Time series.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "date = datetime.date(year=2013, month=6, day=7)\n",
    "time = datetime.time(hour=12, minute=30, second=19, microsecond=463198)\n",
    "dt = datetime.datetime(year=2013, month=6, day=7, hour=12, minute=30, second=19, microsecond=463198)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "date is  2013-06-07\n",
      "time is  12:30:19.463198\n",
      "datetime is  2013-06-07 12:30:19.463198\n"
     ]
    }
   ],
   "source": [
    "print(\"date is \", date)\n",
    "print(\"time is \", time)\n",
    "print(\"datetime is \", dt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "19 days, 10:20:06.829008\n"
     ]
    }
   ],
   "source": [
    "td = datetime.timedelta(weeks=2, days=5, hours=10, \n",
    "                        minutes=20, seconds=6.73, \n",
    "                        milliseconds=99, microseconds=8)\n",
    "print(td)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "new date is 2013-06-26\n",
      "new datetime is 2013-06-26 22:50:26.292206\n"
     ]
    }
   ],
   "source": [
    "print('new date is', date + td)\n",
    "print('new datetime is', dt + td)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# can't add a timedelta to a time object\n",
    "# time + td"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2012-12-21 05:10:08.000099')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.Timestamp(year=2012, month=12, day=21, hour=5, minute=10, second=8, microsecond=99)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2016-01-10 00:00:00')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp('2016/1/10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2014-05-10 00:00:00')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp('2014-5/10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2019-01-03 20:45:56')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp('Jan 3, 2019 20:45:56')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2016-01-05 05:34:43.123456789')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp('2016-01-05T05:34:43.123456789')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1970-01-01 00:00:00.000000500')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp(500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1983-09-10 00:00:00')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp(5000, unit='D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2015-05-13 00:00:00')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime('2015-5-13')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2015-05-13 00:00:00')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime('2015-5-13', dayfirst=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2017-09-30 13:30:00')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime('Start Date: Sep 30, 2017 Start Time: 1:30 pm', \n",
    "               format='Start Date: %b %d, %Y Start Time: %I:%M %p')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2013-04-11 00:00:00')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(100, unit='D', origin='2013-1-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   1970-01-11\n",
       "1   1970-04-11\n",
       "2   1972-09-27\n",
       "3   1997-05-19\n",
       "dtype: datetime64[ns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = pd.Series([10, 100, 1000, 10000])\n",
    "pd.to_datetime(s, unit='D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = pd.Series(['12-5-2015', '14-1-2013', '20/12/2017', '40/23/2017'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2015-05-12\n",
       "1   2013-01-14\n",
       "2   2017-12-20\n",
       "3          NaT\n",
       "dtype: datetime64[ns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(s, dayfirst=True, errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['1999-08-03 03:45:56', '2017-10-31 00:00:00'], dtype='datetime64[ns]', freq=None)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(['Aug 3 1999 3:45:56', '10/31/2017'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('12 days 05:03:00.123456')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timedelta('12 days 5 hours 3 minutes 123456789 nanoseconds')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('5 days 00:07:20.400000')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timedelta(days=5, minutes=7.34)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('700 days 00:00:00')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timedelta(100, unit='W')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('2 days 19:15:45.454000')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_timedelta('67:15:45.454')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   00:00:10\n",
       "1   00:01:40\n",
       "dtype: timedelta64[ns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = pd.Series([10, 100])\n",
    "pd.to_timedelta(s, unit='s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "time_strings = ['2 days 24 minutes 89.67 seconds', '00:45:23.6']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TimedeltaIndex(['2 days 00:25:29.670000', '0 days 00:45:23.600000'], dtype='timedelta64[ns]', freq=None)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_timedelta(time_strings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('24 days 10:06:00')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timedelta('12 days 5 hours 3 minutes') * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2017-01-25 10:06:00')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timestamp('1/1/2017') + \\\n",
