaBVnFYKrgWuLuRSsIFqvWgs2B\nu/POO7FlyxbcfvvtePTRR5FIJJDL5XDHHXfgwx/+MLLZLJLJpO/tTlSXDNHP9DP9TD/Tz/X/XJQ1\nxEMcxiYmGtYbHhmDwDEI8wzGp1Ll1/OSgpHZAk7ue8Ny/3iIw2tv7sKhkRSWJyPl16fGx8resIGB\nAQy89HL55sBuPd2lWXBu6x0cOo3B48csX2cZYHh0zPV409lcudyx+vU3t7+GnDiXCRwam8KJg/ss\n9UIcg52792JgYKBcnujlfIc1EZM5CVlRwb6db/r6vIaOH8XxodOef9/8s6Ro2LNrZ8Xre3dsx7Rp\nBp/590VZBaMqdV1fPYkQBlMFyIqCN157xdf+e958vRykePn9k6dOl4Nnp98P8yxubEvhH547Ui7t\nM17PSnoGzm3/oqLihRdrX9c9cHz55zCvz1X8xQsvYSyVLmfgjNeNLpRW77fvwMFyQFr9upTP4LUd\nb/k7n0NTWFfKoudS49ix920A+s37kbf3YWBgoNzExE5vPCOiOxHydb3FBA6pTN729bykQoDqqJdP\np7Bj1x7b1y1/fm172Vdn9frM9FQ5gKt+/eDR4xg7PeTp/SICi8npWcfjy+YLlq+PpkUsaQmjmE7h\n9Z3ej++5FwYwmikiXXroYryeFhW0hDk8/+YBz5+PpmkoygoijIKRdNH7+aWfG/rZCUbzaEg7deoU\nvve97+FTn/oU7rvvPtxzzz3QNA1bt27Fli1boKqqr+12PPPMM7j88svLiw8iUg1KZzFq1fMei+0Y\n50PLz3st1mNcSC3z/s20rsWmVa/uE3vH8djuMbRoOXztw1c2tJ4vPH0Mv76uHacP78ML2Q589aYL\nAAD7RrP46isnyz9X88Vnj+HKFUk8OHAS//GxS8pP0v/5pZOQpk7hr37nGgB6E4W7HtuPbR+52HYN\nw+kiPvvjQ/jX22sbYpnP0YMDg1jfGcMHLqzNPD57eApPvnEEX7nN/nwMDAzg6yfb8I8fOA+9LaGa\n12VVwwceegtP3XkpGIbBndv24fPvWYuV7bVP0v/yu9tx89Xrcd2advz3509g05IEfvP8Ttv3Nvjb\nnx7GTRu78XfPncAjt12EljDv+Tp47sg0Xj6ewn+9cY3jMVpp/dG2fbj3PWuwqn2uJFbTNHzgoZ36\n51fKxhj7j2VE/Plju/HYJ65wXVc133h1CJKq4dXBGfzr7Zt8XeeiouKmR3bhx3+42bIMrlrrKy8O\n4vzuGH7LpTumwV8+8Tb+5Opl2LQkUdb64MM78d07Nrn64D70yE5858ObasotP/69vfj97hQ++O65\nLo1//Nh+/O27V+PTT+zHQ7ddjHZTI5NMUcZHvrsXP/j45pr3+PGBCby4+yj+7paral677xdH8Rsb\nOtC/us3TseZEBbc8uhM//MPLwLEM/mX7aYR5Fn9w2RL85RNv45PXLMdFvXE8tmsUEzkJn7xmuaXO\n535yGLdc0oPC8V2eP8e8pODWb+/Bk5+oPUYAePLZl/DvY2149PaNthpfePoYbljbhuvWzjXnsLqW\nzNv2jmTwf351Gg9+8DxYseWZY7huTRuuX1vb8OMbrw5hZnQIf/2ha1yPb3C6gM8/fRT/cstFlq//\nzkNvgdFU/PDOy2te+/Ivj2Pz0hbsGclgY6+3/zcGBgaw5ILL8ec/eBt/dOVS3LZ5rtrg3p8fgabp\nGdbPXr/Kk9Y7rrkWNz+6C5ctbcH7zu/0fE1ZaTX79+x8a/l5rx07duDGG2+0fI132/nBBx/E9PQ0\nIpEI7rrrLrAsi5tvvrkchN1yyy0A4Hs7QRAEsTAUFRUxgYVarK/sxYysqqY5cHPP/8YyIvocynHi\nIQ6HJ/PoigkVZVACx6BgqiySFQ1u9rCeeAjTObmm62HNWh3GEehz4NxxmgPHswyY0u8IHFNqYmLX\nzc40B85jCSWgDy6fyEqOrc7tcBuO7IRVCSXDMOXOhF18ZUArKip8NDusoCcRwnNHptEW8eebAkrd\nFhmgqGiIeFiAlyYmZlojPNKmxi2KqkFUVMdmGgbGKIHqAM5qflhHjMdkTkJBQblUtqxTakGvarUe\nQ1mxngMHAHGBdZ2tZmYwVUBXSC1nwJNhDuMlb17FHDiBQ0G279I5nhXREw9h0PM762WZkqLalucV\nVcZb2apPD1zWYTg4oP+NB+KBE+z9eYqqoahotn8/I2kR70uEcMynB26w5H2r9q1migquWpnEwLEZ\nz1pFWUWYZ7G6PYLj0wX0r/a8KzFPuAZwn/rUp2q2bd68GZs31z4l8bvdDfLANa5FHrj6tMgDF6wW\neeCC0ap/Dpxu/ucjjbd/NjxE11z5Djzx08Pl7bMO/i9A9yrtHslWNDABdJ/X8lWra/Sd4FgG3QkB\nYxkRy1srs11Oc+AqNBgGHR3OT7L7+/vxj0d3OXrywjwLUdHAMnqjkZaw9TlY2ttjGiOgeg7gOmMC\nhmaKiPBs+cbWjwcuLzvf8Nl64GyafeidCRV0xSv3F2UNrQnrDqRudCdCODKVx2VLWxzXZEe81OTD\nCDDM1HjgPAzyNtMS4cslaP39/UgXZcemF2YiAlc6/3OBqaSoKMpqzYy0zpiAk6kCIgJXEzhzLINI\nqSlKdTAoqRpWLLeeZ+i3wct0XsbKnrlMUzLCl72meWkuaHWaA6dpGsazErriAlb6+BwZhtE7d0oK\nEhZ/QxdsugQDvzptseccEc7/HLicqDo2B+JcPHBXXLDBcU3ltTl44AqyijDHwO5Zy0iphDLh4/Ps\n7+/Hw6+fRkes8gEEAKRFBRt7E/jOm6OWDwWstEbTIiI8i1XtUbx20nvgZ6UVFItVa8E8cARBEMTi\npijrN19eh8A6YbSKD/NMxRw4w9djRzzM4fBkribgElimHNgARobP/atpSUsYp2ftswC6ln1DFI5l\noDQ4Bw6Ya06QKXUmtDP3CxxT2YXSwzECeoOLk6mCa7meFY11obQOMlsthnkDpRlwFgGUF3oSIUiK\nhrY651v5CVScMqpWtIS5itEJ+ggBb8dpNYcvXdTneFUHgJ0xAcenC7YPAOw6USoO13hM4HxlYKu7\ngJrHRlRk4ByCkXRRAc8ydV2vUYeMcc4lUwY4Z7ns0HXt18ozzhm4qMfGPU5NTAqSingp61r9XqKi\nYqYgoysu6EPri34ycEVs7E2UH0AYZIoKehN6V0uvnSiLpc9/TUeEOlE2CU0dwLkZ+BZaZzFq1fMe\ni+0Y50PLz3st1mNcSC0/xtx6dc8FrXp1i4qGuMBhema24fUYN4xvvv4rFE2B10xBRtKm4yMAJEI8\nREWrmAEH6IHN0RNzxVZeuwT2tYQwkq69+TCfI9lhLhnHAhOTU47vMTAw4JqxMUYJuAWw46Mj5Tlw\nokNpZzUdMQGDqQISpptMr9eBUyt7Ny1Z1SzLU1vClaMEjP0lVUMuk/a0rmp6Si3njeDB73WeCFsH\nN5qm4ZGfvVKxTQ/qvd/6JMN8RRMIt4yNGavzP1OaFVh9jB0xASemC2Al6+6qdkGqpGo4fWrIYg//\nGbiZgoT0xNyYp3rmwBkz4AD/n2PcYVzCm7v3uQ6Gr2cOXM6lo6hTF8qCrOLw2/sd12QQ4hjIimYZ\nDOZlBVGeAwu9PNfMeEZEZ1wAxzKl69y5q6zBwMAATqYK2Ngbr8nAZYoyWsIcVrVHymWWblqFUgnl\nitYIhmeL5YdRflkM37PzrRXUezV1AEcQBEE0TrFUQlnfV24lUsmjwjOoycA5zfAySr+WJWtLKBVt\nLpjxHMAlwxh2ycBJqn3wxTIMVM35fTQNUDQ4B3ClUQKzBbmm/bsZjtFMHjhvg7wBPTMzkhZd545Z\n4aWE0g49S2hRQhnhaoZ5A/q1UK8HrjXCI8QxdWfg7LJTs0UF3xuqvN68Xl8GLWGu4gY465KxMaMH\nOpXrmi3IaLW4TvQMXB42FspyJ8pqZMV+DlzMZcRCNTP5Sm+e8VmrmgaxdAMPWLfrNxjPiuiO1zb8\n8YLTLDgvHrgwz9SRgVMdA0OnEsqCpCLEeqtqYBimZm6kQV7Sg2N9VmSl3nBaxJJSA6VEiPfsgVM1\nvdnThT3xioy5qKiQVQ0RnsXKdu/ZNCOAD/EsehIhDM04/99LzD9NHcCRB65xLfLA1adFHrhgtcgD\nF4xWI3PgYgKLaCze8HqMssQbfu1dkFQNaqkM0S2AMTJI1SWUIY5Bd+/cXFDvGbgwTltk4CrmwDlk\nWziGQUursyfw6ndeC4FlHP1OXjNwa1au8D3IG9CbW2hARQbOuwfOvYTSSkvTNN0/aBEZmLMymqbN\neeAUDT2dtZ36vMAwDHoSIbRFBds1OWEX3BQkFbLGwNxsW3LIylrREp6bhdbf34+shyHeBlGL2WbG\nrMDqY+yICchJKlb2WvsyYyHWchacrGpYv2a15T7xEOszAyfj0gvnPF3GZ12U9fJYwyvlVEJp+N8A\n/5+j0yy4ZavWujbxifCcbw+cW0DOs7VljQYFWcFVl1/quKbK9dkHcFGeRTQslLP0BiNpEUsS+kMI\nPyWUay5+BzpjArriQsUDiExR9xgyDIPVbRGc8BDA9ff3oyDPeUxXt3vbz04LAD7740M4NdNYKeZi\n+M6ez/dq6gCOIAiCaBwjA+fz4bQlRlkiwzAIcUx5OPVMQXEMYBJhDgKnNx8xI3AsJHVuYV4DuKXJ\nEEbcPHAuJZRuHji7IMaM3sREdexACZSOs9zExH1YuUFHqZ18XR640o22x2lBZSRV72xo1dwgGeHx\nyuCMPt7gW7vwq1JDA6kBDxyg3xT2WYxq8IJdoGJkv8QKj6X/DJw54+hWcmcmZuGBmy0oaLW4TjpL\nn3OLzd9Q3GYot5ERt35/Djkfg7yrPXDxUgYvJ6oVDWLsAhEA5Rlw9RAVrANxQB8z4Nb50y7D5URO\nVBB3K6G0+fspyN66kRrYlZ4WZEXPbnFsTQnlaGYuA9cS9t6FcjBVwMq2iP4AwpSByxSV8pzBlR5L\nKPU1qqYALorj09alvl6ZzEmYznsrByWsaeoAjjxwjWuRB64+LfLABatFHrhgtOr2wMkaYgKHTDbX\n8HqMDNzAgD6A2CijNLw9dvQmQrhuTVtNUCCwDE6NjM3p23Q/rGZJSxjDabEmODGfI7culCkXT+DA\ny6+4BlphnkFBVjFbdA5gTw2eKD9d99OFMsSxaAlzdXngOJYBzzIVXsVqrLScMoSX9iVwYU8cv3VB\nF65b04bnd+geIFHRkJqc8LQuK+59z1psXJKwXZMTcZv26sbNsvmm3m8AV+2B85OBi/B6V0UzTh44\nAEiNWXdajNn42WRFw+Dxo5b7+PXApfIyjh/YW/6ZYxm90UVWrAzgHDxw+giBOj1wIRZZmwzcweMn\nPWTgaks73TxweUl1fDiil1Bav1aQVOza8YbjmszYNTLJl8o4ZbFQU0I5ki6WAzi769yKF3e+jRVt\nEYQ5Bhrm/gbSolz+v2RVmx7AqS4PeAYGBspjBACURwnUQ9kzq2iu/lyvWkHQrPeXTtRXcE4QBEEs\nGkQlOA+cbHriH+JYFBU9wzPrUkLYERPwuRtW12wPcQzM9yyyQ0bBTDzEIcyzSOXliqHH1Wu1C8BY\nloFbU05FY9wzcByLoqy5egB1D1yphNJixpoTHTGhLg8cgHJrdqsW+3YYc+2sWN8Vw/oufVzAeEbE\n62O6rqSo4JnGu5zWg12gYtzMF2QVydI2p2vCimoPXE5SPc/ji1oEOrMFWR8KX3X/G+ZZJEJczXw4\ng7iNn01W7efA6V0o/ZVQxtoq3z8Z4TGeESsyTW4llHV74ITagNdAVN2z0E7rssNtviLnMAcuL6sQ\nPHrgnNZnlFByDGqag4ykRf16AXyNEZgoMri0LaLPbgxzSBdlhPlQqYRSP95EmEdM0DtRLnGY4Qno\nf0uVGbhhT+uwQ1LVuv25hE5TZ+DIA9e4Fnng6tMiD1ywWuSBC0arXt2CrHvg+JDzl7QXJFWF8P/Y\ne/NwOe6zTPStvbtP91mlc7SvXiRZtmRZcWL7KM4KYQtbnJAQhgBDuIEZbsLMnRkgjuFx4LlcZp5c\n7sAwrI8nCZCLQ4BASEKuA05a3i3Z2iVrl47OvvZa+/2jlq6qruVX1XXO6SPX+5fUffrrX3VXV9VX\n37vQNEZHR+0ogYZshP8KCSh0HEOjt3/Q/n9Y8+DFhhKPWxU3jdKlgQulUFIo9BRD699/+HCkYyHP\ntkxMwhrYu++8w6byyTFcKAGDXpdEAweEZ3YF1SKdEI6UeNAlQ7MlqTq2bt4Y8QoyxN3PjQtbnwtj\n82LZSUsL2yf80OvJgYungQtwoRTaNXCA8T3fF5ArFjSBkzUde+7yf02cCZyuGzch3nPkIdfjvQKL\nqarURqFsBjRanWjg8iHB431Dw5F0Rb8GiSQHLirI28/ERNd1iIqGdx55xOdV5OsDWvTQ/lKxbQI3\nWWk1V3kzJoEkDqbJ92Fbv6E3trIbASPmwRlVQeJEOTo66prAbezlMV2VEsXSWJ+9ouqJI068tfzw\nzQuz+IvjE4HPx6kVF5kGLkOGDBkypAJJMaYGpCfc/+vZa5ip+ecDOS+AOWv6JIY3L2HgGMol3Ced\nwAFGlMD4UnCOkRyWA0chkjpE0mjlWGMKuRhh4sI7tlNWtVhToJEiHzrdC4NfExEF0py6DUUBE2aO\nlKRqvrEDK4EenvE1+LAuEJ0UyrB9wg8F86LZuoiPyg1zwgrfdmIp5LcyUuJtKqUXPQHNjRLSbBuu\njmTffUPWQFFU26S2JDCYrMp2hAAAe3rsnRbVJRVzdTmxBs5wzQzIgZPCJ2VAMg1cLeEETlKN4xTp\nsQoI1g4aDo9M27FQM5vqAfO3T1EUUVOu6zpuLDaxrd9o/Jw6uKqkum4GjRR5TFXlyLU7NXAcQ6Mv\nx2K2Hv26IMha5xTKMLwxU8dsLfn61gK6uoHLNHCd18o0cMlqZRq4dGtlGrh0anWUA8czaIpkJ7RT\nE1XcCLCJtjRE5XLZoA8SGHiEgaMpzMwtuOqTXmBv7BUw4ZnAuXLgQkLBGZpCpRquCXz5lVcj9VKW\nDjDswhwALl+8kJhC+YsPbcG772hNKePsB1FRAsEaOLIJ3K2FhuFaqeqYuOWfRxYXcffzoOlUSwPn\nDoqPc9FNURSK5gVwSwNHGuTNtMUIWG6lftv46+/agcaVE761jCa1/YJX0XRcPH/e9zUWJTHqRoW1\nrn6fdfXm2idwgBkS72lGjl5bwMFNRftvY3+PITlw4zPziSZwJDlwYRPVoAmc1dDE2cagaXjTpFDW\nK0uuaBZJ1cEzlEs3XCTQwU3XZDCagqJ5Q8lJA66Kik2hBMwbSxGZbl4NHAAMF3niEHBvLcDUwHVI\noQz77MeXpMD4h7i14iLLgcuQIUOGDKlAMt3SSO93NmUt8O6ls8HiTQpllIV+GIwcOHd98gmcf5SA\nXSuELkdTVOTnoehUZCMjMIaJyWKAu6AFxpHxJCnkOXCA0STGaTqc8LOyj4JBkyXTITKUcfEvqclz\n4DpFYIyAn4kJ4XTRCecFcF3SOqJQLjXVwJsdeY5BUGJFoImJpiPoq2JoCjwTTqG14HWgtNCXYzFV\nk9qy0izzHieeuTjvutEQFz083ZEGLpELpawlCvKOqyu11udLoTSPzwyluyZwktLu7EpiZHJ9oYl1\nQquOpYEDgIqkouT4HJ3uuGFwTuAAYLjIYTJBAwcYk0VlmSdw4xURirZ89bsBXd3AZRq4zmtlGrhk\ntTINXLq1Mg1cOrWS1hVV86KTIjvki6qGuUZwA8fQlKGBY1r0wU4olDmHFk2NMYHzixJwfkbhFEoK\nvJDzfc7C/nvvi7zYN2IEdHMKGfwZ3HfPPsiqkZunRYSDRyHOfpD3ofFF1YqTU7dloICJigRJ1XHH\nrh3E6wpDkhy4sBiBpodCGUcDB7QugC0NXBwTEz8NXJ9PDpyFoMcDg7w1HQfuvSdwDUH0Ui8WGv7r\nKgmM/wSOdWcMztZlXJiu423bWtmK8TVwwRRKWihExjfkuPYGLkwDp+u6qT+LT6E0IgSYeHpUn/UB\nZjPIMRhZN+RqppqKBsHzOywKDGoRWXBjiyL2bxux/98rsHYUhpUDZ4FjKEgRkyojB87bwCWbwI2O\njkIxt3G5NHCqpmOiIrVl6iWplQSZBi5DhgwZMqQCUTEaOIIbrdB1Q1w+56NvsC5kbBdKloak6Fhs\nqqHNSxg4hnJdtITlWnmxoSS0mZg4EWYZz9CIdKEMiyGwwLNGBllDDqdiGfoWzQ6SDgsHTxNGExGP\nqiTHNJKZrEpGDtxqaeC4gBgBud3ERI0ZIwBYGiKjfi3ie3YixzIumpioaFB1PfbkBghuUuWI2I1C\niDGIE0E3YQwTl/Zpk1fP9a+X5vHw9r5ERkattUblwKXrQtlUNHBM+HQ7kEIpa/EncExADpxJoeQ8\ndEZJ1do+TxIKZV1W0eOgSZZyrQmc04USsCZw0Z+ZodPrvIEDYDdWyzWBm63LUDTdbhRvV3R1A5dp\n4DqvlWngktXKNHDp1so0cOnUSlJXM/VJOZaGoumRoc6SqkMHfAXqzobI0MBRtgauL8TAIwwcTaPi\nyKeLc4E9VOBQEVXXRZFLAxfhQllvhruvvXbiFJGJyUxNQklgfYOvLZw9fQqyqsc2MPFDLN2Nj1Yp\nqlacnDplaQaT5gTu2pVLxOsKQ9z9vChEaeCSm5gAQK85gSuXy0RmGhbynJu+uCQavxOKomKfs3s4\nOjBG4Mypk4Fr6Alw6PQiSJtnGfP4NXDO/eqZi3Nt9MkkOXBBsQfVphw5gbMois5jXJgGri5poSHe\ngDGpT00DF5CfZ1Eo52emXVMjQ3fm3ldJKJSiomFi7Ib9f+cNiIqkuCiUPE1FUigtDVyObb1umND8\nxK+W1TB69aFJavnhlsnKyDRwGTJkyJBhzUIyDSkYmgIFPXLqZF3sztWVtue8Ey3LwCMqxDsMHEPB\n4TFhT6hIwNAURoo8Jn2mcLquRwZ5R+fARVMdeYbGdE2OpJCypgYuDj0xDURRKP1A6kIJAP2cZtCV\nukAD57050VQ0UNDtfVrXjbvycfWErglcLBMT92ffidlPIaARC8uBs15HkgUXlGPYa05rcp5Gx9mM\nXJtvYL6h4L6N4bEcUSgEUChVTYeitzeRXrC0YfhBSp2rETiKsjQFzVcDp7V9JlEIcqE0grxpMDRc\nzZSo6G1T7SLPoCa2H5udkFQdnGOfcGrg2idw0SYmgEnndPzAR7p4Aje+JGKwwMaiUK5FdHUDl2ng\nOq+VaeCS1co0cOnWyjRw6dRKUldyuIexDB0ZJdC0G7jwCdzo6KgZ5K3bDnZJwDEUKKZlna5qOtgY\n9MKNJQG3HFEC1mek6oZxSNBUjKEpMKy/ZbuFO/fsiTYxYWlMVaXIBvbwoYOQVS0WPTEIsTRwERTK\nIA0caRP98IG9mKiKkFQd+/feTbyuMMTdz1maAku3m2o0ZQ29Oc6+aNZ0gKKQoIEzTEweeeQRw/SC\n1MTEQ6F03uhISwMnqzoOHzoYuAbSLLiFhox+Hw2ctV7fCZx5Af7ti/N45+6Bts81rRw4iz5JQjv2\nNklhGjiSaWqYC2WepWNtoxDgQmlp4LZt3uSi+4o+FMoegSWawN19xy77/84cuKrkzoHjGNrOpwzC\n6OioSRn1TOBqUiSjw6+W1aTGDV33q+WH8YqEbf25WBTKbr2+DENXN3AZMmTIkKEziA5tUhAdyImm\nomGw4J/x46Uk2hb6HUzgeIZ23SmNazKxqZfHuM8ETlY1sCGTLoZCpCaQZFqWY2nMN5RQB0rA1Jpo\nuqkVW7lRVY5j7EBrUsiaDp5Yh8ibFMrV08ABVoPjaeAUDf05Fk0rQD2B/g0wJnBLTQWSqoOiQLyd\nOQ+FcrGpJqYa8wwNUHDZzAPhOk+AXAO3EKKBA4z9yAmLQqlqOr71xhzee2dy90l7rWYOnLcpMJwi\nyZrmIKdHPzTk8BBvwGj2AymUCSZwTZ9pl9UMch46o/Pmm4UiQUMuqW73yrYJHO+JESCYVHnpnD08\nA5qi7Ml0HFiN1XJO4Lb152JRKNciurqByzRwndfKNHDJamUauHRrZRq4dGolqes68Woq1Ig7pk1F\nw2Cegw60XfgZ9vKtjCfe1MAZ+pnkOXCiY0IU12Ti/s0lfP38rH2ytj6jqDw5mqIgyeFUpLPnLhBQ\nKI3noxrY14+9ClnVDXpTTBt7L+LmwIW5vXWqgbt88lVMVg0N3PmzZ4jXFYYk+7mfzX5T0aCLZsCb\nPAAAIABJREFUNbvpSWJgArQugP+l/BxxIwG0mhyrIXHe6EhyzvbLSVM0Da8fPxb4GtIJXLAGztje\nfFsOnLFtL1xfxEiJx87BfKxt8QPP0KCANk1WQ1YBJdisyAlvlECYBi4qxBswJnB+x8ymGSOQRg6c\nRaGcuHXTRWf0Zq8BZCYmkqrj6sUL9v8tCrBi3kBy5umRUCjL5bKp+XN/VsM9XGwaZblchqxpYGkq\ntrmSXy0/3KqI2NqXgxwjRqBbry/D0NUNXIYMGTJk6Ayiw4qapqKF3aIpzh8qsG1RAt4L4FaIdXIX\nSpahoIGyw4ajJgpePLStD+sKHP7u1JTrcSXCnY+ho3PgVB1EJiYAIicrhgYuHQplHBgauCQulGSX\nBzxt2L9PVSWw9Ord8fazy2/KGnrYlgbOaEzjX/ZYF8CiRhE7UALGPsbRFESzIekkbgMwp4yebZTV\nCA1ciDW/E0EaOI6hkefotmmTQQdU8bVzM/iBPevINoAAfpq9uqyBJ9y3gpokP9QlMg1cmIlJHBhN\nbzBF1JkVCZgUSs+X28MzqEZMvURFg/Prsm5AVEQj3NtJReXoaAqlVdO7vRaNMi4kVUdJiM8MIMVE\nAgrlWkRXN3CZBq7zWpkGLlmtTAOXbq1MA5dOrUQaOFW36TQ5gYvWwJni/MEC1xbmLfto4JqKhoqo\n2G51cUFThn7JOtnGbeAoisK/e3gLvvT6JKZrkv0ZRVExDb1O+Pts27kr0rHQ+myjGthHHnqrTaFc\nWQ1ceJB3cA4c2RpHR0exocTj1pKIBw4eIF5XVM24KPpc2DYVFbs2j0A0Jwxx9y0LvTlDA7f33vuJ\nDUws5DjGbqCXxOQaOMBwafQamSiajofe+mDIa6IncLquB+bAAYaGyk8Dd3m+iTdmGnj7zn7fukm+\nxzxHtzWcdUnFyGBfwCvciKWBkwlcKMNiBOLmwLE0RMVdS9d1uxm8Y9cOjwtl69htIchx1QlJ1XBg\nfysbMMfS0GDomouehpVnoydwdg4c197ATVbiNXCWBq5XYJclB64iKlA1HUMFLsuBy5AhQ4YMaxfO\nCRxLU4gyHLPCY4fyXNsEzk8DN1uX0cMzsY0hnHDqMJJcZG/uy+EH967DH70w1lprJIXSmLCFifBJ\n1mJRnKImKxxDQbJcKDukUMZBkHV5GGRVi/UdjBR5aDpWVNvnhV+j0lQ09OXY1gSuAw1cRVRihXhb\ncFJYO6EaA0EUyggNHIELpeHWicCctU29PAbzbsOfHEvj2UvzeO+dg21NRifwy4K7sShiQ0kger3A\n0sSTHRITE4ZGYJB37Bw4tn0CJ5lMAWtamwaF0nCvbO0TFEWhJDAYX5JcDpSAMYGLihGwmkzvWkaK\nPKZr8aMEZFVDKWfc2IhrghKF8SUJG3sFw914GTRwT5+YxEyCqeNyoKsbuEwD13mtTAOXrFamgUu3\nVqaBS6dWcg2ccaiXRZGMQmlN4DxRAs4LYEsDR2KhHwlNtd3XoqiPQfjwwQ04M1nDV545SlSHpqJj\nFS5evkpkYgIg0h7+pReeNyiUMaZbQYilgWODs7WCaikxKJTlchkbSjwA4ORrx4nXFVUzLoIolLO3\nrtsNXNJ9y3KhfOXEqVgUSsAd47DUbE2qk5yz/bZR0XS8/OILIa+hIyc2C00Fffngdf3O99+JbQM5\n12M51jDl+f49Q4F1k2kZ2/fXs1M1sIu3iF7vncCF5sDJKvIRE9UgCqUVIxBXA+edwDkDyq9fveyi\nM0pq6+abBZIcOEnVcPa0OxuwJLC4tSSi5G3gmOgcuGe/e9RmSjgxXOQxmUADp2g68qzhKtqJ1b/f\nZz9eEbGxxINlqFgUStLv8atnZnBjIVyPmWngMmTIkKFLcGG6jhevL672MhLBsKI2TrzG1CnaxERg\naQwVuLYoAe9US2BpTFelxPRJCwyl2xcRSWluAktjx2AOi7LZrGrRVMWoz4MsB854PqqJpQHouqlP\nWcFJVSGCQukHY0oYbwIHYNVy4IDgCVyB0e2LZiWmw6mzdl1W0VAp4ggBC3nOiBLQdR2z9RQ0cN4J\nHIEGLirIe7ERf10lgcX9m0rY0peL/uMY6BPYthtHZ6dq2JIn03GSTpyN70MmMzHxncCpbcYuUfCb\nwDUckzxLJ9t6D7ebJGDcTIhqyEVFA0e511wSGNyqiG0USo6hIs0+ZB1t0zfACvOOP42ybmJFGSwl\nwa0lERtLAli6s+bQD7KqYbomuaIeVhNd3cBlGrjOa2UauGS1Mg1curXWugbuheuLeO4aeQPXVRo4\nRxhsqadAlAOXY60JXHsDZ1ElLQ3cXIKLPy+K+ZyjgdMSXWQDBr1o2x1322tlI6iKLMOEfh4bt2wl\nyoEDojVwR46MgmMo1GW14yDvWLqbiIskfw0ceZM5OjqKEXMC9/DbgrVYcZBkP+/hGdQcGjiL9vXg\ngXtaE7gIWm0QaMowL+ndsA09MSmUOTPM++i1Rei6ju3mJCvJOdurD7PC6t9+5JHA1/gZn3ix0FTQ\nn+Mi39+Jd+wewG+8d2fo3yT5Hu/dWMRrtyr2/+frMmqSih9+18NErxeYaA3cjnsP49e/eQkXput4\nYHMptJ6hgWt/3NKExdXAeX+LTbnlCrlvz91tMQI5z+8wZxpHhR23JFXD297ygOuxXoHF+JKIoudm\nG4mJycHDD/rSRZOEeY+Ojto313Is3VGUgN9nb1MoAxrvOLW8mKxK0HQQ5eZ1+l4k6OoGLkOGDBm6\nAVPV7rnrFhdO7UKQIN/v7wcLbPsEzkP/I50+RcHISOvMaAJouQVaa42qw1AIpVDKqhZ5wW9r4Aim\nkBxjXIAnaSKSIs+Ra4IsSDEolABsfdJqauC82iDDndGYmHVqYgIYF8CTVSkyN8yLPEtjri7jfzx/\nE//76NaOmneeoV3HoaiwegDo8dHNebHooFCSgqWpQM1cJzi8pRev3FyytVFnpmq4e30hdBudiJrA\nnZ6s4pNfvYBDm0r4nz+2B5sjJoihFMrYLpSMq7n01uEYCpLTxERtNzGhzJsJYTRKycf8pCQwuLUk\noeRrYkLmTOzFQIFFVVTbsgmjYOVr5jnG15WzE4xXRGzq5cF68kVJ8fvP3Qj8vdxaMqiT3XIt0NUN\nXKaB67xWpoFLVivTwKVba61r4KZqUtuJN2mtuOj0s5PUVgPXqFUj70qKjgmcH4XSqYFrGXh0diEn\nNWqOCRwiJ2dBKAkMTr9xGQCI7Po1VQ39PG7cvBUaBg4YF8+//q4drmwlP5TLZXA0hbqkrqgGLmfG\nCASZBfjnwJFPqsrlsk2hDNNixUGS/bwouC9qrQnJmROvOWIEOrk5wODC2Ex8DRxH4/PHxnFoUwn3\nbWxNe5Kcs3nTCMeCFVYfpZuLCvJebCjoj8inS4Iktbb2CaAo4PpCE4BBn9w73ENcKyoH7sR4Fff0\nNPCB+0aImmkmkEJp5KLF2Ubr+9Mcv0VDA2es441zZyNNTABzXw+JEhBVDcdfecn1WElgMV0LMjEJ\nP7c9//Ix33XQFIV1PRymTVOPP3z+Js5O1UJrGTlwxvElz3U2gQvWwBkTOCVGo1UulyGrGv7x7Awu\nzNR9/2Zs0Wrgws+hmQYuQ4YMGboEU1W5TXy+VmC4UDo0cCQxAqYGzkuhNAJYW6cNUgv9KDjzjxQt\nngOiEyWBRVOlzDrRF+tpaOAA4NFdA65spSBYFEq+QwplHHAMDYaKvsvuhHfSGgWBpfF7778LET3s\nssLKurJgTZI5Gg4KZXJ6bklgsSBTsV0ocxyDpqzh59+6OdH7OiGwNGRHc0JCCS2Qmph0akSUEiiK\nMqdwBo3yjNnAkSIqB+7GQhPrePLfQlgOXNRNGy9oigLvaTAbihFHAACsQwsMGBRKr4kJEB0NISka\nOM9uURIYaDraKZQEJiayhsBpo2Vk8p0r8/jb09N24x1azzy+5GI4hpJAUjXM1xUMF3nbZViL4XI5\nXjEoklfmGr7P31qSzKD5NTSBk2UZv/iLv4hvfOMbAIATJ07gM5/5DD7zmc/g1KlT9t/FfTwKmQau\n81qZBi5ZrUwDl26ttayB03Q9tnC5qzRwDhrOQF8fAYVSRY6lUeQZKJruoiOpjqnW6Oio3Rh2evE3\n2N9nnxQNnV2yOiWBQWloGADZtCUncAjT7w8Oj6RGCxwdNTVw0srmwAGmDivgQslXA0dgAON9/d7h\nnlU9Zxd51jWVsG5EPPLWB1OhUJYEBlWFjj2BO7ylhP/46Pa230iSczbH0Pa2AC2acNhrBNbQOIXd\nuFlwhHh3w/H58GaDRqloOi7ONGLtW5t6eZybbk1QvK+7viDiPQ/eS7wWlgrJgWPjaeAAs8F0/Bab\nsmaboRw6cJ+rmfKz7gcsurDS9jhg6CIlVcejHl2kdZPNS6HkmGizj7v27fddB2A0cBdnGvgfz93E\nHUP5yGbQyIEzaORxQteDajkxviRifZEHQ1OgKCOWgTRKYHR01J6wBTdwIjb1CpFsnJXSwBGddb/1\nrW9h165doCgKuq7j6aefxuOPPw4A+K3f+i3s378fmqYRP37PPfcQ3a3MkCFDhtXGQkOBrOqxKJTd\nBFHR7Iszlo52obRiBCiKwkDeoFFu6jU0TrKqu/LeeJtC2akGzp0DlzQnzaWBI6BQMhQV+nkoMfPQ\nosDRNGqyih6BT60mCQyqkkr8Pa10Vl0a8KVQsjR4lnK5UHayb+lA7CDvh7f7h1wnQRuFksBVk6Yo\nm1YY5KCZxIVyOXH/5hJ+9zvXcG6qhpESH6tpHt3Rjz9+8RYuzdaxe6jgek7TdVxfaGJbP7lzZjiF\nMv6+5G3gnBRKzqNxlBwOwk708GygBk42szq9mkErPqCNQul5Tz/4hXhbGC7y+PyxcfzQ3nVQNLLp\nVEsDR9sh92ng/HQdd69vfedWlADp7nNzsYk96wu4HNDAjVdE7BjIRVIoVwqRe58oijhx4gQOHz4M\nXdcxPj6OjRs3gud58DyPkZERjI+PY2JigvjxiYkJosVlGrjOa2UauGS1Mg1curXWsgZuqiqBo6k1\nq4FzBnkvLS4Qm5gAaKNROilb5XLZrtsphbKyMO+KEUgaCt4rMBibmTfraJEaF1kSQycTE1MzHTtG\nWiiXy+YETu3YxCTufpBng6MEAjVwhBO45fhtJ6lT4hm7eQeMC+McR+PVF1+wTRa8QfSx6psXvnFd\nKIOQ5JwtmA6EFlTz9xj1eXmbBi8WHRTKbjg+9/AMdg/l8f++Pol9Jn2StBbH0PiRe9bjb05Otb1u\npiajwNM4/tLzxGsJpFCa+1fcbfTm1DUUzTaDOfn6cdc0TFR0Xwpl0eO46oSoauB9dJElkzrZlgNH\nG01OWKD2ydNnA5vVTb081vfw+OnDm4jomLYGjqHMiI30NHDnpurY42zgYkzgyuUybi6KeGRHP67P\nN9vOC6qmY7IqYdtALrLhXSkNXORZ9+tf/zre9773YWFhAQBQrVZRKBTw1FNPAQAKhQIqlYr9b9LH\nN27cmMoGZMiQIcNyYqomYVOfALFL7rrFhaS2soRoAFE3SJ2OY14jEy8FTUhpAsfScAV5J6UYFgUG\nDVMDR0KhpJGOBo4UHEOhJnduYhIXpNlYFuJQKLsFRTMfS9d1UBRlT0gYU+eoaroriD4urJsUcXPg\n0oQxgWt9jzLhzY4os4jFZsvEpFtweHMvnnp1HL9yZFvs137/niF87K/P2OYaFq4vNLG9PweAPBKG\npdun9JpJUwyiFYZB8NAGmw4XSpaGqwES1fYcOADI8zRqAd+npOg2td2JXmsCx7u/Z4amQFPhjAVJ\npwIbuHftHsTD2/uRY+k2F80gKKoxDc51aGLixdnpGt5716D9fy5mFtytJRGP7urHYIHDrSURWx2T\n2qmahP4ciyLPYL7hT19daYTuffV6HefOncPBgwftx4rFIur1Oj7ykY/gwx/+MGq1Gnp7e2M/Hgar\nOx0dHUW5XG67wxf3/97andTz1uykXlrbVy6XbU5tGuv1vvbN9HmRPu+3bZ1un1/NtfJ5xXm9d1u7\n/fN68eR5bO0TICnain1eftuWdHtvjk8h5wjyPnXmTOjfT80t2hcm4sI0Xjl13n7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UAAAg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\nAAAaQsABAAA0hIADAABoCAEHAADQEN/0h8XWuQDOWQAAAABJRU5ErkJggg==\n", "text/plain": "<matplotlib.figure.Figure at 0x10a300090>"}}], "source": "fixed_df['Berri 1'].plot()", "metadata": {"collapsed": false, "trusted": false}}, {"source": "We can also plot all the columns just as easily. We'll make it a little bigger, too.\nYou can see that it's more squished together, but all the bike paths behave basically the same -- if it's a bad day for cyclists, it's a bad day everywhere.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 9, "outputs": [{"execution_count": 9, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x10a34ad90>"}, "metadata": {}}, {"output_type": "display_data", "metadata": {}, "data": {"image/png": 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wwCTXTcx1a7hiDlxQUBBiY2MRGRmJDz74AGq1GlOmTEH//v1RVFSEWbNm4dat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rhGQYkkNnr6Bo3rUyCZCN3MbEsDJxGCODhKWm17GToHzoXeaYWrBo5WaeAkZ0MU6/uPOuIIUBAk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v/k3w+9vvX9F2Ejd6M7v43zZzfT59/8v76L2K2e+56HoNQ3dlnYfwCle+7Mjfe/XzidrrQe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OKRJrqRsgKQRkOYkx5Do90/cxLOJC+EA71iC8RET5lq9rHn/qB7gyTDkqDM9cGfCNuxNE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UIGTD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aP/xnPPb3/w+GvR5WeKORlZUVnrtwjTsW/Weurl4hcxaJI1xo4gSsfOmxuecvDhOsybh2/RpS\nCPLyefvi8y/4XnpX8PqZ12f2Z/3l16ifPIoQAikVzmmskJitLn0V8rXzHZrCsrnRQwuf5xaVCy5P\nPPEEf/BTv0h6+drc62FlZYXHf+dzfhHGOjY7HZ5//TUaJqdQAbpIKfIBgYz40IN/guEw5V//u9+e\n2v71F18kL0PAL1zfYLC1NfX6yspK1UJ5sxy4nXtnynr99dd54YUX+MVf/EUADh06xOrquN/1ypUr\nHDp0CGvtm/r/bjXqRZ3Xk7r9f7fy9+T/vpvtJ+tjH/vYW96fnV77Xuzf92J//2M+Xz+s15cpbYlb\nQnDXh7xVctxa5L3vOMhLGxc4dWN96v1PPfkNXlvf4FeWlwkubPHF1TPk1n1fz9fat17F1mIOT4Sm\n7vT+z/zOizgV0A4lb3/P+3d8/8//hb/Ac//gn1cmJMvLyzx16Q2CF1Zo1ham3r+Q1LAi4gM/Oh5v\n76HD1LvX5449+b+nfuN3iPYustQ+wGbXh8s6Y1hefmTH4732xHdYPHEUsynI83WSqFG9/sK//TLS\ndTEsstRMkA3vQrlwfZPuH/8zBJsFQkbcc+cp7n/4Yf7elz6PwFCrN3n7Aw/MfN6Nl16hm+cs/+SP\nA541MNawqDPO1xq0ysXzpcVFH44rFcIZLJJHdrl+686R3HGC6NpLdIdbIPYQRRKxsEi72+HQyeMs\nHLuDre+8RPsd98/9PvVzda78liMqF1r/4qOPTL2+/vIriFe/SSgsOMfBxSVk5PVAdycB4t3vQy7t\nRT34TqKnVgjbC+TrWwSt8fk0F8+CLqrf43dKkLi/tQCFgKSOy9Kp/ZOhohHGVYyAEQIl4P5776/e\nc++pU+x729jYZd7xvfrVFyoAt/11keZ86Cf8d/LQu3+E8998lbseeICXkj/AbayxeOLU3PvH+Veu\nMnzj6tRrZphy99se4PjyMubCEbJnvsyH3v0u+rV6pZGcfH/zvlPUF49wcnmZT//2M2Rl5ltVKuDB\n++7j7e/5IL/xj/8JexttHrjvnePXtWb/kSOcWl7m4tk1Nr/5AsvLy+y/sVG1Y07e/7S1nNh3gIfe\n9U5vWpLnLC8vY155juz0V6f278nWv0B3+zPn690PPMQ3lxZ3nANs//t9j/wYX/+1z1TZbcvLy5wr\nnmb1jfMcTgfUjxxhCNhhRhwEDLWmplQF4LaP1zq4n4fuvo/o1RfJy/Gu9fvEr5yBouBjH/sYT3/x\n6cqUY3J7EYTcf/ddpEpw7v/8HQ7/xT/N8vIyyUuvkmlDI25iRcqBPUuYQcryTzyKKNlvlw5RSvDO\nI8dZdQa1uFCN//Spf+0B3PGDiDBmcWEvXL5cfoUBMXDi3nvnHk/YahPkF3HG0E7qWDGdUXX0wAHE\noaPkF64SIYjbLfYeP1m1JC4vL3Ph1au89IUnaD90T7Vtevkautvn0eVlLne7/Obvfq56/5efWEFe\nWkfVEj72sb9G+o/+FygZuKnz1VrgHUst8kYbkdRQtYRDrTbBhJnO8bvuIvxqjaAWzRyb625y/0/9\nGbTLsDeuVeN/48D/gx6khNaQRwkf+2u/NHP9/P6XHkOcVexvN4lbizOvj6otodFeqADcj7znvXzz\nj/wC4ChjcN7vd/A//OfYq5d4sNlG7DsIf+JnAEjaTe45cRJx7SmKtIcIQrRUFA6k0/yVv/ZL/LvP\n/nv/3QUxgS34wI99eGr8zdoiL37xSeIgAqlQzhGmKUE9pi2XKKw/99uPJTlykKMZbN1z59R4V7uG\niy9eqBi4qObZ31FgtlKWuw6cQNV7PLzL7/E9v/W/8/Rf+Oss/J0/TheDQbC8vMw/PHe6AnAH9u0j\nGK6h8JEo8dIiDz/49rnjKRmghGPP3kV4dYNMe73uho3gZYdwmr/083+ZI3tPVtt88AMf4A82utSO\neYwRhnGVA2e2uqTK/+6bErY2BpjYSwriMrttcP4Sj58+w+rn/pA7P/YLc+8/j3/wLyL++ocxDuqN\nJu96+AM0f/dlBjJE1UOshvc9/H6EELzvgUcI6vnU9ndsbfGZK1+g0Ba1sEQi1dTrAN0/eIIM9dZb\nKH/913+d1157jU9+8pN8+tOfRkrJz/3cz/GpT32Kv/t3/y4f/ehH/UBv8v+363bdru9d5cYSKZ9r\nI8te9V5maMUBr2+MHShHddfSEmfWPaiLlEAA2a1Lwb6rGrVQ7mZgMqp6KLFB4EMyd9PBaUMaRBUD\nB3Bhc41EFkgxfXtrRhFO1kiLsfbGtzTd3IGy9/LZUr+gcM6Q36SFEsDmOV2hCKQgy8cxAuDbvDB+\n5S2UAtmok5+9AEXBxuIeksCBCImVoh6GaBRSeKF5bY5mrbnNCU4IweGlE4Sb6zy27yDNemk3rRQO\nKFSAcN7qOZxjDT2qUBdsJXVCbekNt7BIokAgFpZwhQ+N1/0h2er8DDgAihwnFAvG8SOHDtLa5na4\nv1Gnpw2RDHzouHHjFsoLryGP3+X35cf9JChYaFFsbE2NIVSA05ozv/5p0ivXqQehP6489xlkUTyT\nAyeCAKntBAMHUljCYLx/Ns29pmuXClrzNXA2y3HWVi2YIw2cHWngtjYQC0sz2/kx6zPGKHY4Nj8R\n9QZu2C/bJ2c1dFAambzsreojJada0/wO+RbKgdZIDO3adGeMK3JvzAHEB/dXGrhYBT5Ha1sV1iBH\nmsEgBKNx1uDyfMb1MdiphbLM5brVCto+gy9SwYQLZZvzbHEwHRCk/jdhBsMq61EYO9PSOapwsUWx\n1Z3SwHWznLiWgC5wznl2qjan7S6MIB0iBFhjuPGVPwKo2MF63CItmS4ZhxV482+KERI6z76MioOK\nsYKxE2UtCCmcIHV5ZdhjHITWVABpe4l6g2ixSb6+xUKtSeGm73UjF8rCOGIEqp7466nfmfj8fdg0\nnzYxmWihbMcxnW0ulJ6BK3VP2WyMAHgAZ868iDh4GPCtj3KYTbtQag1SopLZllfX2UK0FpD7D+Ku\nj30VfN7iEGEM69udV8vKtUGqAJumu5qYuO4WwmrfQukshTXUypa/SM5/brg8w165ROOf/h61T/wD\n3Ppa9ZpMYgJjQAToYR/iBOsE2gmkyX0Ex8Dvc6hCzHA41hKOjm+hRdHpkZQtlH/27DPs76wT1xK0\nMQSCGedKgNqxg2w+dXrKwAS8iclIhyWtqXLgnDFYKRHOIFK9a9g5QPuhe9j34z8K/RSLwwjBVqrR\n1k25UBoB0jlUHPlQ8s3OjmOGEozNEcJ3CAEYYxFYcHpGAzd47SLxgb1jt1QVgtMYISm2uuTlnKAe\nCDq91EdU4IjL+9P6179NcuQAVz73H+buT3r5GoPXLxJoV7VQynqNejYkNl6v52zuDViAh46/l+cv\nPD01xkIc0ytycuPoFg67kwulUG89B+43fuM3qhiBv/pXvbD7ne98J5/61Kf41Kc+xTve8Y7qvW/2\n/zerSeryrdT3apwfxrG+m8/4YTvG78dYb+azfhCOsTCOsMwXkmWv+lqnTzNWnNvc4mS5ojuqtx3Y\nz3euXsM5R6QkAih2kZu91WNcWVnBGUPuwHQ3bvr+RqQwStFSsJXuDOC+/cwzZEGEmtARXdraoKlm\nD6YZhTgZk+ZjG/phkVfmJzsdY7HVJVu97kNYlXeGyoVvodzteCk0XRSREigVoOQYeDWSJkZvVn/L\nRh195Trx2+7jUifjUEOADIkCxcvPPYe2ggPZPyUt0h1jBHrb3KyOtY8RZjkre/fTCDx4ydMUhyCX\nAQJHINg1xDbUOVtxnaDQpYmJIAwlor1I1ukQNLwGLl2dnwHnPzQDFbDPOn7rz/0nMy8fqDdYHw4J\nZeBNTEoA55zDXngdecIDOPXQuwk+8AhiYYl8G4Cj1HNd+pdf4Mnf/T3qYUioFK7IQCqIk1kNXBRi\nsrSKESiE18BFajy5X1u9goxvBuBmwRZ4B8qg1azO7+lXXi41cCXIKTKYYz7hx2ygt7lt+nBe//5v\nfOc0btDH9Tozdvajat53J92XXwemzTRGNQry/tLKCsoV1KLpcZweRyhM2tkngZoyMRn9brSx9K7f\nQCWxP+Yw8iYtupgyMdn1nPX6qGbjlu83ql7DZgWhc9XEv5m0uSSHHBoOvIkN/tyNzHqENTsDuMqi\nfayB6+U5zTgBKfna44/DoD/jQOk3Dr12LEo4+V/8PBc+87tAee61b6HUFmIhCcqMtFEJKXFC0fnm\nc4hQTZmSJIf2kV1ZoxYGFBaGJgetUQKs8yYWZybafKeq3qC2p0m+tsFCrYl226Z8RQFBQG4tkRWo\nRo1r/f6UKUh8yGtWw4UxwFeNOib1hi/1MCTTugq6zo1FZTmqlvhjHA5mTUzwUQL21ReQB72Dpqon\nyP6Q3E7HCCAUKprVKLnOJqK9iNh3ELs2bnuWNb9QIoymow2PT7TMj+rytWulBi7dUQPnrMX1OmA0\nwli0teTGUHP+OMMJGcDc/ZLSL3RtbVQ6L1VLkIVGCIUe9BBRjEWgtUPonK8//RQMRwDOm57MmJgs\ntNCbHeIgxCJ475XXUEpSS0IKa1BOIJNoZr9qxw6x+c3npyIEwGvgbFrGzQgqAKe19fphp7nwyms7\nauCmxwoJyhQ4g+DiZsodC3F1D3TGkpYaOJnElaPmThUqibYFQlAtQBnjOzWcNXzzm9+eev8bv/0F\nDv3pH6/+VmFYtlAKep0BSZmrVgsVnWGBEQLrLHGpgdv4+re481f+EsOLqwzOX57ZnxtffQaAyPrf\nnrEO2azTLFJi6yMLnM341jPfAeCBO97NmcvPUejxs7kZRfSyjKE2dHM718QEbciFRNzEYO0HOsj7\ndt2u23VrlRtLICCVAZu5v0kNjaAZKS51uxxrTa+u37m4iHGWC50OUSABR/59ZuDQmtwJ6sHNP6ge\nKbQMaEm3OwNnLGkQVgYmAKvdLdrR7K2tFUUYEU0xcIOiuKmbWO+Vcz4jbJiSKAWYqoVyt7J5ThdJ\nrBxJOP3wa8RthtkWSeCZkRHoTt52Hxe3Mg60RMXAxVKSO0ExOI0mqPRdk9WMIrrbANzJcC+bccBq\nkiCEw964jpS+ZSRXCuEsu3jJVK6OW0FIUGg6Qw84w9BPTIQZ58Clq9d2ZOBcluFUuKPRx4FGnYFz\nhMIzcEFpNe0213HWIkqbfSElyX/1PxHsWaLY2LZqG4SgC7KrazDMaMcRhxoN/3BUqrJ4nywRBEhj\nqxbKQggk0wwceTEzgdpePtR41lGx6PYJWmM2SSQResTA1WJcXuwIJIJmvdL5jaoCfoAJI0hTD+Aa\nOwC4e04yeO0C4I1qZhwIlQKtGRqDdBn1eJurotHIUR7Zgb3k1zxjHwfTMQLV8VpLkOVj184ohiIv\nreq3MXCtxszxAeg3ycB5R8sGcphVgKuRtOkpR+AsYddPDs0gJQkUQckoyHi+JXqw6NmNKJhg4PKc\nZlQawhiNSwfI1sLMtiLwAE7ECa0H765yt0bguZ60cEKRODmfzVABvdMvouKgiiGAcYRDPQzJjfv/\n2HvzYMmu+77vc5a79fL22RcAg30HSBELMQQpkYqtiJJs2ZZKSklKuSyXEif2P65KVFEl3vRfElUq\nZVfKKStR2VYsS6JcFi1ZFUmkyIFIAgRAEgsx2DGYGcz6ll7vds7JH+f27e7X3W8GAB0Trvn9g8JM\nvzv33u53+3zPd2NoMigLtBR1CqFdsMkgkibRcpP86hZLUYJFT4cqVOA6Kw2JE+hmAxMltQdu9O8D\nUymUQogqKXWAFIJmGNQbSLkxqKyYYODShQycPfcO8sARf/lJjBim0yEmZQFCoqLpDQBnTN1xKDcO\n4K6MGTjVSHwPWlmiw5B0Trpy4RxSacxguDjEZNgHa8GUSGOx1lIYWwM4vWDfy+1sI5a9LFOEEYQh\nDHrVNUbIwuCEphz2PPOKozQOWWYIpZDV6WqhfV/kLoVEsNTyn1EVYBAERUEZhjQC6Tv4WMTAHaTY\n6swwcCoOsVnuvyME9XOiMBbpLA6DSsuFKZSTI6MQbRwGhxUVgFsZn4szBiPwXZ9RRLDc3rNKIJSS\nwhQ4IcgrBq4wFoHDuQIlxt/dZphx7rf+gOO/MN4k1EFYSSglvc6AqAJEUajo5D6kxeCIqg2mza99\ni/VP/QAHfvQzXPi3syzc5lPPgZQEpcU4MM4nJjfLnMiUIBzWZGjpj9eM2xxeu4nX3xv3X2spCaRE\nCetrkqydWUu4siRHsIDkHd/vvf/6P+68n16G/z+O81E81gf5Nz5q1/gf4ljv59/6frjG3DgUMNQh\nX35jC2MdhRPEWnCh1+dwe1fprBA8duQIXz97rpIQCjK7+GnxYa/x5MmTGGMwwO23HL/m6xuBpFCK\nljB00sVA6f577iFTGj3xpLvU77M6JzmwFYYYAtJ8vHAcFkUFyhZfY++VN2jedhM2zQi1lzUU1wBw\nJ0+exBUlPacIlZvqgAO/yBxkXZZjTS83tew1vu9Ozm6n7G8onNBESvHk44/5BD1nkEG0IIUymGHg\njtDiYgAKR6aXMK+9xMr6KsJZcqUBs3ARAkCWYoKIjlDILKMz7CFxKC0QS6sEzqGaDfKrW5hBSrC+\nMv84RQZ6MYBrhSFGKnDCA7jSIqMAe+YN1E23zjCE4eoyxeYuCaXWuKLApjm3Hz1OO4r44s/+NC7P\nvVSwklC6icWcDDThhKTM57BZgomI+XacIK+nB647u4s82QEH8ImTT3gGLs28rLLIZ4BNfczWbLec\nZ+D8Yujkk096VvHqZWjNl1AGq0uUvYGPxddqoYTy1rvvRrrcp75V46pFxai/K1xbJt/awTlHrKc7\n0ka/N4W1NKWqJaciCHB57qWYu1hjL6GcBXCmN5jyNl7PeACX1oCrlSyBgPNxk6jjZZ9mMCRS2stq\nrZ0q0Z66Z8ttyp3OFGPZzXPaYQg64JH77kdrkPPueRB64BNFBKvL9SbDSI7ZjNpYNDGe6Zq5xihm\n8MbbxM14SnIaHdggu3iFQPrexoHx4ERJgXUQOMe9H/vY3OsRjSbhUkJ+ZZtGEOBEwDAff65cWZC6\nwteTWIlqxBy9467pFMoRgFuZvubJsvl2GNVJlLkxqDQf+7DS4UIGDucQ+ycklP3hFFM8KEpAoKJp\n757rdaDZRkg1w8DpSqpMWdJIYu55+OGZf7vZXkJqjel0a4Zx97iuf8aIskQaU0soI2dJpUNVWz8z\n3rzOlr+20XUur+G2/eaHjCNfLi8UZdrHRR7AFQZE7j26unr+aKHnAjEZhQitCA1115oJQhqhqhg4\n5nvgKl/YDAMXR9gsR+Kw0tVAKS+M79B0Jcc2Dl0fAxeGKOuwlQfuzHbK8UkAZx0y0CjnUHGEXm7t\n3QWnFKUpsQjyut3AAQ7nSk5+cuwPvPD7f8ryg3fSuPno1PlILE4Ier2UsAJwOgro65CyklSGKuTj\nt9xO2RvQvONmDv74ZxcCuJWP30tQ+oa20jqEELQxxLbEOYs1OZ9+8gfrn7lnjoxytdEg1D5Vuozj\nmSRKW5QUyKmN6bn3e8+/vTE35sZ8JKYwFi0cudb8v69t0s8NSaDYTIcsR1EtH3rmtS/Vco7Hjo4A\nnK/V3IPn+p5Manxq0mTh9qJphIo0TmibfE8JJWVJpgL0hI/t6jBlY84XXysMKdHTAK4sa2/Moumd\nfovlh+7GpBmx0jhKr6Xfo/gcwOU5fScIlZ2qEAC/M9dPuxxoh/Ryg2k0WP35v4LYWOdCL2c1AYQm\n1NpLlKo1Tenkwh647i4pxr4y8ADOWbJkHXv6RWQQAK6SUNqqFmHB+acpJgzpOXzXknW+VFX5BDkK\n383Uf+MM0cGNhVJMl+cQhnMX7OA3E5IwxFhRM3AyDLHvvIk8fmLm9cGqDzGZGu1TAgGKCTDlysIz\ncFJOvQZ8kbcqzFQKJaZg+PJb9WuupwduciE7OWWnh5romFKNZMoDR5FfQ0K5ywOXZlNluqLRxF65\nuNADJ6T0fV07PVqBYlDuu83wogAAIABJREFUYr6VBmvYHHQJhJl6/2yaowJVAy8ZhcgwxPQGvvB5\nHgNnDPTT8f2qqgQofVn01PXt6rkbTdntvy8GDjwjoQbjhX8z8mqDc1GTqOtZYzPMiLQiUBKcXQjK\ng2XfsTXpgetVDJwIAorNTcJ2DPNYz2DMwIWrSzWAG8kxo6BJIZssOTd3MSziBOkMKpBTDFywtky+\n1UEIQawUnbIA4wGcsw6JQyYL7lnSIGyG5Fe2SIIAKzTDiecfRcFO3iWOltGFL98WrfYUgJNhQLC2\nMsXAQdUFV/2uTSoAcuO9kCOW0aULPHBV0uaYgYsQ/SGFMfV31LDw2bAqnH7muc42omJBxdIKpEPf\nq0gloexXFQdxwk46zbyD74FTWlN2u8SH9s+9da6zU1Ux5EjjS5tzY4mtoass2s1//rudLcTS2Nsq\nV9awO1vVNcaI3APmYtCFMELiKHKDqHoqVRyhhEIj5wI48BsNOitqAJcHIc1QUVqLdosZOGBGKSGj\n0D/nsBQKcutDsLLCIJzF2RIG2cIi7+ljBQTG+RoBIXh3J+PYysQzzhhKIZDOIeOQYHlpbwCnFYUt\nvOy/ut2lHUkoiykP3Jn/+wsc/y9/cvp8wmDMwKU5YfWMU2FAL4yxQiKwhEHI1teeZ+3xhxBCsPb4\nQ6QXrtB/cyxNHpx5D5vlLN1/J2FhsE7UdRAtaQmdAUq0ElP++3k+uKUwJAosrVDRb7RmZJS58Umd\nSuy9Vvq+BnA3PHAf/lg3PHAf7FgfNQ9cbhwaB1HE9rDkpYt9AldwrtvlSBVBuNm9zP/ye3+XzZ7f\nrXzs6BGePnceLcECmVu8mP9eeOAy42UnZ9/xC+TffOFFLvXnszLNQDGImzSz4Z4Sype+8wKp0lNA\nZCstOTCnnLUZBJROMpjYgc7Ksu4MW3SNvdNvsfzgXdg0874DZynYm4E7deoULi/pWUkozVSACYwA\nXIe//8Mn2N8MuNgvWfr857jQzVhLAiQlFs/AffPrX6ewDodgWJi5HrhWGNIviqlOnaWh4VKoUc5S\ntPdjXn2J7V4XcJ6Bc3sDOLIUF0YMjYEoJrK+L1ApXw7trEUlEf03zszs6k5NniLCaC5LNRrpHKZ0\nOKHQhUUG2geYVP63yQnWlmZCTNA+xATgzRcnylMLH9IA+EXxhA9OaI3Ni6kQE2Fy+s+drl/T29pB\nXQ8D15kHRnoEE4mr3/jWcxMMXFQxU/OPrVqzRddmmNbs1qlTp3yQyeWLCyWUUIHdrR3W45BOMf1e\nC+09cM+8+C1COQ3uzGCIDJT3FtbHWiLf3JnrgRt5oMxOZyw5DUJckXsQp2cllPM9cAP0+/DAgQ/U\nkP1sIsTEP+/ORU3CwQ60Gz7EROlKQunqcJaZY1ULykkPXDfLaUdeQvntU08RNiJfpL5rRBBArwtR\n7EvB8xyb5bUc8+2eJbRd1iqp4u5rlK0WUglKU0x54IKVpSk2r1vkuEpCqa2jRPDtl1+aez2i0SSI\nA1/erBQWySCbuO9lwVa2TRC00HmBajY4/e45fx0Tkxw9QLiLYZ8ssF+KQrqVRDk3BjXMUI2qBy4b\nzvTAAYgq/VGOQkwaCW6QoqSkqJjyYVkiLMgqsn80rrtTA0AhJWJ9P65KolSNGNMfgtYcarX4w29M\n98cBbO50kEpTdnrEhxcAuO4OYm0flAWiNJSVzzJ2lk7gUFWQzFwP3PIkA7daM3AqiZFZgVIxO1vn\nsWGEFI4ys5D62hAZhSip0U4tBE3BUhs1GAO4Qgc0ggrAWYeMo5nzio94ABftelarqJJQAoVWfiPY\nOIrSSxVxJRffPDNVPL9oVBSijaXEYSsP3DQDZz14dg4ZhQTLLcrtPSSUSlGYEiMERfWIKm3FwNmC\nr3/Nv7c73zlNdvEK+z73yamfl2GAwn93DoZFzWhJKek3WhjpAZxWIS//m3/P6uMPAd4ffPDzPzjF\nwm0+9Syrn3wYFUcEhfXhM6P0bw2RNVhnCKScuvd3HX2YNy+8TF6Mv3tclqKlpRH687C71DNZadE4\n9B4BY/B9DuBuzI25Mdc3hXEo57A64LO3rfJ7L10ilo5znS5HlvyC5pWzzwPw7uU3ADjYarEcR5zZ\n2cY6yLl2GuOHmcx62clItvfPnv82p87MN983AkkvTmgO+3T2YOCEtWRS+531ajqF49Acj4qSEi0c\nO8Pxwjg18wHR5PROv8XSQ3dhhilJoHGVhJJreOBcnjN0gkgWxLsllNES/axLM1QcWY451/GLn3e3\n/Y5lYXxyY6wVUggiJb1/xckacE5OoLy/ZzjBjKjNq5xvHmbDbGNW9mMvnEUqgcBSSAXXYuBGAK4s\nEUmDyCoP4CSIpIFVGhVpiq3Owl3s0X0QUbxQQgkQak1hrE+hLI3fFZ5IoJx6bQVKpkbr+v1wg3FI\njcvzGoSIKMJN+OBkoNClGXvgwFcrbE6cZ15cHwM3N8RkgJ6ULmsF1mF6gzEDt+Czt0hCOZVIlzSw\nVy4gGvMZOKhSFbc7rMch3XLXe618d16vzIl32UDLQeoZuAm5bri2TLG5PTeF8t+//iaPHj2CSsce\nOFExcK4oZiWUi1jLXh/1Phk43Woi+oMJCeUyDsG5uEmQ9hBLLcwg9Qyc9N7PRe+pl1D2piSUIwYO\nHSB6A4KGnh8co30Btgh9aEOwskS+PZZjfvNSl6XybVTh5i7MZaNJ2E6QkilmNlhdqpP6kkDTtSWU\nJYESBMZgnEAE8328ImmiI0l2Zcv71rBsD8YLZleWbA+3CYIGKi/RjZgySqYYOPAR8UsP3T31ZyMP\nHEA7ithOxwBukoFjOIRkgYSy2Ua0PGOqkhgzTAmkrANphkWBcA616/pGQSH1vdvYX5d562YDO+iD\n0vzk3Xfxp1c2Z8qiC2c9kK88lPPG9TrI9X2Q514WaCyFtYQVAyfM/ITL3QycWJmWUMq8QKmI7a3z\nuCBCYMlTA6m/l6oCcMotZuD0Shs9yLDVEj7VAY1QTjBws5/v+PA+jv7sj81cr4wjbJohhSPXihAP\nILLCVExXiRyW6OuVUBqHwZBLzZVBwcH2+Fyc9T47ZakklN5zOhozzKbUFbH2wSwlsgZwpgJwSoha\nNfDub3yBYz/3E9PJrngAJ4WvEejnJUIJ2pECIeglLf8sEA6tAszLb7L2+Fhue+gv/zBn/+Xv1wzh\n5lPPsf7Ex5BJRJh5gGqrz9V9DHhs5yzWlURqGlYlUZNjG7fy6vnv1H/WUAolLYmW9JPmDAOXlhaF\nJZB7+/O/rwHcDQ/chz/WDQ/cBzvWR88DZ1HOYoKAz96+xrfO9zi4vjzFwL1y9nmiIObdK6/XP/fY\nkSM8f/E9DMxETH8vzmvy51PnTbn33nUH/TznvV6PF6uS2d3TDBWdsEGz393TA3fnbbeTSV1XAaRl\nSWnhQHt+PHskHdtDv3B03Q73XrhEEoQU2x0ee3jWR5Jv7mCGKc2bj9YMnMFSIHATLMRLF3v82lfP\nTF2vywuGThCogjjcFWJSSSgBjizFnNvxi5+zOylHl2MKU2BRhFU/TawVVnjT+rwaAahYuImdvOHF\n87wVH+BE9h6q1ULefDtH9jUQIwYOWydwzp0shSgmrQBcw/nkSiUtJA1U0kBH/lx2G+Onb2J2TQB3\nYH2dojQ+cS4vkdLhrlxCHj4281rvL9rlgau+6FSzwYGJaH5XlqAWM3DSuAkA5xAY3OZ48Rog6hqA\nRaOrUIHdU3Z6U4ulT33qU6hGTL7VuTYD14ixWYGdAOSTiXQnT56sGLgLezJw4coSxWaH5Tgkt6Lu\nb/P/iPfALe1bJ9llhrTDdJaBq6R8sdZTxzl58iT/6qWX+Jn77kEU5bh2IawklHO8fotqBEYhJu/L\nA7fUwnV6WOcoraURtXBoLiYtdDlg5dghH0CkRxs9bq6kD8Y1AqPkSBh74EQQcuLAAYJILU6hrBg4\noPbBhVKRmZI/P3eJZfM2OncLPXDJgTXiKJhi4MIVD+CccyRBQK/0yZ7/8D+7ldA6jIMfePyx+Ten\n0URrQX7FS/i0sGwPJz6rZcHVdAulEnSeoZoJ9z/2+FQKJUC0b21GIj0poXz08GH++E2vrMiNQQ58\nsfQTj/nOTTHHtysOHSX5H/7n+v9lEmOH6RR4HhQlwvjNlikPXGe7ZvAAxL6DuMsVgFtuYTpd0JrP\n3HQcEwR868LFqX9bhRGkBcFyc7H0u7vjmb0iQ0GdQhlaQ09a7+1lngdue5cHzidRQhVikuVIGdLd\nvoAJAi9dTEsY9nniiSd8EIhQqMqTOG+C5TZ6kOOqc0/ViIFzBGa+B05qzX3/6y/PXK+MQkyWewAX\nKAJhSUtLVvq4fiEcG832daZQhujS+hoBKTnUjqb86bY0XrpubcXA+dTX0Zz9zd/nlb/3v9f/H2tN\nYQ0F4w3m0lic8+zUyZMncdZy8d99mSM/9Z/Pnk8YIKzDCcHASZxU7G+FWOfYiRso5zzL2EvRg4z2\n3eMNw9VHHmDf5z7Jt3/pf8KWJZt//hxrT3zcA8+0wCBIS38uB2PF3f2rGGcIpZq597tllLccOgTC\nEGtFP0pmAZzx0uhAfYQB3I25MTfm+iY3Fm0tNgi4eTXh9o2EVqhnGLgn7v4R3r08AeCOHuGZc+cp\nnKg7Uv5DTeb8AyfUkje3tgmk5KXL0wDOOkteZjRCxXaU0NzZvkYPXEkqVb3r9fS58yyrAcvNtbkv\nj5VgJ/MMjXn1RX7k7TM0w4jXf+3/4q1/8pszr++dfpPmHTd7/1Ka0QhCrPM6fjexiL3aL3ivO2Z3\nnLVgLZlxBCKbCTFpRC0GWQ/rLEeWo5qBO7uTcWw5oixzLIqoeoAnWlGKBC1FXVq+e9q7kijTi+dZ\n3QgJytIvHFbXCbQDZymlT9PcC8C5LEVEid8Fjxssq6b32+AQcQMRhqjQn9/CCgEqBi5J5rJUo2nG\nCXlpuenA3YiyJMi7yENH5y78wrXl2RRKwAlB69aj08CgLBCVZ1CE01UCMtDIvKwBXC4ADPbKeEFR\n+9X2GN1MsMMMW0x/TvU7L9FQ0zJI1UgoNrf9MfPFISajlL/JpMbJEBPw7IrbugoLPHBQgYjtDo2o\nSVMVXJyULCsFxrCTDmnsSmI1gyFSq6n4fx8es02kFdnE5sXLl69wqT/g5OHD3ic5ut9B6BnQOR44\ntbB6wUso38/4RMthvfCXQhJHS1xqtNA2JVxfrUJMKgYOt5iBW5rwwNldDFwQYHa66EDCHAZOBGHt\ngYOKOdvaIdKKb124SKQ1kd1CZnZuop+IYvZ9+uMoJaYYOBmFyCDA9Ac0g4C+8cl1N69EBNZirEAu\nSDMVSRMlXQ3gAunopBP3vci5OriCVBEq9RJK0WzPMHDz7/tYQvkTd93BV8+c4cpgQG4sYuSZWhBg\nAv4zriY8rroRUw5GAG4koSwQxiJ3Pac8SBqrLCYZuFEQjdAaJSU/98D9/MZ3Xpj6+cwY3DAj2IPt\ndZ2dMQOHZ34KawlNSU+6mVTb+ud29TuKlXXczqSEMkdITW/nMl0kDTHEVdUB5BkyqjxwVuzhgWsh\nOgNctYQfqqDywDmUschrJOdOzkhCqYBCSwLnyEoPVkdVM2V/eM0eOKhqBEqDrcJCjq9Mn0c3zXFS\noKz1UsTqvRpN/80zpGfHiaJxEJIbQ4FPYgbv9wdXA8PeK28SrK3MlcLKMMDnTEqG2odl7W+FlNax\noyKk816z9LWzrDzy4Ezi513/4O/gypLv/Fd/D+ccjVuOVgycP6bEs2WymWCUDziL5myw3nvTJ3jx\nnWfq/29HIUIaAiU8gNsVYpKVFYD7KEsob3jgPvyxbnjgPtixPmoeuMI4pLPY6ov883dtYDuXagau\nn3a5tH2OJ+/7Ud698kb9c48cOczzFy74okypplL6vhfnNfnzWcXAvf7Kd3lja4snbzrOa5tbU6lj\nX37h3/J//tGv0ggUW0FCY3tzTwnla6+c9gxcxSD81ksvc1S+y1Iyn4FLtKRTSX1cr0NcGpphRHF1\nm7e//LWZ1/dOv0X7zhPIOMRmBbHSWBwl0xLKzFjyiZCIP/+zryCq3qaAbCbERKuAUEek+YAjS1HN\nwL27k3J0JaYwORZJVHk/GkFAKRICFgen3LyyzG+//ArOOXqDAXG/yw/ccRRZOv/lGwT0+l0k1qc+\nXpOBGyLi2Eso44S2iNHOIoSFKGZY2lratJeEkjxFNuanDo6mv71NnmcEOkEWBSrvI/YfnvvaYHWZ\n/Or2zJ87J2jdfozL70zIcicj7HczcEqhrMNVi43SgXAl5vL42OUwvWYKpVCK9j23svPctA8pvPQG\ncTlenJw6dcozcFd3/AJrjxRKmJUZ7vbA0fBARyxIoYSx/G61tY+QIRcnQZPSOFNy5sIFmrsAlhlm\nSC0RMwzcDgeaTZ4+f74Oh/jf/uRP+al77/bhDKEe7/CPJJT5nBTKOT13AKbvGbj35YGrUkAnmZsk\nXuZqo01AwdV8WNUIVB443Ew5cn2slSXKTpf1RsIfv/kWVwaDKQbu3dOnvQd0roQyqFlroA4yCZXi\nD19/g8+duIU4iFGZHXekTU4Us/7o/ZTpELGrFiCojtUIqlj8qig9NA5rHc88/9zc6xFJA4mpAVwo\nBZ10fN9dWXBleBUhQ58c2Yj5xgsv+ZTHa973MQhfiiJ++MQJvvDd0x5E9weoJObpr361TjK91ogw\nwJWmKp2fYOAKi9RyjgduguVaP4AbAbiVNqbTqzcfDm5d5elz5znXGYPSQZbiBtmegTmuu4NY3QBT\nop3AOOtLysucIc6DUxb3wNXntjLpgYuQWYFDMexusmktTTqQlohWm6e/9KfIOEShkIaFoEkvtaHb\nw6G8PFBqGoHEWIs2bv7na8GIMMAVJVJAEUgC58u8i9Jv9ikp2L5w6bollLo0jMpZji1Pv/f9fk5R\nFijrQ0z0cptiZ8z2Dt8+R/reOFE00SGFtWRCUiJwzlWF3p6BO3XqFJtf+xZrjz208NoUnoFLw4hC\nCA62Qgrj2JEB0vlgruz1s+zsX5r5eRloHvyn/4jOi6+y/sTH/KZDEqPTEoekHSl20hLZbPhScGuJ\ntJ6593cf/Rjnr77FVs9vWG9duIhzBi0F3TD2G10T4xk4S3iDgbsxN+Y//cmNQ1uDqwDcj9y1wef2\nVyEmS21ePfdtbj10Lzftu4NzV9/CVrvLK3HMTSvLOJFT6GCKVfpeT+p8XYGWjje2trhrbYVjS21e\nu7pZv+abr32ZzmCTRii5IiOSra09UyhF9XCPtOR8t8uz711gqXiVdmN+pH2iJd0q7ct1d0iMoRXG\nFFsd7FvnZl7fO/0WrTtvQUiJDAMiJMZZz8BNALjcuKmeLVH6suDSOrQYgGzyy3/yJf7lCy/y2tVN\nrHO1jPLIcsT5EQO3XTFwpsAg6wd4IwgoRFKXx86bX/2hz/CNc+f4ta8/zR998xkGSZMff+Qv8fiV\nE343XAd4ktV/uTrMwi+I7/w3f5/84mVU3PAL9TihKSOapZd2CilxWqOqRNG9Q0xyZLO5Z2FrHATk\nRUFpLSo3CCkWdqQtZOCso3nTYdxwYmfcmBo8iHDaAwf+C7Bm4PwPYC/5uHxnDJjFiYWTs/7kJ7jy\n5aenj93bJGrsYp4aCXnFwO0loYTKY1QxcLYsccYiwvHxxAjAXSPEpNjaYa21H2W6XOiN3wOhRz1w\nlla4C8ANhkglvMyyGs/AdfjhE7fw+NEj/M0v/gHvdXs8u7PDX7n7Lswwg8njhJMplLMSyvk9cH1U\n+3164KowDR944H8n42jZM2ZWEC2FmGFKqBWBFAgBckH656iX6uceuJ/Hjx7lr/7273L6ylVaUeWB\nGw5R0tb3fvqHx58zGLOfoVKc7XT53C230AhbyNTMDYQQVdm8NMVMOmmwukS+1aERhkgV1/7FwFqs\ncd5fOWdEo4kwRb3hESpRP/8AKAou9y6B0Khhim4mmDDyAUbX8Ph66fB4Q+Bn7ruH33rpZS+57qeo\nRowqMpgTYDL3XKvFcSDGAG5YFsjCzGHgdqYklHLfwTEDt7LkpZ3V5kOsFH/5rjv4Fy+Mu7gK67D9\nIbq1+Nxcr+OTLoOQGIutGDhVZJRG4obzN6R8iMkEAzdZI5DEiGGGdRA6uJjnNFwHhUI026hs6D1w\nQqJKsbCDUjViRJrikBghGAjtu1OdQ5f2mt2VkyOEl4lLHKWShNaQlXbMdAkBaX6dDFyILnyJt7Jm\nqgMuLy3rVy+RhwJZPVdHkuXRDN7xAG7kWUzCkNJaUiQKR2FdFehl64CPza89X4ePzJxPGKAwOARp\n0qS0jv2tkNxYLMKrSbC4bopYmf8cDVeXeOQL/5jbf/mXAO/dk8MC4QxLsaKT+hogIzzIn8fABTrk\n4Vs/xTOvfQmAplYYfJJsX0czEsrMAriPNoC74YH78Me64YH7YMf6qHngCmNRZgzgAB775Ce52Otz\nqNXilbPPc9fRh0miJsvNdS5uj8HKQwcPYFxOoTWU87+0vxceuJGG/eMPPcgbm1s8+/K/4kBU8mIl\no8yLlBffeZpB1qMRKHpG0AzlxJfJ7Jw4fhO5UMRa8jsvv8Lnb7+NwfDqQgauGWh6mZcruG6HRlnS\nDGPy7Q5us0N2eXPq9b3Tb9G6y8t8ZByRIL3XBjF1r3pZSXdC6vnIxz6GCDSldUg3ZMfGPPvee7xy\n5Sp/84t/wD97/lt1EuWBVsjmsGBzUJAZy3oj8AycE0SVB64ZhpSiwdIeX6Irccyv//jn+eqZd/ni\n154i3H+IVrzEckf5+GodsLKyjKgN/baWaO6eq1/5JumZsyTNFqW1ZEFIk4CWKXCV36y5usZI4bF3\niEmGbLX2lFDec9vtFEVBYS0y934M5sgnwSc02qLA7vrSsxWAa1Tlrn4BasfsTzzNwAEEQjEZYgIG\nmRqK7S42K5BRsNAjMzkbn3mUK18ZA7j8ylVCMqKV8UL95MmTqEZMsbkzEWKyGMBNJlH68u+4PpeT\nJ0/WSYiLagRgnGC42tqAYnMKwHkPnO96a+9ifMwwRUq5ywO3Qr65jRCC//6JT3Lvvg1+8l//Dp++\n5RY2Gg1smhFPhLaIIPI7y0U+817uGfzSen89cEHFVE4mR/7YY3+DZhiT5ZITJ456Bk5ptBAIKbx8\ndM7oJZ8oqoC//egn+NUf/AyFNRxstiAM2UgaSGfmAjgxyfTi732+uUOoFPsaDe4/sJ8HTzxBY6DQ\nCzxwpEOkMTOfi6DywSVao1QTV4HvyPr01ic+/eT8m9NoIvKUsjfAOUekJL1sHPJjixynNaXDJ0c2\nG5z81Kc8uztYvOEC0xJKgHv27WOj0eBiv4/sew/cw/fcjVhUcTBnVBIRClHLV4dFichLhGTWAzfl\nM1vBdTxIDZbbmG4XUW0+nDx5kv/i/vv4vVdO1xUFpXPY3mBPVsl1dzyAC0MSHNY5n7BZ5OACSP09\nnTova8bArz631YkagQiZphTWshYu816ek7gt3/3WbPPwnbcj4wiFRBm3EDSpOKpkl45SSHpS0wgU\nxoEuDSqO3tfvkJdtQhkIAusZuLwCcEoKQsd1pVDKKEDnJQZf1j2ZQHlue8gtO5cQKy1UWUkoJ5JM\nnTEM372AkKreoGsEMYV15EIROEthJhk4xRNPPMHW1xczcDIYM3DDKCE3jgOtkGFhiYXzQTZYRGa4\n6/77F15XfGgfyZEDwKhwvkBgaUWS7bTwEkqpMM4S62DuvX/0zh/iG6d9quWDd92FsSUC6Olo5rss\nq4JaPtIA7sbcmBtzfZObKtZ4Ygf8Ur/PWpIQKuUB3DGfsHRs49apIJN2GCKEJVfBVDDH93oyfN9c\npCSvb23R2/4uRe81XqqCTF5691nisMEw69MMFf3CoFeWaAeCbjb/vFxZkklFqAS/+91X+Ik7biJQ\n4VQZ8+Q0w4B+OQJwnoFrh5H3vRzcoPPCq1Ov751+k9adtwD+yzeyUDqH2VUj8PZWyvZwDOBcUSBC\nb5aWrk/uQu5cX+cf/uCn+W8f+QHe3Nr2SZRpByUFB1ohz5ztcGTJJ9gVZYFxgqjaWW+FIaVIaFyj\ns86DuB/l548coHXI9yuZQeVf0BqpBJIqrRFLpGaP55wj39qhvHwFEcfct38fmw6azgM4K8dMgxSO\n9n23E+6f7zkEvK+j3dozxGSpkZCXBYWxyLxAwIzsbjR1wt9EkIlzDltaGscP1gsCmxWoSNfgQYQR\nLptm4LSQEwDOIDBIJ8gvb2Kuw/82mpVP3E/vlbfqtMDNL/4RQgjEcPqaVSMm39zxHqyi8CzVgpmU\nUJphhtodpnJdDFybfGsHrQJaynBm++r4L6UCUzIsDUu7YvXNIEUqphm4tXGcvRCCX3nyJD9z3738\n4sf8c2WmMy8IJlIo59QIzPk8mCrE5P2MD9PoT0koj2zcRqQ1aeoIVek9cFr5UBo5zSxOjtQamUQ1\ncH7i+DG+/As/xy2rKwgdYPp9pC3meuDqz9kIwK15Bi7Wis/ecjNSCH7pR/5Hkj7ze+Ci2EsXdTDj\nxRkB8UYQIHSCUwpbpITWYks3xcxOHTNp4oYDVBT6KgWt6E2w0K7IWF4+QFYaxCCtQzNEs+0DWfaY\nYLVdf95H8zP33QNAiJcWu3S4sLJh3qiGVxmMGbgSkRb+PZsY1532wBE3akljsLrk2d2JZ+Xhdpsj\n7TYvXLpMYT17U+700Xt0m7mOryoQQUQMGFf1rZYFAQkI6X+Hp86rKhifWHiL9jIM+rjSB/yINKew\nhpWgzcXCEZlNAh0gmi1cv+drBJxCFm6hl22U2Cmx5ErSF5okkBjnfA3LAonwolGx76MrtSAwZbVp\n6gCLFgJTsbPXGhlFyNxggXs3z011wF145W3SZotCUiUNR9XGhP+cpe9dJlhZIrnpcC2jbISRZ9zC\ngMB5ZnBUIxBIQf+NM8goJDl2aMH5eA8cQjIMI7LSsr/qXm1HGquk98Gl5XWzljKOKgBnaAaCTmoI\nbznOlSPHMc7OTYlvh7TqAAAgAElEQVQGePDmx3nr4it0BlssRRGF9euFngxmJJSZBecWb7DW53Jd\nZ/wfaW544D78sW544D7YsT56HjiLNiViQu71h0/9OUeW2uRlxtuXXuX2Q/cBcGzfbVNBJn4R7yiU\nXiih/F544FIUFsGzz3+TS/0+q6Gjv/Vtvn3Rm5aff+MUj935OQZ5n0YgGeQGtbJEW7FQRvnOm2+R\nC8nFwTbHl5fQxRUOrd208DxaYcigCptw3R0ksCwV5XYHc8dxOi+MO8Cyy5vY0hAd2AD8l1xkhU/Y\nEkwBuGFhq3hjP899/RuIMMA6wHbJbMBa9aW63mhwdTDwDFw2SqKM+MaZnVpyUpqc0glC5T1wrTCm\nFAllOt49XzSrScITzRC54XcMzTCtJZTdTodJCWU0R3plegNcUVJubUEUc+++fVwsLYlTNMsCV6U6\nbvb6UBY88ce/gdwDWLo8Q7Xbe3rg3nrjDZRzbKcpIi8qBm4xuAlXp2WUZaeHc17uklaLSpPlyDAY\nsy3RLAPHRI2Alb70XEahf++znN3J+4tGxRGrj9zP1ae8F6nzZ6ewYYLrjUGm98AlmL6vEfDesL0k\nlBMAbjBdIXDq1CnPwAkBczrJRhNWMj6AtTjkfGcivVP7Iu+dYcZyPA2azGDoZawTzNmIgRuNFIK/\n/egnuPKK792zaUY6Ea0uwlEP3Jwi72ZC2R/OeG7LXv+DeeA6vap82x8vL708eNg3bF08U3vgFH7d\nzR6fVx+sMAe8BCHdy5cRRTYfNI+usWIzPeja4ecfeIC/9YkfqF9mBgNUI5njgYtw3Z0qYGh6wgoM\nNoMAIROckpR5RuQczgmeeuqpudciGk3coF+zuYlSDCYWi64oWF05RGYMajCs++muJ8gk2rdOdvHq\n1J/9xdtu5eP79pFUz5WXn39uYYjJvFFJROD8+/f29g7DokCmBUJMfwdNFnmDL0EfBRSpZgPKvAbp\no5977Ohhvn72HFlZ+sCOTg+9x6Ld9cYMXAwYHIU1aFPQUE1/XVV32+R5yaVp+b6QErG0jOtsV+xN\nSmEssUgolECYITqMEM02rz7/LCoOkQhk4RaGmExG/2dCYMIQKQTWgc7N+/LAgZc+KsBoSVBOAjjv\nNSu6/euTUIYBOjdYBH/9la+STNQ/DL77BoPjx+n1B0jjZZ6qmWBTHwA1ePscjZuPEB/aT3rOA7hm\nGHnAFgQE1rOCpfVF4YFSPPPPf4e1BfJJfz4h2jlwjkEQURjHvmZAPzcsN0MKHQAWkZa8/Ppr13Wv\nPPuZI7A0Q8t2WhLdehOvPfBxjHPEOpx778Mg5oGbH+eZ177E26dPk9sS6xxdGcyEmKRO4HBzv5+n\nru+6zvjG3Jgb8309hXGo0kwBuKt5wZF2mzfee4mj6yfqIA3PwI2DTJJAVwzcYgnl92JyITAOtouM\n/YnmxIG7OHnift7e3mZYFDz/5imeuPsvMsx6JIHy6U7LS7QxU/LEqbGGXChe37rIT997Dy+/+03u\nPjZbBzCapTBiUPpFnuv6xWzLOoqdLuqB2+h8ZwzgLv/J12rjMvgvzah0VMK86RCT0jKB3xClgSqN\nz5kOQytZq7qQNpKEK8MhjYkqgcPLEc+e63J0OaqOl2GhTqFqhAFGNomu0QtT35Yrl5D7fHGrGVTp\nhZUHTrrq+p0lnrOQHfXwmJ0OIvIM3Pm8JLaCZlniKmDltJ7ZOZw7eY5aXt6zyBupSKTk6nCIzAof\n7bxHP1+wNh1kkl28CkqjQg3DzDNyeT7VZSbCGJdPAzglRV3k7aRFWkt8eH/NwLGA2Zg3659+hKt/\n9jQmzSjfeA111/0zLMaI4ZDXIaHUrQamPy2hnBzRaELSnGFrJseDCH8O+5sJFyZki0IpXGnInWB1\nFwg0wwwpmAI6o1CORWPSfPp+BSHkOa6cLfIWSqHiCDOY3pAoewPUB0ihLGoJpX9O5KYCcN2cyKS+\nRkBpNN4Dt7svanKClaUpX874LwJkFR0/730Tuxi4cNWzC4faLdYnFr9mkC5m4Do72HkemgoMtsIQ\nVIyTijIfElkP4BZO3IDhAN1KML0BSRAwKMa/s6IsWV057INHesNpBu5aAO7AOtmlaQAXa80//eQT\nRFVwiSryhZUN80YlMQHwT775LD/7hX/D3/3kY7g0Z5KAc8bAoI9oT4ROhBHkGc4az9C3GjP35dEj\nR/jGuXNkxhBIQdHpzbLao3+jLP1mT9JEhBExFuf850pbQytcRSSNGR/c7gTK0YjlNdzOJjKJkQMv\noZQmQGhDaQt0ECFabVSWVgycQOZ2sYSyYuAEjlxKXPWZMxZ0Vi4EfotGRiESKJUgKAvPdBmLq/rW\nMOaadSqADybJCizenz45+q23kbffgsWhC9/1KaSsZMs9Bu+cI7npCPHhfTUD14oSSuvDSAJryI2r\nAZyWCvPdt1hdIJ8EEKFGOQBHT4XEWtKONIPc+D64qjqGtFjIYu8elUT++Ygl1rYOWSuMw1hHsscz\n/bE7P8vTr/4pDaVIywJjHT2hZj1wbrFCZnK+rwHcDQ/chz/WDQ/cBzvWR80DlxuLNsVU4ELz0EGO\ntNuV/238kDu2cdsUgIu1xmE8A7fAuP496YETihJYPn6UVV1wbN+tfPaBHyNxXU69+QLOWW4/fD9p\nMUQIR6QlbqlNyxbsLOiCO3boMIWQ9IqUOzfW+e67z3HPsY8vPI+l2KcnAtjuDiWCuNtHRhGf+Om/\nROfFsYTy4r/7Mgd+9DP1/6s4IrZgnQdwthx/QWWlz90ama8fuOfeGoDkRYeBGQO49UbC1cGwllCC\nZ+CGha1Tu9KyQAsvVTt58iQNHWBVi6P7D1zX/XZXLiI2vC9tJKEUwcgDV12/8Hr93VNs7SCUwnZ9\np9V9+/fxdpYTW2iaogZwG4cOL4zSnjqXPEOvLO8pobz73ntJKiAiMu8vWOSBg1GQyZhNyi5eAa0R\nwtVyMZsVPiVzDwYuDmKcAGktTjiUtcRHDpBd2cSmGc3l2UL4RbPx6Ue48mdPc/Wr36R9qE1w38P1\nJgGMPHD+M6AasQ8xuW4J5XSFwKgHbi/5JEx35h1uL3M1nXi/qh64Es3aLkmgGQwRgqn3IFhdnmLg\nJs8FPMhc2T8RZhOMeuBmi7zH1zeRiOjcB+6BG0koRyEmuTEEQpIOHeuBqIu8NZ60XCShHB1vsptq\nNEIHNISDuDHfFzlauIXjGoHJUuLRlP3BQg+c6+4QtWfT8EYSylYY4ESElQKbZ0TGAmLh/RJaQxgS\nthPK3oCluMFWVeTtnENay/raETJTInueGTx58iSidW0JZXRgY4aBgyoAp/qs3nHTsffFwMkk5o4w\n5ta1Vb74Mz/FLzz4AGWaI8TYa+Z6lUxxYjNLSOlBXCWRDpaaNbM++rmPHz7Ei5cus51mtCLfsyjD\n+Z8D1+sgmu36uFMSSmNYTjY8gEsHe3rz6vNb9kmUKo5gkFFaiysdBQOMNehKQnnz/n1ehmglKl8c\nRqIa0ZSEciRdNoDKyvftgVNxiMJRagjLwnvgrE+h1EKgmws+87tGhiE6LTGIGQC3ev4sq/fdgQ4j\nH0xTrVVGwUFTDFwF4JpRQul8oJU2JcUuBk6/cW5PACfDEOU8k9itgl60FGgpaIbe/yycQQxLHn70\nE9d1r2r2E0eoTK0OKozFOIiDxff+oRNP8Oq57/CJh+8lLQsKCz3mATiv9ImDGwzcjbkx/8lPbhy6\nLKc8KOc63ZqBu/3w2KB7eO0mLu2cpyj9QyOuSp1zuVhC+WHHOUcuvVn+nZ1tIrvJsY3buPvYx2i5\nTX772T/i4RMnOd/rY8LDpPnAF5O2WrSKbGEXnCtLCiEpbEkg4PXzL3LX0YcXnsdynDCy07leh4tR\ngt7ZJlhp0zxxjPzKNsV2h7LXZ/Nrz7Pvh5+of1YmMWFusVVfnpkIVhklUJYVDefyopJnQJ536ZWO\n9QrArSUJW2lKI2pNSSiB2jMwzAuCiW3nRhAQRPtYiq/PH2SvXBxLKEfeFq2RwiFrCeViBq515y24\nQR8RxRxoNkl1iCgcrbKcWKhGdZntwvPY2cLtbKEPHNwzxASliKvrlVmOwO0pLxyl8o0mu3jFv74s\na+BjswwZTHjgolkPXFB54CQOJx3KGpKjB8kvewC3qC9s3rTuOoEdZrz9f/w/tNZi1Ik7oCi8jHB0\nmdXC9npCTKYklMN0ZjEnDhxBf+zxPc9pVCMAcHRlnX7V7+RPwtcIFE6y3pgGDWaYIoSbZuDWVii2\ndupNit3jfXrjcxxLKPO5bKpuN6ZrEgYpMtT+PXsfo1t+Bz/UYwllZgwhUIgINi9X/i+Ndu6aAC5Y\nac9PTA1ClMnmJ1DCOIVyssh7e5axNP3h4hTKXmeqxLs+dPU+NsMQKyKMFJjce+DcNZZxImkQNGNM\nf8iR1cNc6W7SHW6DKTEC9i0foZ8XBDu9+ry8H2tvAKfbTbB25vfaDLPaW+bS9H0xcLoR84srG/zK\np07WG14mzTwjX808mSJUMspKYq5bMdZOf06bQcDdGxt8/ew5AgdqqQ0LanPqABPwKZQCLNXGgLOs\nLh/ywHQ4zSC7na35AG7FJ1GqqqxcS4lJc3KzibElOoh8n2O/M2bgssUM3FhCCYUUtVfOOtBp+b56\n4GBCQqkgLHOyEVASjoD5ns25xwkD9LDAISbCsiC/fBVZFhy5/SjWOVRR1s8KveTLvIeTAO6898W3\nooYHg6EmNCVZOWbgVGmweUHz1uOLzycIfFm3c/Sr2H+AZqiItWfgcAYxyK/7We8ZuBQpvL92Z5KB\nc45muJj9jMMG9930CK+ffZpBkZOVhqETFLsBXJV2fe7i83uey/c1gLvhgfvwx7rhgftgx/ooeuCC\nskBNpMm9fPYsR5babHYvsW953KkV6JD9y4c5v/k2AHGgQRgKqRZKKD/sNT71la+Q6wDj4Lk338QM\nz3Js41akkHz8yHFeunyZsvUAP/mvf5cLwUNVEqWkaLZoZoOFXXDvvXuWAklhSi5svsHB1WM048Wp\nfCtJk8xWFQDDAe/FDfT2FsHKEk997Wu0772NzouvcfmP/5y1Rx8kWBozEyqOCAuDRXvpysQCITdu\n6r8vffvbDMMIAWTlgF5hWa0W76FSNAKN1GMJ5ZFKOnm4AnLDsiCons6nTp2iGQRsZxlbl/3O5KK+\nvtHfuc3LiPWKgRum6EbiPXDdDsKNQ0zmyT2KrR2ad9yMcAaLRAjBxuoautRslKpmGN67fOWaEsr8\nC/+c4Mm/gNq3D1f4L9x589LL3x0DuDz3LOFeEsrVaQYuvTACcAW5lh7A5QUyUGMQMsHAOecY/Hd/\nA5PnHsA5hxUWZTwDl1/ZwmQ5vV2Sy71GCMH6k59g86nnCMoB8vBxRHup7tQa9cABXuq8R5E3VDUC\nEyEmk4uyU6dOIVfXiX7uv97znHS7iRmm2KJko72fhrRcrmSZKIUtCnCO5d0AbuDlWZM9cKNzN4Pp\nezJ6Ntg0Y3OStakllLMhJv76mnVYCIw64JpTx7yeqRk4OS2hDAAXxth+FzNMefzoEf7a/oM+C3cP\nb0mw3J7LwBEEKJcv7N2r/YK7PHC7Z7ShMq8HznV36Gazv1OjDYtWGGJEgJGCMk+JnEWg9r5fjSZh\nM6TsDWhFMWsrx3n29a9AUWAkLLcO+LClrg/1OHXqFDSX4BoATgjhZZS7WDj73efrz+qZV09fd40A\n+E0yO5zeZDHDHHD1NbrONrTnMONRAlXCZtBIqIQGU/fm0aOH+co772AGA/TyEtgF4VjdnfrfEGFE\n5DyA66V9IuuI1zYQsWfgZrx5ywsA3M5WvfgPpKRMhzQS/5AP4hgRxVx4911UHHKTO8RyL1gohfQS\nSs8C5VLUjKd1AjUsPrgHTnoAlxaWwhu4UUB+3V7gEJUWWCRy4jvq8rdf5czaIZqRZpjlqLysJZl+\nw6TL4J0KwB3eR1YxcEmQ+OdQGKBN6T1wDhwO0Rtibzu6JzMoo8B74PxPsDQB4CI92hYwiEHBcy++\nsPA4U8dMYh9whUOLMQM3qiZIgmjPe3/roXv41otPUVjDoDC0pKObT38OMycwWLJsVvEwdS7XdcY3\n5sbcmO/ryY3zAC6Z9cBt9S6z2pru6Tq2MQ4yibXGYiiUumb3zwcdYSyZDlAC3ktTst4bHF6/GYDP\n33eSHX0bv/36Nr/4sYdwImKY92mEirTRojnoL+6CM76TLbc5b1/4DnfvIZ8EWE1a5FZCv4tLEjoq\nRG53CFb8omzpvjvovHCaC1+clk+C33lTWY5DIZyrulr8jGoOhoWprtcwDGKkgGE+oJOVNQMHsJ40\nKGSjllAeaIX8yg/dXJu+s7JA72LgAEIp6Z1+i6889lNzy6wB6HUg8gsC51wVgBEhdIAQDlntjFo3\nX0KZb24Trq8QNCLyjl8QHdzYRzbo0yzLGsBZHewpobTn36V8+iuEP/GzCCG816FasJtBOnX+Tkqi\n6otYDHNwdipAY/f4TrJpCaWII1xZIhpxxcAVvoy6Ylsme+Dc9lXsuXfqnXXpLFb4LsXk6EGyy1vY\nNLtuX8RoNn7wUVbvuwWkhPYyorXkk+mqqSWUoYZreLFUu0m5hwfuekYIUQESX+Ydi5QLfc8uCa0p\niwJFQRLt9sClfgd913swYuHmjdl9v4LFISYwWyVQdvvvO4HSH8cHdPgC6CrExBi0dcgkqSXD60HI\n/YEHFmIPL6leblHszOkZFJIgEIuL0yuQOvbAzWfgRhLK3SOiBNKh/73afeiqRqAVBJRojIQiT4lN\nibtGUp1ImgSxpuz3aeiAtaVjPPPal3FFTo4jitdZiiLsBDMomq1rSihhVkbpjEH//q8TN/w5yfL9\ne+DMcLxB4JyjHGRTcjwvU5wFcCJJcKn/Wd2KsXOqZx47coSnz7+HLg3B6vKUj3lqJhm4MCQSHgB0\nsi6BdQRra1OMX31uO1uIpXkeuFXvgauYMy0l5BkHVpZRQnk5YRAiS2+D+FRxHxudsN40mblPceRB\nhICvHj5EueZTgC2gh/n76oGDqkbAOUoFcZFXaY/+/msE4jr8b1BJKAcZFlH/3gF0XnqNnaPH/Dk6\nkPlYLTTaMBm8fY7GTUeIDx+oJZRRkKCwuFARjACcreBYf4i89eg1zidAjVIrhaMV+e+CZqgIlATn\nGTgG+fV74Kr3UAnQcgzgstIgcUTB3s/pVrxCVg5ohiG9LKetoJtPf1YzJKWz4PbeIP2+BnA3PHAf\n/lg3PHAf7FgfNQ9cYRxBmaMr83hhDB1j2NeI6Qy3WW5Ox7wf2zcOMom1wjpLLtRCCeWHvcbHHnmE\nXAcoCVul4WirQaj9A/zxW+7hbz3yCL/7U3+Vx48exYio7oIbJA2a/Q6dBTUCBzY2KIUkMyWvn32O\ne4/vDeDWGm0KFK67g2k06esAsbNNsLLEyZMnWbr/DrafeYGrf/Y0+//Cp6Z+VsYRpJnvjdnFwBUV\n8zaqO7jzlhMMdYAUgjTvs53ltSQIvA+uIGJQSSiFEDx5YvzFn5WmllCePHmSRiUru+OWW0gvXmH4\n7nu88Hf+0VwmzuVZvYi0WY7QyqdEas3yUnscYrKIgdvsEK4uo5OArArAOLp/PyIdkpRFvaN+7MSt\nezJw2W//OuGP/rU6bMBLAj14ePMf/wu+9OCP8fxf/2Uu//Gfc9/9DxCOAFx2HQzc2vIuCeVVRBxD\nWbJ66EDFwOVIvYCBu+B7EJdbjQkGzstyaglllrN2YHG/3bw5+BOf5YF/8EvIw8d8jUB7ufbBjXrg\nAF9MvAf7BhUw6UxIKCckPu+rJ62S362196Ntj4sj0KQ0ZZGjKGhEuz1wKWBnpIa7mc/JczFpxsGb\njtV/LmoP3HymcXeVgA8wabzv65Na+06pKmQCqhAT51BJgohiglbsfZHDIY696YRgeX6IiS0MYSwX\nSihrn1/1u7eIsRxJKOf2wAEr+2Y/c6PU1VYYUjqFEVBmGbE1INSe90s0PIDzISaadnMfL5/5Jlc3\nz3og6DRLYYgtPCtSe+D6e/fAAUT718kuXan/33W2EDiSyD9jDldA53pHJfFUsI3NcpyQYMuxB667\nM1dCSeRTIQF0EtUe5cl78+DBA0ghaCtNsLIYwLlup35uicADOIFkMPDPnGB9BRIfEHM9Hji5sobd\n3kQ1PHMWKEnLWfZtHKkBnAhCNlaWkVGISbNx+NSckZUUUwn45v41ooZ/NjjGDNwH8cAZCVGee6mi\nAycs2jqWD+y79kGowlCGOQ6JdO7/Y+/NgyW77vu+zznnrr2+dVYMMFgJAiAJEgBJECNRlCIqUiTL\npiRbdhSnZClSUpZdllxlVxYlceIkjlJx2S6VXbIVJRU51pbElsubltAiCZLiAoIEAZAAyMFgFsz2\nZt7r19vdzjn549y+vb9lUGYRVe/3F9Dz+rzb93XfPt/73Sq5tf3mBcx9ro5Hej4qzVGlB85rNxi8\ncQWsxV9ruxCTN29irSXwIxcy4in8IicrDIV1Rd6qsDzwrkf3Ph7fATiNJfAUjWDMwHmjACtTQD/l\n6e9a0qU4d67GEkohxhLK1BQo4QDcXue+GbeptyNaQUAvT2l6gt2ZbVcqJBqLNXtbFL6tAdzRHM3R\nHGwybQjzrIpFvt7vs1GrMUg6NOM2Sk5vxM5s3M+FGy6wowoxkcsB3FueQpMqHysyNiLF3Zv3V//k\nScl/9tSTtKPQbVDwx11wcY16p7NUQmmLgkJIhLB88+pX9/S/AaxENQwBv/mv/hbXiy4D5WG6Ewzc\nu9/B9X/9SVrveZhgffqLWMUj87IDcOmExWIM4MqKgjxnoHyUFAyzhG6WsRKNv4zX45jUBvSSxXe5\nU10QTKQLjhi4mu+jewM2v+dpsu0OF37lN+efnKVQMg2TfhQ8H4GtpC0WS21BiEZ2ewd/tY0KFMkt\nd3z3nTxJTRfEOoMREA2CpR44/epLmPOv4H/0T1aPTW7YO196iXf9nf+Sje/+IC/+wv9E75XXGR2J\nSFKEKfYPMbk9mUK5hYpdfLhXlsOaNEN5sgIhIoyqqHFTArhAKRdiYp3fQxXahZjcvD3n6TrISM/D\nS7vIkyWQabYcIzo6ByMGTol9AVzr0Ye4/dnn3WZuuHwzt9+My7w3EcXOOIlSKXSRI0xCHMwwcIMh\nwsyzoMFae2EwB5Qs4eT5CsJxD9yCv6VqzAC4br+SUB52vGYdz5gpAOcZi6pFiCDELzfOJk3LFJPl\n42oE5sFLMczwfRCLOuBgqm+wWmumrxBKALeAWRnddFnqgdvuUA8CMiMpBORZSmgK7D5JdcQ1VKgo\negNqvk9uBA+eehfPfvVfYJViN01p+J47V6ObKAdIoQTmJJR2xxVWx14plU6Hh6sRKP9Oo9GDBBGF\nU0DLSSj38cDVwqmQqdEESvHEyRN4SYa31sbuIaEcM3AhARZQpIMuuRD4q+3Dp1CWHjgnoVTUsayv\n342iZODKJE0Zhpgk2/MzP5JiKgGgqZXAxFiJ108P3QMnwwBlnAcuzlOS0gNnsHgWVO1gzLgMfWTi\nQLcRAozBDBPCW1u0HrqnPEaLTAtkOGbgdl94hdrZ006p0agjlKTodIn8GGk1nicIrCFNC7RxRTi+\nNlOhbcuORxmDFeApSX1CQrle84EUKQx2mB34Wi8CH2ssngAo6GcabSxpoVE40LnXNKIWvWGHdhQx\nLHLXczvzNsyERFuNeTsDuCMP3Ftf68gDd2drvd08cJm2BEWGV0odrnS7NKxZKJ8EePTup3j1ylcY\npF1iz0NbFwby78oD9/nP/jGp8jE2I8x3OLNx/8Kfa4UBOR7DrEczVOzIkFqvy+5wsXdq6/oNDAJf\nGjbbp2jEe6cGNsKAKFrj8WPvIlw7QR5EmF4Xf6Xl+tYeuhfhe5yYkU+CY+B04i74joEb/9uoA27E\nwH3z66+WAM5iVZ1GEDrZTDnrccxQy0pCOTupLpzEA3fuRwDuyoULFL0B/kqT9/yD/47Xf/kf03n+\n5ann2mycbjiZCCc8n353t2LgjLXEC7rW8u1dgvU2SgmSG7cBaLdXaVlDXBSIMkjl/KXLSyWU+Sf+\nDf73/+jUZnQE4Ky1dL78Nda+40nO/MQPs/LUu3jtKy/iC9ctRpaD0UuLvMF1kqU3b4/P1/UtZL2G\nLQpuDXoU3YGTUCqxkIEz1990zxsOyiQyg8bgaUN4fINsy9UIbHX29iAsGvPmReRJJ+2ZlFBOeeCk\nXbhRn5zGQ2dpPvoAV//pH7j33YwH7qAzCtNoxitI3eHNUTKmUhRZhkeOp6bPtR4mTlrk7c/AjY5F\nJylvbt2sHhe+7ySURb6EgatNSSidB6526NcH4LXqeIWuAFyqNZ7WqFpEaix+vUwmHSb7M3ArzYUM\nXN5PkGIPAFcxcGPAMhtkYo1Bp9lij1IJ4G7szAPkkYSy7ntkRlBgKLKSgVP+nudLxHU8T1L0BjTD\ngN0046kHP8LnX/o34PnsZhlN5eHVx+feFXkvr4yoDnkOwN3GAiHuc3brzStvSUKp+wNkGGGLfOyB\n63YWSiiJokpCqaIAnRXV65mcD5w+TbHbxV9b3YOBGwM4EQT4AkBSDHtoBP5Kq+yBG8574JalUHa2\npySUkdEc27wXJaSrM/ADOltbqCjApNk4fGrReYpclL0SIDHUS+m9RaB6DowcygMXOQmllpaoSElz\nXXnNPGPZGe4RQDW5ThAgBykWB+Cs1mz/X/+US8fu4syG+9xkhUaleeWB89pNOl/+GvE9p6t1XBLl\nTUI/RlAgpcXDkmY5BZQhJobXLry+5/EI38crJZRKMsXAhZ7E0HefaU/x6c9+9kCvUQiBikKUgLzI\naQSK3dTJO6UwBN7e574Rr3D91pu0wgAlDXVfzgG4VCgKa7D6bQzgjuZojuZgk2tDmOcE5Wb9zW6P\ndd9fCuDqUZNH7n6SL772CULPo7BFycD9O+qBM5pMKYzI8PQOZzYXA7hGEJAbST/psl7zuZ1o2qGk\nswTAGW3Ke8xe9xQAACAASURBVKOaR/bofxtNMwgYFIYHW2dpHb+PIqphB333hQxI3+O+n/uPOPFD\n3z333Er7jgEM2UTPUFFKRXrp2AM3UD6eMCi/XZV4j2a9FtMrRCWhnJ200ARqnoELpNuIqXqN2t0n\nufunfoyr//zj00+ekKyNKgQA8EcM3CjExFIP5zcI+XYHf7WNFJbhtXJzFtdoGE2kc0TsNnrG85dK\nKM3VS6h7pv/GLpRjwPCNK6g4IioL0r1WA5Nk+MCxWs0Fnei9GbjWYw+RXLlO77ULWGtJrm8hGzUo\nCkQcUvRKCaWSVRDHpAfOXHcMnC9EJaG01uBrg1ePEVKRbW1DeDgPHDjvnzzlktEmJZTgPHAyDBC6\n2FMiOpqzP/PjvPGPfttt5g7JBo7GX3Fx9kIIVgPF5c52eTBOQukx/5nXg8QFPMwBuBbZrSUM3DBB\nTMaylyEmLqxlsQdOzzJwzTtl4Bp4eoaBK1yKn/F9vJrrnLMHYOCW1QjkXcfuiPqSY5xIOx3NbJDJ\nSAq7qLuvkj0vSIaVgY8MQ+K8IDWQC0uRlwBuj1JycBJKzwPdG7ASRuykCU8++GGKdIjwA8fACTmd\nNHhQCeXxTZLrY9Bud25RNDYIjPu7yjyrgOlBZhSPP5qiP6yk0dX0uojGfNWCmAgxUVGAzherNj72\nznfwPc9/g2B9dc8Qk3EK5YiBkxTpkMK4jr9RiEn1HGudhHRZCmUJ4PQwwVeSoMi56/QjPBw+gAwC\nRBAgityBvHQ/Bs4xlUqCQFMrE68sEtWbT6zdb1To4vaNNUgLSVagyy4yz1g4oAdO+B6iKLAorBBs\n/d1fI790lV9910e4e6V8fyPwhazYXr/dJLlyndrZMYALT22SvHnD+clsgRKgMGQlA2eweIWevt4s\nGBn6yLLPTiCmANwg02jrSt0Pq25QcYgCEl3Qijx2k4KsKJAYQm/vtZpxm6QY0ApDPGmo+Yqunb4e\npEJihMEUwyWrlK/vUEf9LZ4jD9xbX+vIA3dna73dPHCZtoR5hl/esbs9HPLwPfew3bvJSn1j4XOe\nfvh7+ezXf3+KgXurHrjb//tv0/vk5+Yef/Lx95JKH9BYeksZuEAppIDdYZ/1us+tQU6rHi71wNXa\nqy5swaQ8cveT+x5f6HnEvsc33rhAHtfJgwiGA/zVVvUaH/xrP02wMS+DkVGIHqQoYVzx+QSAqxi4\n8q7vPSdPMRA+njQIf2UqwAQcA9fLTZVCOTuZ1oRlOIHzwLnN4fseewzdH4c9xKePk92cToGzWVqx\nO9MSSo9mvYYaMXCwkIHLbncI1toIUzC44vwtIoyIdE6s86p77MFHHl3KwNlrVxAnTk895tICe3S+\n/DXaj7+zetxvNTi5vom0ht//iT+LLRm4vQCOikPO/Pk/xYV/+FsU3T5CKWQYQZFz9zsechLKLEco\nAWrCmzTpgfN91tptdwPAWgwGr2RVg81VksvXOH3P8ojqZWOuXq4klKIxTqEceeBkFDpZ4T4SSnCh\nKCYvuPmHn5nrgTvo+GvjKoHNWsS1MpxCKA9T5MTe/DZAD4cIrec8cItCTCoP3DDl3ocemvjFzgO3\nNIWyXpvqgbtTDxw4Ns/LixkAV6BqEbWVVbzIdxLKJHGeqj3GFXnPs0/ZCGwuYeCEEMi7zk5JBl1f\n4Xgt539z/77MA3fynrNLjquJ1x2SaktuDXrEwHn+vh44pVx4ykoUsZMkrDY2uXf9AWQQ0k1TGoiK\n7Tl37hyi3tw3hRIWMHCdbbL6Jl4xxKYJ7TCobvgcZGQcTXkG9WDo3vfFhAeu310YJDMloQx9dCln\nnz03a3HMg69fw99c3adGoASJQUCAASEhG2IMqEbNhaYMh+P1hwOQaiHjKKIYhEBqdyOy6XlIXVBv\nrvOj8fdXISbNKESGwRjALasRKOX8nhAgnITSWosVEtEdHtoD5ySUFmMtQtiKgTNYPG04de/ZA60j\nhCDwlGPgpAQL0V/9T+l7IatxeSNNSHwxvq74bfe3nARwoy44T/lIq4EMD0uWF2gcsFS54dHHl3fA\nQRmqorULK8FSnwBwTvpYgsND9ubJKMQTkOQZK5FHJ9FkxiDRBN7eazXiNqke0AwClDJEvqRrp4OI\nUuFhMBT6bQzgjuZojuZgk2tDVGSE5ZfwTpKwEkVLGTiAJx/4MF+//GWKvE9hCgwCne/NwN3+P36H\n7PLVpf+eXbxCMWFqH43VmlQpLDlpusuJ1TMLnu0mUoLtZMB6zWern9Ns1RiW/S+zkxTWlT7bbM81\nJ+dXfvAHeO7VV3h2u4MOI8iS6ktkr1Gj+GBhQVgmOUFjQQnol3HANs8ZSoUnNKjmVIAJwHqtxu0k\nxWLJ8vmo+kxrAqW49akvMrhwuQJwse9VZcdQbqBu3J558jQDNymhxJoq0c0C0QKQNGLgRJHRv3TN\nPRhGeFpzfDCsAFzV8zUzdtDHpgliZX3q8ZGEcuf5l2m/dwzgvFaDoj8EY5DaIDzlZHcLwOXk3P2T\nH+PaP/843ZdeIzy+4RiQyR64xDFwI4Zi1ANnjcHcuIo8dTdSCawQCAzGWvySSQ031xhevnaoHjhw\n8lW7fRNx7KT7nc35FEoVhftWCIxGCMHZn/nT7Hz+hTv2wAUrYwB3otHi5miDrFQJ4OYZKT1I3GZ0\nhiny1xaXUwNzvXnCn+iBW8CmuhTKaQB35x64BiorSIsJAJdrtwEOIgfgKgZuHwDXXtwDl+84ACfi\n5cdY+1v/aAqs+ivNqbCdYon/DcrSbeVVKa9zx7XaQne6hEqSYtB57jxw+3xOiOtIYSh6A9pRSKcs\nc//Y+/9jGo11dtOMurWVhBJKD1yvu7TzbzThsVkJ5S1yEVBEbcyVN7DJ8JA9cPG0hHIwRMSxux6M\nfkev6wDm7JSSRgAZeOh0iWojy8l3dglWV/YJMRnXCPhYsBJRaKwt2aOoBhPSQru72P82mlGZt4xC\nfvU7vwPhBwgpMWnmWPlSIaDCAJ2UEsplRd4lk6ekQAjH4qRFDtYgc3Po9FwZjQCcM5glkxLKwix9\nzy4ar5Tv/5Nz38XmX/1PuDQw3L0SVoybRhBMfAa9tvs+mQNwZRecEu773QPSkhk0gJ8fwAPn+8jC\nMXDGQmPCA9fPNcYWSDj0dX7EwGUlA9dJCnKtEeh9PXCBF+Ipj7qvkMIQeoqemAZwmVJYoZ0XfK/X\nd6ij/hbPkQfura915IG7s7Xedh64wqCsISzvMO0kKbcuX5oCcNZaXvmbf7+qCoiCGu++94N89fVn\nyY3Gs4Zsiezk2WefJX31PN1/9XGKK9eWHkdxYwuzwD/y/Be/SCY90LvUVTQXqjI5NU+wMxywUXMM\nnLfS4v5Q83c+dZFkxph+q9tzPTG2IPQPtlF4z/Hj/ODp41xHYeMaIk/xV1v7nvuRhNITDjRmE5dP\nYy2+kgxKY9yVNy4yEB6eyDGqPieh3Ihjbg+H1KNWVeY9Oam2hEpx6dd/l8/9b79RpVC++tJLU0yF\ni/GeAcx55gJGYNpH4fkM+70JCaWoWL7JyW7v4LXqYC16mDuGSwiIIgJRIEsJ2UuvfWMhA2euXUae\nOD3XzzMqpt798tdpP/7I+PF2g6sXLmKNdrLHIIA839MDBw5knfihj/Da//wPiY5vIDxXTH3h+ptj\nCaUUVY3AiIGz27cQUQ3RaDHsd7EIl0KJJSj3q0EJ4C5fX/5eXzTm+hXExomxbHNCQvnss8+i4sh5\nP/Yp8Z6cUz/6/fhr7alggkN54FZa5LcdiDjdXmU30xTGJUzaokAUC0B4miyU5i1i4CY9cOcvX5z4\nYRfK4GoElqRQTtYI9Pp37IHzWw2ivGC73MBnWqOKAhVH7AwGeKGHHiTjVMM9xmsvllCmJQge3cA4\n0HHNeOD0YDjlNZubMOSNq4tvkI1qCWq+IrEGnaeExqW17u2Bq6GsRvfcXf9UO6/gRm0DL4zZTVPq\nxlZsz7PPPus8tEpVjPXkTEbnh8c3SG+MAZzZuU2hJbq5jrn0OunuziF74MIZD9wQGcfYohh74PpL\nJJQTDJzyFTrJqtczOen1LWjVnUdzmYSyNx1i4junLKGV2HKzLeIadsIDt8z/Vh1few3bcUEmfr9f\nMa4mTd01wQ9Iez1kFGDSvYOLhFIuIh8QGGqBZJi7gC0VObB0uB64EGUMumSqktxQgFMlaMOVm9cP\nvlbgIzBcWmkjlOLiTlLJJ8GpVYIJwOK33d+yNumBO32sqhLwBFiboawlmwCWKit48ZWv7fO6fJR2\nr6kwtpJQNgJFL9UYq/FKBu4w50vFkQOURU67BHCZ1kirCf39O/h8EREIg5Aaz5f0xPS1NpMeVhSE\n/j4S0QMf8dEczdF8205WaEAQlr6pnSSh7nls97dYbTgJZba1zeu//I+n7qA//fBH+cIrf1j2vZhy\nnQVjLdu/8buIMr544Y8UGr21jV4A4IS2pFJR2B6tcO8NUM332E0T1ksAp1Za/GJ8E20tf+l3X+Hi\n9vj351aUAC4/MIADCIcDfuo7v5O/8KGnETqvPHB7jYzH3TsIQzERhmAthJ5gMOqBKzRDIfFEgZa1\nOQZuLY65NRxSD5sLZZS5Mc6b2O1jhylxCWZCKdG9AV4JosLNtakNFMxKKJMq+RDPR1qDKgG8FYLi\n0lVe+uv/S/XckXxJSSCMiM+cZHjZgRgR1fCkQZYbG6sWe+DMtSvIE/P9PF6zRr6zy+5XX6X1noer\nx/1WEzvIQGtMViADb2nwxeyc/dkfZ/uPv0J4YsTA5VCLKHZdkbeQjBm4IMJmiQNZJ06D56MmPHAG\ni1/KYsPNNYaXrh36TrbduoHcOF79v5NQjj9vjYfO8tjf/i+w+ThoZr9Rccg7//u/wsqTjx3qWEYz\nCSI2W5tE0nBrMHTnRReEcp6BM8N0Tj45Wms2VXE0Oklh4nwJ33ehEkv67mZrBPQEs3zY8Zp13p8a\nfv+br5NrTVpovMxJKI3nO0ndYOg8kHt0wEHZS9WZZ5+y26X0dFmIyaK1VlpTfYWTEspFI8IIu8T7\nOVqr7vukWEyeOwmlvzd7IGp1hMmdn0wIWmFAJ01Lltt3AG4ByyLqjbkkSru7w+Cv//T4mFZb6GFS\nJUfazjZ5ITCrxzAXzyPzzHnYDjhq5vul6A+R9ZrzxI6Oobd7AAZOUQwX+3OTqzcR620HUBcwcM7L\n1qlAovADfNcWSWQldvT+mfXALUmgHI2rEth2So7u7vganWao0HngpM6RYeiYaWP3vP6MZHxYQz1Q\npIWruDms/w1KD5y2JYATpIUpmS6Ll5vqhuBBRoYBUlgK4xjQSzsJZ9rj94BFEEy8x/2VJsL3iE6N\n6zNGEkoAT4K2GVLgAFy5isr2rpoBx8B5hYs9yfW8hNKWHrjDMnAyCp2ksygqAJdbDbYg2McDBxD5\ndXyRYymQvkdXjc+vNYZUeRgKwj184PBtDuCOPHBvfa0jD9ydrfV288DlhcEICL0xgHv68cfZ7t1k\nrWTgBq9fBpgqUH7vfc9w/vpL+FIhrSXLF3sCnmhvoLc71J9+Apss9j0VW7cda7M7D0geeadjXIxJ\nuefk3r6ihu+xm6a0Y89JElsNgt1d/tqH7+H7Hlrnb39qfJe/kueYjOgQAM52O/jtVVZW1pCmwG83\n9z33I9mKL5wGP5u4k2+Bmq8Ylufv2NoaQ6HwZEZOOO+Bq8XcGgyphS16yfyGONeGyPMo+gPuWt/A\nk5JQKZ75wAemJJT+WpuiN8CkE5uVyRCT/nCcXuh5xGGALDctxgrM1Zvc/MPPVE8dVQhQdsnFZ04w\nvOgSG0feHtFwG9h3PfHEQgZukf8NXDH1znMvEZ3axG+NN8F+u0EriFzkdMnA2QMwcACNB8+y+b3P\nEB5bd4CkKHjsySccA5emSCnGQGTEwF27gjx+ynng1tqAQVQMnAMzwfoquj/gvocfWv7LF4xNh1Oe\nH9FsV4XI586dQyjF+jPvK6seDr4pOvUj30f73e+o/v/QPXAl6FprHKMmc671ew5UGc3x1WnWwFrr\nGLgF59/VNyz2wJkk5ZH3vHviFwfYQW/p6/QW1QiUISaH98DVOd4dcHalzSfeuEhmXNKdqsVsnDyF\n8iV6mLgagQUBIpPjQkYEJpkGAOlWed1c0gO3aIK1aQau6A+We+AAwoj73vHw/OOM+/zqvk9iDbbI\nCY1GhMHe5yuuI3WOLkvhV8LIySjLgvVulhFnRVXiPVprJKOcHNPZxu5uV/8vhJi6iWR3bpPlYNdP\nYS6exyvyQ9YIxNMeuL4LbBp54GxROFZwga9uioHzPPQwxVo7d26GV65x7B0POCC/yAOXJiDE+Lsl\nCPGswZYArqoliWOY8MDty8CtrGF3bjklR7cHZdiNSTIXqe8HeNYiw4B8ZxcZh3MqhqlzFYd4AKWE\nMslSF1IVj72MBx0ZBnjaOGZeSBJt0YgyLMRw/zsXvyeXrSWwFKXf7+JOwpkJBs4KSTBxQye+6wQP\n/7d/eeomT3Ryk+TKGMAZkyGxZIUmRwAGkRue+OD79zkWH5U7CWVaGBrBqMhbsps6jlEJF55zuN68\nEM9aUu0A3G5SUGiDsDmBt7//8MTGaTwyDBqkR28CwJk8dwwcBdE+AUXf1gDuaI7maA42mTZYIVDl\n3fSdJJ3zwPW/6YDPJIAL/ZjH730GJTTKmspDMjnWWnZ+43dZ+TM/hGzUMMsA3I0tZKuxUEI5zDWB\n0WhrqO2zcW0EAb0sRwrBSuwxjBvonV2EEDxzts3WYLyxSo3zAGCzpdpzay1bn/zCdJx3WdQqSn+I\nv7o/A6fiCJOk+BKEKHvzjEGXm4BGoEhKBs5mOSkSRUpOyOoMgKv5ruS72TjG7e6Nud+VG0vo+RTd\nflXm/MG7TrMSRW4TWAI4ISXBxupUpP4ku9P58tdoPuwCY4Tvg9GVhNIAapiSvHmjAoD5dodgbcVt\nYqKY+O5TDC45SZeIYqwFWQK4Uc/X7JhrV5DH5wGc32yw89yLU/JJKD1wvQEYx8AJ36vYgYPMo7/0\n1zj7sz/uJJRFXoal9DFp7gIHRwyc54EQmMsXnMTT8xFSIKxFWoOBqkw82HTF94dOfkyme69cjcA8\nQLfl5vlbMZMM3Gpjk8D2ubDdAeUhtaE5c3fdpBnSVwu72/zV5T1wesYDhx84j9CS1zlbIzBKV72T\nGf3Nf+SdD/P/fO3r5Nqg0syxSkHoJHWDxDHG+zBwMCrznpA+DlPyktE5FAO3OpNC2R+OGfEFI8Ko\n2tgvXGtnl2YYkli30Qu1XuqZq9as1RFFWvkN21HITpK4cJmSgatlxTjsaDQLkihtdxfyvJLhA4Qn\nnIzbWusA3NAgTtyFvvAaCLnwfbRs5moEBonrINOFY0QHPag1FqZ4EsbYMoVSlJ4nM5z/rhqcv0zt\n3ruWM3C9cYk3lDUC1oAVBMZW3ty5FMrODqK1hwfu2Ens9TddAEmvO04dzXJk4JeS4wwV+OQ73T3f\nJ+CuTQo41Qo41QpJCgdy7oSBk1GA0k5CKZQgNZZiBOByfajroAx8JAZTMXDplITSWkE4AVhk4HPP\nT/3o1BrRqTED50uJNg62ZYWTdgprkamuuuT2PJZiZBmY9sDtJg6iKnsHDFwc4Vkn1W5HHjtJQWEN\n2NwlZ+4zjaiNNAnaFGgl6fshttxH5FmBwKUiLwoZmzqOQx31t3iOPHBvfa0jD9ydrfW288BpO+Xt\n2EkSvvblL9FPdmnV3JdK//wlAPJb091WmyuncLlRllTP35EcPvdVeru71D7wXkS0XEJZXN8ifPBe\n9IIAgBdefJnAGoyFzkxq4uy0o4h+6cXbqPnshjG67EZaiTw6w7Gcpp85eYQnDHLG22Kt5cbvfYrP\nfvQnee7P/gI3fm+ir6f0OFjloRSoem3fcz/qgXPx/ppc+VDoKrgk8iXDwsmubl+/wRCJR0piPdYX\neBk2ajVqtbu40bky92+5tcQlgHvzm67r5h/8B9/P85/73JzULDw2E2Qywe5sfeLzbHxXeZfS88mT\nIZ4epVAK1DABayuQlm3v4q+2XAjJSEI5AnBxDa3HoOa5F75axfJPjrl2uepBmxyvWcfmxVQCJbjN\n9+6NrTEDFzoP3EEBXHRyk+jkpkubLApeeO2VsYRSML2BDCP0xfPIUkLZ7e1C2QxmgKBMAws33Wfm\nG2+8caBjGM1caENccxvePJt+f+XZvj1we81hPXCjII215jE2zGv8/S8+RwpIY0hmEhf1IMGvhW6D\nOzPB+jwDNzoWk6S8/Nor1eMicAXMyzbwsxLKfGcXvww0OHQPXLNOvtvno/ffx/PXrnFpdxeVZni1\nmKtbt1C+cBLKPFv4uubWm6kSSK/fxC+ZSnEIBs71t43XcYBk7DWbmzDi6+cXd1uNSsGbYUiChaIg\nMAbh7+3fEbU6ZCm6BHCjJEqKAjyP3TSjlqQVMzhayyVRzqRxjrrhJrxx0ciHO+iD51EkGXJ1HTyf\nYr+S8ZlxBdXja0rRH7qbVcrjM5/8pAswWZBACTipZtkDh86RUUTe6c6dm8Hrl7hSDB0Tu8ADZ25c\nnQ5gCkI8q530T9ux9DmuwXAw4YHbRrSXM3DyrrOYyxfcjcBevwLeIw+cUMrF3QeKotOd6n1cuF4J\nItZqrtNsmCUlgHPrHs4DF6AK540VSpEZSgbO4OWa1y7u3bc2OSoMkFgKU5AUhu1hzommO2ejpMxg\nn2u712qAsRTdPoEUFYBLi5F1wSAyzRe/8uU91xG+j5c5Bg4gLusWaoGikzgGzuMOPHBROAXgtvo5\nSlisyfftgQPo7QxAD8lNgUbQ90N06t73SVIQGI3BEO0jXf22BnBHczRHc7DJjcWWdyWttXTSFGH7\ntGvryPKO8+D8pbLHaXvquZEfu2AOa8iK+dSx/PJVkrtPIqRExiF2GYC7sUVw/1nMYDB1h9YdHwRW\no7FE+1y821HMoLxrtl7z2fZjdMkgRJ7E4hg9wMkYhS6LVqfn6j/7A772X/9d7v/5n+Sen/kzpGU6\n5liGUydPNUqJMmZ47xmFmIRKYm1B7nlYrdlNSgDnKdIyZEUUmhSJJGGo1ZwHDlyVgB9tcGNnAYAz\nLiFS9/rYwXSUcDEL4I5vVK/NPTkDP2Rw8SpFp0vz0Qfd456PsAZZ+kmMANl3aw8vuGPIb+8QrLbd\n+akklGWoQhSjta2Sv6znz0korbWlB26egRvJ49rvm2bg/FYDM0hBa2xeIAO/jJ4/JENVSiirHrg0\ncwzcxIZdBCHm4nnE8dPg+0hJ6aG0GAThDAN3WA8c6XCq90oIMVUlUM0hQkze6gSrrSrKfrWxgeq/\nzCObG/z6Sy8jraE+83l04QnhQgCt6jVMnju/28zo4bQHrnp9e0ooHaiw1tJ96TUa71xcL7LfODDY\no+b7fN/99/HC9RuoJHNsh+8jlXDHl+UHY+BWmhQTSoLk2hb+xhpWiENJAmcZSz0hoVw0or1KES0G\niK5TrksrjEkQYwnlfh6zuA7pcIqB6yTTHrhokM6xn4sklCM2eSrIpEyitDu3EO01B1LrNdSZezGH\nfI+rOEJPXO90f4BXj8HzEEYv978xLaG0RYEMoynVxWj65y8jT22698ECBq74zMfxnnxm/IAflNUr\nAt/Yqudv8vcBmFs3kTPJu5Mj7zqLvnwBFYeYwWDMwJUplOC6NUfk4rIKgdGMgjTy8obczmDbyQHv\nIK1WRSEq146BC3zHdgmJBrxEH+o6KEsAp03B5Z2EU62wUgYVxoA1BPv5NoUgKrvgfKWcn04IMm1L\nAOcYuP174AJUnpOYHWq+RJbX90ag6GUaIe6QgSsllHkJ4G4NMqRwHjhP7X+uIr+OKbpkpmCYG0Jd\n0Ou5fVWS5gTGMc61fc7TtzWAO/LAvfW1jjxwd7bW280DlxmqjUk/zwmU4uFH7puqEOifv8TKk++a\nklCCk1EqoRGlxnx2zGDI3Q8+AOBCTJZJKK9v4Z/YRNZrmIk76wCn774Xv2Tg3nHf3pu0dlSrmKz1\nus8NFVYATghRmYYBtOcDBn9BEMPgm5c49bGPcvwHPuy+DK6VAK7cBAgpKTo9jAXSZN9zP+qBCz0H\nGjPlY7V2XwS4u3sjBrNVq5FZgbRDBlosBHBrtRgVrHCj8+bcv2kLkedTdAe0JiQZ586dm5OahcfW\npqO8MyehvPWJz7H+4acquZHwPHwhkFXXn4HSbzIoAVx2exd/re28XGFEfPepCsCJqEZRWFS52Xj/\nM+fmQ0x6u64oeUFKnNeoITxF85EHph9vNxFJ7uL908zJiZZEz+85ngc65+nv+UgpocwQwk6vE0Yw\n6CGPn0J4PiurbRwDZzFAVKaBhSWAe+Txd8//nj3GJslcbPqoSmDy/WXz7EA9cMvmUH6NRg2TppjM\nBf2EXsTPPfEo/+zVbyKN5ZH7pv8eejDEi8MqSXPqtQjh0hAnovEnPXDv++AHxj88AuBLJZT1ypc1\nuHAFVa9V5e6H9sC1GlX0/8dKv45MUrxazJn7HkApx8CZLFsYzjI7LshkrCRIr93E39xw1419isCn\n1pmRUBb9cQrlotcY/aVf5PEf+3ML1xr56ZphQCF9TJ4RGoOI9vbciLgGyRCduAqNUZm3ew/6dLOU\naCKttvLALZJQjm5ETCVRrpPeuIXpbCNW1qobAPLu+4j2YKQWjZqrESgllJ7P0+9/amkHHOBi/UsJ\nJUWOrMXkO7tz52Zw/iIf/OEfcIzXjAfOJkOKz38K79y/Vz0mghDPaDzt42uDGt2gCSPIc555+mkA\nzOuvIs9Of5YmR7RXHXiJFGbQr6SyOslQ5X+rKEaW1+v9gJiKQpS15CWLeGN3Cx8q5u5wHrgQVRhX\nku0HBFiGZReZlxU89r73HmKtAIVF22LO/1YYg8TgH0B9EJ08xvDN64RKUpgCiwOrBQJhDaQFz3zX\nh/c+Ft9DZZqeuUozHH/ua/7oJo7Bs/ZQvXn6jW+gIh9fu3PfihRb/RxBgSdh5wtf5cn79vZOv/PB\nx9BFv17l5gAAIABJREFUl7TI6Weahs7Y7ZYMXFYQGo3BEr+dAdzRHM3R7D/WlulRZYDJ9jBhJQpL\n/5vbEFljGFy4zMpT7yLbmmbgQj9CYcBaUj3PRNlhgijvBsoo2pOB845voFrNuSCTNNf41qARNMK9\nv5jWag2S8nt1veazVUgnryvvzE4CuAyJFYZAzW+qkutbrh8MCI9tkI4AXHccEZ13uhgUdtCfe/7s\nqLI8NVKeY+CUB4WmmxZI6QBcXjJwNsvJEGAGZAZaC7T663GMlo2FEsrCQITEak3Rnd5E6f6shHI6\nynskodz6o8+z8eGJDbXnQxmvDiCtpugN8NdWGLwxwcCttZ0UKYyo3XsXg9cvO0Y1DNH5RDJaEEA+\nDebN1cUVAgDx2bs4+7M/Puen8Bo1ikHiUihLBo478IgJz8cWBV49pui7DavATsXhizBCrK47kFX6\nEKV1733HwLmfHTFwh70zO+uBA2CRD+5byMAJIUopX8nCNY/hmR4/+eT7UNawWnq6Rqy5HqaoyF9Y\nIwAuOGe2SgDmPXBCCPD9pUBVhkEF2jvPvzwnrT3M+M0xm/fuY8d4ZHODWm/gWIwwRMoyYTXPwTuA\nhLLdmPLAJde28E6eIv6v/tdDHdeog2+UaKn36IED52ldBhAdA9ehEQRoFbhAHnGA96gfuM99HKH7\nwykGzno+vSwn6pVM1+SxLHjfjgCcnZBQjqpM7M5t5MpaJROVZ+49FFsJSySUtciBraIoO+AW+5VF\nFI0ZMa0RtZh8xo+d3e5gtSHYWF3IwBVfeBb10KPI1Y3xg0GIMgXrgxq+NQ5QQlWtQjLEbG+5So7N\nE0tf26joPQoKGA4qCbVJM1cjgPPbVQzcPhJKFYd4xjpWC3hz9zYNYQ7v26X0wOUF2lps4FI3h1Jh\nAC8pDnUddB44iykB3N0zAE5g8Q4A4IKNVfLbHYKSgbNAZixaCAQame7fdyfDAJUVWETlfwNQUpRy\nSouy9lDnLP21v0vN9vHMmIHLtEWKAl8KLvzKb3Lld/71nms04zZF1mFY5PTSgobO6QzGAM43GmOh\nts95+rYGcEceuLe+1pEH7s7Wejt54HJjUVDJVUYl3l/8yh9XDFzy5g38VpPa3SfnGLjIryHR2DJq\nd3bMMOEbl1wAioxDTLLcA+cd30C2m3NVAt944xKeNWgruPL6xYXPH81qXCe3Cm0KVyUwLIgee5jB\n553efSUeA7jUCkBX9QmTk16/5eLlgejEuC/NdnehNKnnO7sY6UEy2Pfcq7JGIPI8LJpUOQllPzNI\nIaj5iqw8f4NOh9wKUj2kMSHdmJyNWkxmA253b6BnCjsL6/wWAL0JcPbss8/OSyiPTVcJ2DzDeh63\nnn2O9Q8/NV7U87FFhipZVoFB94e0Hn1gnFC63SkZOOeB81sNgo1V+q9fhiBCG1FtMD/9+S84f9fE\nXexlASbgpHzv+MW/OPe4kNLdjdbasWa+i7e/IwauyPn0Zz+LiiPy7Q4Cxj1wAGHk5JPl+djtdjA2\n5VTvFgZBXP6s16wjAp+XXvn6oQ5hUXGxaLahtzvngXsrISaH7kmbYM3WGpvc7t7gTz36KIE1bL1x\niZ0vvcxnvvcn3c2gwXCphHK0VnZ7fA0Ze+AynnvhKzM/HOz5dxyVec8CuEN74FqN6kaHEILf/tGP\nceb6DqoW8c1Ll5HCSUNtnk+/H5aMCzGZ8MBdvUl0YpPPXrh8qOOSYYAMgsp/pgfDOa/Z7Cx7fATC\n635AoUJUmpAJiQyCvT1wQkAYErRiit5g7IHLc3Ihqfk+pj+sWP3KA9denUqchAkGLp2RUN4oJZQV\nAxehHnuCiyfvPcBZGs9ciEl/4BhLz+cLn/3M3gxcGFceOFvkqHqdfHv6czd4/RK1+87w6U9/2kmr\nZzxwxSd/D/87v2/qMREEKK0x1uIZXQE4cKqEz3/yE5jzr6LufWhfdlbddZZQZphkLLWelFAOC40U\n7nq6n4RyLONzP3+926E1IaE8lKerBDraAmFAYA2J8tFYVJLz1a/v3bc2dVxhgLIWbTSXOil3r4xB\niKspMPj73MSFkgXf6bo0ZqPRQpJpHAOHwVOe+zvudSyBj8gKQFD3p/cIdV8BFs9Y5CE8cHbYR/kC\nTxtyY4g8SaAEggJfCIpen/N/uPdaF89fYZh2UFKwm+Y0bU6n79Qsw2zkgbPU90nW/rYGcEdzNEez\n/+Ta4mEx5YZwJ01YCSP62W4F4AavX6Z23xmC9dXFEkoKLGYhA2cGCba80yXiCLsg2cv0B9hCI5sN\nVKuJmWHgcoMDcEiifTTirTAEGTPMBo6BG+Q0vucZev+fu1i3I4+dMsgklxKDXlhInV7bIjxWMnAn\nNioJJb1xx0++vYtVAXa4PwMnSw9c7I0ZOCehLFBCUPMleQlmhNbkQK4T2kt0+utxzHaa0aqtcWsi\nidIxqoKwMHjtJnYiVtuW4S6jL3xwEqZsioHLGF69RXz6eCVJA0AphLV4eYG1Bik0RX9I85EHJhi4\nzpQHDqD12IN0X3wN6wUYO/GVUTIsk0mULsBkMYDbc+LQpVDmOSr0nF/vEFI1oOyBc+fHa9VJt7YR\nmGkGLggrf57wfaSwWDPgu9/4EgZJVKajjeLROWwPXDqcKy52TMa0F8dmb01CedgZJRgCPHbP+/l/\nP/urFBQoa4j9Gv1vvEH35W+w89yL6EGCF3pLpYauSmDeW6STdO6OuPDDPZlGr+HKvDtf/hrt9z6y\n9Of2G69ZrySUAFI4yaSqxVjlI4RxISZlcMd+E26ukl69Wf1/cn2ruhl02PFXxyEyxWB4x0mbjvnc\npRH4FCrAS1MyKQ/kFRVhhN+IKHp9VqKITppii4K07IXTExLK6jmtVWxn+rti9D6eYuDKa6vdKSWU\n5VpyfZOtx/aOeZ87zsDHFhpTfo4rwOt5CF164BbIs2HkSStTIYsCWa/NMXD985eo33fG/c8MA2du\nXHUetfd9cHrhIEQaB248a/AnAWRcQ+Up+vyryPvewX4jT58ltAkkQ0QwAeDKz40tuyxF4O8voYy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38eF4WYlBLK6R64/FvWAwdM1QhMHVsU8YH3vJvkzRvEp0+w8d1PE2yulSB6MTBovvN+zv3b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lDU0//yO1X7qb5l/+L8nXXo79/KXRac0nDdvuQ5hnT49SHPtDyc3C+fVbSLnxKuwrlhBu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\nHe7YsYOvv/6aTZs2sWPHDkaMGIFGIzOQf6igoACbzUZERAS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"text/plain": "<matplotlib.figure.Figure at 0x10a381c50>"}}], "source": "fixed_df.plot(figsize=(15, 10))", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 1.4 Putting all that together", "cell_type": "markdown", "metadata": {}}, {"source": "Here's the code we needed to write do draw that graph, all together:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 10, "outputs": [{"execution_count": 10, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x10aef19d0>"}, "metadata": {}}, {"output_type": "display_data", "metadata": {}, "data": {"image/png": 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aLlvWgjdPp20DOPP+V1x5NUInDwAAYoKehTP73wBgSULvIKlU+dDMXHDplegY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UAAAg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\n4Hf2tuDqidmobjLhnb0tuLEiFwC8rf99Ax5BFFHX2deB0oNvx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"text/plain": "<matplotlib.figure.Figure at 0x10aef2bd0>"}}], "source": "df = pd.read_csv('../data/bikes.csv', sep=';', encoding='latin1', parse_dates=['Date'], dayfirst=True, index_col='Date')\ndf['Berri 1'].plot()", "metadata": {"collapsed": false, "trusted": false}}, {"source": "<style>\n    @font-face {\n        font-family: \"Computer Modern\";\n        src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n    }\n    div.cell{\n        width:800px;\n        margin-left:16% !important;\n        margin-right:auto;\n    }\n    h1 {\n        font-family: Helvetica, serif;\n    }\n    h4{\n        margin-top:12px;\n        margin-bottom: 3px;\n       }\n    div.text_cell_render{\n        font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n        line-height: 145%;\n        font-size: 130%;\n        width:800px;\n        margin-left:auto;\n        margin-right:auto;\n    }\n    .CodeMirror{\n            font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n    }\n    .text_cell_render h5 {\n        font-weight: 300;\n        font-size: 22pt;\n        color: #4057A1;\n        font-style: italic;\n        margin-bottom: .5em;\n        margin-top: 0.5em;\n        display: block;\n    }\n    \n    .warning{\n        color: rgb( 240, 20, 20 )\n        }  ", "cell_type": "markdown", "metadata": {}}], "nbformat_minor": 0}
diff --git a/cookbook/Chapter 2 - Selecting data & finding the most common complaint type.ipynb b/cookbook/Chapter 2 - Selecting data & finding the most common complaint type.ipynb
index a648f32f9..2d1f20b0b 100644
--- a/cookbook/Chapter 2 - Selecting data & finding the most common complaint type.ipynb	
+++ b/cookbook/Chapter 2 - Selecting data & finding the most common complaint type.ipynb	
@@ -1 +1 @@
-{"nbformat_minor": 0, "cells": [{"execution_count": 1, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [], "source": "# The usual preamble\n%matplotlib inline\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\n# Make the graphs a bit prettier, and bigger\npd.set_option('display.mpl_style', 'default')\n\n# This is necessary to show lots of columns in pandas 0.12. \n# Not necessary in pandas 0.13.\npd.set_option('display.width', 5000) \npd.set_option('display.max_columns', 60)\n\nplt.rcParams['figure.figsize'] = (15, 5)"}, {"source": "We're going to use a new dataset here, to demonstrate how to deal with larger datasets. This is a subset of the of 311 service requests from [NYC Open Data](https://nycopendata.socrata.com/Social-Services/311-Service-Requests-from-2010-to-Present/erm2-nwe9). ", "cell_type": "markdown", "metadata": {}}, {"execution_count": 2, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"output_type": "stream", "name": "stderr", "text": "/opt/anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1070: DtypeWarning: Columns (8) have mixed types. Specify dtype option on import or set low_memory=False.\n  data = self._reader.read(nrows)\n"}], "source": "complaints = pd.read_csv('../data/311-service-requests.csv')"}, {"source": "Depending on your pandas version, you might see an error like \"DtypeWarning: Columns (8) have mixed types\". This means that it's encountered a problem reading in our data. In this case it almost certainly means that it has columns where some of the entries are strings and some are integers.\n\nFor now we're going to ignore it and hope we don't run into a problem, but in the long run we'd need to investigate this warning.", "cell_type": "markdown", "metadata": {}}, {"source": "# 2.1 What's even in it? (the summary)", "cell_type": "markdown", "metadata": {}}, {"source": "When you print a large dataframe, it will only show you the first few rows.\n\nIf you don't see this, don't panic! The default behavior for large dataframes changed between pandas 0.12 and 0.13. Previous to 0.13 it would show you a summary of the dataframe. This includes all the columns, and how many non-null values there are in each column.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 3, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 3, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0 </th>\n      <td> 26589651</td>\n      <td> 10/31/2013 02:08:41 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                     Loud Talking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11432</td>\n      <td>          90-03 169 STREET</td>\n      <td>          169 STREET</td>\n      <td>         90 AVENUE</td>\n      <td>                        91 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>             JAMAICA</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 10:08:41 AM</td>\n      <td> 10/31/2013 02:35:17 AM</td>\n      <td>            12 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1042027</td>\n      <td> 197389</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.708275</td>\n      <td>-73.791604</td>\n      <td>  (40.70827532593202, -73.79160395779721)</td>\n    </tr>\n    <tr>\n      <th>1 </th>\n      <td> 26593698</td>\n      <td> 10/31/2013 02:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Illegal Parking</td>\n      <td>     Commercial Overnight Parking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11378</td>\n      <td>                 58 AVENUE</td>\n      <td>           58 AVENUE</td>\n      <td>          58 PLACE</td>\n      <td>                        59 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>             MASPETH</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 10:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>            05 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1009349</td>\n      <td> 201984</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.721041</td>\n      <td>-73.909453</td>\n      <td> (40.721040535628305, -73.90945306791765)</td>\n    </tr>\n    <tr>\n      <th>2 </th>\n      <td> 26594139</td>\n      <td> 10/31/2013 02:00:24 AM</td>\n      <td> 10/31/2013 02:40:32 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10032</td>\n      <td>             4060 BROADWAY</td>\n      <td>            BROADWAY</td>\n      <td>   WEST 171 STREET</td>\n      <td>                  WEST 172 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 10:00:24 AM</td>\n      <td> 10/31/2013 02:39:42 AM</td>\n      <td>         12 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td> 1001088</td>\n      <td> 246531</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.843330</td>\n      <td>-73.939144</td>\n      <td>  (40.84332975466513, -73.93914371913482)</td>\n    </tr>\n    <tr>\n      <th>3 </th>\n      <td> 26595721</td>\n      <td> 10/31/2013 01:56:23 AM</td>\n      <td> 10/31/2013 02:21:48 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Noise - Vehicle</td>\n      <td>                   Car/Truck Horn</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10023</td>\n      <td>            WEST 72 STREET</td>\n      <td>      WEST 72 STREET</td>\n      <td>   COLUMBUS AVENUE</td>\n      <td>                 AMSTERDAM AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:56:23 AM</td>\n      <td> 10/31/2013 02:21:10 AM</td>\n      <td>         07 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  989730</td>\n      <td> 222727</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.778009</td>\n      <td>-73.980213</td>\n      <td>   (40.7780087446372, -73.98021349023975)</td>\n    </tr>\n    <tr>\n      <th>4 </th>\n      <td> 26590930</td>\n      <td> 10/31/2013 01:53:44 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td>           Department of Health and Mental Hygiene</td>\n      <td>                   Rodent</td>\n      <td>     Condition Attracting Rodents</td>\n      <td>                    Vacant Lot</td>\n      <td> 10027</td>\n      <td>           WEST 124 STREET</td>\n      <td>     WEST 124 STREET</td>\n      <td>      LENOX AVENUE</td>\n      <td> ADAM CLAYTON POWELL JR BOULEVARD</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>  Pending</td>\n      <td> 11/30/2013 01:53:44 AM</td>\n      <td> 10/31/2013 01:59:54 AM</td>\n      <td>         10 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  998815</td>\n      <td> 233545</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.807691</td>\n      <td>-73.947387</td>\n      <td>  (40.80769092704951, -73.94738703491433)</td>\n    </tr>\n    <tr>\n      <th>5 </th>\n      <td> 26592370</td>\n      <td> 10/31/2013 01:46:52 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Banging/Pounding</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11372</td>\n      <td>                 37 AVENUE</td>\n      <td>           37 AVENUE</td>\n      <td>         84 STREET</td>\n      <td>                        85 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>     JACKSON HEIGHTS</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 09:46:52 AM</td>\n      <td>                    NaN</td>\n      <td>            03 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1016948</td>\n      <td> 212540</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.749989</td>\n      <td>-73.881988</td>\n      <td>   (40.7499893014072, -73.88198770727831)</td>\n    </tr>\n    <tr>\n      <th>6 </th>\n      <td> 26595682</td>\n      <td> 10/31/2013 01:46:40 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11419</td>\n      <td>         107-50 109 STREET</td>\n      <td>          109 STREET</td>\n      <td>        107 AVENUE</td>\n      <td>                       109 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td> SOUTH RICHMOND HILL</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 09:46:40 AM</td>\n      <td> 10/31/2013 01:59:51 AM</td>\n      <td>            10 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1030919</td>\n      <td> 187622</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.681533</td>\n      <td>-73.831737</td>\n      <td>  (40.68153278675525, -73.83173699701601)</td>\n    </tr>\n    <tr>\n      <th>7 </th>\n      <td> 26595195</td>\n      <td> 10/31/2013 01:44:19 AM</td>\n      <td> 10/31/2013 01:58:49 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11417</td>\n      <td> 137-09 CROSSBAY BOULEVARD</td>\n      <td>  CROSSBAY BOULEVARD</td>\n      <td>     PITKIN AVENUE</td>\n      <td>                 VAN WICKLEN ROAD</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>          OZONE PARK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:44:19 AM</td>\n      <td> 10/31/2013 01:58:49 AM</td>\n      <td>            10 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1027776</td>\n      <td> 184076</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.671816</td>\n      <td>-73.843092</td>\n      <td>  (40.67181584567338, -73.84309181950769)</td>\n    </tr>\n    <tr>\n      <th>8 </th>\n      <td> 26590540</td>\n      <td> 10/31/2013 01:44:14 AM</td>\n      <td> 10/31/2013 02:28:04 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                     Loud Talking</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10011</td>\n      <td>        258 WEST 15 STREET</td>\n      <td>      WEST 15 STREET</td>\n      <td>          7 AVENUE</td>\n      <td>                         8 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:44:14 AM</td>\n      <td> 10/31/2013 02:00:56 AM</td>\n      <td>         04 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  984031</td>\n      <td> 208847</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.739913</td>\n      <td>-74.000790</td>\n      <td>  (40.73991339303542, -74.00079028612932)</td>\n    </tr>\n    <tr>\n      <th>9 </th>\n      <td> 26594392</td>\n      <td> 10/31/2013 01:34:41 AM</td>\n      <td> 10/31/2013 02:23:51 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11225</td>\n      <td>       835 NOSTRAND AVENUE</td>\n      <td>     NOSTRAND AVENUE</td>\n      <td>      UNION STREET</td>\n      <td>                 PRESIDENT STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:34:41 AM</td>\n      <td> 10/31/2013 01:48:26 AM</td>\n      <td>          09 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  997941</td>\n      <td> 182725</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.668204</td>\n      <td>-73.950648</td>\n      <td>  (40.66820406598287, -73.95064760056546)</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td> 26595176</td>\n      <td> 10/31/2013 01:25:12 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td> Noise - House of Worship</td>\n      <td>                 Loud Music/Party</td>\n      <td>              House of Worship</td>\n      <td> 11218</td>\n      <td>            3775 18 AVENUE</td>\n      <td>           18 AVENUE</td>\n      <td>     EAST 9 STREET</td>\n      <td>                    EAST 8 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 09:25:12 AM</td>\n      <td>                    NaN</td>\n      <td>          14 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  992726</td>\n      <td> 170399</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.634378</td>\n      <td>-73.969462</td>\n      <td>  (40.63437840816299, -73.96946177104543)</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td> 26591982</td>\n      <td> 10/31/2013 01:24:14 AM</td>\n      <td> 10/31/2013 01:54:39 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10003</td>\n      <td>              187 2 AVENUE</td>\n      <td>            2 AVENUE</td>\n      <td>    EAST 11 STREET</td>\n      <td>                   EAST 12 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:24:14 AM</td>\n      <td> 10/31/2013 01:54:39 AM</td>\n      <td>         03 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  988110</td>\n      <td> 205533</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.730816</td>\n      <td>-73.986073</td>\n      <td>  (40.73081644089586, -73.98607265739876)</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td> 26594169</td>\n      <td> 10/31/2013 01:20:57 AM</td>\n      <td> 10/31/2013 02:12:31 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Illegal Parking</td>\n      <td>   Double Parked Blocking Vehicle</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10029</td>\n      <td>         65 EAST 99 STREET</td>\n      <td>      EAST 99 STREET</td>\n      <td>    MADISON AVENUE</td>\n      <td>                      PARK AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:20:57 AM</td>\n      <td> 10/31/2013 01:42:05 AM</td>\n      <td>         11 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  997470</td>\n      <td> 226725</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.788974</td>\n      <td>-73.952259</td>\n      <td>  (40.78897400211689, -73.95225898702977)</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td> 26594391</td>\n      <td> 10/31/2013 01:20:13 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Noise - Vehicle</td>\n      <td>                    Engine Idling</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10466</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>    STRANG AVENUE</td>\n      <td>  AMUNDSON AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 09:20:13 AM</td>\n      <td>                    NaN</td>\n      <td>             12 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1029467</td>\n      <td> 264124</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.891517</td>\n      <td>-73.836457</td>\n      <td>  (40.89151738488846, -73.83645714593568)</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td> 26590917</td>\n      <td> 10/31/2013 01:19:54 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td>           Department of Health and Mental Hygiene</td>\n      <td>                   Rodent</td>\n      <td>                     Rat Sighting</td>\n      <td> 1-2 Family Mixed Use Building</td>\n      <td> 11219</td>\n      <td>                 63 STREET</td>\n      <td>           63 STREET</td>\n      <td>         13 AVENUE</td>\n      <td>                        14 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>  Pending</td>\n      <td> 11/30/2013 01:19:54 AM</td>\n      <td> 10/31/2013 01:29:26 AM</td>\n      <td>          10 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  984467</td>\n      <td> 167519</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.626477</td>\n      <td>-73.999218</td>\n      <td>   (40.6264774690411, -73.99921826202639)</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td> 26591458</td>\n      <td> 10/31/2013 01:14:02 AM</td>\n      <td> 10/31/2013 01:30:34 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td> Noise - House of Worship</td>\n      <td>                 Loud Music/Party</td>\n      <td>              House of Worship</td>\n      <td> 10025</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> WEST   99 STREET</td>\n      <td>         BROADWAY</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:14:02 AM</td>\n      <td> 10/31/2013 01:30:34 AM</td>\n      <td>         07 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  992454</td>\n      <td> 229500</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.796597</td>\n      <td>-73.970370</td>\n      <td>   (40.7965967075252, -73.97036973473399)</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td> 26594086</td>\n      <td> 10/31/2013 12:54:03 AM</td>\n      <td> 10/31/2013 02:16:39 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                 Loud Music/Party</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10310</td>\n      <td>       173 CAMPBELL AVENUE</td>\n      <td>     CAMPBELL AVENUE</td>\n      <td>  HENDERSON AVENUE</td>\n      <td>                     WINEGAR LANE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:54:03 AM</td>\n      <td> 10/31/2013 02:07:14 AM</td>\n      <td>     01 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  952013</td>\n      <td> 171076</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.636182</td>\n      <td>-74.116150</td>\n      <td>   (40.63618202176914, -74.1161500428337)</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td> 26595117</td>\n      <td> 10/31/2013 12:52:46 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Illegal Parking</td>\n      <td>    Posted Parking Sign Violation</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11236</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> ROCKAWAY PARKWAY</td>\n      <td>  SKIDMORE AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 08:52:46 AM</td>\n      <td>                    NaN</td>\n      <td>          18 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1015289</td>\n      <td> 169710</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.632437</td>\n      <td>-73.888173</td>\n      <td>  (40.63243692394328, -73.88817263437012)</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td> 26590389</td>\n      <td> 10/31/2013 12:51:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td>   Street Light Condition</td>\n      <td>                 Street Light Out</td>\n      <td>                           NaN</td>\n      <td>   NaN</td>\n      <td>               226 42 ST E</td>\n      <td>             42 ST E</td>\n      <td>        CHURCH AVE</td>\n      <td>                       SNYDER AVE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>                 NaN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td> Unspecified BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>     NaN</td>\n      <td>    NaN</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>       NaN</td>\n      <td>       NaN</td>\n      <td>                                      NaN</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td> 26594210</td>\n      <td> 10/31/2013 12:46:27 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10033</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> WEST  184 STREET</td>\n      <td>         BROADWAY</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 08:46:27 AM</td>\n      <td> 10/31/2013 01:32:41 AM</td>\n      <td>         12 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td> 1002294</td>\n      <td> 249712</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.852058</td>\n      <td>-73.934776</td>\n      <td>  (40.85205827756883, -73.93477640780834)</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td> 26592932</td>\n      <td> 10/31/2013 12:43:47 AM</td>\n      <td> 10/31/2013 12:56:20 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td> Noise - House of Worship</td>\n      <td>                 Loud Music/Party</td>\n      <td>              House of Worship</td>\n      <td> 11216</td>\n      <td>            778 PARK PLACE</td>\n      <td>          PARK PLACE</td>\n      <td>     ROGERS AVENUE</td>\n      <td>                  NOSTRAND AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:43:47 AM</td>\n      <td> 10/31/2013 12:56:20 AM</td>\n      <td>          08 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  997608</td>\n      <td> 184656</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.673505</td>\n      <td>-73.951844</td>\n      <td>  (40.67350473678714, -73.95184414979961)</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td> 26594152</td>\n      <td> 10/31/2013 12:41:17 AM</td>\n      <td> 10/31/2013 01:04:37 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Banging/Pounding</td>\n      <td>              Store/Commercial</td>\n      <td> 10016</td>\n      <td>             155 E 34TH ST</td>\n      <td>           E 34TH ST</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      LATLONG</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:41:17 AM</td>\n      <td> 10/31/2013 01:04:38 AM</td>\n      <td>         06 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  990133</td>\n      <td> 211136</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.746194</td>\n      <td>-73.978769</td>\n      <td>  (40.74619417253121, -73.97876853124392)</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td> 26589678</td>\n      <td> 10/31/2013 12:39:55 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Noise - Vehicle</td>\n      <td>                  Car/Truck Music</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11419</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>       112 STREET</td>\n      <td>  ATLANTIC AVENUE</td>\n      <td> INTERSECTION</td>\n      <td> SOUTH RICHMOND HILL</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 08:39:55 AM</td>\n      <td>                    NaN</td>\n      <td>            09 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1030314</td>\n      <td> 191578</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.692394</td>\n      <td>-73.833891</td>\n      <td>   (40.69239424979043, -73.8338912453996)</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td> 26592304</td>\n      <td> 10/31/2013 12:38:00 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11216</td>\n      <td>       371 TOMPKINS AVENUE</td>\n      <td>     TOMPKINS AVENUE</td>\n      <td>    MADISON STREET</td>\n      <td>                    PUTNAM AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 08:38:00 AM</td>\n      <td> 10/31/2013 01:16:53 AM</td>\n      <td>          03 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  999720</td>\n      <td> 188825</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.684944</td>\n      <td>-73.944221</td>\n      <td>   (40.6849442562592, -73.94422078036632)</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td> 26591892</td>\n      <td> 10/31/2013 12:37:16 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                   Partial Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10305</td>\n      <td>           1496 BAY STREET</td>\n      <td>          BAY STREET</td>\n      <td>      LYMAN AVENUE</td>\n      <td>                      SCHOOL ROAD</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 08:37:16 AM</td>\n      <td> 10/31/2013 12:52:10 AM</td>\n      <td>     01 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  967283</td>\n      <td> 160518</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.607245</td>\n      <td>-74.061106</td>\n      <td>  (40.60724493456944, -74.06110566015863)</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td> 26591573</td>\n      <td> 10/31/2013 12:35:18 AM</td>\n      <td> 10/31/2013 02:41:35 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                     Loud Talking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10312</td>\n      <td>         24 PRINCETON LANE</td>\n      <td>      PRINCETON LANE</td>\n      <td>     HAMPTON GREEN</td>\n      <td>                         DEAD END</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:35:18 AM</td>\n      <td> 10/31/2013 01:45:17 AM</td>\n      <td>     03 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  929577</td>\n      <td> 140964</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.553421</td>\n      <td>-74.196743</td>\n      <td>  (40.55342078716953, -74.19674315017886)</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td> 26590509</td>\n      <td> 10/31/2013 12:33:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td>   Street Light Condition</td>\n      <td>                 Street Light Out</td>\n      <td>                           NaN</td>\n      <td>   NaN</td>\n      <td>                   38 ST E</td>\n      <td>             38 ST E</td>\n      <td>        CHURCH AVE</td>\n      <td>                      LINDEN BLVD</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>                 NaN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td> Unspecified BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>     NaN</td>\n      <td>    NaN</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>       NaN</td>\n      <td>       NaN</td>\n      <td>                                      NaN</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td> 26591379</td>\n      <td> 10/31/2013 12:32:44 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td>           Department of Health and Mental Hygiene</td>\n      <td>     Harboring Bees/Wasps</td>\n      <td>      Bees/Wasps - Not a beekeper</td>\n      <td>  3+ Family Mixed Use Building</td>\n      <td> 10025</td>\n      <td>       501 WEST 110 STREET</td>\n      <td>     WEST 110 STREET</td>\n      <td>  AMSTERDAM AVENUE</td>\n      <td>                         BROADWAY</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td> 11/30/2013 12:32:44 AM</td>\n      <td>                    NaN</td>\n      <td>         09 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  994143</td>\n      <td> 231888</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.803149</td>\n      <td>-73.964266</td>\n      <td>  (40.80314938553783, -73.96426608076082)</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td> 26594085</td>\n      <td> 10/31/2013 12:32:08 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                     Loud Talking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10026</td>\n      <td>       121 WEST 116 STREET</td>\n      <td>     WEST 116 STREET</td>\n      <td>      LENOX AVENUE</td>\n      <td>                         7 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 08:32:08 AM</td>\n      <td> 10/31/2013 02:00:57 AM</td>\n      <td>         10 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  997947</td>\n      <td> 231613</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.802390</td>\n      <td>-73.950526</td>\n      <td>  (40.80238950799943, -73.95052644123253)</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td> 26589201</td>\n      <td> 10/31/2013 12:32:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td>   Street Light Condition</td>\n      <td>                 Street Light Out</td>\n      <td>                           NaN</td>\n      <td> 10309</td>\n      <td>        295 BAYVIEW AVENUE</td>\n      <td>      BAYVIEW AVENUE</td>\n      <td>       VAIL AVENUE</td>\n      <td>                     BAYVIEW LANE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>     03 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  927687</td>\n      <td> 127837</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.517378</td>\n      <td>-74.203435</td>\n      <td> (40.517377871705676, -74.20343466779575)</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td> 26591641</td>\n      <td> 10/31/2013 12:31:17 AM</td>\n      <td> 10/31/2013 02:41:36 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10312</td>\n      <td>         24 PRINCETON LANE</td>\n      <td>      PRINCETON LANE</td>\n      <td>     HAMPTON GREEN</td>\n      <td>                         DEAD END</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:31:17 AM</td>\n      <td> 10/31/2013 01:43:09 AM</td>\n      <td>     03 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  929577</td>\n      <td> 140964</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.553421</td>\n      <td>-74.196743</td>\n      <td>  (40.55342078716953, -74.19674315017886)</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td> 26595564</td>\n      <td> 10/31/2013 12:30:36 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                 Loud Music/Party</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11236</td>\n      <td>                  AVENUE J</td>\n      <td>            AVENUE J</td>\n      <td>    EAST 80 STREET</td>\n      <td>                   EAST 81 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 08:30:36 AM</td>\n      <td>                    NaN</td>\n      <td>          18 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1008937</td>\n      <td> 170310</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.634104</td>\n      <td>-73.911055</td>\n      <td> (40.634103775951736, -73.91105541883589)</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td> 26591378</td>\n      <td> 10/31/2013 12:30:31 AM</td>\n      <td>                    NaN</td>\n      <td>   TLC</td>\n      <td>                     Taxi and Limousine Commission</td>\n      <td>           Taxi Complaint</td>\n      <td>                 Driver Complaint</td>\n      <td>                           NaN</td>\n      <td> 10036</td>\n      <td>             645 10 AVENUE</td>\n      <td>           10 AVENUE</td>\n      <td>    WEST 45 STREET</td>\n      <td>                   WEST 46 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>         04 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  985965</td>\n      <td> 216868</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> Other</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.761929</td>\n      <td>-73.993809</td>\n      <td> (40.761928847500016, -73.99380918401052)</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td> 26593872</td>\n      <td> 10/31/2013 12:29:47 AM</td>\n      <td> 10/31/2013 12:38:29 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td> Noise - House of Worship</td>\n      <td>                 Banging/Pounding</td>\n      <td>              House of Worship</td>\n      <td> 10025</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> WEST   99 STREET</td>\n      <td> AMSTERDAM AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:29:47 AM</td>\n      <td> 10/31/2013 12:38:29 AM</td>\n      <td>         07 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  992846</td>\n      <td> 229279</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.795990</td>\n      <td>-73.968954</td>\n      <td> (40.795989749917204, -73.96895423714467)</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td> 26591420</td>\n      <td> 10/31/2013 12:28:30 AM</td>\n      <td> 10/31/2013 02:06:11 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>      Homeless Encampment</td>\n      <td>                              NaN</td>\n      <td>    Residential Building/House</td>\n      <td> 10025</td>\n      <td>             2754 BROADWAY</td>\n      <td>            BROADWAY</td>\n      <td>   WEST 105 STREET</td>\n      <td>                  WEST 106 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:28:30 AM</td>\n      <td> 10/31/2013 02:06:11 AM</td>\n      <td>         07 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  993139</td>\n      <td> 231139</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.801095</td>\n      <td>-73.967894</td>\n      <td>   (40.8010946529914, -73.96789356094007)</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td> 26592976</td>\n      <td> 10/31/2013 12:23:24 AM</td>\n      <td> 10/31/2013 01:05:41 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11433</td>\n      <td>           173-41 103 ROAD</td>\n      <td>            103 ROAD</td>\n      <td>        173 STREET</td>\n      <td>                       177 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>             JAMAICA</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:23:24 AM</td>\n      <td> 10/31/2013 01:05:41 AM</td>\n      <td>            12 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1044124</td>\n      <td> 195866</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.704081</td>\n      <td>-73.784054</td>\n      <td>  (40.70408112125158, -73.78405385422116)</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td> 26590262</td>\n      <td> 10/31/2013 12:23:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td> Traffic Signal Condition</td>\n      <td>                       Controller</td>\n      <td>                           NaN</td>\n      <td> 11235</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>  SHORE BOULEVARD</td>\n      <td>       CASS PLACE</td>\n      <td> INTERSECTION</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>          15 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  997073</td>\n      <td> 151225</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.581744</td>\n      <td>-73.953836</td>\n      <td>   (40.5817444882428, -73.95383634845487)</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td> 26589606</td>\n      <td> 10/31/2013 12:20:44 AM</td>\n      <td> 10/31/2013 02:10:24 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11216</td>\n      <td>       826 ST JOHN'S PLACE</td>\n      <td>     ST JOHN'S PLACE</td>\n      <td>     ROGERS AVENUE</td>\n      <td>                  NOSTRAND AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:20:44 AM</td>\n      <td> 10/31/2013 02:10:24 AM</td>\n      <td>          08 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  997865</td>\n      <td> 183985</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.671663</td>\n      <td>-73.950919</td>\n      <td> (40.671662601079895, -73.95091901534035)</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td> 26592083</td>\n      <td> 10/31/2013 12:20:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td> Traffic Signal Condition</td>\n      <td>                       Controller</td>\n      <td>                           NaN</td>\n      <td> 11213</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>   BUFFALO AVENUE</td>\n      <td>       PARK PLACE</td>\n      <td> INTERSECTION</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>          08 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1004987</td>\n      <td> 184136</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.672063</td>\n      <td>-73.925244</td>\n      <td>  (40.67206324438088, -73.92524432147842)</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td> 26593840</td>\n      <td> 10/31/2013 12:19:48 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11379</td>\n      <td>             78-41 68 ROAD</td>\n      <td>             68 ROAD</td>\n      <td>         78 STREET</td>\n      <td>                        79 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>      MIDDLE VILLAGE</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 08:19:48 AM</td>\n      <td>                    NaN</td>\n      <td>            05 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1019062</td>\n      <td> 198120</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.710402</td>\n      <td>-73.874433</td>\n      <td>   (40.71040190143904, -73.8744325577748)</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td> 26589646</td>\n      <td> 10/31/2013 12:18:05 AM</td>\n      <td> 10/31/2013 01:26:15 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11101</td>\n      <td>     34-19 STEINWAY STREET</td>\n      <td>     STEINWAY STREET</td>\n      <td>         34 AVENUE</td>\n      <td>                        35 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>    LONG ISLAND CITY</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:18:05 AM</td>\n      <td> 10/31/2013 01:26:15 AM</td>\n      <td>            01 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1006080</td>\n      <td> 214807</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.756245</td>\n      <td>-73.921205</td>\n      <td>  (40.75624514774764, -73.92120466494264)</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td> 26593296</td>\n      <td> 10/31/2013 12:16:25 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td>           Department of Health and Mental Hygiene</td>\n      <td>       Food Establishment</td>\n      <td>          Rodents/Insects/Garbage</td>\n      <td>    Restaurant/Bar/Deli/Bakery</td>\n      <td> 10014</td>\n      <td>     12 CHRISTOPHER STREET</td>\n      <td>  CHRISTOPHER STREET</td>\n      <td>  GREENWICH AVENUE</td>\n      <td>                       GAY STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td> 12/07/2013 12:16:25 AM</td>\n      <td>                    NaN</td>\n      <td>         02 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  984181</td>\n      <td> 206685</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.733979</td>\n      <td>-74.000249</td>\n      <td>   (40.73397924003587, -74.0002489720853)</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td> 26590480</td>\n      <td> 10/31/2013 12:15:06 AM</td>\n      <td> 10/31/2013 03:00:20 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>              Store/Commercial</td>\n      <td> 11231</td>\n      <td>       325 COLUMBIA STREET</td>\n      <td>     COLUMBIA STREET</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      LATLONG</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:15:06 AM</td>\n      <td> 10/31/2013 02:58:55 AM</td>\n      <td>          06 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  982995</td>\n      <td> 187440</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.681156</td>\n      <td>-74.004525</td>\n      <td>  (40.68115617695543, -74.00452481832494)</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td> 26589626</td>\n      <td> 10/31/2013 12:14:42 AM</td>\n      <td> 10/31/2013 01:39:00 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11234</td>\n      <td>      2192 FLATBUSH AVENUE</td>\n      <td>     FLATBUSH AVENUE</td>\n      <td>    EAST 46 STREET</td>\n      <td>                         AVENUE O</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:14:42 AM</td>\n      <td> 10/31/2013 01:39:00 AM</td>\n      <td>          18 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1003628</td>\n      <td> 163910</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.616550</td>\n      <td>-73.930202</td>\n      <td>  (40.61655032892211, -73.93020153359745)</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td> 26592898</td>\n      <td> 10/31/2013 12:12:08 AM</td>\n      <td> 10/31/2013 01:13:45 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>             Noise - Park</td>\n      <td>                     Loud Talking</td>\n      <td>               Park/Playground</td>\n      <td> 10457</td>\n      <td>        CROTONA PARK NORTH</td>\n      <td>  CROTONA PARK NORTH</td>\n      <td>    CLINTON AVENUE</td>\n      <td>                  PROSPECT AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:12:08 AM</td>\n      <td> 10/31/2013 01:13:45 AM</td>\n      <td>             06 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1013947</td>\n      <td> 245819</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.841342</td>\n      <td>-73.892672</td>\n      <td> (40.841341641554614, -73.89267161957397)</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td> 26590446</td>\n      <td> 10/31/2013 12:11:58 AM</td>\n      <td> 10/31/2013 01:54:38 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                 Loud Music/Party</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10459</td>\n      <td>       819 EAST 167 STREET</td>\n      <td>     EAST 167 STREET</td>\n      <td>      UNION AVENUE</td>\n      <td>                  PROSPECT AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:11:58 AM</td>\n      <td> 10/31/2013 01:54:38 AM</td>\n      <td>             03 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1011935</td>\n      <td> 240454</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.826623</td>\n      <td>-73.899965</td>\n      <td>  (40.826622810177874, -73.8999653556452)</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td> 26595546</td>\n      <td> 10/31/2013 12:09:07 AM</td>\n      <td> 10/31/2013 12:53:12 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10465</td>\n      <td>  4005 EAST TREMONT AVENUE</td>\n      <td> EAST TREMONT AVENUE</td>\n      <td>    SAMPSON AVENUE</td>\n      <td>                     GERBER PLACE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:09:07 AM</td>\n      <td> 10/31/2013 12:53:12 AM</td>\n      <td>             10 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1034640</td>\n      <td> 238172</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.820259</td>\n      <td>-73.817942</td>\n      <td> (40.820259030934515, -73.81794234356029)</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td> 26595944</td>\n      <td> 10/31/2013 12:08:47 AM</td>\n      <td>                    NaN</td>\n      <td>   TLC</td>\n      <td>                     Taxi and Limousine Commission</td>\n      <td>           Taxi Complaint</td>\n      <td>                 Driver Complaint</td>\n      <td>                           NaN</td>\n      <td> 10036</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> WEST   46 STREET</td>\n      <td>        10 AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td> 11/14/2013 12:08:47 AM</td>\n      <td>                    NaN</td>\n      <td>         04 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  986020</td>\n      <td> 216961</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> Other</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.762184</td>\n      <td>-73.993611</td>\n      <td>  (40.76218409774632, -73.99361062023596)</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td> 26595084</td>\n      <td> 10/31/2013 12:07:45 AM</td>\n      <td> 10/31/2013 01:43:11 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10014</td>\n      <td>     12 CHRISTOPHER STREET</td>\n      <td>  CHRISTOPHER STREET</td>\n      <td>  GREENWICH AVENUE</td>\n      <td>                       GAY STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:07:45 AM</td>\n      <td> 10/31/2013 01:43:11 AM</td>\n      <td>         02 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  984181</td>\n      <td> 206685</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.733979</td>\n      <td>-74.000249</td>\n      <td>   (40.73397924003587, -74.0002489720853)</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td> 26595553</td>\n      <td> 10/31/2013 12:05:10 AM</td>\n      <td> 10/31/2013 02:43:43 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                     Loud Talking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11225</td>\n      <td>        25 LEFFERTS AVENUE</td>\n      <td>     LEFFERTS AVENUE</td>\n      <td> WASHINGTON AVENUE</td>\n      <td>                   BEDFORD AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:05:10 AM</td>\n      <td> 10/31/2013 01:29:29 AM</td>\n      <td>          09 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  995366</td>\n      <td> 180388</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.661793</td>\n      <td>-73.959934</td>\n      <td>   (40.6617931276793, -73.95993363978067)</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td> 26594087</td>\n      <td> 10/31/2013 12:04:50 AM</td>\n      <td> 10/31/2013 01:09:38 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>              Store/Commercial</td>\n      <td> 10011</td>\n      <td>      258 WEST 15TH STREET</td>\n      <td>    WEST 15TH STREET</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      LATLONG</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:04:50 AM</td>\n      <td> 10/31/2013 01:09:38 AM</td>\n      <td>         04 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  983789</td>\n      <td> 208891</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.740034</td>\n      <td>-74.001664</td>\n      <td>  (40.74003415280169, -74.00166357336052)</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td> 26595572</td>\n      <td> 10/31/2013 12:03:27 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td>        Broken Muni Meter</td>\n      <td>                       No Receipt</td>\n      <td>                        Street</td>\n      <td> 10003</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> EAST   10 STREET</td>\n      <td>         2 AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td> 11/21/2013 12:03:27 AM</td>\n      <td>                    NaN</td>\n      <td>         03 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  987906</td>\n      <td> 205154</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.729776</td>\n      <td>-73.986809</td>\n      <td>  (40.72977626532991, -73.98680891976119)</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td> 26590848</td>\n      <td> 10/31/2013 12:02:01 AM</td>\n      <td> 10/31/2013 01:02:28 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11207</td>\n      <td>          422 WYONA STREET</td>\n      <td>        WYONA STREET</td>\n      <td>     SUTTER AVENUE</td>\n      <td>                     BLAKE AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:02:01 AM</td>\n      <td> 10/31/2013 01:02:28 AM</td>\n      <td>          05 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1014188</td>\n      <td> 182855</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.668521</td>\n      <td>-73.892081</td>\n      <td>  (40.66852085465471, -73.89208096944678)</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td> 26590413</td>\n      <td> 10/31/2013 12:01:47 AM</td>\n      <td> 10/31/2013 12:39:31 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10002</td>\n      <td>      121 RIVINGTON STREET</td>\n      <td>    RIVINGTON STREET</td>\n      <td>      ESSEX STREET</td>\n      <td>                   NORFOLK STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:01:47 AM</td>\n      <td> 10/31/2013 12:39:31 AM</td>\n      <td>         03 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  987766</td>\n      <td> 201503</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.719755</td>\n      <td>-73.987316</td>\n      <td>  (40.71975521311322, -73.98731595609806)</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td> 26591287</td>\n      <td> 10/31/2013 12:01:45 AM</td>\n      <td> 10/31/2013 12:02:37 AM</td>\n      <td>   HRA</td>\n      <td>                      HRA Benefit Card Replacement</td>\n      <td> Benefit Card Replacement</td>\n      <td>                         Medicaid</td>\n      <td>            NYC Street Address</td>\n      <td>   NaN</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>          NaN</td>\n      <td>                 NaN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>   Closed</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>        0 Unspecified</td>\n      <td>   Unspecified</td>\n      <td>     NaN</td>\n      <td>    NaN</td>\n      <td> Unspecified</td>\n      <td>   Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>       NaN</td>\n      <td>       NaN</td>\n      <td>                                      NaN</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td> 26595001</td>\n      <td> 10/31/2013 12:01:34 AM</td>\n      <td> 10/31/2013 01:32:43 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>              Store/Commercial</td>\n      <td> 10034</td>\n      <td>     524 WEST 207TH STREET</td>\n      <td>   WEST 207TH STREET</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      LATLONG</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:01:34 AM</td>\n      <td> 10/31/2013 01:32:43 AM</td>\n      <td>         01 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td> 1006481</td>\n      <td> 254514</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.865229</td>\n      <td>-73.919626</td>\n      <td>  (40.86522877164924, -73.91962575276823)</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td> 26591162</td>\n      <td> 10/31/2013 12:01:00 AM</td>\n      <td>                    NaN</td>\n      <td>  DSNY</td>\n      <td>                              BCC - Brooklyn South</td>\n      <td>     Sanitation Condition</td>\n      <td> 15 Street Cond/Dump-Out/Drop-Off</td>\n      <td>                        Street</td>\n      <td> 11231</td>\n      <td>       135 COLUMBIA STREET</td>\n      <td>     COLUMBIA STREET</td>\n      <td>       KANE STREET</td>\n      <td>                    IRVING STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td> DSNY Garage</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>          06 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  983797</td>\n      <td> 189648</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.687217</td>\n      <td>-74.001633</td>\n      <td>  (40.68721671044577, -74.00163340956126)</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td> 26593459</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>                    NaN</td>\n      <td>   HPD</td>\n      <td> Department of Housing Preservation and Develop...</td>\n      <td>                 ELECTRIC</td>\n      <td>                  ELECTRIC-SUPPLY</td>\n      <td>          RESIDENTIAL BUILDING</td>\n      <td> 11233</td>\n      <td>         199 HOWARD AVENUE</td>\n      <td>       HOWARD AVENUE</td>\n      <td> BAINBRIDGE STREET</td>\n      <td>                  CHAUNCEY STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>          03 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1006513</td>\n      <td> 187623</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.681631</td>\n      <td>-73.919732</td>\n      <td>  (40.68163056217252, -73.91973166452124)</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td> 26592634</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>                    NaN</td>\n      <td>   HPD</td>\n      <td> Department of Housing Preservation and Develop...</td>\n      <td>                 PLUMBING</td>\n      <td>                       BASIN/SINK</td>\n      <td>          RESIDENTIAL BUILDING</td>\n      <td> 11233</td>\n      <td>         199 HOWARD AVENUE</td>\n      <td>       HOWARD AVENUE</td>\n      <td> BAINBRIDGE STREET</td>\n      <td>                  CHAUNCEY STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>          03 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1006513</td>\n      <td> 187623</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.681631</td>\n      <td>-73.919732</td>\n      <td>  (40.68163056217252, -73.91973166452124)</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td> 26591688</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>                    NaN</td>\n      <td>   HPD</td>\n      <td> Department of Housing Preservation and Develop...</td>\n      <td>                  HEATING</td>\n      <td>                             HEAT</td>\n      <td>          RESIDENTIAL BUILDING</td>\n      <td> 10453</td>\n      <td>       150 WEST 179 STREET</td>\n      <td>     WEST 179 STREET</td>\n      <td>    ANDREWS AVENUE</td>\n      <td>                     LORING PLACE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>             05 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1008161</td>\n      <td> 250940</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.855415</td>\n      <td>-73.913565</td>\n      <td> (40.855414830918306, -73.91356461276855)</td>\n    </tr>\n    <tr>\n      <th></th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n  </tbody>\n</table>\n<p>111069 rows \u00d7 52 columns</p>\n</div>", "text/plain": "    Unique Key            Created Date             Closed Date Agency                                        Agency Name            Complaint Type                        Descriptor                  Location Type Incident Zip           Incident Address          Street Name     Cross Street 1                    Cross Street 2 Intersection Street 1 Intersection Street 2  Address Type                 City Landmark Facility Type    Status                Due Date Resolution Action Updated Date       Community Board        Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name   Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                  Location\n0     26589651  10/31/2013 02:08:41 AM                     NaN   NYPD                    New York City Police Department   Noise - Street/Sidewalk                      Loud Talking                Street/Sidewalk        11432           90-03 169 STREET           169 STREET          90 AVENUE                         91 AVENUE                   NaN                   NaN       ADDRESS              JAMAICA      NaN      Precinct  Assigned  10/31/2013 10:08:41 AM         10/31/2013 02:35:17 AM             12 QUEENS         QUEENS                     1042027                      197389        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.708275 -73.791604   (40.70827532593202, -73.79160395779721)\n1     26593698  10/31/2013 02:01:04 AM                     NaN   NYPD                    New York City Police Department           Illegal Parking      Commercial Overnight Parking                Street/Sidewalk        11378                  58 AVENUE            58 AVENUE           58 PLACE                         59 STREET                   NaN                   NaN     BLOCKFACE              MASPETH      NaN      Precinct      Open  10/31/2013 10:01:04 AM                            NaN             05 QUEENS         QUEENS                     1009349                      201984        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.721041 -73.909453  (40.721040535628305, -73.90945306791765)\n2     26594139  10/31/2013 02:00:24 AM  10/31/2013 02:40:32 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10032              4060 BROADWAY             BROADWAY    WEST 171 STREET                   WEST 172 STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 10:00:24 AM         10/31/2013 02:39:42 AM          12 MANHATTAN      MANHATTAN                     1001088                      246531        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.843330 -73.939144   (40.84332975466513, -73.93914371913482)\n3     26595721  10/31/2013 01:56:23 AM  10/31/2013 02:21:48 AM   NYPD                    New York City Police Department           Noise - Vehicle                    Car/Truck Horn                Street/Sidewalk        10023             WEST 72 STREET       WEST 72 STREET    COLUMBUS AVENUE                  AMSTERDAM AVENUE                   NaN                   NaN     BLOCKFACE             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:56:23 AM         10/31/2013 02:21:10 AM          07 MANHATTAN      MANHATTAN                      989730                      222727        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.778009 -73.980213    (40.7780087446372, -73.98021349023975)\n4     26590930  10/31/2013 01:53:44 AM                     NaN  DOHMH            Department of Health and Mental Hygiene                    Rodent      Condition Attracting Rodents                     Vacant Lot        10027            WEST 124 STREET      WEST 124 STREET       LENOX AVENUE  ADAM CLAYTON POWELL JR BOULEVARD                   NaN                   NaN     BLOCKFACE             NEW YORK      NaN           NaN   Pending  11/30/2013 01:53:44 AM         10/31/2013 01:59:54 AM          10 MANHATTAN      MANHATTAN                      998815                      233545        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.807691 -73.947387   (40.80769092704951, -73.94738703491433)\n5     26592370  10/31/2013 01:46:52 AM                     NaN   NYPD                    New York City Police Department        Noise - Commercial                  Banging/Pounding            Club/Bar/Restaurant        11372                  37 AVENUE            37 AVENUE          84 STREET                         85 STREET                   NaN                   NaN     BLOCKFACE      JACKSON HEIGHTS      NaN      Precinct      Open  10/31/2013 09:46:52 AM                            NaN             03 QUEENS         QUEENS                     1016948                      212540        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.749989 -73.881988    (40.7499893014072, -73.88198770727831)\n6     26595682  10/31/2013 01:46:40 AM                     NaN   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        11419          107-50 109 STREET           109 STREET         107 AVENUE                        109 AVENUE                   NaN                   NaN       ADDRESS  SOUTH RICHMOND HILL      NaN      Precinct  Assigned  10/31/2013 09:46:40 AM         10/31/2013 01:59:51 AM             10 QUEENS         QUEENS                     1030919                      187622        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.681533 -73.831737   (40.68153278675525, -73.83173699701601)\n7     26595195  10/31/2013 01:44:19 AM  10/31/2013 01:58:49 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11417  137-09 CROSSBAY BOULEVARD   CROSSBAY BOULEVARD      PITKIN AVENUE                  VAN WICKLEN ROAD                   NaN                   NaN       ADDRESS           OZONE PARK      NaN      Precinct    Closed  10/31/2013 09:44:19 AM         10/31/2013 01:58:49 AM             10 QUEENS         QUEENS                     1027776                      184076        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.671816 -73.843092   (40.67181584567338, -73.84309181950769)\n8     26590540  10/31/2013 01:44:14 AM  10/31/2013 02:28:04 AM   NYPD                    New York City Police Department        Noise - Commercial                      Loud Talking            Club/Bar/Restaurant        10011         258 WEST 15 STREET       WEST 15 STREET           7 AVENUE                          8 AVENUE                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:44:14 AM         10/31/2013 02:00:56 AM          04 MANHATTAN      MANHATTAN                      984031                      208847        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.739913 -74.000790   (40.73991339303542, -74.00079028612932)\n9     26594392  10/31/2013 01:34:41 AM  10/31/2013 02:23:51 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11225        835 NOSTRAND AVENUE      NOSTRAND AVENUE       UNION STREET                  PRESIDENT STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 09:34:41 AM         10/31/2013 01:48:26 AM           09 BROOKLYN       BROOKLYN                      997941                      182725        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.668204 -73.950648   (40.66820406598287, -73.95064760056546)\n10    26595176  10/31/2013 01:25:12 AM                     NaN   NYPD                    New York City Police Department  Noise - House of Worship                  Loud Music/Party               House of Worship        11218             3775 18 AVENUE            18 AVENUE      EAST 9 STREET                     EAST 8 STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct      Open  10/31/2013 09:25:12 AM                            NaN           14 BROOKLYN       BROOKLYN                      992726                      170399        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.634378 -73.969462   (40.63437840816299, -73.96946177104543)\n11    26591982  10/31/2013 01:24:14 AM  10/31/2013 01:54:39 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10003               187 2 AVENUE             2 AVENUE     EAST 11 STREET                    EAST 12 STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:24:14 AM         10/31/2013 01:54:39 AM          03 MANHATTAN      MANHATTAN                      988110                      205533        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.730816 -73.986073   (40.73081644089586, -73.98607265739876)\n12    26594169  10/31/2013 01:20:57 AM  10/31/2013 02:12:31 AM   NYPD                    New York City Police Department           Illegal Parking    Double Parked Blocking Vehicle                Street/Sidewalk        10029          65 EAST 99 STREET       EAST 99 STREET     MADISON AVENUE                       PARK AVENUE                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:20:57 AM         10/31/2013 01:42:05 AM          11 MANHATTAN      MANHATTAN                      997470                      226725        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.788974 -73.952259   (40.78897400211689, -73.95225898702977)\n13    26594391  10/31/2013 01:20:13 AM                     NaN   NYPD                    New York City Police Department           Noise - Vehicle                     Engine Idling                Street/Sidewalk        10466                        NaN                  NaN                NaN                               NaN         STRANG AVENUE       AMUNDSON AVENUE  INTERSECTION                BRONX      NaN      Precinct      Open  10/31/2013 09:20:13 AM                            NaN              12 BRONX          BRONX                     1029467                      264124        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.891517 -73.836457   (40.89151738488846, -73.83645714593568)\n14    26590917  10/31/2013 01:19:54 AM                     NaN  DOHMH            Department of Health and Mental Hygiene                    Rodent                      Rat Sighting  1-2 Family Mixed Use Building        11219                  63 STREET            63 STREET          13 AVENUE                         14 AVENUE                   NaN                   NaN     BLOCKFACE             BROOKLYN      NaN           NaN   Pending  11/30/2013 01:19:54 AM         10/31/2013 01:29:26 AM           10 BROOKLYN       BROOKLYN                      984467                      167519        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.626477 -73.999218    (40.6264774690411, -73.99921826202639)\n15    26591458  10/31/2013 01:14:02 AM  10/31/2013 01:30:34 AM   NYPD                    New York City Police Department  Noise - House of Worship                  Loud Music/Party               House of Worship        10025                        NaN                  NaN                NaN                               NaN      WEST   99 STREET              BROADWAY  INTERSECTION             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:14:02 AM         10/31/2013 01:30:34 AM          07 MANHATTAN      MANHATTAN                      992454                      229500        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.796597 -73.970370    (40.7965967075252, -73.97036973473399)\n16    26594086  10/31/2013 12:54:03 AM  10/31/2013 02:16:39 AM   NYPD                    New York City Police Department   Noise - Street/Sidewalk                  Loud Music/Party                Street/Sidewalk        10310        173 CAMPBELL AVENUE      CAMPBELL AVENUE   HENDERSON AVENUE                      WINEGAR LANE                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:54:03 AM         10/31/2013 02:07:14 AM      01 STATEN ISLAND  STATEN ISLAND                      952013                      171076        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.636182 -74.116150    (40.63618202176914, -74.1161500428337)\n17    26595117  10/31/2013 12:52:46 AM                     NaN   NYPD                    New York City Police Department           Illegal Parking     Posted Parking Sign Violation                Street/Sidewalk        11236                        NaN                  NaN                NaN                               NaN      ROCKAWAY PARKWAY       SKIDMORE AVENUE  INTERSECTION             BROOKLYN      NaN      Precinct      Open  10/31/2013 08:52:46 AM                            NaN           18 BROOKLYN       BROOKLYN                     1015289                      169710        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.632437 -73.888173   (40.63243692394328, -73.88817263437012)\n18    26590389  10/31/2013 12:51:00 AM                     NaN    DOT                       Department of Transportation    Street Light Condition                  Street Light Out                            NaN          NaN                226 42 ST E              42 ST E         CHURCH AVE                        SNYDER AVE                   NaN                   NaN       ADDRESS                  NaN      NaN           NaN      Open                     NaN                            NaN  Unspecified BROOKLYN       BROOKLYN                         NaN                         NaN        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN        NaN        NaN                                       NaN\n19    26594210  10/31/2013 12:46:27 AM                     NaN   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10033                        NaN                  NaN                NaN                               NaN      WEST  184 STREET              BROADWAY  INTERSECTION             NEW YORK      NaN      Precinct  Assigned  10/31/2013 08:46:27 AM         10/31/2013 01:32:41 AM          12 MANHATTAN      MANHATTAN                     1002294                      249712        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.852058 -73.934776   (40.85205827756883, -73.93477640780834)\n20    26592932  10/31/2013 12:43:47 AM  10/31/2013 12:56:20 AM   NYPD                    New York City Police Department  Noise - House of Worship                  Loud Music/Party               House of Worship        11216             778 PARK PLACE           PARK PLACE      ROGERS AVENUE                   NOSTRAND AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:43:47 AM         10/31/2013 12:56:20 AM           08 BROOKLYN       BROOKLYN                      997608                      184656        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.673505 -73.951844   (40.67350473678714, -73.95184414979961)\n21    26594152  10/31/2013 12:41:17 AM  10/31/2013 01:04:37 AM   NYPD                    New York City Police Department        Noise - Commercial                  Banging/Pounding               Store/Commercial        10016              155 E 34TH ST            E 34TH ST                NaN                               NaN                   NaN                   NaN       LATLONG             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:41:17 AM         10/31/2013 01:04:38 AM          06 MANHATTAN      MANHATTAN                      990133                      211136        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.746194 -73.978769   (40.74619417253121, -73.97876853124392)\n22    26589678  10/31/2013 12:39:55 AM                     NaN   NYPD                    New York City Police Department           Noise - Vehicle                   Car/Truck Music                Street/Sidewalk        11419                        NaN                  NaN                NaN                               NaN            112 STREET       ATLANTIC AVENUE  INTERSECTION  SOUTH RICHMOND HILL      NaN      Precinct      Open  10/31/2013 08:39:55 AM                            NaN             09 QUEENS         QUEENS                     1030314                      191578        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.692394 -73.833891    (40.69239424979043, -73.8338912453996)\n23    26592304  10/31/2013 12:38:00 AM                     NaN   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11216        371 TOMPKINS AVENUE      TOMPKINS AVENUE     MADISON STREET                     PUTNAM AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct  Assigned  10/31/2013 08:38:00 AM         10/31/2013 01:16:53 AM           03 BROOKLYN       BROOKLYN                      999720                      188825        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.684944 -73.944221    (40.6849442562592, -73.94422078036632)\n24    26591892  10/31/2013 12:37:16 AM                     NaN   NYPD                    New York City Police Department          Blocked Driveway                    Partial Access                Street/Sidewalk        10305            1496 BAY STREET           BAY STREET       LYMAN AVENUE                       SCHOOL ROAD                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN      Precinct  Assigned  10/31/2013 08:37:16 AM         10/31/2013 12:52:10 AM      01 STATEN ISLAND  STATEN ISLAND                      967283                      160518        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.607245 -74.061106   (40.60724493456944, -74.06110566015863)\n25    26591573  10/31/2013 12:35:18 AM  10/31/2013 02:41:35 AM   NYPD                    New York City Police Department   Noise - Street/Sidewalk                      Loud Talking                Street/Sidewalk        10312          24 PRINCETON LANE       PRINCETON LANE      HAMPTON GREEN                          DEAD END                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:35:18 AM         10/31/2013 01:45:17 AM      03 STATEN ISLAND  STATEN ISLAND                      929577                      140964        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.553421 -74.196743   (40.55342078716953, -74.19674315017886)\n26    26590509  10/31/2013 12:33:00 AM                     NaN    DOT                       Department of Transportation    Street Light Condition                  Street Light Out                            NaN          NaN                    38 ST E              38 ST E         CHURCH AVE                       LINDEN BLVD                   NaN                   NaN     BLOCKFACE                  NaN      NaN           NaN      Open                     NaN                            NaN  Unspecified BROOKLYN       BROOKLYN                         NaN                         NaN        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN        NaN        NaN                                       NaN\n27    26591379  10/31/2013 12:32:44 AM                     NaN  DOHMH            Department of Health and Mental Hygiene      Harboring Bees/Wasps       Bees/Wasps - Not a beekeper   3+ Family Mixed Use Building        10025        501 WEST 110 STREET      WEST 110 STREET   AMSTERDAM AVENUE                          BROADWAY                   NaN                   NaN       ADDRESS             NEW YORK      NaN           NaN      Open  11/30/2013 12:32:44 AM                            NaN          09 MANHATTAN      MANHATTAN                      994143                      231888        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.803149 -73.964266   (40.80314938553783, -73.96426608076082)\n28    26594085  10/31/2013 12:32:08 AM                     NaN   NYPD                    New York City Police Department   Noise - Street/Sidewalk                      Loud Talking                Street/Sidewalk        10026        121 WEST 116 STREET      WEST 116 STREET       LENOX AVENUE                          7 AVENUE                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct  Assigned  10/31/2013 08:32:08 AM         10/31/2013 02:00:57 AM          10 MANHATTAN      MANHATTAN                      997947                      231613        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.802390 -73.950526   (40.80238950799943, -73.95052644123253)\n29    26589201  10/31/2013 12:32:00 AM                     NaN    DOT                       Department of Transportation    Street Light Condition                  Street Light Out                            NaN        10309         295 BAYVIEW AVENUE       BAYVIEW AVENUE        VAIL AVENUE                      BAYVIEW LANE                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN           NaN      Open                     NaN                            NaN      03 STATEN ISLAND  STATEN ISLAND                      927687                      127837        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.517378 -74.203435  (40.517377871705676, -74.20343466779575)\n30    26591641  10/31/2013 12:31:17 AM  10/31/2013 02:41:36 AM   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        10312          24 PRINCETON LANE       PRINCETON LANE      HAMPTON GREEN                          DEAD END                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:31:17 AM         10/31/2013 01:43:09 AM      03 STATEN ISLAND  STATEN ISLAND                      929577                      140964        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.553421 -74.196743   (40.55342078716953, -74.19674315017886)\n31    26595564  10/31/2013 12:30:36 AM                     NaN   NYPD                    New York City Police Department   Noise - Street/Sidewalk                  Loud Music/Party                Street/Sidewalk        11236                   AVENUE J             AVENUE J     EAST 80 STREET                    EAST 81 STREET                   NaN                   NaN     BLOCKFACE             BROOKLYN      NaN      Precinct      Open  10/31/2013 08:30:36 AM                            NaN           18 BROOKLYN       BROOKLYN                     1008937                      170310        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.634104 -73.911055  (40.634103775951736, -73.91105541883589)\n32    26591378  10/31/2013 12:30:31 AM                     NaN    TLC                      Taxi and Limousine Commission            Taxi Complaint                  Driver