    "pd.Timedelta('12 days 5 hours 3 minutes') * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TimedeltaIndex(['03:00:10', '04:01:40'], dtype='timedelta64[ns]', freq=None)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "td1 = pd.to_timedelta([10, 100], unit='s')\n",
    "td2 = pd.to_timedelta(['3 hours', '4 hours'])\n",
    "td1 + td2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Timedelta('12 days') / pd.Timedelta('3 days')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "ts = pd.Timestamp('2016-10-1 4:23:23.9')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2016-10-01 05:00:00')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.ceil('h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2016, 10, 1, 4, 23, 23)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.year, ts.month, ts.day, ts.hour, ts.minute, ts.second"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 275, 31)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.dayofweek, ts.dayofyear, ts.daysinmonth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2016, 10, 1, 4, 23, 23, 900000)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.to_pydatetime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('5 days 05:52:20.280000')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "td = pd.Timedelta(125.8723, unit='h')\n",
    "td"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timedelta('5 days 05:52:00')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "td.round('min')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Components(days=5, hours=5, minutes=52, seconds=20, milliseconds=280, microseconds=0, nanoseconds=0)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "td.components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "453140.28"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "td.total_seconds()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "date_string_list = ['Sep 30 1984'] * 10000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "42.2 ms ± 1.67 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit pd.to_datetime(date_string_list, format='%b %d %Y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.61 s ± 168 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit pd.to_datetime(date_string_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OFFENSE_TYPE_ID              category\n",
       "OFFENSE_CATEGORY_ID          category\n",
       "REPORTED_DATE          datetime64[ns]\n",
       "GEO_LON                       float64\n",
       "GEO_LAT                       float64\n",
       "NEIGHBORHOOD_ID              category\n",
       "IS_CRIME                        int64\n",
       "IS_TRAFFIC                      int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime = pd.read_hdf('data/crime.h5', 'crime')\n",
    "crime.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPORTED_DATE</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>2014-06-29 02:01:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.000149</td>\n",
       "      <td>39.745753</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 01:54:00</th>\n",
       "      <td>vehicular-eluding-no-chase</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.884660</td>\n",
       "      <td>39.738702</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 02:00:00</th>\n",
       "      <td>disturbing-the-peace</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.020719</td>\n",
       "      <td>39.706674</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 02:18:00</th>\n",
       "      <td>curfew</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.001552</td>\n",
       "      <td>39.769505</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 04:17:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.018557</td>\n",
       "      <td>39.679229</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                OFFENSE_TYPE_ID OFFENSE_CATEGORY_ID  \\\n",
       "REPORTED_DATE                                                         \n",
       "2014-06-29 02:01:00   traffic-accident-dui-duid    traffic-accident   \n",
       "2014-06-29 01:54:00  vehicular-eluding-no-chase    all-other-crimes   \n",
       "2014-06-29 02:00:00        disturbing-the-peace     public-disorder   \n",
       "2014-06-29 02:18:00                      curfew     public-disorder   \n",
       "2014-06-29 04:17:00          aggravated-assault  aggravated-assault   \n",
       "\n",
       "                        GEO_LON    GEO_LAT            NEIGHBORHOOD_ID  \\\n",
       "REPORTED_DATE                                                           \n",
       "2014-06-29 02:01:00 -105.000149  39.745753                        cbd   \n",
       "2014-06-29 01:54:00 -104.884660  39.738702                east-colfax   \n",
       "2014-06-29 02:00:00 -105.020719  39.706674                athmar-park   \n",
       "2014-06-29 02:18:00 -105.001552  39.769505                  sunnyside   \n",
       "2014-06-29 04:17:00 -105.018557  39.679229  college-view-south-platte   \n",
       "\n",
       "                     IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                              \n",
       "2014-06-29 02:01:00         0           1  \n",
       "2014-06-29 01:54:00         1           0  \n",
       "2014-06-29 02:00:00         1           0  \n",
       "2014-06-29 02:18:00         1           0  \n",
       "2014-06-29 04:17:00         1           0  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime = crime.set_index('REPORTED_DATE')\n",
    "crime.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "                          OFFENSE_TYPE_ID OFFENSE_CATEGORY_ID     GEO_LON  \\\n",