Complaint                            NaN        10036              645 10 AVENUE            10 AVENUE     WEST 45 STREET                    WEST 46 STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN           NaN      Open                     NaN                            NaN          04 MANHATTAN      MANHATTAN                      985965                      216868        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                 Other                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.761929 -73.993809  (40.761928847500016, -73.99380918401052)\n33    26593872  10/31/2013 12:29:47 AM  10/31/2013 12:38:29 AM   NYPD                    New York City Police Department  Noise - House of Worship                  Banging/Pounding               House of Worship        10025                        NaN                  NaN                NaN                               NaN      WEST   99 STREET      AMSTERDAM AVENUE  INTERSECTION             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:29:47 AM         10/31/2013 12:38:29 AM          07 MANHATTAN      MANHATTAN                      992846                      229279        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.795990 -73.968954  (40.795989749917204, -73.96895423714467)\n34    26591420  10/31/2013 12:28:30 AM  10/31/2013 02:06:11 AM   NYPD                    New York City Police Department       Homeless Encampment                               NaN     Residential Building/House        10025              2754 BROADWAY             BROADWAY    WEST 105 STREET                   WEST 106 STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:28:30 AM         10/31/2013 02:06:11 AM          07 MANHATTAN      MANHATTAN                      993139                      231139        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.801095 -73.967894    (40.8010946529914, -73.96789356094007)\n35    26592976  10/31/2013 12:23:24 AM  10/31/2013 01:05:41 AM   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        11433            173-41 103 ROAD             103 ROAD         173 STREET                        177 STREET                   NaN                   NaN       ADDRESS              JAMAICA      NaN      Precinct    Closed  10/31/2013 08:23:24 AM         10/31/2013 01:05:41 AM             12 QUEENS         QUEENS                     1044124                      195866        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.704081 -73.784054   (40.70408112125158, -73.78405385422116)\n36    26590262  10/31/2013 12:23:00 AM                     NaN    DOT                       Department of Transportation  Traffic Signal Condition                        Controller                            NaN        11235                        NaN                  NaN                NaN                               NaN       SHORE BOULEVARD            CASS PLACE  INTERSECTION             BROOKLYN      NaN           NaN      Open                     NaN                            NaN           15 BROOKLYN       BROOKLYN                      997073                      151225        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.581744 -73.953836    (40.5817444882428, -73.95383634845487)\n37    26589606  10/31/2013 12:20:44 AM  10/31/2013 02:10:24 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11216        826 ST JOHN'S PLACE      ST JOHN'S PLACE      ROGERS AVENUE                   NOSTRAND AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:20:44 AM         10/31/2013 02:10:24 AM           08 BROOKLYN       BROOKLYN                      997865                      183985        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.671663 -73.950919  (40.671662601079895, -73.95091901534035)\n38    26592083  10/31/2013 12:20:00 AM                     NaN    DOT                       Department of Transportation  Traffic Signal Condition                        Controller                            NaN        11213                        NaN                  NaN                NaN                               NaN        BUFFALO AVENUE            PARK PLACE  INTERSECTION             BROOKLYN      NaN           NaN      Open                     NaN                            NaN           08 BROOKLYN       BROOKLYN                     1004987                      184136        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.672063 -73.925244   (40.67206324438088, -73.92524432147842)\n39    26593840  10/31/2013 12:19:48 AM                     NaN   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        11379              78-41 68 ROAD              68 ROAD          78 STREET                         79 STREET                   NaN                   NaN       ADDRESS       MIDDLE VILLAGE      NaN      Precinct      Open  10/31/2013 08:19:48 AM                            NaN             05 QUEENS         QUEENS                     1019062                      198120        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.710402 -73.874433    (40.71040190143904, -73.8744325577748)\n40    26589646  10/31/2013 12:18:05 AM  10/31/2013 01:26:15 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11101      34-19 STEINWAY STREET      STEINWAY STREET          34 AVENUE                         35 AVENUE                   NaN                   NaN       ADDRESS     LONG ISLAND CITY      NaN      Precinct    Closed  10/31/2013 08:18:05 AM         10/31/2013 01:26:15 AM             01 QUEENS         QUEENS                     1006080                      214807        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.756245 -73.921205   (40.75624514774764, -73.92120466494264)\n41    26593296  10/31/2013 12:16:25 AM                     NaN  DOHMH            Department of Health and Mental Hygiene        Food Establishment           Rodents/Insects/Garbage     Restaurant/Bar/Deli/Bakery        10014      12 CHRISTOPHER STREET   CHRISTOPHER STREET   GREENWICH AVENUE                        GAY STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN           NaN      Open  12/07/2013 12:16:25 AM                            NaN          02 MANHATTAN      MANHATTAN                      984181                      206685        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.733979 -74.000249    (40.73397924003587, -74.0002489720853)\n42    26590480  10/31/2013 12:15:06 AM  10/31/2013 03:00:20 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party               Store/Commercial        11231        325 COLUMBIA STREET      COLUMBIA STREET                NaN                               NaN                   NaN                   NaN       LATLONG             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:15:06 AM         10/31/2013 02:58:55 AM           06 BROOKLYN       BROOKLYN                      982995                      187440        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.681156 -74.004525   (40.68115617695543, -74.00452481832494)\n43    26589626  10/31/2013 12:14:42 AM  10/31/2013 01:39:00 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11234       2192 FLATBUSH AVENUE      FLATBUSH AVENUE     EAST 46 STREET                          AVENUE O                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:14:42 AM         10/31/2013 01:39:00 AM           18 BROOKLYN       BROOKLYN                     1003628                      163910        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.616550 -73.930202   (40.61655032892211, -73.93020153359745)\n44    26592898  10/31/2013 12:12:08 AM  10/31/2013 01:13:45 AM   NYPD                    New York City Police Department              Noise - Park                      Loud Talking                Park/Playground        10457         CROTONA PARK NORTH   CROTONA PARK NORTH     CLINTON AVENUE                   PROSPECT AVENUE                   NaN                   NaN     BLOCKFACE                BRONX      NaN      Precinct    Closed  10/31/2013 08:12:08 AM         10/31/2013 01:13:45 AM              06 BRONX          BRONX                     1013947                      245819        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.841342 -73.892672  (40.841341641554614, -73.89267161957397)\n45    26590446  10/31/2013 12:11:58 AM  10/31/2013 01:54:38 AM   NYPD                    New York City Police Department   Noise - Street/Sidewalk                  Loud Music/Party                Street/Sidewalk        10459        819 EAST 167 STREET      EAST 167 STREET       UNION AVENUE                   PROSPECT AVENUE                   NaN                   NaN       ADDRESS                BRONX      NaN      Precinct    Closed  10/31/2013 08:11:58 AM         10/31/2013 01:54:38 AM              03 BRONX          BRONX                     1011935                      240454        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.826623 -73.899965   (40.826622810177874, -73.8999653556452)\n46    26595546  10/31/2013 12:09:07 AM  10/31/2013 12:53:12 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10465   4005 EAST TREMONT AVENUE  EAST TREMONT AVENUE     SAMPSON AVENUE                      GERBER PLACE                   NaN                   NaN       ADDRESS                BRONX      NaN      Precinct    Closed  10/31/2013 08:09:07 AM         10/31/2013 12:53:12 AM              10 BRONX          BRONX                     1034640                      238172        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.820259 -73.817942  (40.820259030934515, -73.81794234356029)\n47    26595944  10/31/2013 12:08:47 AM                     NaN    TLC                      Taxi and Limousine Commission            Taxi Complaint                  Driver Complaint                            NaN        10036                        NaN                  NaN                NaN                               NaN      WEST   46 STREET             10 AVENUE  INTERSECTION             NEW YORK      NaN           NaN      Open  11/14/2013 12:08:47 AM                            NaN          04 MANHATTAN      MANHATTAN                      986020                      216961        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                 Other                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.762184 -73.993611   (40.76218409774632, -73.99361062023596)\n48    26595084  10/31/2013 12:07:45 AM  10/31/2013 01:43:11 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10014      12 CHRISTOPHER STREET   CHRISTOPHER STREET   GREENWICH AVENUE                        GAY STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:07:45 AM         10/31/2013 01:43:11 AM          02 MANHATTAN      MANHATTAN                      984181                      206685        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.733979 -74.000249    (40.73397924003587, -74.0002489720853)\n49    26595553  10/31/2013 12:05:10 AM  10/31/2013 02:43:43 AM   NYPD                    New York City Police Department   Noise - Street/Sidewalk                      Loud Talking                Street/Sidewalk        11225         25 LEFFERTS AVENUE      LEFFERTS AVENUE  WASHINGTON AVENUE                    BEDFORD AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:05:10 AM         10/31/2013 01:29:29 AM           09 BROOKLYN       BROOKLYN                      995366                      180388        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.661793 -73.959934    (40.6617931276793, -73.95993363978067)\n50    26594087  10/31/2013 12:04:50 AM  10/31/2013 01:09:38 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party               Store/Commercial        10011       258 WEST 15TH STREET     WEST 15TH STREET                NaN                               NaN                   NaN                   NaN       LATLONG             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:04:50 AM         10/31/2013 01:09:38 AM          04 MANHATTAN      MANHATTAN                      983789                      208891        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.740034 -74.001664   (40.74003415280169, -74.00166357336052)\n51    26595572  10/31/2013 12:03:27 AM                     NaN    DOT                       Department of Transportation         Broken Muni Meter                        No Receipt                         Street        10003                        NaN                  NaN                NaN                               NaN      EAST   10 STREET              2 AVENUE  INTERSECTION             NEW YORK      NaN           NaN      Open  11/21/2013 12:03:27 AM                            NaN          03 MANHATTAN      MANHATTAN                      987906                      205154        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.729776 -73.986809   (40.72977626532991, -73.98680891976119)\n52    26590848  10/31/2013 12:02:01 AM  10/31/2013 01:02:28 AM   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        11207           422 WYONA STREET         WYONA STREET      SUTTER AVENUE                      BLAKE AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:02:01 AM         10/31/2013 01:02:28 AM           05 BROOKLYN       BROOKLYN                     1014188                      182855        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.668521 -73.892081   (40.66852085465471, -73.89208096944678)\n53    26590413  10/31/2013 12:01:47 AM  10/31/2013 12:39:31 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10002       121 RIVINGTON STREET     RIVINGTON STREET       ESSEX STREET                    NORFOLK STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:01:47 AM         10/31/2013 12:39:31 AM          03 MANHATTAN      MANHATTAN                      987766                      201503        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.719755 -73.987316   (40.71975521311322, -73.98731595609806)\n54    26591287  10/31/2013 12:01:45 AM  10/31/2013 12:02:37 AM    HRA                       HRA Benefit Card Replacement  Benefit Card Replacement                          Medicaid             NYC Street Address          NaN                        NaN                  NaN                NaN                               NaN                   NaN                   NaN           NaN                  NaN      NaN           NaN    Closed                     NaN                            NaN         0 Unspecified    Unspecified                         NaN                         NaN        Unspecified    Unspecified  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN        NaN        NaN                                       NaN\n55    26595001  10/31/2013 12:01:34 AM  10/31/2013 01:32:43 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party               Store/Commercial        10034      524 WEST 207TH STREET    WEST 207TH STREET                NaN                               NaN                   NaN                   NaN       LATLONG             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:01:34 AM         10/31/2013 01:32:43 AM          01 MANHATTAN      MANHATTAN                     1006481                      254514        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.865229 -73.919626   (40.86522877164924, -73.91962575276823)\n56    26591162  10/31/2013 12:01:00 AM                     NaN   DSNY                               BCC - Brooklyn South      Sanitation Condition  15 Street Cond/Dump-Out/Drop-Off                         Street        11231        135 COLUMBIA STREET      COLUMBIA STREET        KANE STREET                     IRVING STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN   DSNY Garage      Open                     NaN                            NaN           06 BROOKLYN       BROOKLYN                      983797                      189648        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.687217 -74.001633   (40.68721671044577, -74.00163340956126)\n57    26593459  10/31/2013 12:00:00 AM                     NaN    HPD  Department of Housing Preservation and Develop...                  ELECTRIC                   ELECTRIC-SUPPLY           RESIDENTIAL BUILDING        11233          199 HOWARD AVENUE        HOWARD AVENUE  BAINBRIDGE STREET                   CHAUNCEY STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN           NaN      Open                     NaN         10/31/2013 12:00:00 AM           03 BROOKLYN       BROOKLYN                     1006513                      187623        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.681631 -73.919732   (40.68163056217252, -73.91973166452124)\n58    26592634  10/31/2013 12:00:00 AM                     NaN    HPD  Department of Housing Preservation and Develop...                  PLUMBING                        BASIN/SINK           RESIDENTIAL BUILDING        11233          199 HOWARD AVENUE        HOWARD AVENUE  BAINBRIDGE STREET                   CHAUNCEY STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN           NaN      Open                     NaN         10/31/2013 12:00:00 AM           03 BROOKLYN       BROOKLYN                     1006513                      187623        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.681631 -73.919732   (40.68163056217252, -73.91973166452124)\n59    26591688  10/31/2013 12:00:00 AM                     NaN    HPD  Department of Housing Preservation and Develop...                   HEATING                              HEAT           RESIDENTIAL BUILDING        10453        150 WEST 179 STREET      WEST 179 STREET     ANDREWS AVENUE                      LORING PLACE                   NaN                   NaN       ADDRESS                BRONX      NaN           NaN      Open                     NaN         10/31/2013 12:00:00 AM              05 BRONX          BRONX                     1008161                      250940        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.855415 -73.913565  (40.855414830918306, -73.91356461276855)\n           ...                     ...                     ...    ...                                                ...                       ...                               ...                            ...          ...                        ...                  ...                ...                               ...                   ...                   ...           ...                  ...      ...           ...       ...                     ...                            ...                   ...            ...                         ...                         ...                ...            ...          ...           ...           ...          ...                 ...            ...          ...          ...          ...              ...                           ...          ...                  ...                   ...                 ...                      ...       ...                    ...             ...             ...                 ...        ...        ...                                       ...\n\n[111069 rows x 52 columns]"}, "output_type": "execute_result"}], "source": "complaints"}, {"source": "# 2.2 Selecting columns and rows", "cell_type": "markdown", "metadata": {}}, {"source": "To select a column, we index with the name of the column, like this:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 4, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 4, "metadata": {}, "data": {"text/plain": "0      Noise - Street/Sidewalk\n1              Illegal Parking\n2           Noise - Commercial\n3              Noise - Vehicle\n4                       Rodent\n5           Noise - Commercial\n6             Blocked Driveway\n7           Noise - Commercial\n8           Noise - Commercial\n9           Noise - Commercial\n10    Noise - House of Worship\n11          Noise - Commercial\n12             Illegal Parking\n13             Noise - Vehicle\n14                      Rodent\n...\n111054    Noise - Street/Sidewalk\n111055         Noise - Commercial\n111056      Street Sign - Missing\n111057                      Noise\n111058         Noise - Commercial\n111059    Noise - Street/Sidewalk\n111060                      Noise\n111061         Noise - Commercial\n111062               Water System\n111063               Water System\n111064    Maintenance or Facility\n111065            Illegal Parking\n111066    Noise - Street/Sidewalk\n111067         Noise - Commercial\n111068           Blocked Driveway\nName: Complaint Type, Length: 111069, dtype: object"}, "output_type": "execute_result"}], "source": "complaints['Complaint Type']"}, {"source": "To get the first 5 rows of a dataframe, we can use a slice: `df[:5]`.\n\nThis is a great way to get a sense for what kind of information is in the dataframe -- take a minute to look at the contents and get a feel for this dataset.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 5, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 5, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td> 26589651</td>\n      <td> 10/31/2013 02:08:41 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>                 Loud Talking</td>\n      <td>     Street/Sidewalk</td>\n      <td> 11432</td>\n      <td> 90-03 169 STREET</td>\n      <td>      169 STREET</td>\n      <td>       90 AVENUE</td>\n      <td>                        91 AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   ADDRESS</td>\n      <td>  JAMAICA</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 10:08:41 AM</td>\n      <td> 10/31/2013 02:35:17 AM</td>\n      <td>    12 QUEENS</td>\n      <td>    QUEENS</td>\n      <td> 1042027</td>\n      <td> 197389</td>\n      <td> Unspecified</td>\n      <td>    QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.708275</td>\n      <td>-73.791604</td>\n      <td>  (40.70827532593202, -73.79160395779721)</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td> 26593698</td>\n      <td> 10/31/2013 02:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>         Illegal Parking</td>\n      <td> Commercial Overnight Parking</td>\n      <td>     Street/Sidewalk</td>\n      <td> 11378</td>\n      <td>        58 AVENUE</td>\n      <td>       58 AVENUE</td>\n      <td>        58 PLACE</td>\n      <td>                        59 STREET</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td>  MASPETH</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 10:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>    05 QUEENS</td>\n      <td>    QUEENS</td>\n      <td> 1009349</td>\n      <td> 201984</td>\n      <td> Unspecified</td>\n      <td>    QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.721041</td>\n      <td>-73.909453</td>\n      <td> (40.721040535628305, -73.90945306791765)</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td> 26594139</td>\n      <td> 10/31/2013 02:00:24 AM</td>\n      <td> 10/31/2013 02:40:32 AM</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>      Noise - Commercial</td>\n      <td>             Loud Music/Party</td>\n      <td> Club/Bar/Restaurant</td>\n      <td> 10032</td>\n      <td>    4060 BROADWAY</td>\n      <td>        BROADWAY</td>\n      <td> WEST 171 STREET</td>\n      <td>                  WEST 172 STREET</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   ADDRESS</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 10:00:24 AM</td>\n      <td> 10/31/2013 02:39:42 AM</td>\n      <td> 12 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td> 1001088</td>\n      <td> 246531</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.843330</td>\n      <td>-73.939144</td>\n      <td>  (40.84332975466513, -73.93914371913482)</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td> 26595721</td>\n      <td> 10/31/2013 01:56:23 AM</td>\n      <td> 10/31/2013 02:21:48 AM</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>         Noise - Vehicle</td>\n      <td>               Car/Truck Horn</td>\n      <td>     Street/Sidewalk</td>\n      <td> 10023</td>\n      <td>   WEST 72 STREET</td>\n      <td>  WEST 72 STREET</td>\n      <td> COLUMBUS AVENUE</td>\n      <td>                 AMSTERDAM AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:56:23 AM</td>\n      <td> 10/31/2013 02:21:10 AM</td>\n      <td> 07 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td>  989730</td>\n      <td> 222727</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.778009</td>\n      <td>-73.980213</td>\n      <td>   (40.7780087446372, -73.98021349023975)</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td> 26590930</td>\n      <td> 10/31/2013 01:53:44 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td> Department of Health and Mental Hygiene</td>\n      <td>                  Rodent</td>\n      <td> Condition Attracting Rodents</td>\n      <td>          Vacant Lot</td>\n      <td> 10027</td>\n      <td>  WEST 124 STREET</td>\n      <td> WEST 124 STREET</td>\n      <td>    LENOX AVENUE</td>\n      <td> ADAM CLAYTON POWELL JR BOULEVARD</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td>      NaN</td>\n      <td>  Pending</td>\n      <td> 11/30/2013 01:53:44 AM</td>\n      <td> 10/31/2013 01:59:54 AM</td>\n      <td> 10 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td>  998815</td>\n      <td> 233545</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.807691</td>\n      <td>-73.947387</td>\n      <td>  (40.80769092704951, -73.94738703491433)</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 52 columns</p>\n</div>", "text/plain": "   Unique Key            Created Date             Closed Date Agency                              Agency Name           Complaint Type                    Descriptor        Location Type Incident Zip  Incident Address      Street Name   Cross Street 1                    Cross Street 2 Intersection Street 1 Intersection Street 2 Address Type      City Landmark Facility Type    Status                Due Date Resolution Action Updated Date Community Board    Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                  Location\n0    26589651  10/31/2013 02:08:41 AM                     NaN   NYPD          New York City Police Department  Noise - Street/Sidewalk                  Loud Talking      Street/Sidewalk        11432  90-03 169 STREET       169 STREET        90 AVENUE                         91 AVENUE                   NaN                   NaN      ADDRESS   JAMAICA      NaN      Precinct  Assigned  10/31/2013 10:08:41 AM         10/31/2013 02:35:17 AM       12 QUEENS     QUEENS                     1042027                      197389        Unspecified       QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.708275 -73.791604   (40.70827532593202, -73.79160395779721)\n1    26593698  10/31/2013 02:01:04 AM                     NaN   NYPD          New York City Police Department          Illegal Parking  Commercial Overnight Parking      Street/Sidewalk        11378         58 AVENUE        58 AVENUE         58 PLACE                         59 STREET                   NaN                   NaN    BLOCKFACE   MASPETH      NaN      Precinct      Open  10/31/2013 10:01:04 AM                            NaN       05 QUEENS     QUEENS                     1009349                      201984        Unspecified       QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.721041 -73.909453  (40.721040535628305, -73.90945306791765)\n2    26594139  10/31/2013 02:00:24 AM  10/31/2013 02:40:32 AM   NYPD          New York City Police Department       Noise - Commercial              Loud Music/Party  Club/Bar/Restaurant        10032     4060 BROADWAY         BROADWAY  WEST 171 STREET                   WEST 172 STREET                   NaN                   NaN      ADDRESS  NEW YORK      NaN      Precinct    Closed  10/31/2013 10:00:24 AM         10/31/2013 02:39:42 AM    12 MANHATTAN  MANHATTAN                     1001088                      246531        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.843330 -73.939144   (40.84332975466513, -73.93914371913482)\n3    26595721  10/31/2013 01:56:23 AM  10/31/2013 02:21:48 AM   NYPD          New York City Police Department          Noise - Vehicle                Car/Truck Horn      Street/Sidewalk        10023    WEST 72 STREET   WEST 72 STREET  COLUMBUS AVENUE                  AMSTERDAM AVENUE                   NaN                   NaN    BLOCKFACE  NEW YORK      NaN      Precinct    Closed  10/31/2013 09:56:23 AM         10/31/2013 02:21:10 AM    07 MANHATTAN  MANHATTAN                      989730                      222727        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.778009 -73.980213    (40.7780087446372, -73.98021349023975)\n4    26590930  10/31/2013 01:53:44 AM                     NaN  DOHMH  Department of Health and Mental Hygiene                   Rodent  Condition Attracting Rodents           Vacant Lot        10027   WEST 124 STREET  WEST 124 STREET     LENOX AVENUE  ADAM CLAYTON POWELL JR BOULEVARD                   NaN                   NaN    BLOCKFACE  NEW YORK      NaN           NaN   Pending  11/30/2013 01:53:44 AM         10/31/2013 01:59:54 AM    10 MANHATTAN  MANHATTAN                      998815                      233545        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.807691 -73.947387   (40.80769092704951, -73.94738703491433)\n\n[5 rows x 52 columns]"}, "output_type": "execute_result"}], "source": "complaints[:5]"}, {"source": "We can combine these to get the first 5 rows of a column:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 6, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 6, "metadata": {}, "data": {"text/plain": "0    Noise - Street/Sidewalk\n1            Illegal Parking\n2         Noise - Commercial\n3            Noise - Vehicle\n4                     Rodent\nName: Complaint Type, dtype: object"}, "output_type": "execute_result"}], "source": "complaints['Complaint Type'][:5]"}, {"source": "and it doesn't matter which direction we do it in:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 7, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 7, "metadata": {}, "data": {"text/plain": "0    Noise - Street/Sidewalk\n1            Illegal Parking\n2         Noise - Commercial\n3            Noise - Vehicle\n4                     Rodent\nName: Complaint Type, dtype: object"}, "output_type": "execute_result"}], "source": "complaints[:5]['Complaint Type']"}, {"source": "# 2.3 Selecting multiple columns", "cell_type": "markdown", "metadata": {}}, {"source": "What if we just want to know the complaint type and the borough, but not the rest of the information? Pandas makes it really easy to select a subset of the columns: just index with list of columns you want.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 8, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 8, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Complaint Type</th>\n      <th>Borough</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0 </th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>1 </th>\n      <td>          Illegal Parking</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>2 </th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>3 </th>\n      <td>          Noise - Vehicle</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>4 </th>\n      <td>                   Rodent</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>5 </th>\n      <td>       Noise - Commercial</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>6 </th>\n      <td>         Blocked Driveway</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>7 </th>\n      <td>       Noise - Commercial</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>8 </th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>9 </th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td> Noise - House of Worship</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>          Illegal Parking</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>          Noise - Vehicle</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>                   Rodent</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td> Noise - House of Worship</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>          Illegal Parking</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>   Street Light Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td> Noise - House of Worship</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>          Noise - Vehicle</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>         Blocked Driveway</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>   Street Light Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>     Harboring Bees/Wasps</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>   Street Light Condition</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>         Blocked Driveway</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>           Taxi Complaint</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td> Noise - House of Worship</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>      Homeless Encampment</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>         Blocked Driveway</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td> Traffic Signal Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td> Traffic Signal Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>         Blocked Driveway</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>       Noise - Commercial</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>       Food Establishment</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>             Noise - Park</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>       Noise - Commercial</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>           Taxi Complaint</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>        Broken Muni Meter</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>         Blocked Driveway</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td> Benefit Card Replacement</td>\n      <td>   Unspecified</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>     Sanitation Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>                 ELECTRIC</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>                 PLUMBING</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>                  HEATING</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th></th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n  </tbody>\n</table>\n<p>111069 rows \u00d7 2 columns</p>\n</div>", "text/plain": "              Complaint Type        Borough\n0    Noise - Street/Sidewalk         QUEENS\n1            Illegal Parking         QUEENS\n2         Noise - Commercial      MANHATTAN\n3            Noise - Vehicle      MANHATTAN\n4                     Rodent      MANHATTAN\n5         Noise - Commercial         QUEENS\n6           Blocked Driveway         QUEENS\n7         Noise - Commercial         QUEENS\n8         Noise - Commercial      MANHATTAN\n9         Noise - Commercial       BROOKLYN\n10  Noise - House of Worship       BROOKLYN\n11        Noise - Commercial      MANHATTAN\n12           Illegal Parking      MANHATTAN\n13           Noise - Vehicle          BRONX\n14                    Rodent       BROOKLYN\n15  Noise - House of Worship      MANHATTAN\n16   Noise - Street/Sidewalk  STATEN ISLAND\n17           Illegal Parking       BROOKLYN\n18    Street Light Condition       BROOKLYN\n19        Noise - Commercial      MANHATTAN\n20  Noise - House of Worship       BROOKLYN\n21        Noise - Commercial      MANHATTAN\n22           Noise - Vehicle         QUEENS\n23        Noise - Commercial       BROOKLYN\n24          Blocked Driveway  STATEN ISLAND\n25   Noise - Street/Sidewalk  STATEN ISLAND\n26    Street Light Condition       BROOKLYN\n27      Harboring Bees/Wasps      MANHATTAN\n28   Noise - Street/Sidewalk      MANHATTAN\n29    Street Light Condition  STATEN ISLAND\n30          Blocked Driveway  STATEN ISLAND\n31   Noise - Street/Sidewalk       BROOKLYN\n32            Taxi Complaint      MANHATTAN\n33  Noise - House of Worship      MANHATTAN\n34       Homeless Encampment      MANHATTAN\n35          Blocked Driveway         QUEENS\n36  Traffic Signal Condition       BROOKLYN\n37        Noise - Commercial       BROOKLYN\n38  Traffic Signal Condition       BROOKLYN\n39          Blocked Driveway         QUEENS\n40        Noise - Commercial         QUEENS\n41        Food Establishment      MANHATTAN\n42        Noise - Commercial       BROOKLYN\n43        Noise - Commercial       BROOKLYN\n44              Noise - Park          BRONX\n45   Noise - Street/Sidewalk          BRONX\n46        Noise - Commercial          BRONX\n47            Taxi Complaint      MANHATTAN\n48        Noise - Commercial      MANHATTAN\n49   Noise - Street/Sidewalk       BROOKLYN\n50        Noise - Commercial      MANHATTAN\n51         Broken Muni Meter      MANHATTAN\n52          Blocked Driveway       BROOKLYN\n53        Noise - Commercial      MANHATTAN\n54  Benefit Card Replacement    Unspecified\n55        Noise - Commercial      MANHATTAN\n56      Sanitation Condition       BROOKLYN\n57                  ELECTRIC       BROOKLYN\n58                  PLUMBING       BROOKLYN\n59                   HEATING          BRONX\n                         ...            ...\n\n[111069 rows x 2 columns]"}, "output_type": "execute_result"}], "source": "complaints[['Complaint Type', 'Borough']]"}, {"source": "That showed us a summary, and then we can look at the first 10 rows:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 9, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 9, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Complaint Type</th>\n      <th>Borough</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td> Noise - Street/Sidewalk</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>         Illegal Parking</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>      Noise - Commercial</td>\n      <td> MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>         Noise - Vehicle</td>\n      <td> MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>                  Rodent</td>\n      <td> MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>      Noise - Commercial</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>        Blocked Driveway</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>      Noise - Commercial</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>      Noise - Commercial</td>\n      <td> MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>      Noise - Commercial</td>\n      <td>  BROOKLYN</td>\n    </tr>\n  </tbody>\n</table>\n<p>10 rows \u00d7 2 columns</p>\n</div>", "text/plain": "            Complaint Type    Borough\n0  Noise - Street/Sidewalk     QUEENS\n1          Illegal Parking     QUEENS\n2       Noise - Commercial  MANHATTAN\n3          Noise - Vehicle  MANHATTAN\n4                   Rodent  MANHATTAN\n5       Noise - Commercial     QUEENS\n6         Blocked Driveway     QUEENS\n7       Noise - Commercial     QUEENS\n8       Noise - Commercial  MANHATTAN\n9       Noise - Commercial   BROOKLYN\n\n[10 rows x 2 columns]"}, "output_type": "execute_result"}], "source": "complaints[['Complaint Type', 'Borough']][:10]"}, {"source": "# 2.4 What's the most common complaint type?", "cell_type": "markdown", "metadata": {}}, {"source": "This is a really easy question to answer! There's a `.value_counts()` method that we can use:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 10, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 10, "metadata": {}, "data": {"text/plain": "HEATING                     14200\nGENERAL CONSTRUCTION         7471\nStreet Light Condition       7117\nDOF Literature Request       5797\nPLUMBING                     5373\nPAINT - PLASTER              5149\nBlocked Driveway             4590\nNONCONST                     3998\nStreet Condition             3473\nIllegal Parking              3343\nNoise                        3321\nTraffic Signal Condition     3145\nDirty Conditions             2653\nWater System                 2636\nNoise - Commercial           2578\n...\nOpinion for the Mayor                2\nWindow Guard                         2\nDFTA Literature Request              2\nLegal Services Provider Complaint    2\nOpen Flame Permit                    1\nSnow                                 1\nMunicipal Parking Facility           1\nX-Ray Machine/Equipment              1\nStalled Sites                        1\nDHS Income Savings Requirement       1\nTunnel Condition                     1\nHighway Sign - Damaged               1\nFerry Permit                         1\nTrans Fat                            1\nDWD                                  1\nLength: 165, dtype: int64"}, "output_type": "execute_result"}], "source": "complaints['Complaint Type'].value_counts()"}, {"source": "If we just wanted the top 10 most common complaints, we can do this:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 11, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 11, "metadata": {}, "data": {"text/plain": "HEATING                   14200\nGENERAL CONSTRUCTION       7471\nStreet Light Condition     7117\nDOF Literature Request     5797\nPLUMBING                   5373\nPAINT - PLASTER            5149\nBlocked Driveway           4590\nNONCONST                   3998\nStreet Condition           3473\nIllegal Parking            3343\ndtype: int64"}, "output_type": "execute_result"}], "source": "complaint_counts = complaints['Complaint Type'].value_counts()\ncomplaint_counts[:10]"}, {"source": "But it gets better! We can plot them!", "cell_type": "markdown", "metadata": {}}, {"execution_count": 12, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 12, "metadata": {}, "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x38f88d0>"}, "output_type": "execute_result"}, {"output_type": "display_data", "data": {"image/png": 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Szvu1EoLBYDCSIvfu3auPPvpIc+fOVU1NjTZv3qxbb71VwWBQTz/9tObNmyfL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\nl30gEAho//79evPNN7Vv3z5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\ No newline at end of file
+{"nbformat_minor": 0, "cells": [{"execution_count": 1, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [], "source": "# The usual preamble\n%matplotlib inline\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\n# Make the graphs a bit prettier, and bigger\nplt.style.use('ggplot')\n\n# This is necessary to show lots of columns in pandas 0.12. \n# Not necessary in pandas 0.13.\npd.set_option('display.width', 5000) \npd.set_option('display.max_columns', 60)\n\nplt.rcParams['figure.figsize'] = (15, 5)"}, {"source": "We're going to use a new dataset here, to demonstrate how to deal with larger datasets. This is a subset of the of 311 service requests from [NYC Open Data](https://nycopendata.socrata.com/Social-Services/311-Service-Requests-from-2010-to-Present/erm2-nwe9). ", "cell_type": "markdown", "metadata": {}}, {"execution_count": 2, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"output_type": "stream", "name": "stderr", "text": "/opt/anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1070: DtypeWarning: Columns (8) have mixed types. Specify dtype option on import or set low_memory=False.\n  data = self._reader.read(nrows)\n"}], "source": "complaints = pd.read_csv('../data/311-service-requests.csv')"}, {"source": "Depending on your pandas version, you might see an error like \"DtypeWarning: Columns (8) have mixed types\". This means that it's encountered a problem reading in our data. In this case it almost certainly means that it has columns where some of the entries are strings and some are integers.\n\nFor now we're going to ignore it and hope we don't run into a problem, but in the long run we'd need to investigate this warning.", "cell_type": "markdown", "metadata": {}}, {"source": "# 2.1 What's even in it? (the summary)", "cell_type": "markdown", "metadata": {}}, {"source": "When you print a large dataframe, it will only show you the first few rows.\n\nIf you don't see this, don't panic! The default behavior for large dataframes changed between pandas 0.12 and 0.13. Previous to 0.13 it would show you a summary of the dataframe. This includes all the columns, and how many non-null values there are in each column.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 3, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 3, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0 </th>\n      <td> 26589651</td>\n      <td> 10/31/2013 02:08:41 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                     Loud Talking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11432</td>\n      <td>          90-03 169 STREET</td>\n      <td>          169 STREET</td>\n      <td>         90 AVENUE</td>\n      <td>                        91 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>             JAMAICA</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 10:08:41 AM</td>\n      <td> 10/31/2013 02:35:17 AM</td>\n      <td>            12 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1042027</td>\n      <td> 197389</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.708275</td>\n      <td>-73.791604</td>\n      <td>  (40.70827532593202, -73.79160395779721)</td>\n    </tr>\n    <tr>\n      <th>1 </th>\n      <td> 26593698</td>\n      <td> 10/31/2013 02:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Illegal Parking</td>\n      <td>     Commercial Overnight Parking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11378</td>\n      <td>                 58 AVENUE</td>\n      <td>           58 AVENUE</td>\n      <td>          58 PLACE</td>\n      <td>                        59 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>             MASPETH</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 10:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>            05 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1009349</td>\n      <td> 201984</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.721041</td>\n      <td>-73.909453</td>\n      <td> (40.721040535628305, -73.90945306791765)</td>\n    </tr>\n    <tr>\n      <th>2 </th>\n      <td> 26594139</td>\n      <td> 10/31/2013 02:00:24 AM</td>\n      <td> 10/31/2013 02:40:32 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10032</td>\n      <td>             4060 BROADWAY</td>\n      <td>            BROADWAY</td>\n      <td>   WEST 171 STREET</td>\n      <td>                  WEST 172 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 10:00:24 AM</td>\n      <td> 10/31/2013 02:39:42 AM</td>\n      <td>         12 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td> 1001088</td>\n      <td> 246531</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.843330</td>\n      <td>-73.939144</td>\n      <td>  (40.84332975466513, -73.93914371913482)</td>\n    </tr>\n    <tr>\n      <th>3 </th>\n      <td> 26595721</td>\n      <td> 10/31/2013 01:56:23 AM</td>\n      <td> 10/31/2013 02:21:48 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Noise - Vehicle</td>\n      <td>                   Car/Truck Horn</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10023</td>\n      <td>            WEST 72 STREET</td>\n      <td>      WEST 72 STREET</td>\n      <td>   COLUMBUS AVENUE</td>\n      <td>                 AMSTERDAM AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:56:23 AM</td>\n      <td> 10/31/2013 02:21:10 AM</td>\n      <td>         07 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  989730</td>\n      <td> 222727</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.778009</td>\n      <td>-73.980213</td>\n      <td>   (40.7780087446372, -73.98021349023975)</td>\n    </tr>\n    <tr>\n      <th>4 </th>\n      <td> 26590930</td>\n      <td> 10/31/2013 01:53:44 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td>           Department of Health and Mental Hygiene</td>\n      <td>                   Rodent</td>\n      <td>     Condition Attracting Rodents</td>\n      <td>                    Vacant Lot</td>\n      <td> 10027</td>\n      <td>           WEST 124 STREET</td>\n      <td>     WEST 124 STREET</td>\n      <td>      LENOX AVENUE</td>\n      <td> ADAM CLAYTON POWELL JR BOULEVARD</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>  Pending</td>\n      <td> 11/30/2013 01:53:44 AM</td>\n      <td> 10/31/2013 01:59:54 AM</td>\n      <td>         10 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  998815</td>\n      <td> 233545</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.807691</td>\n      <td>-73.947387</td>\n      <td>  (40.80769092704951, -73.94738703491433)</td>\n    </tr>\n    <tr>\n      <th>5 </th>\n      <td> 26592370</td>\n      <td> 10/31/2013 01:46:52 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Banging/Pounding</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11372</td>\n      <td>                 37 AVENUE</td>\n      <td>           37 AVENUE</td>\n      <td>         84 STREET</td>\n      <td>                        85 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>     JACKSON HEIGHTS</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 09:46:52 AM</td>\n      <td>                    NaN</td>\n      <td>            03 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1016948</td>\n      <td> 212540</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.749989</td>\n      <td>-73.881988</td>\n      <td>   (40.7499893014072, -73.88198770727831)</td>\n    </tr>\n    <tr>\n      <th>6 </th>\n      <td> 26595682</td>\n      <td> 10/31/2013 01:46:40 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11419</td>\n      <td>         107-50 109 STREET</td>\n      <td>          109 STREET</td>\n      <td>        107 AVENUE</td>\n      <td>                       109 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td> SOUTH RICHMOND HILL</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 09:46:40 AM</td>\n      <td> 10/31/2013 01:59:51 AM</td>\n      <td>            10 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1030919</td>\n      <td> 187622</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.681533</td>\n      <td>-73.831737</td>\n      <td>  (40.68153278675525, -73.83173699701601)</td>\n    </tr>\n    <tr>\n      <th>7 </th>\n      <td> 26595195</td>\n      <td> 10/31/2013 01:44:19 AM</td>\n      <td> 10/31/2013 01:58:49 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11417</td>\n      <td> 137-09 CROSSBAY BOULEVARD</td>\n      <td>  CROSSBAY BOULEVARD</td>\n      <td>     PITKIN AVENUE</td>\n      <td>                 VAN WICKLEN ROAD</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>          OZONE PARK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:44:19 AM</td>\n      <td> 10/31/2013 01:58:49 AM</td>\n      <td>            10 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1027776</td>\n      <td> 184076</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.671816</td>\n      <td>-73.843092</td>\n      <td>  (40.67181584567338, -73.84309181950769)</td>\n    </tr>\n    <tr>\n      <th>8 </th>\n      <td> 26590540</td>\n      <td> 10/31/2013 01:44:14 AM</td>\n      <td> 10/31/2013 02:28:04 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                     Loud Talking</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10011</td>\n      <td>        258 WEST 15 STREET</td>\n      <td>      WEST 15 STREET</td>\n      <td>          7 AVENUE</td>\n      <td>                         8 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:44:14 AM</td>\n      <td> 10/31/2013 02:00:56 AM</td>\n      <td>         04 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  984031</td>\n      <td> 208847</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.739913</td>\n      <td>-74.000790</td>\n      <td>  (40.73991339303542, -74.00079028612932)</td>\n    </tr>\n    <tr>\n      <th>9 </th>\n      <td> 26594392</td>\n      <td> 10/31/2013 01:34:41 AM</td>\n      <td> 10/31/2013 02:23:51 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11225</td>\n      <td>       835 NOSTRAND AVENUE</td>\n      <td>     NOSTRAND AVENUE</td>\n      <td>      UNION STREET</td>\n      <td>                 PRESIDENT STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:34:41 AM</td>\n      <td> 10/31/2013 01:48:26 AM</td>\n      <td>          09 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  997941</td>\n      <td> 182725</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.668204</td>\n      <td>-73.950648</td>\n      <td>  (40.66820406598287, -73.95064760056546)</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td> 26595176</td>\n      <td> 10/31/2013 01:25:12 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td> Noise - House of Worship</td>\n      <td>                 Loud Music/Party</td>\n      <td>              House of Worship</td>\n      <td> 11218</td>\n      <td>            3775 18 AVENUE</td>\n      <td>           18 AVENUE</td>\n      <td>     EAST 9 STREET</td>\n      <td>                    EAST 8 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 09:25:12 AM</td>\n      <td>                    NaN</td>\n      <td>          14 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  992726</td>\n      <td> 170399</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.634378</td>\n      <td>-73.969462</td>\n      <td>  (40.63437840816299, -73.96946177104543)</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td> 26591982</td>\n      <td> 10/31/2013 01:24:14 AM</td>\n      <td> 10/31/2013 01:54:39 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10003</td>\n      <td>              187 2 AVENUE</td>\n      <td>            2 AVENUE</td>\n      <td>    EAST 11 STREET</td>\n      <td>                   EAST 12 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:24:14 AM</td>\n      <td> 10/31/2013 01:54:39 AM</td>\n      <td>         03 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  988110</td>\n      <td> 205533</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.730816</td>\n      <td>-73.986073</td>\n      <td>  (40.73081644089586, -73.98607265739876)</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td> 26594169</td>\n      <td> 10/31/2013 01:20:57 AM</td>\n      <td> 10/31/2013 02:12:31 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Illegal Parking</td>\n      <td>   Double Parked Blocking Vehicle</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10029</td>\n      <td>         65 EAST 99 STREET</td>\n      <td>      EAST 99 STREET</td>\n      <td>    MADISON AVENUE</td>\n      <td>                      PARK AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:20:57 AM</td>\n      <td> 10/31/2013 01:42:05 AM</td>\n      <td>         11 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  997470</td>\n      <td> 226725</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.788974</td>\n      <td>-73.952259</td>\n      <td>  (40.78897400211689, -73.95225898702977)</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td> 26594391</td>\n      <td> 10/31/2013 01:20:13 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Noise - Vehicle</td>\n      <td>                    Engine Idling</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10466</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>    STRANG AVENUE</td>\n      <td>  AMUNDSON AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 09:20:13 AM</td>\n      <td>                    NaN</td>\n      <td>             12 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1029467</td>\n      <td> 264124</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.891517</td>\n      <td>-73.836457</td>\n      <td>  (40.89151738488846, -73.83645714593568)</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td> 26590917</td>\n      <td> 10/31/2013 01:19:54 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td>           Department of Health and Mental Hygiene</td>\n      <td>                   Rodent</td>\n      <td>                     Rat Sighting</td>\n      <td> 1-2 Family Mixed Use Building</td>\n      <td> 11219</td>\n      <td>                 63 STREET</td>\n      <td>           63 STREET</td>\n      <td>         13 AVENUE</td>\n      <td>                        14 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>  Pending</td>\n      <td> 11/30/2013 01:19:54 AM</td>\n      <td> 10/31/2013 01:29:26 AM</td>\n      <td>          10 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  984467</td>\n      <td> 167519</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.626477</td>\n      <td>-73.999218</td>\n      <td>   (40.6264774690411, -73.99921826202639)</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td> 26591458</td>\n      <td> 10/31/2013 01:14:02 AM</td>\n      <td> 10/31/2013 01:30:34 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td> Noise - House of Worship</td>\n      <td>                 Loud Music/Party</td>\n      <td>              House of Worship</td>\n      <td> 10025</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> WEST   99 STREET</td>\n      <td>         BROADWAY</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:14:02 AM</td>\n      <td> 10/31/2013 01:30:34 AM</td>\n      <td>         07 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  992454</td>\n      <td> 229500</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.796597</td>\n      <td>-73.970370</td>\n      <td>   (40.7965967075252, -73.97036973473399)</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td> 26594086</td>\n      <td> 10/31/2013 12:54:03 AM</td>\n      <td> 10/31/2013 02:16:39 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                 Loud Music/Party</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10310</td>\n      <td>       173 CAMPBELL AVENUE</td>\n      <td>     CAMPBELL AVENUE</td>\n      <td>  HENDERSON AVENUE</td>\n      <td>                     WINEGAR LANE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:54:03 AM</td>\n      <td> 10/31/2013 02:07:14 AM</td>\n      <td>     01 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  952013</td>\n      <td> 171076</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.636182</td>\n      <td>-74.116150</td>\n      <td>   (40.63618202176914, -74.1161500428337)</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td> 26595117</td>\n      <td> 10/31/2013 12:52:46 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Illegal Parking</td>\n      <td>    Posted Parking Sign Violation</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11236</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> ROCKAWAY PARKWAY</td>\n      <td>  SKIDMORE AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 08:52:46 AM</td>\n      <td>                    NaN</td>\n      <td>          18 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1015289</td>\n      <td> 169710</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.632437</td>\n      <td>-73.888173</td>\n      <td>  (40.63243692394328, -73.88817263437012)</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td> 26590389</td>\n      <td> 10/31/2013 12:51:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td>   Street Light Condition</td>\n      <td>                 Street Light Out</td>\n      <td>                           NaN</td>\n      <td>   NaN</td>\n      <td>               226 42 ST E</td>\n      <td>             42 ST E</td>\n      <td>        CHURCH AVE</td>\n      <td>                       SNYDER AVE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>                 NaN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td> Unspecified BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>     NaN</td>\n      <td>    NaN</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>       NaN</td>\n      <td>       NaN</td>\n      <td>                                      NaN</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td> 26594210</td>\n      <td> 10/31/2013 12:46:27 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10033</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> WEST  184 STREET</td>\n      <td>         BROADWAY</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 08:46:27 AM</td>\n      <td> 10/31/2013 01:32:41 AM</td>\n      <td>         12 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td> 1002294</td>\n      <td> 249712</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.852058</td>\n      <td>-73.934776</td>\n      <td>  (40.85205827756883, -73.93477640780834)</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td> 26592932</td>\n      <td> 10/31/2013 12:43:47 AM</td>\n      <td> 10/31/2013 12:56:20 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td> Noise - House of Worship</td>\n      <td>                 Loud Music/Party</td>\n      <td>              House of Worship</td>\n      <td> 11216</td>\n      <td>            778 PARK PLACE</td>\n      <td>          PARK PLACE</td>\n      <td>     ROGERS AVENUE</td>\n      <td>                  NOSTRAND AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:43:47 AM</td>\n      <td> 10/31/2013 12:56:20 AM</td>\n      <td>          08 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  997608</td>\n      <td> 184656</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.673505</td>\n      <td>-73.951844</td>\n      <td>  (40.67350473678714, -73.95184414979961)</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td> 26594152</td>\n      <td> 10/31/2013 12:41:17 AM</td>\n      <td> 10/31/2013 01:04:37 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Banging/Pounding</td>\n      <td>              Store/Commercial</td>\n      <td> 10016</td>\n      <td>             155 E 34TH ST</td>\n      <td>           E 34TH ST</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      LATLONG</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:41:17 AM</td>\n      <td> 10/31/2013 01:04:38 AM</td>\n      <td>         06 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  990133</td>\n      <td> 211136</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.746194</td>\n      <td>-73.978769</td>\n      <td>  (40.74619417253121, -73.97876853124392)</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td> 26589678</td>\n      <td> 10/31/2013 12:39:55 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>          Noise - Vehicle</td>\n      <td>                  Car/Truck Music</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11419</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>       112 STREET</td>\n      <td>  ATLANTIC AVENUE</td>\n      <td> INTERSECTION</td>\n      <td> SOUTH RICHMOND HILL</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 08:39:55 AM</td>\n      <td>                    NaN</td>\n      <td>            09 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1030314</td>\n      <td> 191578</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.692394</td>\n      <td>-73.833891</td>\n      <td>   (40.69239424979043, -73.8338912453996)</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td> 26592304</td>\n      <td> 10/31/2013 12:38:00 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11216</td>\n      <td>       371 TOMPKINS AVENUE</td>\n      <td>     TOMPKINS AVENUE</td>\n      <td>    MADISON STREET</td>\n      <td>                    PUTNAM AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 08:38:00 AM</td>\n      <td> 10/31/2013 01:16:53 AM</td>\n      <td>          03 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  999720</td>\n      <td> 188825</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.684944</td>\n      <td>-73.944221</td>\n      <td>   (40.6849442562592, -73.94422078036632)</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td> 26591892</td>\n      <td> 10/31/2013 12:37:16 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                   Partial Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10305</td>\n      <td>           1496 BAY STREET</td>\n      <td>          BAY STREET</td>\n      <td>      LYMAN AVENUE</td>\n      <td>                      SCHOOL ROAD</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 08:37:16 AM</td>\n      <td> 10/31/2013 12:52:10 AM</td>\n      <td>     01 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  967283</td>\n      <td> 160518</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.607245</td>\n      <td>-74.061106</td>\n      <td>  (40.60724493456944, -74.06110566015863)</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td> 26591573</td>\n      <td> 10/31/2013 12:35:18 AM</td>\n      <td> 10/31/2013 02:41:35 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                     Loud Talking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10312</td>\n      <td>         24 PRINCETON LANE</td>\n      <td>      PRINCETON LANE</td>\n      <td>     HAMPTON GREEN</td>\n      <td>                         DEAD END</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:35:18 AM</td>\n      <td> 10/31/2013 01:45:17 AM</td>\n      <td>     03 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  929577</td>\n      <td> 140964</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.553421</td>\n      <td>-74.196743</td>\n      <td>  (40.55342078716953, -74.19674315017886)</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td> 26590509</td>\n      <td> 10/31/2013 12:33:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td>   Street Light Condition</td>\n      <td>                 Street Light Out</td>\n      <td>                           NaN</td>\n      <td>   NaN</td>\n      <td>                   38 ST E</td>\n      <td>             38 ST E</td>\n      <td>        CHURCH AVE</td>\n      <td>                      LINDEN BLVD</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>                 NaN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td> Unspecified BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>     NaN</td>\n      <td>    NaN</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>       NaN</td>\n      <td>       NaN</td>\n      <td>                                      NaN</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td> 26591379</td>\n      <td> 10/31/2013 12:32:44 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td>           Department of Health and Mental Hygiene</td>\n      <td>     Harboring Bees/Wasps</td>\n      <td>      Bees/Wasps - Not a beekeper</td>\n      <td>  3+ Family Mixed Use Building</td>\n      <td> 10025</td>\n      <td>       501 WEST 110 STREET</td>\n      <td>     WEST 110 STREET</td>\n      <td>  AMSTERDAM AVENUE</td>\n      <td>                         BROADWAY</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td> 11/30/2013 12:32:44 AM</td>\n      <td>                    NaN</td>\n      <td>         09 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  994143</td>\n      <td> 231888</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.803149</td>\n      <td>-73.964266</td>\n      <td>  (40.80314938553783, -73.96426608076082)</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td> 26594085</td>\n      <td> 10/31/2013 12:32:08 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                     Loud Talking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10026</td>\n      <td>       121 WEST 116 STREET</td>\n      <td>     WEST 116 STREET</td>\n      <td>      LENOX AVENUE</td>\n      <td>                         7 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 08:32:08 AM</td>\n      <td> 10/31/2013 02:00:57 AM</td>\n      <td>         10 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  997947</td>\n      <td> 231613</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.802390</td>\n      <td>-73.950526</td>\n      <td>  (40.80238950799943, -73.95052644123253)</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td> 26589201</td>\n      <td> 10/31/2013 12:32:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td>   Street Light Condition</td>\n      <td>                 Street Light Out</td>\n      <td>                           NaN</td>\n      <td> 10309</td>\n      <td>        295 BAYVIEW AVENUE</td>\n      <td>      BAYVIEW AVENUE</td>\n      <td>       VAIL AVENUE</td>\n      <td>                     BAYVIEW LANE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>     03 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  927687</td>\n      <td> 127837</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.517378</td>\n      <td>-74.203435</td>\n      <td> (40.517377871705676, -74.20343466779575)</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td> 26591641</td>\n      <td> 10/31/2013 12:31:17 AM</td>\n      <td> 10/31/2013 02:41:36 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10312</td>\n      <td>         24 PRINCETON LANE</td>\n      <td>      PRINCETON LANE</td>\n      <td>     HAMPTON GREEN</td>\n      <td>                         DEAD END</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>       STATEN ISLAND</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:31:17 AM</td>\n      <td> 10/31/2013 01:43:09 AM</td>\n      <td>     03 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  929577</td>\n      <td> 140964</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.553421</td>\n      <td>-74.196743</td>\n      <td>  (40.55342078716953, -74.19674315017886)</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td> 26595564</td>\n      <td> 10/31/2013 12:30:36 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                 Loud Music/Party</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11236</td>\n      <td>                  AVENUE J</td>\n      <td>            AVENUE J</td>\n      <td>    EAST 80 STREET</td>\n      <td>                   EAST 81 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 08:30:36 AM</td>\n      <td>                    NaN</td>\n      <td>          18 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1008937</td>\n      <td> 170310</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.634104</td>\n      <td>-73.911055</td>\n      <td> (40.634103775951736, -73.91105541883589)</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td> 26591378</td>\n      <td> 10/31/2013 12:30:31 AM</td>\n      <td>                    NaN</td>\n      <td>   TLC</td>\n      <td>                     Taxi and Limousine Commission</td>\n      <td>           Taxi Complaint</td>\n      <td>                 Driver Complaint</td>\n      <td>                           NaN</td>\n      <td> 10036</td>\n      <td>             645 10 AVENUE</td>\n      <td>           10 AVENUE</td>\n      <td>    WEST 45 STREET</td>\n      <td>                   WEST 46 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>         04 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  985965</td>\n      <td> 216868</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> Other</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.761929</td>\n      <td>-73.993809</td>\n      <td> (40.761928847500016, -73.99380918401052)</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td> 26593872</td>\n      <td> 10/31/2013 12:29:47 AM</td>\n      <td> 10/31/2013 12:38:29 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td> Noise - House of Worship</td>\n      <td>                 Banging/Pounding</td>\n      <td>              House of Worship</td>\n      <td> 10025</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> WEST   99 STREET</td>\n      <td> AMSTERDAM AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:29:47 AM</td>\n      <td> 10/31/2013 12:38:29 AM</td>\n      <td>         07 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  992846</td>\n      <td> 229279</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.795990</td>\n      <td>-73.968954</td>\n      <td> (40.795989749917204, -73.96895423714467)</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td> 26591420</td>\n      <td> 10/31/2013 12:28:30 AM</td>\n      <td> 10/31/2013 02:06:11 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>      Homeless Encampment</td>\n      <td>                              NaN</td>\n      <td>    Residential Building/House</td>\n      <td> 10025</td>\n      <td>             2754 BROADWAY</td>\n      <td>            BROADWAY</td>\n      <td>   WEST 105 STREET</td>\n      <td>                  WEST 106 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:28:30 AM</td>\n      <td> 10/31/2013 02:06:11 AM</td>\n      <td>         07 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  993139</td>\n      <td> 231139</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.801095</td>\n      <td>-73.967894</td>\n      <td>   (40.8010946529914, -73.96789356094007)</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td> 26592976</td>\n      <td> 10/31/2013 12:23:24 AM</td>\n      <td> 10/31/2013 01:05:41 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11433</td>\n      <td>           173-41 103 ROAD</td>\n      <td>            103 ROAD</td>\n      <td>        173 STREET</td>\n      <td>                       177 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>             JAMAICA</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:23:24 AM</td>\n      <td> 10/31/2013 01:05:41 AM</td>\n      <td>            12 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1044124</td>\n      <td> 195866</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.704081</td>\n      <td>-73.784054</td>\n      <td>  (40.70408112125158, -73.78405385422116)</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td> 26590262</td>\n      <td> 10/31/2013 12:23:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td> Traffic Signal Condition</td>\n      <td>                       Controller</td>\n      <td>                           NaN</td>\n      <td> 11235</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>  SHORE BOULEVARD</td>\n      <td>       CASS PLACE</td>\n      <td> INTERSECTION</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>          15 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  997073</td>\n      <td> 151225</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.581744</td>\n      <td>-73.953836</td>\n      <td>   (40.5817444882428, -73.95383634845487)</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td> 26589606</td>\n      <td> 10/31/2013 12:20:44 AM</td>\n      <td> 10/31/2013 02:10:24 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11216</td>\n      <td>       826 ST JOHN'S PLACE</td>\n      <td>     ST JOHN'S PLACE</td>\n      <td>     ROGERS AVENUE</td>\n      <td>                  NOSTRAND AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:20:44 AM</td>\n      <td> 10/31/2013 02:10:24 AM</td>\n      <td>          08 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  997865</td>\n      <td> 183985</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.671663</td>\n      <td>-73.950919</td>\n      <td> (40.671662601079895, -73.95091901534035)</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td> 26592083</td>\n      <td> 10/31/2013 12:20:00 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td> Traffic Signal Condition</td>\n      <td>                       Controller</td>\n      <td>                           NaN</td>\n      <td> 11213</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>   BUFFALO AVENUE</td>\n      <td>       PARK PLACE</td>\n      <td> INTERSECTION</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>          08 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1004987</td>\n      <td> 184136</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.672063</td>\n      <td>-73.925244</td>\n      <td>  (40.67206324438088, -73.92524432147842)</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td> 26593840</td>\n      <td> 10/31/2013 12:19:48 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11379</td>\n      <td>             78-41 68 ROAD</td>\n      <td>             68 ROAD</td>\n      <td>         78 STREET</td>\n      <td>                        79 STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>      MIDDLE VILLAGE</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 08:19:48 AM</td>\n      <td>                    NaN</td>\n      <td>            05 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1019062</td>\n      <td> 198120</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.710402</td>\n      <td>-73.874433</td>\n      <td>   (40.71040190143904, -73.8744325577748)</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td> 26589646</td>\n      <td> 10/31/2013 12:18:05 AM</td>\n      <td> 10/31/2013 01:26:15 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11101</td>\n      <td>     34-19 STEINWAY STREET</td>\n      <td>     STEINWAY STREET</td>\n      <td>         34 AVENUE</td>\n      <td>                        35 AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>    LONG ISLAND CITY</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:18:05 AM</td>\n      <td> 10/31/2013 01:26:15 AM</td>\n      <td>            01 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1006080</td>\n      <td> 214807</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.756245</td>\n      <td>-73.921205</td>\n      <td>  (40.75624514774764, -73.92120466494264)</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td> 26593296</td>\n      <td> 10/31/2013 12:16:25 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td>           Department of Health and Mental Hygiene</td>\n      <td>       Food Establishment</td>\n      <td>          Rodents/Insects/Garbage</td>\n      <td>    Restaurant/Bar/Deli/Bakery</td>\n      <td> 10014</td>\n      <td>     12 CHRISTOPHER STREET</td>\n      <td>  CHRISTOPHER STREET</td>\n      <td>  GREENWICH AVENUE</td>\n      <td>                       GAY STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td> 12/07/2013 12:16:25 AM</td>\n      <td>                    NaN</td>\n      <td>         02 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  984181</td>\n      <td> 206685</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.733979</td>\n      <td>-74.000249</td>\n      <td>   (40.73397924003587, -74.0002489720853)</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td> 26590480</td>\n      <td> 10/31/2013 12:15:06 AM</td>\n      <td> 10/31/2013 03:00:20 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>              Store/Commercial</td>\n      <td> 11231</td>\n      <td>       325 COLUMBIA STREET</td>\n      <td>     COLUMBIA STREET</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      LATLONG</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:15:06 AM</td>\n      <td> 10/31/2013 02:58:55 AM</td>\n      <td>          06 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  982995</td>\n      <td> 187440</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.681156</td>\n      <td>-74.004525</td>\n      <td>  (40.68115617695543, -74.00452481832494)</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td> 26589626</td>\n      <td> 10/31/2013 12:14:42 AM</td>\n      <td> 10/31/2013 01:39:00 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 11234</td>\n      <td>      2192 FLATBUSH AVENUE</td>\n      <td>     FLATBUSH AVENUE</td>\n      <td>    EAST 46 STREET</td>\n      <td>                         AVENUE O</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:14:42 AM</td>\n      <td> 10/31/2013 01:39:00 AM</td>\n      <td>          18 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1003628</td>\n      <td> 163910</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.616550</td>\n      <td>-73.930202</td>\n      <td>  (40.61655032892211, -73.93020153359745)</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td> 26592898</td>\n      <td> 10/31/2013 12:12:08 AM</td>\n      <td> 10/31/2013 01:13:45 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>             Noise - Park</td>\n      <td>                     Loud Talking</td>\n      <td>               Park/Playground</td>\n      <td> 10457</td>\n      <td>        CROTONA PARK NORTH</td>\n      <td>  CROTONA PARK NORTH</td>\n      <td>    CLINTON AVENUE</td>\n      <td>                  PROSPECT AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>    BLOCKFACE</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:12:08 AM</td>\n      <td> 10/31/2013 01:13:45 AM</td>\n      <td>             06 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1013947</td>\n      <td> 245819</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.841342</td>\n      <td>-73.892672</td>\n      <td> (40.841341641554614, -73.89267161957397)</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td> 26590446</td>\n      <td> 10/31/2013 12:11:58 AM</td>\n      <td> 10/31/2013 01:54:38 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                 Loud Music/Party</td>\n      <td>               Street/Sidewalk</td>\n      <td> 10459</td>\n      <td>       819 EAST 167 STREET</td>\n      <td>     EAST 167 STREET</td>\n      <td>      UNION AVENUE</td>\n      <td>                  PROSPECT AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:11:58 AM</td>\n      <td> 10/31/2013 01:54:38 AM</td>\n      <td>             03 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1011935</td>\n      <td> 240454</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.826623</td>\n      <td>-73.899965</td>\n      <td>  (40.826622810177874, -73.8999653556452)</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td> 26595546</td>\n      <td> 10/31/2013 12:09:07 AM</td>\n      <td> 10/31/2013 12:53:12 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10465</td>\n      <td>  4005 EAST TREMONT AVENUE</td>\n      <td> EAST TREMONT AVENUE</td>\n      <td>    SAMPSON AVENUE</td>\n      <td>                     GERBER PLACE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:09:07 AM</td>\n      <td> 10/31/2013 12:53:12 AM</td>\n      <td>             10 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1034640</td>\n      <td> 238172</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.820259</td>\n      <td>-73.817942</td>\n      <td> (40.820259030934515, -73.81794234356029)</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td> 26595944</td>\n      <td> 10/31/2013 12:08:47 AM</td>\n      <td>                    NaN</td>\n      <td>   TLC</td>\n      <td>                     Taxi and Limousine Commission</td>\n      <td>           Taxi Complaint</td>\n      <td>                 Driver Complaint</td>\n      <td>                           NaN</td>\n      <td> 10036</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> WEST   46 STREET</td>\n      <td>        10 AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td> 11/14/2013 12:08:47 AM</td>\n      <td>                    NaN</td>\n      <td>         04 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  986020</td>\n      <td> 216961</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> Other</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.762184</td>\n      <td>-73.993611</td>\n      <td>  (40.76218409774632, -73.99361062023596)</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td> 26595084</td>\n      <td> 10/31/2013 12:07:45 AM</td>\n      <td> 10/31/2013 01:43:11 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10014</td>\n      <td>     12 CHRISTOPHER STREET</td>\n      <td>  CHRISTOPHER STREET</td>\n      <td>  GREENWICH AVENUE</td>\n      <td>                       GAY STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:07:45 AM</td>\n      <td> 10/31/2013 01:43:11 AM</td>\n      <td>         02 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  984181</td>\n      <td> 206685</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.733979</td>\n      <td>-74.000249</td>\n      <td>   (40.73397924003587, -74.0002489720853)</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td> 26595553</td>\n      <td> 10/31/2013 12:05:10 AM</td>\n      <td> 10/31/2013 02:43:43 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>                     Loud Talking</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11225</td>\n      <td>        25 LEFFERTS AVENUE</td>\n      <td>     LEFFERTS AVENUE</td>\n      <td> WASHINGTON AVENUE</td>\n      <td>                   BEDFORD AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:05:10 AM</td>\n      <td> 10/31/2013 01:29:29 AM</td>\n      <td>          09 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  995366</td>\n      <td> 180388</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.661793</td>\n      <td>-73.959934</td>\n      <td>   (40.6617931276793, -73.95993363978067)</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td> 26594087</td>\n      <td> 10/31/2013 12:04:50 AM</td>\n      <td> 10/31/2013 01:09:38 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>              Store/Commercial</td>\n      <td> 10011</td>\n      <td>      258 WEST 15TH STREET</td>\n      <td>    WEST 15TH STREET</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      LATLONG</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:04:50 AM</td>\n      <td> 10/31/2013 01:09:38 AM</td>\n      <td>         04 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  983789</td>\n      <td> 208891</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.740034</td>\n      <td>-74.001664</td>\n      <td>  (40.74003415280169, -74.00166357336052)</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td> 26595572</td>\n      <td> 10/31/2013 12:03:27 AM</td>\n      <td>                    NaN</td>\n      <td>   DOT</td>\n      <td>                      Department of Transportation</td>\n      <td>        Broken Muni Meter</td>\n      <td>                       No Receipt</td>\n      <td>                        Street</td>\n      <td> 10003</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td> EAST   10 STREET</td>\n      <td>         2 AVENUE</td>\n      <td> INTERSECTION</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td> 11/21/2013 12:03:27 AM</td>\n      <td>                    NaN</td>\n      <td>         03 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  987906</td>\n      <td> 205154</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.729776</td>\n      <td>-73.986809</td>\n      <td>  (40.72977626532991, -73.98680891976119)</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td> 26590848</td>\n      <td> 10/31/2013 12:02:01 AM</td>\n      <td> 10/31/2013 01:02:28 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>         Blocked Driveway</td>\n      <td>                        No Access</td>\n      <td>               Street/Sidewalk</td>\n      <td> 11207</td>\n      <td>          422 WYONA STREET</td>\n      <td>        WYONA STREET</td>\n      <td>     SUTTER AVENUE</td>\n      <td>                     BLAKE AVENUE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:02:01 AM</td>\n      <td> 10/31/2013 01:02:28 AM</td>\n      <td>          05 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1014188</td>\n      <td> 182855</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.668521</td>\n      <td>-73.892081</td>\n      <td>  (40.66852085465471, -73.89208096944678)</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td> 26590413</td>\n      <td> 10/31/2013 12:01:47 AM</td>\n      <td> 10/31/2013 12:39:31 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>           Club/Bar/Restaurant</td>\n      <td> 10002</td>\n      <td>      121 RIVINGTON STREET</td>\n      <td>    RIVINGTON STREET</td>\n      <td>      ESSEX STREET</td>\n      <td>                   NORFOLK STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:01:47 AM</td>\n      <td> 10/31/2013 12:39:31 AM</td>\n      <td>         03 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td>  987766</td>\n      <td> 201503</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.719755</td>\n      <td>-73.987316</td>\n      <td>  (40.71975521311322, -73.98731595609806)</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td> 26591287</td>\n      <td> 10/31/2013 12:01:45 AM</td>\n      <td> 10/31/2013 12:02:37 AM</td>\n      <td>   HRA</td>\n      <td>                      HRA Benefit Card Replacement</td>\n      <td> Benefit Card Replacement</td>\n      <td>                         Medicaid</td>\n      <td>            NYC Street Address</td>\n      <td>   NaN</td>\n      <td>                       NaN</td>\n      <td>                 NaN</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>          NaN</td>\n      <td>                 NaN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>   Closed</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>        0 Unspecified</td>\n      <td>   Unspecified</td>\n      <td>     NaN</td>\n      <td>    NaN</td>\n      <td> Unspecified</td>\n      <td>   Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>       NaN</td>\n      <td>       NaN</td>\n      <td>                                      NaN</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td> 26595001</td>\n      <td> 10/31/2013 12:01:34 AM</td>\n      <td> 10/31/2013 01:32:43 AM</td>\n      <td>  NYPD</td>\n      <td>                   New York City Police Department</td>\n      <td>       Noise - Commercial</td>\n      <td>                 Loud Music/Party</td>\n      <td>              Store/Commercial</td>\n      <td> 10034</td>\n      <td>     524 WEST 207TH STREET</td>\n      <td>   WEST 207TH STREET</td>\n      <td>               NaN</td>\n      <td>                              NaN</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      LATLONG</td>\n      <td>            NEW YORK</td>\n      <td> NaN</td>\n      <td>    Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:01:34 AM</td>\n      <td> 10/31/2013 01:32:43 AM</td>\n      <td>         01 MANHATTAN</td>\n      <td>     MANHATTAN</td>\n      <td> 1006481</td>\n      <td> 254514</td>\n      <td> Unspecified</td>\n      <td>     MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td>   N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.865229</td>\n      <td>-73.919626</td>\n      <td>  (40.86522877164924, -73.91962575276823)</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td> 26591162</td>\n      <td> 10/31/2013 12:01:00 AM</td>\n      <td>                    NaN</td>\n      <td>  DSNY</td>\n      <td>                              BCC - Brooklyn South</td>\n      <td>     Sanitation Condition</td>\n      <td> 15 Street Cond/Dump-Out/Drop-Off</td>\n      <td>                        Street</td>\n      <td> 11231</td>\n      <td>       135 COLUMBIA STREET</td>\n      <td>     COLUMBIA STREET</td>\n      <td>       KANE STREET</td>\n      <td>                    IRVING STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td> DSNY Garage</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td>                    NaN</td>\n      <td>          06 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td>  983797</td>\n      <td> 189648</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.687217</td>\n      <td>-74.001633</td>\n      <td>  (40.68721671044577, -74.00163340956126)</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td> 26593459</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>                    NaN</td>\n      <td>   HPD</td>\n      <td> Department of Housing Preservation and Develop...</td>\n      <td>                 ELECTRIC</td>\n      <td>                  ELECTRIC-SUPPLY</td>\n      <td>          RESIDENTIAL BUILDING</td>\n      <td> 11233</td>\n      <td>         199 HOWARD AVENUE</td>\n      <td>       HOWARD AVENUE</td>\n      <td> BAINBRIDGE STREET</td>\n      <td>                  CHAUNCEY STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>          03 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1006513</td>\n      <td> 187623</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.681631</td>\n      <td>-73.919732</td>\n      <td>  (40.68163056217252, -73.91973166452124)</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td> 26592634</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>                    NaN</td>\n      <td>   HPD</td>\n      <td> Department of Housing Preservation and Develop...