       "REPORTED_DATE                                                               \n",
       "2016-05-12 16:45:00      traffic-accident    traffic-accident -104.847024   \n",
       "2016-05-12 16:45:00      traffic-accident    traffic-accident -105.049180   \n",
       "2016-05-12 16:45:00  fraud-identity-theft  white-collar-crime -104.931971   \n",
       "\n",
       "                       GEO_LAT NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                         \n",
       "2016-05-12 16:45:00  39.779596       montbello         0           1  \n",
       "2016-05-12 16:45:00  39.769296   west-highland         0           1  \n",
       "2016-05-12 16:45:00  39.717359         hilltop         1           0  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['2016-05-12 16:45:00']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
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       "      <td>39.729322</td>\n",
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       "      <th>2016-05-12 18:01:00</th>\n",
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       "    <tr>\n",
       "      <th>2016-05-12 08:15:00</th>\n",
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       "      <td>-104.996615</td>\n",
       "      <td>39.746078</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 14:15:00</th>\n",
       "      <td>theft-bicycle</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.895840</td>\n",
       "      <td>39.624814</td>\n",
       "      <td>hampden-south</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2016-05-12 13:50:00</th>\n",
       "      <td>theft-shoplift</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.007251</td>\n",
       "      <td>39.757269</td>\n",
       "      <td>highland</td>\n",
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       "    <tr>\n",
       "      <th>2016-05-12 23:50:00</th>\n",
       "      <td>traf-other</td>\n",
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       "      <td>-104.940571</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2016-05-12 09:10:00</th>\n",
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       "      <td>39.703761</td>\n",
       "      <td>belcaro</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2016-05-12 14:23:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
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       "      <td>39.677471</td>\n",
       "      <td>overland</td>\n",
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       "    <tr>\n",
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       "      <td>39.746542</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2016-05-12 10:58:00</th>\n",
       "      <td>theft-from-bldg</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.915888</td>\n",
       "      <td>39.678942</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2016-05-12 20:25:00</th>\n",
       "      <td>traf-other</td>\n",
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       "      <td>-104.884651</td>\n",
       "      <td>39.740157</td>\n",
       "      <td>east-colfax</td>\n",
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       "    <tr>\n",
       "      <th>2016-05-12 17:34:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.958137</td>\n",
       "      <td>39.689340</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 10:54:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.955431</td>\n",
       "      <td>39.771983</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 12:16:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.957818</td>\n",
       "      <td>39.687824</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 02:20:00</th>\n",
       "      <td>violation-of-court-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.003938</td>\n",
       "      <td>39.742916</td>\n",
       "      <td>auraria</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 08:21:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.933835</td>\n",
       "      <td>39.696490</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 01:52:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.897017</td>\n",
       "      <td>39.656445</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 01:26:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981947</td>\n",
       "      <td>39.735330</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 02:11:00</th>\n",
       "      <td>theft-of-services</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.673812</td>\n",
       "      <td>39.849292</td>\n",
       "      <td>dia</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 01:34:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.979603</td>\n",
       "      <td>39.743017</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 05:18:00</th>\n",
       "      <td>sex-aslt-non-rape</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>north-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 04:37:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.975009</td>\n",
       "      <td>39.733512</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 15:00:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.008024</td>\n",
       "      <td>39.693291</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 00:13:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.053191</td>\n",
       "      <td>39.719419</td>\n",
       "      <td>barnum-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 03:13:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.977202</td>\n",
       "      <td>39.739745</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 02:18:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.990480</td>\n",