</td>\n      <td>                 PLUMBING</td>\n      <td>                       BASIN/SINK</td>\n      <td>          RESIDENTIAL BUILDING</td>\n      <td> 11233</td>\n      <td>         199 HOWARD AVENUE</td>\n      <td>       HOWARD AVENUE</td>\n      <td> BAINBRIDGE STREET</td>\n      <td>                  CHAUNCEY STREET</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>            BROOKLYN</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>          03 BROOKLYN</td>\n      <td>      BROOKLYN</td>\n      <td> 1006513</td>\n      <td> 187623</td>\n      <td> Unspecified</td>\n      <td>      BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.681631</td>\n      <td>-73.919732</td>\n      <td>  (40.68163056217252, -73.91973166452124)</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td> 26591688</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>                    NaN</td>\n      <td>   HPD</td>\n      <td> Department of Housing Preservation and Develop...</td>\n      <td>                  HEATING</td>\n      <td>                             HEAT</td>\n      <td>          RESIDENTIAL BUILDING</td>\n      <td> 10453</td>\n      <td>       150 WEST 179 STREET</td>\n      <td>     WEST 179 STREET</td>\n      <td>    ANDREWS AVENUE</td>\n      <td>                     LORING PLACE</td>\n      <td>              NaN</td>\n      <td>              NaN</td>\n      <td>      ADDRESS</td>\n      <td>               BRONX</td>\n      <td> NaN</td>\n      <td>         NaN</td>\n      <td>     Open</td>\n      <td>                    NaN</td>\n      <td> 10/31/2013 12:00:00 AM</td>\n      <td>             05 BRONX</td>\n      <td>         BRONX</td>\n      <td> 1008161</td>\n      <td> 250940</td>\n      <td> Unspecified</td>\n      <td>         BRONX</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> NaN</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.855415</td>\n      <td>-73.913565</td>\n      <td> (40.855414830918306, -73.91356461276855)</td>\n    </tr>\n    <tr>\n      <th></th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n  </tbody>\n</table>\n<p>111069 rows \u00d7 52 columns</p>\n</div>", "text/plain": "    Unique Key            Created Date             Closed Date Agency                                        Agency Name            Complaint Type                        Descriptor                  Location Type Incident Zip           Incident Address          Street Name     Cross Street 1                    Cross Street 2 Intersection Street 1 Intersection Street 2  Address Type                 City Landmark Facility Type    Status                Due Date Resolution Action Updated Date       Community Board        Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name   Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                  Location\n0     26589651  10/31/2013 02:08:41 AM                     NaN   NYPD                    New York City Police Department   Noise - Street/Sidewalk                      Loud Talking                Street/Sidewalk        11432           90-03 169 STREET           169 STREET          90 AVENUE                         91 AVENUE                   NaN                   NaN       ADDRESS              JAMAICA      NaN      Precinct  Assigned  10/31/2013 10:08:41 AM         10/31/2013 02:35:17 AM             12 QUEENS         QUEENS                     1042027                      197389        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.708275 -73.791604   (40.70827532593202, -73.79160395779721)\n1     26593698  10/31/2013 02:01:04 AM                     NaN   NYPD                    New York City Police Department           Illegal Parking      Commercial Overnight Parking                Street/Sidewalk        11378                  58 AVENUE            58 AVENUE           58 PLACE                         59 STREET                   NaN                   NaN     BLOCKFACE              MASPETH      NaN      Precinct      Open  10/31/2013 10:01:04 AM                            NaN             05 QUEENS         QUEENS                     1009349                      201984        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.721041 -73.909453  (40.721040535628305, -73.90945306791765)\n2     26594139  10/31/2013 02:00:24 AM  10/31/2013 02:40:32 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10032              4060 BROADWAY             BROADWAY    WEST 171 STREET                   WEST 172 STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 10:00:24 AM         10/31/2013 02:39:42 AM          12 MANHATTAN      MANHATTAN                     1001088                      246531        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.843330 -73.939144   (40.84332975466513, -73.93914371913482)\n3     26595721  10/31/2013 01:56:23 AM  10/31/2013 02:21:48 AM   NYPD                    New York City Police Department           Noise - Vehicle                    Car/Truck Horn                Street/Sidewalk        10023             WEST 72 STREET       WEST 72 STREET    COLUMBUS AVENUE                  AMSTERDAM AVENUE                   NaN                   NaN     BLOCKFACE             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:56:23 AM         10/31/2013 02:21:10 AM          07 MANHATTAN      MANHATTAN                      989730                      222727        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.778009 -73.980213    (40.7780087446372, -73.98021349023975)\n4     26590930  10/31/2013 01:53:44 AM                     NaN  DOHMH            Department of Health and Mental Hygiene                    Rodent      Condition Attracting Rodents                     Vacant Lot        10027            WEST 124 STREET      WEST 124 STREET       LENOX AVENUE  ADAM CLAYTON POWELL JR BOULEVARD                   NaN                   NaN     BLOCKFACE             NEW YORK      NaN           NaN   Pending  11/30/2013 01:53:44 AM         10/31/2013 01:59:54 AM          10 MANHATTAN      MANHATTAN                      998815                      233545        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.807691 -73.947387   (40.80769092704951, -73.94738703491433)\n5     26592370  10/31/2013 01:46:52 AM                     NaN   NYPD                    New York City Police Department        Noise - Commercial                  Banging/Pounding            Club/Bar/Restaurant        11372                  37 AVENUE            37 AVENUE          84 STREET                         85 STREET                   NaN                   NaN     BLOCKFACE      JACKSON HEIGHTS      NaN      Precinct      Open  10/31/2013 09:46:52 AM                            NaN             03 QUEENS         QUEENS                     1016948                      212540        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.749989 -73.881988    (40.7499893014072, -73.88198770727831)\n6     26595682  10/31/2013 01:46:40 AM                     NaN   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        11419          107-50 109 STREET           109 STREET         107 AVENUE                        109 AVENUE                   NaN                   NaN       ADDRESS  SOUTH RICHMOND HILL      NaN      Precinct  Assigned  10/31/2013 09:46:40 AM         10/31/2013 01:59:51 AM             10 QUEENS         QUEENS                     1030919                      187622        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.681533 -73.831737   (40.68153278675525, -73.83173699701601)\n7     26595195  10/31/2013 01:44:19 AM  10/31/2013 01:58:49 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11417  137-09 CROSSBAY BOULEVARD   CROSSBAY BOULEVARD      PITKIN AVENUE                  VAN WICKLEN ROAD                   NaN                   NaN       ADDRESS           OZONE PARK      NaN      Precinct    Closed  10/31/2013 09:44:19 AM         10/31/2013 01:58:49 AM             10 QUEENS         QUEENS                     1027776                      184076        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.671816 -73.843092   (40.67181584567338, -73.84309181950769)\n8     26590540  10/31/2013 01:44:14 AM  10/31/2013 02:28:04 AM   NYPD                    New York City Police Department        Noise - Commercial                      Loud Talking            Club/Bar/Restaurant        10011         258 WEST 15 STREET       WEST 15 STREET           7 AVENUE                          8 AVENUE                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:44:14 AM         10/31/2013 02:00:56 AM          04 MANHATTAN      MANHATTAN                      984031                      208847        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.739913 -74.000790   (40.73991339303542, -74.00079028612932)\n9     26594392  10/31/2013 01:34:41 AM  10/31/2013 02:23:51 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11225        835 NOSTRAND AVENUE      NOSTRAND AVENUE       UNION STREET                  PRESIDENT STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 09:34:41 AM         10/31/2013 01:48:26 AM           09 BROOKLYN       BROOKLYN                      997941                      182725        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.668204 -73.950648   (40.66820406598287, -73.95064760056546)\n10    26595176  10/31/2013 01:25:12 AM                     NaN   NYPD                    New York City Police Department  Noise - House of Worship                  Loud Music/Party               House of Worship        11218             3775 18 AVENUE            18 AVENUE      EAST 9 STREET                     EAST 8 STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct      Open  10/31/2013 09:25:12 AM                            NaN           14 BROOKLYN       BROOKLYN                      992726                      170399        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.634378 -73.969462   (40.63437840816299, -73.96946177104543)\n11    26591982  10/31/2013 01:24:14 AM  10/31/2013 01:54:39 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10003               187 2 AVENUE             2 AVENUE     EAST 11 STREET                    EAST 12 STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:24:14 AM         10/31/2013 01:54:39 AM          03 MANHATTAN      MANHATTAN                      988110                      205533        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.730816 -73.986073   (40.73081644089586, -73.98607265739876)\n12    26594169  10/31/2013 01:20:57 AM  10/31/2013 02:12:31 AM   NYPD                    New York City Police Department           Illegal Parking    Double Parked Blocking Vehicle                Street/Sidewalk        10029          65 EAST 99 STREET       EAST 99 STREET     MADISON AVENUE                       PARK AVENUE                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:20:57 AM         10/31/2013 01:42:05 AM          11 MANHATTAN      MANHATTAN                      997470                      226725        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.788974 -73.952259   (40.78897400211689, -73.95225898702977)\n13    26594391  10/31/2013 01:20:13 AM                     NaN   NYPD                    New York City Police Department           Noise - Vehicle                     Engine Idling                Street/Sidewalk        10466                        NaN                  NaN                NaN                               NaN         STRANG AVENUE       AMUNDSON AVENUE  INTERSECTION                BRONX      NaN      Precinct      Open  10/31/2013 09:20:13 AM                            NaN              12 BRONX          BRONX                     1029467                      264124        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.891517 -73.836457   (40.89151738488846, -73.83645714593568)\n14    26590917  10/31/2013 01:19:54 AM                     NaN  DOHMH            Department of Health and Mental Hygiene                    Rodent                      Rat Sighting  1-2 Family Mixed Use Building        11219                  63 STREET            63 STREET          13 AVENUE                         14 AVENUE                   NaN                   NaN     BLOCKFACE             BROOKLYN      NaN           NaN   Pending  11/30/2013 01:19:54 AM         10/31/2013 01:29:26 AM           10 BROOKLYN       BROOKLYN                      984467                      167519        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.626477 -73.999218    (40.6264774690411, -73.99921826202639)\n15    26591458  10/31/2013 01:14:02 AM  10/31/2013 01:30:34 AM   NYPD                    New York City Police Department  Noise - House of Worship                  Loud Music/Party               House of Worship        10025                        NaN                  NaN                NaN                               NaN      WEST   99 STREET              BROADWAY  INTERSECTION             NEW YORK      NaN      Precinct    Closed  10/31/2013 09:14:02 AM         10/31/2013 01:30:34 AM          07 MANHATTAN      MANHATTAN                      992454                      229500        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.796597 -73.970370    (40.7965967075252, -73.97036973473399)\n16    26594086  10/31/2013 12:54:03 AM  10/31/2013 02:16:39 AM   NYPD                    New York City Police Department   Noise - Street/Sidewalk                  Loud Music/Party                Street/Sidewalk        10310        173 CAMPBELL AVENUE      CAMPBELL AVENUE   HENDERSON AVENUE                      WINEGAR LANE                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:54:03 AM         10/31/2013 02:07:14 AM      01 STATEN ISLAND  STATEN ISLAND                      952013                      171076        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.636182 -74.116150    (40.63618202176914, -74.1161500428337)\n17    26595117  10/31/2013 12:52:46 AM                     NaN   NYPD                    New York City Police Department           Illegal Parking     Posted Parking Sign Violation                Street/Sidewalk        11236                        NaN                  NaN                NaN                               NaN      ROCKAWAY PARKWAY       SKIDMORE AVENUE  INTERSECTION             BROOKLYN      NaN      Precinct      Open  10/31/2013 08:52:46 AM                            NaN           18 BROOKLYN       BROOKLYN                     1015289                      169710        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.632437 -73.888173   (40.63243692394328, -73.88817263437012)\n18    26590389  10/31/2013 12:51:00 AM                     NaN    DOT                       Department of Transportation    Street Light Condition                  Street Light Out                            NaN          NaN                226 42 ST E              42 ST E         CHURCH AVE                        SNYDER AVE                   NaN                   NaN       ADDRESS                  NaN      NaN           NaN      Open                     NaN                            NaN  Unspecified BROOKLYN       BROOKLYN                         NaN                         NaN        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN        NaN        NaN                                       NaN\n19    26594210  10/31/2013 12:46:27 AM                     NaN   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10033                        NaN                  NaN                NaN                               NaN      WEST  184 STREET              BROADWAY  INTERSECTION             NEW YORK      NaN      Precinct  Assigned  10/31/2013 08:46:27 AM         10/31/2013 01:32:41 AM          12 MANHATTAN      MANHATTAN                     1002294                      249712        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.852058 -73.934776   (40.85205827756883, -73.93477640780834)\n20    26592932  10/31/2013 12:43:47 AM  10/31/2013 12:56:20 AM   NYPD                    New York City Police Department  Noise - House of Worship                  Loud Music/Party               House of Worship        11216             778 PARK PLACE           PARK PLACE      ROGERS AVENUE                   NOSTRAND AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:43:47 AM         10/31/2013 12:56:20 AM           08 BROOKLYN       BROOKLYN                      997608                      184656        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.673505 -73.951844   (40.67350473678714, -73.95184414979961)\n21    26594152  10/31/2013 12:41:17 AM  10/31/2013 01:04:37 AM   NYPD                    New York City Police Department        Noise - Commercial                  Banging/Pounding               Store/Commercial        10016              155 E 34TH ST            E 34TH ST                NaN                               NaN                   NaN                   NaN       LATLONG             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:41:17 AM         10/31/2013 01:04:38 AM          06 MANHATTAN      MANHATTAN                      990133                      211136        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.746194 -73.978769   (40.74619417253121, -73.97876853124392)\n22    26589678  10/31/2013 12:39:55 AM                     NaN   NYPD                    New York City Police Department           Noise - Vehicle                   Car/Truck Music                Street/Sidewalk        11419                        NaN                  NaN                NaN                               NaN            112 STREET       ATLANTIC AVENUE  INTERSECTION  SOUTH RICHMOND HILL      NaN      Precinct      Open  10/31/2013 08:39:55 AM                            NaN             09 QUEENS         QUEENS                     1030314                      191578        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.692394 -73.833891    (40.69239424979043, -73.8338912453996)\n23    26592304  10/31/2013 12:38:00 AM                     NaN   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11216        371 TOMPKINS AVENUE      TOMPKINS AVENUE     MADISON STREET                     PUTNAM AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct  Assigned  10/31/2013 08:38:00 AM         10/31/2013 01:16:53 AM           03 BROOKLYN       BROOKLYN                      999720                      188825        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.684944 -73.944221    (40.6849442562592, -73.94422078036632)\n24    26591892  10/31/2013 12:37:16 AM                     NaN   NYPD                    New York City Police Department          Blocked Driveway                    Partial Access                Street/Sidewalk        10305            1496 BAY STREET           BAY STREET       LYMAN AVENUE                       SCHOOL ROAD                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN      Precinct  Assigned  10/31/2013 08:37:16 AM         10/31/2013 12:52:10 AM      01 STATEN ISLAND  STATEN ISLAND                      967283                      160518        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.607245 -74.061106   (40.60724493456944, -74.06110566015863)\n25    26591573  10/31/2013 12:35:18 AM  10/31/2013 02:41:35 AM   NYPD                    New York City Police Department   Noise - Street/Sidewalk                      Loud Talking                Street/Sidewalk        10312          24 PRINCETON LANE       PRINCETON LANE      HAMPTON GREEN                          DEAD END                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:35:18 AM         10/31/2013 01:45:17 AM      03 STATEN ISLAND  STATEN ISLAND                      929577                      140964        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.553421 -74.196743   (40.55342078716953, -74.19674315017886)\n26    26590509  10/31/2013 12:33:00 AM                     NaN    DOT                       Department of Transportation    Street Light Condition                  Street Light Out                            NaN          NaN                    38 ST E              38 ST E         CHURCH AVE                       LINDEN BLVD                   NaN                   NaN     BLOCKFACE                  NaN      NaN           NaN      Open                     NaN                            NaN  Unspecified BROOKLYN       BROOKLYN                         NaN                         NaN        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN        NaN        NaN                                       NaN\n27    26591379  10/31/2013 12:32:44 AM                     NaN  DOHMH            Department of Health and Mental Hygiene      Harboring Bees/Wasps       Bees/Wasps - Not a beekeper   3+ Family Mixed Use Building        10025        501 WEST 110 STREET      WEST 110 STREET   AMSTERDAM AVENUE                          BROADWAY                   NaN                   NaN       ADDRESS             NEW YORK      NaN           NaN      Open  11/30/2013 12:32:44 AM                            NaN          09 MANHATTAN      MANHATTAN                      994143                      231888        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.803149 -73.964266   (40.80314938553783, -73.96426608076082)\n28    26594085  10/31/2013 12:32:08 AM                     NaN   NYPD                    New York City Police Department   Noise - Street/Sidewalk                      Loud Talking                Street/Sidewalk        10026        121 WEST 116 STREET      WEST 116 STREET       LENOX AVENUE                          7 AVENUE                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct  Assigned  10/31/2013 08:32:08 AM         10/31/2013 02:00:57 AM          10 MANHATTAN      MANHATTAN                      997947                      231613        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.802390 -73.950526   (40.80238950799943, -73.95052644123253)\n29    26589201  10/31/2013 12:32:00 AM                     NaN    DOT                       Department of Transportation    Street Light Condition                  Street Light Out                            NaN        10309         295 BAYVIEW AVENUE       BAYVIEW AVENUE        VAIL AVENUE                      BAYVIEW LANE                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN           NaN      Open                     NaN                            NaN      03 STATEN ISLAND  STATEN ISLAND                      927687                      127837        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.517378 -74.203435  (40.517377871705676, -74.20343466779575)\n30    26591641  10/31/2013 12:31:17 AM  10/31/2013 02:41:36 AM   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        10312          24 PRINCETON LANE       PRINCETON LANE      HAMPTON GREEN                          DEAD END                   NaN                   NaN       ADDRESS        STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:31:17 AM         10/31/2013 01:43:09 AM      03 STATEN ISLAND  STATEN ISLAND                      929577                      140964        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.553421 -74.196743   (40.55342078716953, -74.19674315017886)\n31    26595564  10/31/2013 12:30:36 AM                     NaN   NYPD                    New York City Police Department   Noise - Street/Sidewalk                  Loud Music/Party                Street/Sidewalk        11236                   AVENUE J             AVENUE J     EAST 80 STREET                    EAST 81 STREET                   NaN                   NaN     BLOCKFACE             BROOKLYN      NaN      Precinct      Open  10/31/2013 08:30:36 AM                            NaN           18 BROOKLYN       BROOKLYN                     1008937                      170310        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.634104 -73.911055  (40.634103775951736, -73.91105541883589)\n32    26591378  10/31/2013 12:30:31 AM                     NaN    TLC                      Taxi and Limousine Commission            Taxi Complaint                  Driver Complaint                            NaN        10036              645 10 AVENUE            10 AVENUE     WEST 45 STREET                    WEST 46 STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN           NaN      Open                     NaN                            NaN          04 MANHATTAN      MANHATTAN                      985965                      216868        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                 Other                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.761929 -73.993809  (40.761928847500016, -73.99380918401052)\n33    26593872  10/31/2013 12:29:47 AM  10/31/2013 12:38:29 AM   NYPD                    New York City Police Department  Noise - House of Worship                  Banging/Pounding               House of Worship        10025                        NaN                  NaN                NaN                               NaN      WEST   99 STREET      AMSTERDAM AVENUE  INTERSECTION             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:29:47 AM         10/31/2013 12:38:29 AM          07 MANHATTAN      MANHATTAN                      992846                      229279        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.795990 -73.968954  (40.795989749917204, -73.96895423714467)\n34    26591420  10/31/2013 12:28:30 AM  10/31/2013 02:06:11 AM   NYPD                    New York City Police Department       Homeless Encampment                               NaN     Residential Building/House        10025              2754 BROADWAY             BROADWAY    WEST 105 STREET                   WEST 106 STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:28:30 AM         10/31/2013 02:06:11 AM          07 MANHATTAN      MANHATTAN                      993139                      231139        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.801095 -73.967894    (40.8010946529914, -73.96789356094007)\n35    26592976  10/31/2013 12:23:24 AM  10/31/2013 01:05:41 AM   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        11433            173-41 103 ROAD             103 ROAD         173 STREET                        177 STREET                   NaN                   NaN       ADDRESS              JAMAICA      NaN      Precinct    Closed  10/31/2013 08:23:24 AM         10/31/2013 01:05:41 AM             12 QUEENS         QUEENS                     1044124                      195866        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.704081 -73.784054   (40.70408112125158, -73.78405385422116)\n36    26590262  10/31/2013 12:23:00 AM                     NaN    DOT                       Department of Transportation  Traffic Signal Condition                        Controller                            NaN        11235                        NaN                  NaN                NaN                               NaN       SHORE BOULEVARD            CASS PLACE  INTERSECTION             BROOKLYN      NaN           NaN      Open                     NaN                            NaN           15 BROOKLYN       BROOKLYN                      997073                      151225        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.581744 -73.953836    (40.5817444882428, -73.95383634845487)\n37    26589606  10/31/2013 12:20:44 AM  10/31/2013 02:10:24 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11216        826 ST JOHN'S PLACE      ST JOHN'S PLACE      ROGERS AVENUE                   NOSTRAND AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:20:44 AM         10/31/2013 02:10:24 AM           08 BROOKLYN       BROOKLYN                      997865                      183985        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.671663 -73.950919  (40.671662601079895, -73.95091901534035)\n38    26592083  10/31/2013 12:20:00 AM                     NaN    DOT                       Department of Transportation  Traffic Signal Condition                        Controller                            NaN        11213                        NaN                  NaN                NaN                               NaN        BUFFALO AVENUE            PARK PLACE  INTERSECTION             BROOKLYN      NaN           NaN      Open                     NaN                            NaN           08 BROOKLYN       BROOKLYN                     1004987                      184136        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.672063 -73.925244   (40.67206324438088, -73.92524432147842)\n39    26593840  10/31/2013 12:19:48 AM                     NaN   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        11379              78-41 68 ROAD              68 ROAD          78 STREET                         79 STREET                   NaN                   NaN       ADDRESS       MIDDLE VILLAGE      NaN      Precinct      Open  10/31/2013 08:19:48 AM                            NaN             05 QUEENS         QUEENS                     1019062                      198120        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.710402 -73.874433    (40.71040190143904, -73.8744325577748)\n40    26589646  10/31/2013 12:18:05 AM  10/31/2013 01:26:15 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11101      34-19 STEINWAY STREET      STEINWAY STREET          34 AVENUE                         35 AVENUE                   NaN                   NaN       ADDRESS     LONG ISLAND CITY      NaN      Precinct    Closed  10/31/2013 08:18:05 AM         10/31/2013 01:26:15 AM             01 QUEENS         QUEENS                     1006080                      214807        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.756245 -73.921205   (40.75624514774764, -73.92120466494264)\n41    26593296  10/31/2013 12:16:25 AM                     NaN  DOHMH            Department of Health and Mental Hygiene        Food Establishment           Rodents/Insects/Garbage     Restaurant/Bar/Deli/Bakery        10014      12 CHRISTOPHER STREET   CHRISTOPHER STREET   GREENWICH AVENUE                        GAY STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN           NaN      Open  12/07/2013 12:16:25 AM                            NaN          02 MANHATTAN      MANHATTAN                      984181                      206685        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.733979 -74.000249    (40.73397924003587, -74.0002489720853)\n42    26590480  10/31/2013 12:15:06 AM  10/31/2013 03:00:20 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party               Store/Commercial        11231        325 COLUMBIA STREET      COLUMBIA STREET                NaN                               NaN                   NaN                   NaN       LATLONG             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:15:06 AM         10/31/2013 02:58:55 AM           06 BROOKLYN       BROOKLYN                      982995                      187440        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.681156 -74.004525   (40.68115617695543, -74.00452481832494)\n43    26589626  10/31/2013 12:14:42 AM  10/31/2013 01:39:00 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        11234       2192 FLATBUSH AVENUE      FLATBUSH AVENUE     EAST 46 STREET                          AVENUE O                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:14:42 AM         10/31/2013 01:39:00 AM           18 BROOKLYN       BROOKLYN                     1003628                      163910        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.616550 -73.930202   (40.61655032892211, -73.93020153359745)\n44    26592898  10/31/2013 12:12:08 AM  10/31/2013 01:13:45 AM   NYPD                    New York City Police Department              Noise - Park                      Loud Talking                Park/Playground        10457         CROTONA PARK NORTH   CROTONA PARK NORTH     CLINTON AVENUE                   PROSPECT AVENUE                   NaN                   NaN     BLOCKFACE                BRONX      NaN      Precinct    Closed  10/31/2013 08:12:08 AM         10/31/2013 01:13:45 AM              06 BRONX          BRONX                     1013947                      245819        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.841342 -73.892672  (40.841341641554614, -73.89267161957397)\n45    26590446  10/31/2013 12:11:58 AM  10/31/2013 01:54:38 AM   NYPD                    New York City Police Department   Noise - Street/Sidewalk                  Loud Music/Party                Street/Sidewalk        10459        819 EAST 167 STREET      EAST 167 STREET       UNION AVENUE                   PROSPECT AVENUE                   NaN                   NaN       ADDRESS                BRONX      NaN      Precinct    Closed  10/31/2013 08:11:58 AM         10/31/2013 01:54:38 AM              03 BRONX          BRONX                     1011935                      240454        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.826623 -73.899965   (40.826622810177874, -73.8999653556452)\n46    26595546  10/31/2013 12:09:07 AM  10/31/2013 12:53:12 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10465   4005 EAST TREMONT AVENUE  EAST TREMONT AVENUE     SAMPSON AVENUE                      GERBER PLACE                   NaN                   NaN       ADDRESS                BRONX      NaN      Precinct    Closed  10/31/2013 08:09:07 AM         10/31/2013 12:53:12 AM              10 BRONX          BRONX                     1034640                      238172        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.820259 -73.817942  (40.820259030934515, -73.81794234356029)\n47    26595944  10/31/2013 12:08:47 AM                     NaN    TLC                      Taxi and Limousine Commission            Taxi Complaint                  Driver Complaint                            NaN        10036                        NaN                  NaN                NaN                               NaN      WEST   46 STREET             10 AVENUE  INTERSECTION             NEW YORK      NaN           NaN      Open  11/14/2013 12:08:47 AM                            NaN          04 MANHATTAN      MANHATTAN                      986020                      216961        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                 Other                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.762184 -73.993611   (40.76218409774632, -73.99361062023596)\n48    26595084  10/31/2013 12:07:45 AM  10/31/2013 01:43:11 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10014      12 CHRISTOPHER STREET   CHRISTOPHER STREET   GREENWICH AVENUE                        GAY STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:07:45 AM         10/31/2013 01:43:11 AM          02 MANHATTAN      MANHATTAN                      984181                      206685        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.733979 -74.000249    (40.73397924003587, -74.0002489720853)\n49    26595553  10/31/2013 12:05:10 AM  10/31/2013 02:43:43 AM   NYPD                    New York City Police Department   Noise - Street/Sidewalk                      Loud Talking                Street/Sidewalk        11225         25 LEFFERTS AVENUE      LEFFERTS AVENUE  WASHINGTON AVENUE                    BEDFORD AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:05:10 AM         10/31/2013 01:29:29 AM           09 BROOKLYN       BROOKLYN                      995366                      180388        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.661793 -73.959934    (40.6617931276793, -73.95993363978067)\n50    26594087  10/31/2013 12:04:50 AM  10/31/2013 01:09:38 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party               Store/Commercial        10011       258 WEST 15TH STREET     WEST 15TH STREET                NaN                               NaN                   NaN                   NaN       LATLONG             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:04:50 AM         10/31/2013 01:09:38 AM          04 MANHATTAN      MANHATTAN                      983789                      208891        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.740034 -74.001664   (40.74003415280169, -74.00166357336052)\n51    26595572  10/31/2013 12:03:27 AM                     NaN    DOT                       Department of Transportation         Broken Muni Meter                        No Receipt                         Street        10003                        NaN                  NaN                NaN                               NaN      EAST   10 STREET              2 AVENUE  INTERSECTION             NEW YORK      NaN           NaN      Open  11/21/2013 12:03:27 AM                            NaN          03 MANHATTAN      MANHATTAN                      987906                      205154        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.729776 -73.986809   (40.72977626532991, -73.98680891976119)\n52    26590848  10/31/2013 12:02:01 AM  10/31/2013 01:02:28 AM   NYPD                    New York City Police Department          Blocked Driveway                         No Access                Street/Sidewalk        11207           422 WYONA STREET         WYONA STREET      SUTTER AVENUE                      BLAKE AVENUE                   NaN                   NaN       ADDRESS             BROOKLYN      NaN      Precinct    Closed  10/31/2013 08:02:01 AM         10/31/2013 01:02:28 AM           05 BROOKLYN       BROOKLYN                     1014188                      182855        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.668521 -73.892081   (40.66852085465471, -73.89208096944678)\n53    26590413  10/31/2013 12:01:47 AM  10/31/2013 12:39:31 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party            Club/Bar/Restaurant        10002       121 RIVINGTON STREET     RIVINGTON STREET       ESSEX STREET                    NORFOLK STREET                   NaN                   NaN       ADDRESS             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:01:47 AM         10/31/2013 12:39:31 AM          03 MANHATTAN      MANHATTAN                      987766                      201503        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.719755 -73.987316   (40.71975521311322, -73.98731595609806)\n54    26591287  10/31/2013 12:01:45 AM  10/31/2013 12:02:37 AM    HRA                       HRA Benefit Card Replacement  Benefit Card Replacement                          Medicaid             NYC Street Address          NaN                        NaN                  NaN                NaN                               NaN                   NaN                   NaN           NaN                  NaN      NaN           NaN    Closed                     NaN                            NaN         0 Unspecified    Unspecified                         NaN                         NaN        Unspecified    Unspecified  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN        NaN        NaN                                       NaN\n55    26595001  10/31/2013 12:01:34 AM  10/31/2013 01:32:43 AM   NYPD                    New York City Police Department        Noise - Commercial                  Loud Music/Party               Store/Commercial        10034      524 WEST 207TH STREET    WEST 207TH STREET                NaN                               NaN                   NaN                   NaN       LATLONG             NEW YORK      NaN      Precinct    Closed  10/31/2013 08:01:34 AM         10/31/2013 01:32:43 AM          01 MANHATTAN      MANHATTAN                     1006481                      254514        Unspecified      MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.865229 -73.919626   (40.86522877164924, -73.91962575276823)\n56    26591162  10/31/2013 12:01:00 AM                     NaN   DSNY                               BCC - Brooklyn South      Sanitation Condition  15 Street Cond/Dump-Out/Drop-Off                         Street        11231        135 COLUMBIA STREET      COLUMBIA STREET        KANE STREET                     IRVING STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN   DSNY Garage      Open                     NaN                            NaN           06 BROOKLYN       BROOKLYN                      983797                      189648        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.687217 -74.001633   (40.68721671044577, -74.00163340956126)\n57    26593459  10/31/2013 12:00:00 AM                     NaN    HPD  Department of Housing Preservation and Develop...                  ELECTRIC                   ELECTRIC-SUPPLY           RESIDENTIAL BUILDING        11233          199 HOWARD AVENUE        HOWARD AVENUE  BAINBRIDGE STREET                   CHAUNCEY STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN           NaN      Open                     NaN         10/31/2013 12:00:00 AM           03 BROOKLYN       BROOKLYN                     1006513                      187623        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.681631 -73.919732   (40.68163056217252, -73.91973166452124)\n58    26592634  10/31/2013 12:00:00 AM                     NaN    HPD  Department of Housing Preservation and Develop...                  PLUMBING                        BASIN/SINK           RESIDENTIAL BUILDING        11233          199 HOWARD AVENUE        HOWARD AVENUE  BAINBRIDGE STREET                   CHAUNCEY STREET                   NaN                   NaN       ADDRESS             BROOKLYN      NaN           NaN      Open                     NaN         10/31/2013 12:00:00 AM           03 BROOKLYN       BROOKLYN                     1006513                      187623        Unspecified       BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.681631 -73.919732   (40.68163056217252, -73.91973166452124)\n59    26591688  10/31/2013 12:00:00 AM                     NaN    HPD  Department of Housing Preservation and Develop...                   HEATING                              HEAT           RESIDENTIAL BUILDING        10453        150 WEST 179 STREET      WEST 179 STREET     ANDREWS AVENUE                      LORING PLACE                   NaN                   NaN       ADDRESS                BRONX      NaN           NaN      Open                     NaN         10/31/2013 12:00:00 AM              05 BRONX          BRONX                     1008161                      250940        Unspecified          BRONX  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified              NaN                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.855415 -73.913565  (40.855414830918306, -73.91356461276855)\n           ...                     ...                     ...    ...                                                ...                       ...                               ...                            ...          ...                        ...                  ...                ...                               ...                   ...                   ...           ...                  ...      ...           ...       ...                     ...                            ...                   ...            ...                         ...                         ...                ...            ...          ...           ...           ...          ...                 ...            ...          ...          ...          ...              ...                           ...          ...                  ...                   ...                 ...                      ...       ...                    ...             ...             ...                 ...        ...        ...                                       ...\n\n[111069 rows x 52 columns]"}, "output_type": "execute_result"}], "source": "complaints"}, {"source": "# 2.2 Selecting columns and rows", "cell_type": "markdown", "metadata": {}}, {"source": "To select a column, we index with the name of the column, like this:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 4, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 4, "metadata": {}, "data": {"text/plain": "0      Noise - Street/Sidewalk\n1              Illegal Parking\n2           Noise - Commercial\n3              Noise - Vehicle\n4                       Rodent\n5           Noise - Commercial\n6             Blocked Driveway\n7           Noise - Commercial\n8           Noise - Commercial\n9           Noise - Commercial\n10    Noise - House of Worship\n11          Noise - Commercial\n12             Illegal Parking\n13             Noise - Vehicle\n14                      Rodent\n...\n111054    Noise - Street/Sidewalk\n111055         Noise - Commercial\n111056      Street Sign - Missing\n111057                      Noise\n111058         Noise - Commercial\n111059    Noise - Street/Sidewalk\n111060                      Noise\n111061         Noise - Commercial\n111062               Water System\n111063               Water System\n111064    Maintenance or Facility\n111065            Illegal Parking\n111066    Noise - Street/Sidewalk\n111067         Noise - Commercial\n111068           Blocked Driveway\nName: Complaint Type, Length: 111069, dtype: object"}, "output_type": "execute_result"}], "source": "complaints['Complaint Type']"}, {"source": "To get the first 5 rows of a dataframe, we can use a slice: `df[:5]`.\n\nThis is a great way to get a sense for what kind of information is in the dataframe -- take a minute to look at the contents and get a feel for this dataset.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 5, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 5, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td> 26589651</td>\n      <td> 10/31/2013 02:08:41 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>                 Loud Talking</td>\n      <td>     Street/Sidewalk</td>\n      <td> 11432</td>\n      <td> 90-03 169 STREET</td>\n      <td>      169 STREET</td>\n      <td>       90 AVENUE</td>\n      <td>                        91 AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   ADDRESS</td>\n      <td>  JAMAICA</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 10:08:41 AM</td>\n      <td> 10/31/2013 02:35:17 AM</td>\n      <td>    12 QUEENS</td>\n      <td>    QUEENS</td>\n      <td> 1042027</td>\n      <td> 197389</td>\n      <td> Unspecified</td>\n      <td>    QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.708275</td>\n      <td>-73.791604</td>\n      <td>  (40.70827532593202, -73.79160395779721)</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td> 26593698</td>\n      <td> 10/31/2013 02:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>         Illegal Parking</td>\n      <td> Commercial Overnight Parking</td>\n      <td>     Street/Sidewalk</td>\n      <td> 11378</td>\n      <td>        58 AVENUE</td>\n      <td>       58 AVENUE</td>\n      <td>        58 PLACE</td>\n      <td>                        59 STREET</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td>  MASPETH</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 10:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>    05 QUEENS</td>\n      <td>    QUEENS</td>\n      <td> 1009349</td>\n      <td> 201984</td>\n      <td> Unspecified</td>\n      <td>    QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.721041</td>\n      <td>-73.909453</td>\n      <td> (40.721040535628305, -73.90945306791765)</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td> 26594139</td>\n      <td> 10/31/2013 02:00:24 AM</td>\n      <td> 10/31/2013 02:40:32 AM</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>      Noise - Commercial</td>\n      <td>             Loud Music/Party</td>\n      <td> Club/Bar/Restaurant</td>\n      <td> 10032</td>\n      <td>    4060 BROADWAY</td>\n      <td>        BROADWAY</td>\n      <td> WEST 171 STREET</td>\n      <td>                  WEST 172 STREET</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   ADDRESS</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 10:00:24 AM</td>\n      <td> 10/31/2013 02:39:42 AM</td>\n      <td> 12 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td> 1001088</td>\n      <td> 246531</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.843330</td>\n      <td>-73.939144</td>\n      <td>  (40.84332975466513, -73.93914371913482)</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td> 26595721</td>\n      <td> 10/31/2013 01:56:23 AM</td>\n      <td> 10/31/2013 02:21:48 AM</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>         Noise - Vehicle</td>\n      <td>               Car/Truck Horn</td>\n      <td>     Street/Sidewalk</td>\n      <td> 10023</td>\n      <td>   WEST 72 STREET</td>\n      <td>  WEST 72 STREET</td>\n      <td> COLUMBUS AVENUE</td>\n      <td>                 AMSTERDAM AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:56:23 AM</td>\n      <td> 10/31/2013 02:21:10 AM</td>\n      <td> 07 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td>  989730</td>\n      <td> 222727</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.778009</td>\n      <td>-73.980213</td>\n      <td>   (40.7780087446372, -73.98021349023975)</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td> 26590930</td>\n      <td> 10/31/2013 01:53:44 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td> Department of Health and Mental Hygiene</td>\n      <td>                  Rodent</td>\n      <td> Condition Attracting Rodents</td>\n      <td>          Vacant Lot</td>\n      <td> 10027</td>\n      <td>  WEST 124 STREET</td>\n      <td> WEST 124 STREET</td>\n      <td>    LENOX AVENUE</td>\n      <td> ADAM CLAYTON POWELL JR BOULEVARD</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td>      NaN</td>\n      <td>  Pending</td>\n      <td> 11/30/2013 01:53:44 AM</td>\n      <td> 10/31/2013 01:59:54 AM</td>\n      <td> 10 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td>  998815</td>\n      <td> 233545</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.807691</td>\n      <td>-73.947387</td>\n      <td>  (40.80769092704951, -73.94738703491433)</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 52 columns</p>\n</div>", "text/plain": "   Unique Key            Created Date             Closed Date Agency                              Agency Name           Complaint Type                    Descriptor        Location Type Incident Zip  Incident Address      Street Name   Cross Street 1                    Cross Street 2 Intersection Street 1 Intersection Street 2 Address Type      City Landmark Facility Type    Status                Due Date Resolution Action Updated Date Community Board    Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                  Location\n0    26589651  10/31/2013 02:08:41 AM                     NaN   NYPD          New York City Police Department  Noise - Street/Sidewalk                  Loud Talking      Street/Sidewalk        11432  90-03 169 STREET       169 STREET        90 AVENUE                         91 AVENUE                   NaN                   NaN      ADDRESS   JAMAICA      NaN      Precinct  Assigned  10/31/2013 10:08:41 AM         10/31/2013 02:35:17 AM       12 QUEENS     QUEENS                     1042027                      197389        Unspecified       QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.708275 -73.791604   (40.70827532593202, -73.79160395779721)\n1    26593698  10/31/2013 02:01:04 AM                     NaN   NYPD          New York City Police Department          Illegal Parking  Commercial Overnight Parking      Street/Sidewalk        11378         58 AVENUE        58 AVENUE         58 PLACE                         59 STREET                   NaN                   NaN    BLOCKFACE   MASPETH      NaN      Precinct      Open  10/31/2013 10:01:04 AM                            NaN       05 QUEENS     QUEENS                     1009349                      201984        Unspecified       QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.721041 -73.909453  (40.721040535628305, -73.90945306791765)\n2    26594139  10/31/2013 02:00:24 AM  10/31/2013 02:40:32 AM   NYPD          New York City Police Department       Noise - Commercial              Loud Music/Party  Club/Bar/Restaurant        10032     4060 BROADWAY         BROADWAY  WEST 171 STREET                   WEST 172 STREET                   NaN                   NaN      ADDRESS  NEW YORK      NaN      Precinct    Closed  10/31/2013 10:00:24 AM         10/31/2013 02:39:42 AM    12 MANHATTAN  MANHATTAN                     1001088                      246531        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.843330 -73.939144   (40.84332975466513, -73.93914371913482)\n3    26595721  10/31/2013 01:56:23 AM  10/31/2013 02:21:48 AM   NYPD          New York City Police Department          Noise - Vehicle                Car/Truck Horn      Street/Sidewalk        10023    WEST 72 STREET   WEST 72 STREET  COLUMBUS AVENUE                  AMSTERDAM AVENUE                   NaN                   NaN    BLOCKFACE  NEW YORK      NaN      Precinct    Closed  10/31/2013 09:56:23 AM         10/31/2013 02:21:10 AM    07 MANHATTAN  MANHATTAN                      989730                      222727        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.778009 -73.980213    (40.7780087446372, -73.98021349023975)\n4    26590930  10/31/2013 01:53:44 AM                     NaN  DOHMH  Department of Health and Mental Hygiene                   Rodent  Condition Attracting Rodents           Vacant Lot        10027   WEST 124 STREET  WEST 124 STREET     LENOX AVENUE  ADAM CLAYTON POWELL JR BOULEVARD                   NaN                   NaN    BLOCKFACE  NEW YORK      NaN           NaN   Pending  11/30/2013 01:53:44 AM         10/31/2013 01:59:54 AM    10 MANHATTAN  MANHATTAN                      998815                      233545        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.807691 -73.947387   (40.80769092704951, -73.94738703491433)\n\n[5 rows x 52 columns]"}, "output_type": "execute_result"}], "source": "complaints[:5]"}, {"source": "We can combine these to get the first 5 rows of a column:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 6, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 6, "metadata": {}, "data": {"text/plain": "0    Noise - Street/Sidewalk\n1            Illegal Parking\n2         Noise - Commercial\n3            Noise - Vehicle\n4                     Rodent\nName: Complaint Type, dtype: object"}, "output_type": "execute_result"}], "source": "complaints['Complaint Type'][:5]"}, {"source": "and it doesn't matter which direction we do it in:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 7, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 7, "metadata": {}, "data": {"text/plain": "0    Noise - Street/Sidewalk\n1            Illegal Parking\n2         Noise - Commercial\n3            Noise - Vehicle\n4                     Rodent\nName: Complaint Type, dtype: object"}, "output_type": "execute_result"}], "source": "complaints[:5]['Complaint Type']"}, {"source": "# 2.3 Selecting multiple columns", "cell_type": "markdown", "metadata": {}}, {"source": "What if we just want to know the complaint type and the borough, but not the rest of the information? Pandas makes it really easy to select a subset of the columns: just index with list of columns you want.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 8, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 8, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Complaint Type</th>\n      <th>Borough</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0 </th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>1 </th>\n      <td>          Illegal Parking</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>2 </th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>3 </th>\n      <td>          Noise - Vehicle</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>4 </th>\n      <td>                   Rodent</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>5 </th>\n      <td>       Noise - Commercial</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>6 </th>\n      <td>         Blocked Driveway</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>7 </th>\n      <td>       Noise - Commercial</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>8 </th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>9 </th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td> Noise - House of Worship</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>          Illegal Parking</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>          Noise - Vehicle</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>                   Rodent</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td> Noise - House of Worship</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>          Illegal Parking</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>   Street Light Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td> Noise - House of Worship</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>          Noise - Vehicle</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>         Blocked Driveway</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>   Street Light Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>     Harboring Bees/Wasps</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>   Street Light Condition</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>         Blocked Driveway</td>\n      <td> STATEN ISLAND</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>           Taxi Complaint</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td> Noise - House of Worship</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>      Homeless Encampment</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>         Blocked Driveway</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td> Traffic Signal Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td> Traffic Signal Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>         Blocked Driveway</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>       Noise - Commercial</td>\n      <td>        QUEENS</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>       Food Establishment</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>       Noise - Commercial</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>             Noise - Park</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>       Noise - Commercial</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>           Taxi Complaint</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>  Noise - Street/Sidewalk</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>50</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>51</th>\n      <td>        Broken Muni Meter</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>52</th>\n      <td>         Blocked Driveway</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td> Benefit Card Replacement</td>\n      <td>   Unspecified</td>\n    </tr>\n    <tr>\n      <th>55</th>\n      <td>       Noise - Commercial</td>\n      <td>     MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>     Sanitation Condition</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>                 ELECTRIC</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>                 PLUMBING</td>\n      <td>      BROOKLYN</td>\n    </tr>\n    <tr>\n      <th>59</th>\n      <td>                  HEATING</td>\n      <td>         BRONX</td>\n    </tr>\n    <tr>\n      <th></th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n  </tbody>\n</table>\n<p>111069 rows \u00d7 2 columns</p>\n</div>", "text/plain": "              Complaint Type        Borough\n0    Noise - Street/Sidewalk         QUEENS\n1            Illegal Parking         QUEENS\n2         Noise - Commercial      MANHATTAN\n3            Noise - Vehicle      MANHATTAN\n4                     Rodent      MANHATTAN\n5         Noise - Commercial         QUEENS\n6           Blocked Driveway         QUEENS\n7         Noise - Commercial         QUEENS\n8         Noise - Commercial      MANHATTAN\n9         Noise - Commercial       BROOKLYN\n10  Noise - House of Worship       BROOKLYN\n11        Noise - Commercial      MANHATTAN\n12           Illegal Parking      MANHATTAN\n13           Noise - Vehicle          BRONX\n14                    Rodent       BROOKLYN\n15  Noise - House of Worship      MANHATTAN\n16   Noise - Street/Sidewalk  STATEN ISLAND\n17           Illegal Parking       BROOKLYN\n18    Street Light Condition       BROOKLYN\n19        Noise - Commercial      MANHATTAN\n20  Noise - House of Worship       BROOKLYN\n21        Noise - Commercial      MANHATTAN\n22           Noise - Vehicle         QUEENS\n23        Noise - Commercial       BROOKLYN\n24          Blocked Driveway  STATEN ISLAND\n25   Noise - Street/Sidewalk  STATEN ISLAND\n26    Street Light Condition       BROOKLYN\n27      Harboring Bees/Wasps      MANHATTAN\n28   Noise - Street/Sidewalk      MANHATTAN\n29    Street Light Condition  STATEN ISLAND\n30          Blocked Driveway  STATEN ISLAND\n31   Noise - Street/Sidewalk       BROOKLYN\n32            Taxi Complaint      MANHATTAN\n33  Noise - House of Worship      MANHATTAN\n34       Homeless Encampment      MANHATTAN\n35          Blocked Driveway         QUEENS\n36  Traffic Signal Condition       BROOKLYN\n37        Noise - Commercial       BROOKLYN\n38  Traffic Signal Condition       BROOKLYN\n39          Blocked Driveway         QUEENS\n40        Noise - Commercial         QUEENS\n41        Food Establishment      MANHATTAN\n42        Noise - Commercial       BROOKLYN\n43        Noise - Commercial       BROOKLYN\n44              Noise - Park          BRONX\n45   Noise - Street/Sidewalk          BRONX\n46        Noise - Commercial          BRONX\n47            Taxi Complaint      MANHATTAN\n48        Noise - Commercial      MANHATTAN\n49   Noise - Street/Sidewalk       BROOKLYN\n50        Noise - Commercial      MANHATTAN\n51         Broken Muni Meter      MANHATTAN\n52          Blocked Driveway       BROOKLYN\n53        Noise - Commercial      MANHATTAN\n54  Benefit Card Replacement    Unspecified\n55        Noise - Commercial      MANHATTAN\n56      Sanitation Condition       BROOKLYN\n57                  ELECTRIC       BROOKLYN\n58                  PLUMBING       BROOKLYN\n59                   HEATING          BRONX\n                         ...            ...\n\n[111069 rows x 2 columns]"}, "output_type": "execute_result"}], "source": "complaints[['Complaint Type', 'Borough']]"}, {"source": "That showed us a summary, and then we can look at the first 10 rows:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 9, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 9, "metadata": {}, "data": {"text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Complaint Type</th>\n      <th>Borough</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td> Noise - Street/Sidewalk</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>         Illegal Parking</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>      Noise - Commercial</td>\n      <td> MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>         Noise - Vehicle</td>\n      <td> MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>                  Rodent</td>\n      <td> MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>      Noise - Commercial</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>        Blocked Driveway</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>      Noise - Commercial</td>\n      <td>    QUEENS</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>      Noise - Commercial</td>\n      <td> MANHATTAN</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>      Noise - Commercial</td>\n      <td>  BROOKLYN</td>\n    </tr>\n  </tbody>\n</table>\n<p>10 rows \u00d7 2 columns</p>\n</div>", "text/plain": "            Complaint Type    Borough\n0  Noise - Street/Sidewalk     QUEENS\n1          Illegal Parking     QUEENS\n2       Noise - Commercial  MANHATTAN\n3          Noise - Vehicle  MANHATTAN\n4                   Rodent  MANHATTAN\n5       Noise - Commercial     QUEENS\n6         Blocked Driveway     QUEENS\n7       Noise - Commercial     QUEENS\n8       Noise - Commercial  MANHATTAN\n9       Noise - Commercial   BROOKLYN\n\n[10 rows x 2 columns]"}, "output_type": "execute_result"}], "source": "complaints[['Complaint Type', 'Borough']][:10]"}, {"source": "# 2.4 What's the most common complaint type?", "cell_type": "markdown", "metadata": {}}, {"source": "This is a really easy question to answer! There's a `.value_counts()` method that we can use:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 10, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 10, "metadata": {}, "data": {"text/plain": "HEATING                     14200\nGENERAL CONSTRUCTION         7471\nStreet Light Condition       7117\nDOF Literature Request       5797\nPLUMBING                     5373\nPAINT - PLASTER              5149\nBlocked Driveway             4590\nNONCONST                     3998\nStreet Condition             3473\nIllegal Parking              3343\nNoise                        3321\nTraffic Signal Condition     3145\nDirty Conditions             2653\nWater System                 2636\nNoise - Commercial           2578\n...\nOpinion for the Mayor                2\nWindow Guard                         2\nDFTA Literature Request              2\nLegal Services Provider Complaint    2\nOpen Flame Permit                    1\nSnow                                 1\nMunicipal Parking Facility           1\nX-Ray Machine/Equipment              1\nStalled Sites                        1\nDHS Income Savings Requirement       1\nTunnel Condition                     1\nHighway Sign - Damaged               1\nFerry Permit                         1\nTrans Fat                            1\nDWD                                  1\nLength: 165, dtype: int64"}, "output_type": "execute_result"}], "source": "complaints['Complaint Type'].value_counts()"}, {"source": "If we just wanted the top 10 most common complaints, we can do this:", "cell_type": "markdown", "metadata": {}}, {"execution_count": 11, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 11, "metadata": {}, "data": {"text/plain": "HEATING                   14200\nGENERAL CONSTRUCTION       7471\nStreet Light Condition     7117\nDOF Literature Request     5797\nPLUMBING                   5373\nPAINT - PLASTER            5149\nBlocked Driveway           4590\nNONCONST                   3998\nStreet Condition           3473\nIllegal Parking            3343\ndtype: int64"}, "output_type": "execute_result"}], "source": "complaint_counts = complaints['Complaint Type'].value_counts()\ncomplaint_counts[:10]"}, {"source": "But it gets better! We can plot them!", "cell_type": "markdown", "metadata": {}}, {"execution_count": 12, "cell_type": "code", "metadata": {"collapsed": false, "trusted": false}, "outputs": [{"execution_count": 12, "metadata": {}, "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x38f88d0>"}, "output_type": "execute_result"}, {"output_type": "display_data", "data": {"image/png": 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Szvu1EoLBYDCSIvfu3auPPvpIc+fOVU1NjTZv3qxbb71VwWBQTz/9tObNmyfL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\nl30gEAho//79evPNN7Vv3z5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diff --git a/cookbook/Chapter 3 - Which borough has the most noise complaints (or, more selecting data).ipynb b/cookbook/Chapter 3 - Which borough has the most noise complaints (or, more selecting data).ipynb
index ed1738a66..b6bf3086f 100644
--- a/cookbook/Chapter 3 - Which borough has the most noise complaints (or, more selecting data).ipynb	
+++ b/cookbook/Chapter 3 - Which borough has the most noise complaints (or, more selecting data).ipynb	
@@ -1 +1 @@
-{"nbformat": 4, "metadata": {"orig_nbformat": 3}, "cells": [{"cell_type": "code", "execution_count": 11, "outputs": [], "source": "# The usual preamble\n%matplotlib inline\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy as np\n\n# Make the graphs a bit prettier, and bigger\npd.set_option('display.mpl_style', 'default')\nplt.rcParams['figure.figsize'] = (15, 5)\n\n\n# This is necessary to show lots of columns in pandas 0.12. \n# Not necessary in pandas 0.13.\npd.set_option('display.width', 5000) \npd.set_option('display.max_columns', 60)", "metadata": {"collapsed": false, "trusted": false}}, {"source": "Let's continue with our NYC 311 service requests example.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 12, "outputs": [], "source": "complaints = pd.read_csv('../data/311-service-requests.csv')", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 3.1 Selecting only noise complaints", "cell_type": "markdown", "metadata": {}}, {"source": "I'd like to know which borough has the most noise complaints. First, we'll take a look at the data to see what it looks like:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 13, "outputs": [{"execution_count": 13, "output_type": "execute_result", "data": {"text/plain": "   Unique Key            Created Date             Closed Date Agency                              Agency Name           Complaint Type                    Descriptor        Location Type Incident Zip  Incident Address      Street Name   Cross Street 1                    Cross Street 2 Intersection Street 1 Intersection Street 2 Address Type      City Landmark Facility Type    Status                Due Date Resolution Action Updated Date Community Board    Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                  Location\n0    26589651  10/31/2013 02:08:41 AM                     NaN   NYPD          New York City Police Department  Noise - Street/Sidewalk                  Loud Talking      Street/Sidewalk        11432  90-03 169 STREET       169 STREET        90 AVENUE                         91 AVENUE                   NaN                   NaN      ADDRESS   JAMAICA      NaN      Precinct  Assigned  10/31/2013 10:08:41 AM         10/31/2013 02:35:17 AM       12 QUEENS     QUEENS                     1042027                      197389        Unspecified       QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.708275 -73.791604   (40.70827532593202, -73.79160395779721)\n1    26593698  10/31/2013 02:01:04 AM                     NaN   NYPD          New York City Police Department          Illegal Parking  Commercial Overnight Parking      Street/Sidewalk        11378         58 AVENUE        58 AVENUE         58 PLACE                         59 STREET                   NaN                   NaN    BLOCKFACE   MASPETH      NaN      Precinct      Open  10/31/2013 10:01:04 AM                            NaN       05 QUEENS     QUEENS                     1009349                      201984        Unspecified       QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.721041 -73.909453  (40.721040535628305, -73.90945306791765)\n2    26594139  10/31/2013 02:00:24 AM  10/31/2013 02:40:32 AM   NYPD          New York City Police Department       Noise - Commercial              Loud Music/Party  Club/Bar/Restaurant        10032     4060 BROADWAY         BROADWAY  WEST 171 STREET                   WEST 172 STREET                   NaN                   NaN      ADDRESS  NEW YORK      NaN      Precinct    Closed  10/31/2013 10:00:24 AM         10/31/2013 02:39:42 AM    12 MANHATTAN  MANHATTAN                     1001088                      246531        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.843330 -73.939144   (40.84332975466513, -73.93914371913482)\n3    26595721  10/31/2013 01:56:23 AM  10/31/2013 02:21:48 AM   NYPD          New York City Police Department          Noise - Vehicle                Car/Truck Horn      Street/Sidewalk        10023    WEST 72 STREET   WEST 72 STREET  COLUMBUS AVENUE                  AMSTERDAM AVENUE                   NaN                   NaN    BLOCKFACE  NEW YORK      NaN      Precinct    Closed  10/31/2013 09:56:23 AM         10/31/2013 02:21:10 AM    07 MANHATTAN  MANHATTAN                      989730                      222727        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.778009 -73.980213    (40.7780087446372, -73.98021349023975)\n4    26590930  10/31/2013 01:53:44 AM                     NaN  DOHMH  Department of Health and Mental Hygiene                   Rodent  Condition Attracting Rodents           Vacant Lot        10027   WEST 124 STREET  WEST 124 STREET     LENOX AVENUE  ADAM CLAYTON POWELL JR BOULEVARD                   NaN                   NaN    BLOCKFACE  NEW YORK      NaN           NaN   Pending  11/30/2013 01:53:44 AM         10/31/2013 01:59:54 AM    10 MANHATTAN  MANHATTAN                      998815                      233545        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.807691 -73.947387   (40.80769092704951, -73.94738703491433)\n\n[5 rows x 52 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td> 26589651</td>\n      <td> 10/31/2013 02:08:41 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>                 Loud Talking</td>\n      <td>     Street/Sidewalk</td>\n      <td> 11432</td>\n      <td> 90-03 169 STREET</td>\n      <td>      169 STREET</td>\n      <td>       90 AVENUE</td>\n      <td>                        91 AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   ADDRESS</td>\n      <td>  JAMAICA</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 10:08:41 AM</td>\n      <td> 10/31/2013 02:35:17 AM</td>\n      <td>    12 QUEENS</td>\n      <td>    QUEENS</td>\n      <td> 1042027</td>\n      <td> 197389</td>\n      <td> Unspecified</td>\n      <td>    QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.708275</td>\n      <td>-73.791604</td>\n      <td>  (40.70827532593202, -73.79160395779721)</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td> 26593698</td>\n      <td> 10/31/2013 02:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>         Illegal Parking</td>\n      <td> Commercial Overnight Parking</td>\n      <td>     Street/Sidewalk</td>\n      <td> 11378</td>\n      <td>        58 AVENUE</td>\n      <td>       58 AVENUE</td>\n      <td>        58 PLACE</td>\n      <td>                        59 STREET</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td>  MASPETH</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 10:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>    05 QUEENS</td>\n      <td>    QUEENS</td>\n      <td> 1009349</td>\n      <td> 201984</td>\n      <td> Unspecified</td>\n      <td>    QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.721041</td>\n      <td>-73.909453</td>\n      <td> (40.721040535628305, -73.90945306791765)</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td> 26594139</td>\n      <td> 10/31/2013 02:00:24 AM</td>\n      <td> 10/31/2013 02:40:32 AM</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>      Noise - Commercial</td>\n      <td>             Loud Music/Party</td>\n      <td> Club/Bar/Restaurant</td>\n      <td> 10032</td>\n      <td>    4060 BROADWAY</td>\n      <td>        BROADWAY</td>\n      <td> WEST 171 STREET</td>\n      <td>                  WEST 172 STREET</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   ADDRESS</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 10:00:24 AM</td>\n      <td> 10/31/2013 02:39:42 AM</td>\n      <td> 12 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td> 1001088</td>\n      <td> 246531</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.843330</td>\n      <td>-73.939144</td>\n      <td>  (40.84332975466513, -73.93914371913482)</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td> 26595721</td>\n      <td> 10/31/2013 01:56:23 AM</td>\n      <td> 10/31/2013 02:21:48 AM</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>         Noise - Vehicle</td>\n      <td>               Car/Truck Horn</td>\n      <td>     Street/Sidewalk</td>\n      <td> 10023</td>\n      <td>   WEST 72 STREET</td>\n      <td>  WEST 72 STREET</td>\n      <td> COLUMBUS AVENUE</td>\n      <td>                 AMSTERDAM AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:56:23 AM</td>\n      <td> 10/31/2013 02:21:10 AM</td>\n      <td> 07 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td>  989730</td>\n      <td> 222727</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.778009</td>\n      <td>-73.980213</td>\n      <td>   (40.7780087446372, -73.98021349023975)</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td> 26590930</td>\n      <td> 10/31/2013 01:53:44 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td> Department of Health and Mental Hygiene</td>\n      <td>                  Rodent</td>\n      <td> Condition Attracting Rodents</td>\n      <td>          Vacant Lot</td>\n      <td> 10027</td>\n      <td>  WEST 124 STREET</td>\n      <td> WEST 124 STREET</td>\n      <td>    LENOX AVENUE</td>\n      <td> ADAM CLAYTON POWELL JR BOULEVARD</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td>      NaN</td>\n      <td>  Pending</td>\n      <td> 11/30/2013 01:53:44 AM</td>\n      <td> 10/31/2013 01:59:54 AM</td>\n      <td> 10 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td>  998815</td>\n      <td> 233545</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.807691</td>\n      <td>-73.947387</td>\n      <td>  (40.80769092704951, -73.94738703491433)</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 52 columns</p>\n</div>"}, "metadata": {}}], "source": "complaints[:5]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "To get the noise complaints, we need to find the rows where the \"Complaint Type\" column is \"Noise - Street/Sidewalk\". I'll show you how to do that, and then explain what's going on.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 14, "outputs": [{"execution_count": 14, "output_type": "execute_result", "data": {"text/plain": "    Unique Key            Created Date             Closed Date Agency                      Agency Name           Complaint Type        Descriptor    Location Type Incident Zip     Incident Address      Street Name    Cross Street 1 Cross Street 2 Intersection Street 1 Intersection Street 2 Address Type           City Landmark Facility Type    Status                Due Date Resolution Action Updated Date   Community Board        Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name   Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                 Location\n0     26589651  10/31/2013 02:08:41 AM                     NaN   NYPD  New York City Police Department  Noise - Street/Sidewalk      Loud Talking  Street/Sidewalk        11432     90-03 169 STREET       169 STREET         90 AVENUE      91 AVENUE                   NaN                   NaN      ADDRESS        JAMAICA      NaN      Precinct  Assigned  10/31/2013 10:08:41 AM         10/31/2013 02:35:17 AM         12 QUEENS         QUEENS                     1042027                      197389        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.708275 -73.791604  (40.70827532593202, -73.79160395779721)\n16    26594086  10/31/2013 12:54:03 AM  10/31/2013 02:16:39 AM   NYPD  New York City Police Department  Noise - Street/Sidewalk  Loud Music/Party  Street/Sidewalk        10310  173 CAMPBELL AVENUE  CAMPBELL AVENUE  HENDERSON AVENUE   WINEGAR LANE                   NaN                   NaN      ADDRESS  STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:54:03 AM         10/31/2013 02:07:14 AM  01 STATEN ISLAND  STATEN ISLAND                      952013                      171076        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.636182 -74.116150   (40.63618202176914, -74.1161500428337)\n25    26591573  10/31/2013 12:35:18 AM  10/31/2013 02:41:35 AM   NYPD  New York City Police Department  Noise - Street/Sidewalk      Loud Talking  Street/Sidewalk        10312    24 PRINCETON LANE   PRINCETON LANE     HAMPTON GREEN       DEAD END                   NaN                   NaN      ADDRESS  STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:35:18 AM         10/31/2013 01:45:17 AM  03 STATEN ISLAND  STATEN ISLAND                      929577                      140964        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.553421 -74.196743  (40.55342078716953, -74.19674315017886)\n\n[3 rows x 52 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0 </th>\n      <td> 26589651</td>\n      <td> 10/31/2013 02:08:41 AM</td>\n      <td>                    NaN</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>     Loud Talking</td>\n      <td> Street/Sidewalk</td>\n      <td> 11432</td>\n      <td>    90-03 169 STREET</td>\n      <td>      169 STREET</td>\n      <td>        90 AVENUE</td>\n      <td>    91 AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> ADDRESS</td>\n      <td>       JAMAICA</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 10:08:41 AM</td>\n      <td> 10/31/2013 02:35:17 AM</td>\n      <td>        12 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1042027</td>\n      <td> 197389</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.708275</td>\n      <td>-73.791604</td>\n      <td> (40.70827532593202, -73.79160395779721)</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td> 26594086</td>\n      <td> 10/31/2013 12:54:03 AM</td>\n      <td> 10/31/2013 02:16:39 AM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td> Loud Music/Party</td>\n      <td> Street/Sidewalk</td>\n      <td> 10310</td>\n      <td> 173 CAMPBELL AVENUE</td>\n      <td> CAMPBELL AVENUE</td>\n      <td> HENDERSON AVENUE</td>\n      <td> WINEGAR LANE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> ADDRESS</td>\n      <td> STATEN ISLAND</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:54:03 AM</td>\n      <td> 10/31/2013 02:07:14 AM</td>\n      <td> 01 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  952013</td>\n      <td> 171076</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.636182</td>\n      <td>-74.116150</td>\n      <td>  (40.63618202176914, -74.1161500428337)</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td> 26591573</td>\n      <td> 10/31/2013 12:35:18 AM</td>\n      <td> 10/31/2013 02:41:35 AM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>     Loud Talking</td>\n      <td> Street/Sidewalk</td>\n      <td> 10312</td>\n      <td>   24 PRINCETON LANE</td>\n      <td>  PRINCETON LANE</td>\n      <td>    HAMPTON GREEN</td>\n      <td>     DEAD END</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> ADDRESS</td>\n      <td> STATEN ISLAND</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:35:18 AM</td>\n      <td> 10/31/2013 01:45:17 AM</td>\n      <td> 03 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  929577</td>\n      <td> 140964</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.553421</td>\n      <td>-74.196743</td>\n      <td> (40.55342078716953, -74.19674315017886)</td>\n    </tr>\n  </tbody>\n</table>\n<p>3 rows \u00d7 52 columns</p>\n</div>"}, "metadata": {}}], "source": "noise_complaints = complaints[complaints['Complaint Type'] == \"Noise - Street/Sidewalk\"]\nnoise_complaints[:3]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "If you look at `noise_complaints`, you'll see that this worked, and it only contains complaints with the right complaint type. But how does this work? Let's deconstruct it into two pieces", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 15, "outputs": [{"execution_count": 15, "output_type": "execute_result", "data": {"text/plain": "0      True\n1     False\n2     False\n3     False\n4     False\n5     False\n6     False\n7     False\n8     False\n9     False\n10    False\n11    False\n12    False\n13    False\n14    False\n...\n111054     True\n111055    False\n111056    False\n111057    False\n111058    False\n111059     True\n111060    False\n111061    False\n111062    False\n111063    False\n111064    False\n111065    False\n111066     True\n111067    False\n111068    False\nName: Complaint Type, Length: 111069, dtype: bool"}, "metadata": {}}], "source": "complaints['Complaint Type'] == \"Noise - Street/Sidewalk\"", "metadata": {"collapsed": false, "trusted": false}}, {"source": "This is a big array of `True`s and `False`s, one for each row in our dataframe. When we index our dataframe with this array, we get just the rows where our boolean array evaluated to `True`.  It's important to note that for row filtering by a boolean array the length of our dataframe's index must be the same length as the boolean array used for filtering.\n\nYou can also combine more than one condition with the `&` operator like this:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 16, "outputs": [{"execution_count": 16, "output_type": "execute_result", "data": {"text/plain": "     Unique Key            Created Date             Closed Date Agency                      Agency Name           Complaint Type        Descriptor    Location Type Incident Zip    Incident Address      Street Name     Cross Street 1  Cross Street 2 Intersection Street 1 Intersection Street 2  Address Type      City Landmark Facility Type  Status                Due Date Resolution Action Updated Date Community Board   Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                  Location\n31     26595564  10/31/2013 12:30:36 AM                     NaN   NYPD  New York City Police Department  Noise - Street/Sidewalk  Loud Music/Party  Street/Sidewalk        11236            AVENUE J         AVENUE J     EAST 80 STREET  EAST 81 STREET                   NaN                   NaN     BLOCKFACE  BROOKLYN      NaN      Precinct    Open  10/31/2013 08:30:36 AM                            NaN     18 BROOKLYN  BROOKLYN                     1008937                      170310        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.634104 -73.911055  (40.634103775951736, -73.91105541883589)\n49     26595553  10/31/2013 12:05:10 AM  10/31/2013 02:43:43 AM   NYPD  New York City Police Department  Noise - Street/Sidewalk      Loud Talking  Street/Sidewalk        11225  25 LEFFERTS AVENUE  LEFFERTS AVENUE  WASHINGTON AVENUE  BEDFORD AVENUE                   NaN                   NaN       ADDRESS  BROOKLYN      NaN      Precinct  Closed  10/31/2013 08:05:10 AM         10/31/2013 01:29:29 AM     09 BROOKLYN  BROOKLYN                      995366                      180388        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.661793 -73.959934    (40.6617931276793, -73.95993363978067)\n109    26594653  10/30/2013 11:26:32 PM  10/31/2013 12:18:54 AM   NYPD  New York City Police Department  Noise - Street/Sidewalk  Loud Music/Party  Street/Sidewalk        11222                 NaN              NaN                NaN             NaN         DOBBIN STREET         NORMAN STREET  INTERSECTION  BROOKLYN      NaN      Precinct  Closed  10/31/2013 07:26:32 AM         10/31/2013 12:18:54 AM     01 BROOKLYN  BROOKLYN                      996925                      203271        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.724600 -73.954271  (40.724599563793525, -73.95427134534344)\n236    26591992  10/30/2013 10:02:58 PM  10/30/2013 10:23:20 PM   NYPD  New York City Police Department  Noise - Street/Sidewalk      Loud Talking  Street/Sidewalk        11218       DITMAS AVENUE    DITMAS AVENUE                NaN             NaN                   NaN                   NaN       LATLONG  BROOKLYN      NaN      Precinct  Closed  10/31/2013 06:02:58 AM         10/30/2013 10:23:20 PM     01 BROOKLYN  BROOKLYN                      991895                      171051        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.636169 -73.972455   (40.63616876563881, -73.97245504682485)\n370    26594167  10/30/2013 08:38:25 PM  10/30/2013 10:26:28 PM   NYPD  New York City Police Department  Noise - Street/Sidewalk  Loud Music/Party  Street/Sidewalk        11218    126 BEVERLY ROAD     BEVERLY ROAD      CHURCH AVENUE   EAST 2 STREET                   NaN                   NaN       ADDRESS  BROOKLYN      NaN      Precinct  Closed  10/31/2013 04:38:25 AM         10/30/2013 10:26:28 PM     12 BROOKLYN  BROOKLYN                      990144                      173511        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.642922 -73.978762    (40.6429222774404, -73.97876175474585)\n\n[5 rows x 52 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>31 </th>\n      <td> 26595564</td>\n      <td> 10/31/2013 12:30:36 AM</td>\n      <td>                    NaN</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td> Loud Music/Party</td>\n      <td> Street/Sidewalk</td>\n      <td> 11236</td>\n      <td>           AVENUE J</td>\n      <td>        AVENUE J</td>\n      <td>    EAST 80 STREET</td>\n      <td> EAST 81 STREET</td>\n      <td>           NaN</td>\n      <td>           NaN</td>\n      <td>    BLOCKFACE</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Open</td>\n      <td> 10/31/2013 08:30:36 AM</td>\n      <td>                    NaN</td>\n      <td> 18 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td> 1008937</td>\n      <td> 170310</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.634104</td>\n      <td>-73.911055</td>\n      <td> (40.634103775951736, -73.91105541883589)</td>\n    </tr>\n    <tr>\n      <th>49 </th>\n      <td> 26595553</td>\n      <td> 10/31/2013 12:05:10 AM</td>\n      <td> 10/31/2013 02:43:43 AM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>     Loud Talking</td>\n      <td> Street/Sidewalk</td>\n      <td> 11225</td>\n      <td> 25 LEFFERTS AVENUE</td>\n      <td> LEFFERTS AVENUE</td>\n      <td> WASHINGTON AVENUE</td>\n      <td> BEDFORD AVENUE</td>\n      <td>           NaN</td>\n      <td>           NaN</td>\n      <td>      ADDRESS</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Closed</td>\n      <td> 10/31/2013 08:05:10 AM</td>\n      <td> 10/31/2013 01:29:29 AM</td>\n      <td> 09 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td>  995366</td>\n      <td> 180388</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.661793</td>\n      <td>-73.959934</td>\n      <td>   (40.6617931276793, -73.95993363978067)</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td> 26594653</td>\n      <td> 10/30/2013 11:26:32 PM</td>\n      <td> 10/31/2013 12:18:54 AM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td> Loud Music/Party</td>\n      <td> Street/Sidewalk</td>\n      <td> 11222</td>\n      <td>                NaN</td>\n      <td>             NaN</td>\n      <td>               NaN</td>\n      <td>            NaN</td>\n      <td> DOBBIN STREET</td>\n      <td> NORMAN STREET</td>\n      <td> INTERSECTION</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Closed</td>\n      <td> 10/31/2013 07:26:32 AM</td>\n      <td> 10/31/2013 12:18:54 AM</td>\n      <td> 01 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td>  996925</td>\n      <td> 203271</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.724600</td>\n      <td>-73.954271</td>\n      <td> (40.724599563793525, -73.95427134534344)</td>\n    </tr>\n    <tr>\n      <th>236</th>\n      <td> 26591992</td>\n      <td> 10/30/2013 10:02:58 PM</td>\n      <td> 10/30/2013 10:23:20 PM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>     Loud Talking</td>\n      <td> Street/Sidewalk</td>\n      <td> 11218</td>\n      <td>      DITMAS AVENUE</td>\n      <td>   DITMAS AVENUE</td>\n      <td>               NaN</td>\n      <td>            NaN</td>\n      <td>           NaN</td>\n      <td>           NaN</td>\n      <td>      LATLONG</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Closed</td>\n      <td> 10/31/2013 06:02:58 AM</td>\n      <td> 10/30/2013 10:23:20 PM</td>\n      <td> 01 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td>  991895</td>\n      <td> 171051</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.636169</td>\n      <td>-73.972455</td>\n      <td>  (40.63616876563881, -73.97245504682485)</td>\n    </tr>\n    <tr>\n      <th>370</th>\n      <td> 26594167</td>\n      <td> 10/30/2013 08:38:25 PM</td>\n      <td> 10/30/2013 10:26:28 PM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td> Loud Music/Party</td>\n      <td> Street/Sidewalk</td>\n      <td> 11218</td>\n      <td>   126 BEVERLY ROAD</td>\n      <td>    BEVERLY ROAD</td>\n      <td>     CHURCH AVENUE</td>\n      <td>  EAST 2 STREET</td>\n      <td>           NaN</td>\n      <td>           NaN</td>\n      <td>      ADDRESS</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Closed</td>\n      <td> 10/31/2013 04:38:25 AM</td>\n      <td> 10/30/2013 10:26:28 PM</td>\n      <td> 12 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td>  990144</td>\n      <td> 173511</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.642922</td>\n      <td>-73.978762</td>\n      <td>   (40.6429222774404, -73.97876175474585)</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 52 columns</p>\n</div>"}, "metadata": {}}], "source": "is_noise = complaints['Complaint Type'] == \"Noise - Street/Sidewalk\"\nin_brooklyn = complaints['Borough'] == \"BROOKLYN\"\ncomplaints[is_noise & in_brooklyn][:5]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "Or if we just wanted a few columns:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 17, "outputs": [{"execution_count": 17, "output_type": "execute_result", "data": {"text/plain": "               Complaint Type   Borough            Created Date        Descriptor\n31    Noise - Street/Sidewalk  BROOKLYN  10/31/2013 12:30:36 AM  Loud Music/Party\n49    Noise - Street/Sidewalk  BROOKLYN  10/31/2013 12:05:10 AM      Loud Talking\n109   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 11:26:32 PM  Loud Music/Party\n236   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 10:02:58 PM      Loud Talking\n370   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 08:38:25 PM  Loud Music/Party\n378   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 08:32:13 PM      Loud Talking\n656   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 06:07:39 PM  Loud Music/Party\n1251  Noise - Street/Sidewalk  BROOKLYN  10/30/2013 03:04:51 PM      Loud Talking\n5416  Noise - Street/Sidewalk  BROOKLYN  10/29/2013 10:07:02 PM      Loud Talking\n5584  Noise - Street/Sidewalk  BROOKLYN  10/29/2013 08:15:59 PM  Loud Music/Party\n\n[10 rows x 4 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Complaint Type</th>\n      <th>Borough</th>\n      <th>Created Date</th>\n      <th>Descriptor</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>31  </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/31/2013 12:30:36 AM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n    <tr>\n      <th>49  </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/31/2013 12:05:10 AM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>109 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 11:26:32 PM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n    <tr>\n      <th>236 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 10:02:58 PM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>370 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 08:38:25 PM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n    <tr>\n      <th>378 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 08:32:13 PM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>656 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 06:07:39 PM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n    <tr>\n      <th>1251</th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 03:04:51 PM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>5416</th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/29/2013 10:07:02 PM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>5584</th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/29/2013 08:15:59 PM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n  </tbody>\n</table>\n<p>10 rows \u00d7 4 columns</p>\n</div>"}, "metadata": {}}], "source": "complaints[is_noise & in_brooklyn][['Complaint Type', 'Borough', 'Created Date', 'Descriptor']][:10]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 3.2 A digression about numpy arrays", "cell_type": "markdown", "metadata": {}}, {"source": "On the inside, the type of a column is `pd.Series`", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 18, "outputs": [{"execution_count": 18, "output_type": "execute_result", "data": {"text/plain": "0    1\n1    2\n2    3\ndtype: int64"}, "metadata": {}}], "source": "pd.Series([1,2,3])", "metadata": {"collapsed": false, "trusted": false}}, {"source": "and pandas Series are internally numpy arrays. If you add `.values` to the end of any `Series`, you'll get its internal numpy array", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 19, "outputs": [{"execution_count": 19, "output_type": "execute_result", "data": {"text/plain": "array([1, 2, 3])"}, "metadata": {}}], "source": "np.array([1,2,3])", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 20, "outputs": [{"execution_count": 20, "output_type": "execute_result", "data": {"text/plain": "array([1, 2, 3])"}, "metadata": {}}], "source": "pd.Series([1,2,3]).values", "metadata": {"collapsed": false, "trusted": false}}, {"source": "So this binary-array-selection business is actually something that works with any numpy array:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 21, "outputs": [], "source": "arr = np.array([1,2,3])", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 22, "outputs": [{"execution_count": 22, "output_type": "execute_result", "data": {"text/plain": "array([ True, False,  True], dtype=bool)"}, "metadata": {}}], "source": "arr != 2", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 23, "outputs": [{"execution_count": 23, "output_type": "execute_result", "data": {"text/plain": "array([1, 3])"}, "metadata": {}}], "source": "arr[arr != 2]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 3.3 So, which borough has the most noise complaints?", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 24, "outputs": [{"execution_count": 24, "output_type": "execute_result", "data": {"text/plain": "MANHATTAN        917\nBROOKLYN         456\nBRONX            292\nQUEENS           226\nSTATEN ISLAND     36\nUnspecified        1\ndtype: int64"}, "metadata": {}}], "source": "is_noise = complaints['Complaint Type'] == \"Noise - Street/Sidewalk\"\nnoise_complaints = complaints[is_noise]\nnoise_complaints['Borough'].value_counts()", "metadata": {"collapsed": false, "trusted": false}}, {"source": "It's Manhattan! But what if we wanted to divide by the total number of complaints, to make it make a bit more sense? That would be easy too:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 25, "outputs": [], "source": "noise_complaint_counts = noise_complaints['Borough'].value_counts()\ncomplaint_counts = complaints['Borough'].value_counts()", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 26, "outputs": [{"execution_count": 26, "output_type": "execute_result", "data": {"text/plain": "BRONX            0.014833\nBROOKLYN         0.013864\nMANHATTAN        0.037755\nQUEENS           0.010143\nSTATEN ISLAND    0.007474\nUnspecified      0.000141\ndtype: float64"}, "metadata": {}}], "source": "noise_complaint_counts / complaint_counts", "metadata": {"collapsed": false, "trusted": false}}, {"source": "Oops, why was that zero? That's no good. This is because of integer division in Python 2. Let's fix it, by converting `complaint_counts` into an array of floats.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 27, "outputs": [{"execution_count": 27, "output_type": "execute_result", "data": {"text/plain": "BRONX            0.014833\nBROOKLYN         0.013864\nMANHATTAN        0.037755\nQUEENS           0.010143\nSTATEN ISLAND    0.007474\nUnspecified      0.000141\ndtype: float64"}, "metadata": {}}], "source": "noise_complaint_counts / complaint_counts.astype(float)", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 28, "outputs": [{"execution_count": 28, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x113a628d0>"}, "metadata": {}}, {"output_type": "display_data", "metadata": {}, "data": {"image/png": 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"text/plain": "<matplotlib.figure.Figure at 0x113a62e50>"}}], "source": "(noise_complaint_counts / complaint_counts.astype(float)).plot(kind='bar')", "metadata": {"collapsed": false, "trusted": false}}, {"source": "So Manhattan really does complain more about noise than the other boroughs! Neat.", "cell_type": "markdown", "metadata": {}}, {"source": "<style>\n    @font-face {\n        font-family: \"Computer Modern\";\n        src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n    }\n    div.cell{\n        width:800px;\n        margin-left:16% !important;\n        margin-right:auto;\n    }\n    h1 {\n        font-family: Helvetica, serif;\n    }\n    h4{\n        margin-top:12px;\n        margin-bottom: 3px;\n       }\n    div.text_cell_render{\n        font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n        line-height: 145%;\n        font-size: 130%;\n        width:800px;\n        margin-left:auto;\n        margin-right:auto;\n    }\n    .CodeMirror{\n            font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n    }\n    .text_cell_render h5 {\n        font-weight: 300;\n        font-size: 22pt;\n        color: #4057A1;\n        font-style: italic;\n        margin-bottom: .5em;\n        margin-top: 0.5em;\n        display: block;\n    }\n    \n    .warning{\n        color: rgb( 240, 20, 20 )\n        }  ", "cell_type": "markdown", "metadata": {}}], "nbformat_minor": 0}
+{"nbformat": 4, "metadata": {"orig_nbformat": 3}, "cells": [{"cell_type": "code", "execution_count": 11, "outputs": [], "source": "# The usual preamble\n%matplotlib inline\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport numpy as np\n\n# Make the graphs a bit prettier, and bigger\nplt.style.use('ggplot')\nplt.rcParams['figure.figsize'] = (15, 5)\n\n\n# This is necessary to show lots of columns in pandas 0.12. \n# Not necessary in pandas 0.13.\npd.set_option('display.width', 5000) \npd.set_option('display.max_columns', 60)", "metadata": {"collapsed": false, "trusted": false}}, {"source": "Let's continue with our NYC 311 service requests example.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 12, "outputs": [], "source": "complaints = pd.read_csv('../data/311-service-requests.csv')", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 3.1 Selecting only noise complaints", "cell_type": "markdown", "metadata": {}}, {"source": "I'd like to know which borough has the most noise complaints. First, we'll take a look at the data to see what it looks like:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 13, "outputs": [{"execution_count": 13, "output_type": "execute_result", "data": {"text/plain": "   Unique Key            Created Date             Closed Date Agency                              Agency Name           Complaint Type                    Descriptor        Location Type Incident Zip  Incident Address      Street Name   Cross Street 1                    Cross Street 2 Intersection Street 1 Intersection Street 2 Address Type      City Landmark Facility Type    Status                Due Date Resolution Action Updated Date Community Board    Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                  Location\n0    26589651  10/31/2013 02:08:41 AM                     NaN   NYPD          New York City Police Department  Noise - Street/Sidewalk                  Loud Talking      Street/Sidewalk        11432  90-03 169 STREET       169 STREET        90 AVENUE                         91 AVENUE                   NaN                   NaN      ADDRESS   JAMAICA      NaN      Precinct  Assigned  10/31/2013 10:08:41 AM         10/31/2013 02:35:17 AM       12 QUEENS     QUEENS                     1042027                      197389        Unspecified       QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.708275 -73.791604   (40.70827532593202, -73.79160395779721)\n1    26593698  10/31/2013 02:01:04 AM                     NaN   NYPD          New York City Police Department          Illegal Parking  Commercial Overnight Parking      Street/Sidewalk        11378         58 AVENUE        58 AVENUE         58 PLACE                         59 STREET                   NaN                   NaN    BLOCKFACE   MASPETH      NaN      Precinct      Open  10/31/2013 10:01:04 AM                            NaN       05 QUEENS     QUEENS                     1009349                      201984        Unspecified       QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.721041 -73.909453  (40.721040535628305, -73.90945306791765)\n2    26594139  10/31/2013 02:00:24 AM  10/31/2013 02:40:32 AM   NYPD          New York City Police Department       Noise - Commercial              Loud Music/Party  Club/Bar/Restaurant        10032     4060 BROADWAY         BROADWAY  WEST 171 STREET                   WEST 172 STREET                   NaN                   NaN      ADDRESS  NEW YORK      NaN      Precinct    Closed  10/31/2013 10:00:24 AM         10/31/2013 02:39:42 AM    12 MANHATTAN  MANHATTAN                     1001088                      246531        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.843330 -73.939144   (40.84332975466513, -73.93914371913482)\n3    26595721  10/31/2013 01:56:23 AM  10/31/2013 02:21:48 AM   NYPD          New York City Police Department          Noise - Vehicle                Car/Truck Horn      Street/Sidewalk        10023    WEST 72 STREET   WEST 72 STREET  COLUMBUS AVENUE                  AMSTERDAM AVENUE                   NaN                   NaN    BLOCKFACE  NEW YORK      NaN      Precinct    Closed  10/31/2013 09:56:23 AM         10/31/2013 02:21:10 AM    07 MANHATTAN  MANHATTAN                      989730                      222727        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.778009 -73.980213    (40.7780087446372, -73.98021349023975)\n4    26590930  10/31/2013 01:53:44 AM                     NaN  DOHMH  Department of Health and Mental Hygiene                   Rodent  Condition Attracting Rodents           Vacant Lot        10027   WEST 124 STREET  WEST 124 STREET     LENOX AVENUE  ADAM CLAYTON POWELL JR BOULEVARD                   NaN                   NaN    BLOCKFACE  NEW YORK      NaN           NaN   Pending  11/30/2013 01:53:44 AM         10/31/2013 01:59:54 AM    10 MANHATTAN  MANHATTAN                      998815                      233545        Unspecified    MANHATTAN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.807691 -73.947387   (40.80769092704951, -73.94738703491433)\n\n[5 rows x 52 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td> 26589651</td>\n      <td> 10/31/2013 02:08:41 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>                 Loud Talking</td>\n      <td>     Street/Sidewalk</td>\n      <td> 11432</td>\n      <td> 90-03 169 STREET</td>\n      <td>      169 STREET</td>\n      <td>       90 AVENUE</td>\n      <td>                        91 AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   ADDRESS</td>\n      <td>  JAMAICA</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 10:08:41 AM</td>\n      <td> 10/31/2013 02:35:17 AM</td>\n      <td>    12 QUEENS</td>\n      <td>    QUEENS</td>\n      <td> 1042027</td>\n      <td> 197389</td>\n      <td> Unspecified</td>\n      <td>    QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.708275</td>\n      <td>-73.791604</td>\n      <td>  (40.70827532593202, -73.79160395779721)</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td> 26593698</td>\n      <td> 10/31/2013 02:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>         Illegal Parking</td>\n      <td> Commercial Overnight Parking</td>\n      <td>     Street/Sidewalk</td>\n      <td> 11378</td>\n      <td>        58 AVENUE</td>\n      <td>       58 AVENUE</td>\n      <td>        58 PLACE</td>\n      <td>                        59 STREET</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td>  MASPETH</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>     Open</td>\n      <td> 10/31/2013 10:01:04 AM</td>\n      <td>                    NaN</td>\n      <td>    05 QUEENS</td>\n      <td>    QUEENS</td>\n      <td> 1009349</td>\n      <td> 201984</td>\n      <td> Unspecified</td>\n      <td>    QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.721041</td>\n      <td>-73.909453</td>\n      <td> (40.721040535628305, -73.90945306791765)</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td> 26594139</td>\n      <td> 10/31/2013 02:00:24 AM</td>\n      <td> 10/31/2013 02:40:32 AM</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>      Noise - Commercial</td>\n      <td>             Loud Music/Party</td>\n      <td> Club/Bar/Restaurant</td>\n      <td> 10032</td>\n      <td>    4060 BROADWAY</td>\n      <td>        BROADWAY</td>\n      <td> WEST 171 STREET</td>\n      <td>                  WEST 172 STREET</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td>   ADDRESS</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 10:00:24 AM</td>\n      <td> 10/31/2013 02:39:42 AM</td>\n      <td> 12 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td> 1001088</td>\n      <td> 246531</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.843330</td>\n      <td>-73.939144</td>\n      <td>  (40.84332975466513, -73.93914371913482)</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td> 26595721</td>\n      <td> 10/31/2013 01:56:23 AM</td>\n      <td> 10/31/2013 02:21:48 AM</td>\n      <td>  NYPD</td>\n      <td>         New York City Police Department</td>\n      <td>         Noise - Vehicle</td>\n      <td>               Car/Truck Horn</td>\n      <td>     Street/Sidewalk</td>\n      <td> 10023</td>\n      <td>   WEST 72 STREET</td>\n      <td>  WEST 72 STREET</td>\n      <td> COLUMBUS AVENUE</td>\n      <td>                 AMSTERDAM AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 09:56:23 AM</td>\n      <td> 10/31/2013 02:21:10 AM</td>\n      <td> 07 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td>  989730</td>\n      <td> 222727</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.778009</td>\n      <td>-73.980213</td>\n      <td>   (40.7780087446372, -73.98021349023975)</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td> 26590930</td>\n      <td> 10/31/2013 01:53:44 AM</td>\n      <td>                    NaN</td>\n      <td> DOHMH</td>\n      <td> Department of Health and Mental Hygiene</td>\n      <td>                  Rodent</td>\n      <td> Condition Attracting Rodents</td>\n      <td>          Vacant Lot</td>\n      <td> 10027</td>\n      <td>  WEST 124 STREET</td>\n      <td> WEST 124 STREET</td>\n      <td>    LENOX AVENUE</td>\n      <td> ADAM CLAYTON POWELL JR BOULEVARD</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> BLOCKFACE</td>\n      <td> NEW YORK</td>\n      <td> NaN</td>\n      <td>      NaN</td>\n      <td>  Pending</td>\n      <td> 11/30/2013 01:53:44 AM</td>\n      <td> 10/31/2013 01:59:54 AM</td>\n      <td> 10 MANHATTAN</td>\n      <td> MANHATTAN</td>\n      <td>  998815</td>\n      <td> 233545</td>\n      <td> Unspecified</td>\n      <td> MANHATTAN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.807691</td>\n      <td>-73.947387</td>\n      <td>  (40.80769092704951, -73.94738703491433)</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 52 columns</p>\n</div>"}, "metadata": {}}], "source": "complaints[:5]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "To get the noise complaints, we need to find the rows where the \"Complaint Type\" column is \"Noise - Street/Sidewalk\". I'll show you how to do that, and then explain what's going on.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 14, "outputs": [{"execution_count": 14, "output_type": "execute_result", "data": {"text/plain": "    Unique Key            Created Date             Closed Date Agency                      Agency Name           Complaint Type        Descriptor    Location Type Incident Zip     Incident Address      Street Name    Cross Street 1 Cross Street 2 Intersection Street 1 Intersection Street 2 Address Type           City Landmark Facility Type    Status                Due Date Resolution Action Updated Date   Community Board        Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name   Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                 Location\n0     26589651  10/31/2013 02:08:41 AM                     NaN   NYPD  New York City Police Department  Noise - Street/Sidewalk      Loud Talking  Street/Sidewalk        11432     90-03 169 STREET       169 STREET         90 AVENUE      91 AVENUE                   NaN                   NaN      ADDRESS        JAMAICA      NaN      Precinct  Assigned  10/31/2013 10:08:41 AM         10/31/2013 02:35:17 AM         12 QUEENS         QUEENS                     1042027                      197389        Unspecified         QUEENS  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.708275 -73.791604  (40.70827532593202, -73.79160395779721)\n16    26594086  10/31/2013 12:54:03 AM  10/31/2013 02:16:39 AM   NYPD  New York City Police Department  Noise - Street/Sidewalk  Loud Music/Party  Street/Sidewalk        10310  173 CAMPBELL AVENUE  CAMPBELL AVENUE  HENDERSON AVENUE   WINEGAR LANE                   NaN                   NaN      ADDRESS  STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:54:03 AM         10/31/2013 02:07:14 AM  01 STATEN ISLAND  STATEN ISLAND                      952013                      171076        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.636182 -74.116150   (40.63618202176914, -74.1161500428337)\n25    26591573  10/31/2013 12:35:18 AM  10/31/2013 02:41:35 AM   NYPD  New York City Police Department  Noise - Street/Sidewalk      Loud Talking  Street/Sidewalk        10312    24 PRINCETON LANE   PRINCETON LANE     HAMPTON GREEN       DEAD END                   NaN                   NaN      ADDRESS  STATEN ISLAND      NaN      Precinct    Closed  10/31/2013 08:35:18 AM         10/31/2013 01:45:17 AM  03 STATEN ISLAND  STATEN ISLAND                      929577                      140964        Unspecified  STATEN ISLAND  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.553421 -74.196743  (40.55342078716953, -74.19674315017886)\n\n[3 rows x 52 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0 </th>\n      <td> 26589651</td>\n      <td> 10/31/2013 02:08:41 AM</td>\n      <td>                    NaN</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>     Loud Talking</td>\n      <td> Street/Sidewalk</td>\n      <td> 11432</td>\n      <td>    90-03 169 STREET</td>\n      <td>      169 STREET</td>\n      <td>        90 AVENUE</td>\n      <td>    91 AVENUE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> ADDRESS</td>\n      <td>       JAMAICA</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Assigned</td>\n      <td> 10/31/2013 10:08:41 AM</td>\n      <td> 10/31/2013 02:35:17 AM</td>\n      <td>        12 QUEENS</td>\n      <td>        QUEENS</td>\n      <td> 1042027</td>\n      <td> 197389</td>\n      <td> Unspecified</td>\n      <td>        QUEENS</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.708275</td>\n      <td>-73.791604</td>\n      <td> (40.70827532593202, -73.79160395779721)</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td> 26594086</td>\n      <td> 10/31/2013 12:54:03 AM</td>\n      <td> 10/31/2013 02:16:39 AM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td> Loud Music/Party</td>\n      <td> Street/Sidewalk</td>\n      <td> 10310</td>\n      <td> 173 CAMPBELL AVENUE</td>\n      <td> CAMPBELL AVENUE</td>\n      <td> HENDERSON AVENUE</td>\n      <td> WINEGAR LANE</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> ADDRESS</td>\n      <td> STATEN ISLAND</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:54:03 AM</td>\n      <td> 10/31/2013 02:07:14 AM</td>\n      <td> 01 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  952013</td>\n      <td> 171076</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.636182</td>\n      <td>-74.116150</td>\n      <td>  (40.63618202176914, -74.1161500428337)</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td> 26591573</td>\n      <td> 10/31/2013 12:35:18 AM</td>\n      <td> 10/31/2013 02:41:35 AM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>     Loud Talking</td>\n      <td> Street/Sidewalk</td>\n      <td> 10312</td>\n      <td>   24 PRINCETON LANE</td>\n      <td>  PRINCETON LANE</td>\n      <td>    HAMPTON GREEN</td>\n      <td>     DEAD END</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> ADDRESS</td>\n      <td> STATEN ISLAND</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Closed</td>\n      <td> 10/31/2013 08:35:18 AM</td>\n      <td> 10/31/2013 01:45:17 AM</td>\n      <td> 03 STATEN ISLAND</td>\n      <td> STATEN ISLAND</td>\n      <td>  929577</td>\n      <td> 140964</td>\n      <td> Unspecified</td>\n      <td> STATEN ISLAND</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.553421</td>\n      <td>-74.196743</td>\n      <td> (40.55342078716953, -74.19674315017886)</td>\n    </tr>\n  </tbody>\n</table>\n<p>3 rows \u00d7 52 columns</p>\n</div>"}, "metadata": {}}], "source": "noise_complaints = complaints[complaints['Complaint Type'] == \"Noise - Street/Sidewalk\"]\nnoise_complaints[:3]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "If you look at `noise_complaints`, you'll see that this worked, and it only contains complaints with the right complaint type. But how does this work? Let's deconstruct it into two pieces", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 15, "outputs": [{"execution_count": 15, "output_type": "execute_result", "data": {"text/plain": "0      True\n1     False\n2     False\n3     False\n4     False\n5     False\n6     False\n7     False\n8     False\n9     False\n10    False\n11    False\n12    False\n13    False\n14    False\n...\n111054     True\n111055    False\n111056    False\n111057    False\n111058    False\n111059     True\n111060    False\n111061    False\n111062    False\n111063    False\n111064    False\n111065    False\n111066     True\n111067    False\n111068    False\nName: Complaint Type, Length: 111069, dtype: bool"}, "metadata": {}}], "source": "complaints['Complaint Type'] == \"Noise - Street/Sidewalk\"", "metadata": {"collapsed": false, "trusted": false}}, {"source": "This is a big array of `True`s and `False`s, one for each row in our dataframe. When we index our dataframe with this array, we get just the rows where our boolean array evaluated to `True`.  It's important to note that for row filtering by a boolean array the length of our dataframe's index must be the same length as the boolean array used for filtering.\n\nYou can also combine more than one condition with the `&` operator like this:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 16, "outputs": [{"execution_count": 16, "output_type": "execute_result", "data": {"text/plain": "     Unique Key            Created Date             Closed Date Agency                      Agency Name           Complaint Type        Descriptor    Location Type Incident Zip    Incident Address      Street Name     Cross Street 1  Cross Street 2 Intersection Street 1 Intersection Street 2  Address Type      City Landmark Facility Type  Status                Due Date Resolution Action Updated Date Community Board   Borough  X Coordinate (State Plane)  Y Coordinate (State Plane) Park Facility Name Park Borough  School Name School Number School Region  School Code School Phone Number School Address  School City School State   School Zip School Not Found  School or Citywide Complaint Vehicle Type Taxi Company Borough Taxi Pick Up Location Bridge Highway Name Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name Ferry Direction Ferry Terminal Name   Latitude  Longitude                                  Location\n31     26595564  10/31/2013 12:30:36 AM                     NaN   NYPD  New York City Police Department  Noise - Street/Sidewalk  Loud Music/Party  Street/Sidewalk        11236            AVENUE J         AVENUE J     EAST 80 STREET  EAST 81 STREET                   NaN                   NaN     BLOCKFACE  BROOKLYN      NaN      Precinct    Open  10/31/2013 08:30:36 AM                            NaN     18 BROOKLYN  BROOKLYN                     1008937                      170310        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.634104 -73.911055  (40.634103775951736, -73.91105541883589)\n49     26595553  10/31/2013 12:05:10 AM  10/31/2013 02:43:43 AM   NYPD  New York City Police Department  Noise - Street/Sidewalk      Loud Talking  Street/Sidewalk        11225  25 LEFFERTS AVENUE  LEFFERTS AVENUE  WASHINGTON AVENUE  BEDFORD AVENUE                   NaN                   NaN       ADDRESS  BROOKLYN      NaN      Precinct  Closed  10/31/2013 08:05:10 AM         10/31/2013 01:29:29 AM     09 BROOKLYN  BROOKLYN                      995366                      180388        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.661793 -73.959934    (40.6617931276793, -73.95993363978067)\n109    26594653  10/30/2013 11:26:32 PM  10/31/2013 12:18:54 AM   NYPD  New York City Police Department  Noise - Street/Sidewalk  Loud Music/Party  Street/Sidewalk        11222                 NaN              NaN                NaN             NaN         DOBBIN STREET         NORMAN STREET  INTERSECTION  BROOKLYN      NaN      Precinct  Closed  10/31/2013 07:26:32 AM         10/31/2013 12:18:54 AM     01 BROOKLYN  BROOKLYN                      996925                      203271        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.724600 -73.954271  (40.724599563793525, -73.95427134534344)\n236    26591992  10/30/2013 10:02:58 PM  10/30/2013 10:23:20 PM   NYPD  New York City Police Department  Noise - Street/Sidewalk      Loud Talking  Street/Sidewalk        11218       DITMAS AVENUE    DITMAS AVENUE                NaN             NaN                   NaN                   NaN       LATLONG  BROOKLYN      NaN      Precinct  Closed  10/31/2013 06:02:58 AM         10/30/2013 10:23:20 PM     01 BROOKLYN  BROOKLYN                      991895                      171051        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.636169 -73.972455   (40.63616876563881, -73.97245504682485)\n370    26594167  10/30/2013 08:38:25 PM  10/30/2013 10:26:28 PM   NYPD  New York City Police Department  Noise - Street/Sidewalk  Loud Music/Party  Street/Sidewalk        11218    126 BEVERLY ROAD     BEVERLY ROAD      CHURCH AVENUE   EAST 2 STREET                   NaN                   NaN       ADDRESS  BROOKLYN      NaN      Precinct  Closed  10/31/2013 04:38:25 AM         10/30/2013 10:26:28 PM     12 BROOKLYN  BROOKLYN                      990144                      173511        Unspecified     BROOKLYN  Unspecified   Unspecified   Unspecified  Unspecified         Unspecified    Unspecified  Unspecified  Unspecified  Unspecified                N                           NaN          NaN                  NaN                   NaN                 NaN                      NaN       NaN                    NaN             NaN             NaN                 NaN  40.642922 -73.978762    (40.6429222774404, -73.97876175474585)\n\n[5 rows x 52 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unique Key</th>\n      <th>Created Date</th>\n      <th>Closed Date</th>\n      <th>Agency</th>\n      <th>Agency Name</th>\n      <th>Complaint Type</th>\n      <th>Descriptor</th>\n      <th>Location Type</th>\n      <th>Incident Zip</th>\n      <th>Incident Address</th>\n      <th>Street Name</th>\n      <th>Cross Street 1</th>\n      <th>Cross Street 2</th>\n      <th>Intersection Street 1</th>\n      <th>Intersection Street 2</th>\n      <th>Address Type</th>\n      <th>City</th>\n      <th>Landmark</th>\n      <th>Facility Type</th>\n      <th>Status</th>\n      <th>Due Date</th>\n      <th>Resolution Action Updated Date</th>\n      <th>Community Board</th>\n      <th>Borough</th>\n      <th>X Coordinate (State Plane)</th>\n      <th>Y Coordinate (State Plane)</th>\n      <th>Park Facility Name</th>\n      <th>Park Borough</th>\n      <th>School Name</th>\n      <th>School Number</th>\n      <th>School Region</th>\n      <th>School Code</th>\n      <th>School Phone Number</th>\n      <th>School Address</th>\n      <th>School City</th>\n      <th>School State</th>\n      <th>School Zip</th>\n      <th>School Not Found</th>\n      <th>School or Citywide Complaint</th>\n      <th>Vehicle Type</th>\n      <th>Taxi Company Borough</th>\n      <th>Taxi Pick Up Location</th>\n      <th>Bridge Highway Name</th>\n      <th>Bridge Highway Direction</th>\n      <th>Road Ramp</th>\n      <th>Bridge Highway Segment</th>\n      <th>Garage Lot Name</th>\n      <th>Ferry Direction</th>\n      <th>Ferry Terminal Name</th>\n      <th>Latitude</th>\n      <th>Longitude</th>\n      <th>Location</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>31 </th>\n      <td> 26595564</td>\n      <td> 10/31/2013 12:30:36 AM</td>\n      <td>                    NaN</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td> Loud Music/Party</td>\n      <td> Street/Sidewalk</td>\n      <td> 11236</td>\n      <td>           AVENUE J</td>\n      <td>        AVENUE J</td>\n      <td>    EAST 80 STREET</td>\n      <td> EAST 81 STREET</td>\n      <td>           NaN</td>\n      <td>           NaN</td>\n      <td>    BLOCKFACE</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td>   Open</td>\n      <td> 10/31/2013 08:30:36 AM</td>\n      <td>                    NaN</td>\n      <td> 18 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td> 1008937</td>\n      <td> 170310</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.634104</td>\n      <td>-73.911055</td>\n      <td> (40.634103775951736, -73.91105541883589)</td>\n    </tr>\n    <tr>\n      <th>49 </th>\n      <td> 26595553</td>\n      <td> 10/31/2013 12:05:10 AM</td>\n      <td> 10/31/2013 02:43:43 AM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>     Loud Talking</td>\n      <td> Street/Sidewalk</td>\n      <td> 11225</td>\n      <td> 25 LEFFERTS AVENUE</td>\n      <td> LEFFERTS AVENUE</td>\n      <td> WASHINGTON AVENUE</td>\n      <td> BEDFORD AVENUE</td>\n      <td>           NaN</td>\n      <td>           NaN</td>\n      <td>      ADDRESS</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Closed</td>\n      <td> 10/31/2013 08:05:10 AM</td>\n      <td> 10/31/2013 01:29:29 AM</td>\n      <td> 09 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td>  995366</td>\n      <td> 180388</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.661793</td>\n      <td>-73.959934</td>\n      <td>   (40.6617931276793, -73.95993363978067)</td>\n    </tr>\n    <tr>\n      <th>109</th>\n      <td> 26594653</td>\n      <td> 10/30/2013 11:26:32 PM</td>\n      <td> 10/31/2013 12:18:54 AM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td> Loud Music/Party</td>\n      <td> Street/Sidewalk</td>\n      <td> 11222</td>\n      <td>                NaN</td>\n      <td>             NaN</td>\n      <td>               NaN</td>\n      <td>            NaN</td>\n      <td> DOBBIN STREET</td>\n      <td> NORMAN STREET</td>\n      <td> INTERSECTION</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Closed</td>\n      <td> 10/31/2013 07:26:32 AM</td>\n      <td> 10/31/2013 12:18:54 AM</td>\n      <td> 01 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td>  996925</td>\n      <td> 203271</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.724600</td>\n      <td>-73.954271</td>\n      <td> (40.724599563793525, -73.95427134534344)</td>\n    </tr>\n    <tr>\n      <th>236</th>\n      <td> 26591992</td>\n      <td> 10/30/2013 10:02:58 PM</td>\n      <td> 10/30/2013 10:23:20 PM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td>     Loud Talking</td>\n      <td> Street/Sidewalk</td>\n      <td> 11218</td>\n      <td>      DITMAS AVENUE</td>\n      <td>   DITMAS AVENUE</td>\n      <td>               NaN</td>\n      <td>            NaN</td>\n      <td>           NaN</td>\n      <td>           NaN</td>\n      <td>      LATLONG</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Closed</td>\n      <td> 10/31/2013 06:02:58 AM</td>\n      <td> 10/30/2013 10:23:20 PM</td>\n      <td> 01 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td>  991895</td>\n      <td> 171051</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.636169</td>\n      <td>-73.972455</td>\n      <td>  (40.63616876563881, -73.97245504682485)</td>\n    </tr>\n    <tr>\n      <th>370</th>\n      <td> 26594167</td>\n      <td> 10/30/2013 08:38:25 PM</td>\n      <td> 10/30/2013 10:26:28 PM</td>\n      <td> NYPD</td>\n      <td> New York City Police Department</td>\n      <td> Noise - Street/Sidewalk</td>\n      <td> Loud Music/Party</td>\n      <td> Street/Sidewalk</td>\n      <td> 11218</td>\n      <td>   126 BEVERLY ROAD</td>\n      <td>    BEVERLY ROAD</td>\n      <td>     CHURCH AVENUE</td>\n      <td>  EAST 2 STREET</td>\n      <td>           NaN</td>\n      <td>           NaN</td>\n      <td>      ADDRESS</td>\n      <td> BROOKLYN</td>\n      <td> NaN</td>\n      <td> Precinct</td>\n      <td> Closed</td>\n      <td> 10/31/2013 04:38:25 AM</td>\n      <td> 10/30/2013 10:26:28 PM</td>\n      <td> 12 BROOKLYN</td>\n      <td> BROOKLYN</td>\n      <td>  990144</td>\n      <td> 173511</td>\n      <td> Unspecified</td>\n      <td> BROOKLYN</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> Unspecified</td>\n      <td> N</td>\n      <td>NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> NaN</td>\n      <td> 40.642922</td>\n      <td>-73.978762</td>\n      <td>   (40.6429222774404, -73.97876175474585)</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows \u00d7 52 columns</p>\n</div>"}, "metadata": {}}], "source": "is_noise = complaints['Complaint Type'] == \"Noise - Street/Sidewalk\"\nin_brooklyn = complaints['Borough'] == \"BROOKLYN\"\ncomplaints[is_noise & in_brooklyn][:5]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "Or if we just wanted a few columns:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 17, "outputs": [{"execution_count": 17, "output_type": "execute_result", "data": {"text/plain": "               Complaint Type   Borough            Created Date        Descriptor\n31    Noise - Street/Sidewalk  BROOKLYN  10/31/2013 12:30:36 AM  Loud Music/Party\n49    Noise - Street/Sidewalk  BROOKLYN  10/31/2013 12:05:10 AM      Loud Talking\n109   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 11:26:32 PM  Loud Music/Party\n236   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 10:02:58 PM      Loud Talking\n370   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 08:38:25 PM  Loud Music/Party\n378   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 08:32:13 PM      Loud Talking\n656   Noise - Street/Sidewalk  BROOKLYN  10/30/2013 06:07:39 PM  Loud Music/Party\n1251  Noise - Street/Sidewalk  BROOKLYN  10/30/2013 03:04:51 PM      Loud Talking\n5416  Noise - Street/Sidewalk  BROOKLYN  10/29/2013 10:07:02 PM      Loud Talking\n5584  Noise - Street/Sidewalk  BROOKLYN  10/29/2013 08:15:59 PM  Loud Music/Party\n\n[10 rows x 4 columns]", "text/html": "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Complaint Type</th>\n      <th>Borough</th>\n      <th>Created Date</th>\n      <th>Descriptor</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>31  </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/31/2013 12:30:36 AM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n    <tr>\n      <th>49  </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/31/2013 12:05:10 AM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>109 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 11:26:32 PM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n    <tr>\n      <th>236 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 10:02:58 PM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>370 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 08:38:25 PM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n    <tr>\n      <th>378 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 08:32:13 PM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>656 </th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 06:07:39 PM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n    <tr>\n      <th>1251</th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/30/2013 03:04:51 PM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>5416</th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/29/2013 10:07:02 PM</td>\n      <td>     Loud Talking</td>\n    </tr>\n    <tr>\n      <th>5584</th>\n      <td> Noise - Street/Sidewalk</td>\n      <td> BROOKLYN</td>\n      <td> 10/29/2013 08:15:59 PM</td>\n      <td> Loud Music/Party</td>\n    </tr>\n  </tbody>\n</table>\n<p>10 rows \u00d7 4 columns</p>\n</div>"}, "metadata": {}}], "source": "complaints[is_noise & in_brooklyn][['Complaint Type', 'Borough', 'Created Date', 'Descriptor']][:10]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 3.2 A digression about numpy arrays", "cell_type": "markdown", "metadata": {}}, {"source": "On the inside, the type of a column is `pd.Series`", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 18, "outputs": [{"execution_count": 18, "output_type": "execute_result", "data": {"text/plain": "0    1\n1    2\n2    3\ndtype: int64"}, "metadata": {}}], "source": "pd.Series([1,2,3])", "metadata": {"collapsed": false, "trusted": false}}, {"source": "and pandas Series are internally numpy arrays. If you add `.values` to the end of any `Series`, you'll get its internal numpy array", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 19, "outputs": [{"execution_count": 19, "output_type": "execute_result", "data": {"text/plain": "array([1, 2, 3])"}, "metadata": {}}], "source": "np.array([1,2,3])", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 20, "outputs": [{"execution_count": 20, "output_type": "execute_result", "data": {"text/plain": "array([1, 2, 3])"}, "metadata": {}}], "source": "pd.Series([1,2,3]).values", "metadata": {"collapsed": false, "trusted": false}}, {"source": "So this binary-array-selection business is actually something that works with any numpy array:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 21, "outputs": [], "source": "arr = np.array([1,2,3])", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 22, "outputs": [{"execution_count": 22, "output_type": "execute_result", "data": {"text/plain": "array([ True, False,  True], dtype=bool)"}, "metadata": {}}], "source": "arr != 2", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 23, "outputs": [{"execution_count": 23, "output_type": "execute_result", "data": {"text/plain": "array([1, 3])"}, "metadata": {}}], "source": "arr[arr != 2]", "metadata": {"collapsed": false, "trusted": false}}, {"source": "# 3.3 So, which borough has the most noise complaints?", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 24, "outputs": [{"execution_count": 24, "output_type": "execute_result", "data": {"text/plain": "MANHATTAN        917\nBROOKLYN         456\nBRONX            292\nQUEENS           226\nSTATEN ISLAND     36\nUnspecified        1\ndtype: int64"}, "metadata": {}}], "source": "is_noise = complaints['Complaint Type'] == \"Noise - Street/Sidewalk\"\nnoise_complaints = complaints[is_noise]\nnoise_complaints['Borough'].value_counts()", "metadata": {"collapsed": false, "trusted": false}}, {"source": "It's Manhattan! But what if we wanted to divide by the total number of complaints, to make it make a bit more sense? That would be easy too:", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 25, "outputs": [], "source": "noise_complaint_counts = noise_complaints['Borough'].value_counts()\ncomplaint_counts = complaints['Borough'].value_counts()", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 26, "outputs": [{"execution_count": 26, "output_type": "execute_result", "data": {"text/plain": "BRONX            0.014833\nBROOKLYN         0.013864\nMANHATTAN        0.037755\nQUEENS           0.010143\nSTATEN ISLAND    0.007474\nUnspecified      0.000141\ndtype: float64"}, "metadata": {}}], "source": "noise_complaint_counts / complaint_counts", "metadata": {"collapsed": false, "trusted": false}}, {"source": "Oops, why was that zero? That's no good. This is because of integer division in Python 2. Let's fix it, by converting `complaint_counts` into an array of floats.", "cell_type": "markdown", "metadata": {}}, {"cell_type": "code", "execution_count": 27, "outputs": [{"execution_count": 27, "output_type": "execute_result", "data": {"text/plain": "BRONX            0.014833\nBROOKLYN         0.013864\nMANHATTAN        0.037755\nQUEENS           0.010143\nSTATEN ISLAND    0.007474\nUnspecified      0.000141\ndtype: float64"}, "metadata": {}}], "source": "noise_complaint_counts / complaint_counts.astype(float)", "metadata": {"collapsed": false, "trusted": false}}, {"cell_type": "code", "execution_count": 28, "outputs": [{"execution_count": 28, "output_type": "execute_result", "data": {"text/plain": "<matplotlib.axes.AxesSubplot at 0x113a628d0>"}, "metadata": {}}, {"output_type": "display_data", "metadata": {}, "data": {"image/png": 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"text/plain": "<matplotlib.figure.Figure at 0x113a62e50>"}}], "source": "(noise_complaint_counts / complaint_counts.astype(float)).plot(kind='bar')", "metadata": {"collapsed": false, "trusted": false}}, {"source": "So Manhattan really does complain more about noise than the other boroughs! Neat.", "cell_type": "markdown", "metadata": {}}, {"source": "<style>\n    @font-face {\n        font-family: \"Computer Modern\";\n        src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n    }\n    div.cell{\n        width:800px;\n        margin-left:16% !important;\n        margin-right:auto;\n    }\n    h1 {\n        font-family: Helvetica, serif;\n    }\n    h4{\n        margin-top:12px;\n        margin-bottom: 3px;\n       }\n    div.text_cell_render{\n        font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n        line-height: 145%;\n        font-size: 130%;\n        width:800px;\n        margin-left:auto;\n        margin-right:auto;\n    }\n    .CodeMirror{\n            font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n    }\n    .text_cell_render h5 {\n        font-weight: 300;\n        font-size: 22pt;\n        color: #4057A1;\n        font-style: italic;\n        margin-bottom: .5em;\n        margin-top: 0.5em;\n        display: block;\n    }\n    \n    .warning{\n        color: rgb( 240, 20, 20 )\n        }  ", "cell_type": "markdown", "metadata": {}}], "nbformat_minor": 0}