       "      <td>39.728076</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 10:17:00</th>\n",
       "      <td>harassment-sexual-in-nature</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.991476</td>\n",
       "      <td>39.751536</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 01:50:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.968420</td>\n",
       "      <td>39.749457</td>\n",
       "      <td>city-park-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 21:30:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.994299</td>\n",
       "      <td>39.747161</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 16:32:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.752335</td>\n",
       "      <td>39.774541</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 00:07:00</th>\n",
       "      <td>curfew</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.987432</td>\n",
       "      <td>39.726668</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 23:51:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.017241</td>\n",
       "      <td>39.705845</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 11:03:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.691460</td>\n",
       "      <td>39.837275</td>\n",
       "      <td>dia</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 10:20:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.017966</td>\n",
       "      <td>39.717779</td>\n",
       "      <td>valverde</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 08:27:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.982328</td>\n",
       "      <td>39.740023</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 15:52:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.967703</td>\n",
       "      <td>39.764341</td>\n",
       "      <td>cole</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 09:38:00</th>\n",
       "      <td>theft-stln-vehicle-trailer</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.950099</td>\n",
       "      <td>39.773248</td>\n",
       "      <td>elyria-swansea</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 17:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-105.027747</td>\n",
       "      <td>39.700029</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 12:37:00</th>\n",
       "      <td>fraud-identity-theft</td>\n",
       "      <td>white-collar-crime</td>\n",
       "      <td>-104.942202</td>\n",
       "      <td>39.710990</td>\n",
       "      <td>belcaro</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 21:40:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.889643</td>\n",
       "      <td>39.705911</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 19:24:00</th>\n",
       "      <td>harassment</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.947118</td>\n",
       "      <td>39.763777</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 17:55:00</th>\n",
       "      <td>public-peace-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.027747</td>\n",
       "      <td>39.700029</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 19:24:00</th>\n",
       "      <td>threats-to-injure</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.947118</td>\n",
       "      <td>39.763777</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 22:28:00</th>\n",
       "      <td>sex-aslt-rape</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>harvey-park-south</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 15:59:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.935172</td>\n",
       "      <td>39.723703</td>\n",
       "      <td>hilltop</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-05-12 16:39:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.974700</td>\n",
       "      <td>39.740555</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>243 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2016-05-12 23:51:00         criminal-mischief-other   \n",
       "2016-05-12 18:40:00               liquor-possession   \n",
       "2016-05-12 22:26:00                traffic-accident   \n",
       "2016-05-12 20:35:00                   theft-bicycle   \n",
       "2016-05-12 09:39:00          theft-of-motor-vehicle   \n",
       "2016-05-12 17:39:00                traffic-accident   \n",
       "2016-05-12 08:51:00      burglary-business-by-force   \n",
       "2016-05-12 20:13:00         criminal-mischief-other   \n",
       "2016-05-12 13:23:00                traffic-accident   \n",
       "2016-05-12 20:56:00                traffic-accident   \n",
       "2016-05-12 14:26:00                traffic-accident   \n",
       "2016-05-12 18:01:00       public-order-crimes-other   \n",
       "2016-05-12 07:17:00                traffic-accident   \n",
       "2016-05-12 18:20:00                   theft-bicycle   \n",
       "2016-05-12 16:01:00        theft-parts-from-vehicle   \n",
       "2016-05-12 20:31:00         drug-poss-paraphernalia   \n",
       "2016-05-12 08:15:00         criminal-mischief-other   \n",
       "2016-05-12 14:15:00                   theft-bicycle   \n",
       "2016-05-12 13:50:00                  theft-shoplift   \n",
       "2016-05-12 23:50:00                      traf-other   \n",
       "2016-05-12 09:10:00                traffic-accident   \n",
       "2016-05-12 14:23:00        theft-items-from-vehicle   \n",
       "2016-05-12 08:02:00                traffic-accident   \n",
       "2016-05-12 10:58:00                 theft-from-bldg   \n",
       "2016-05-12 20:25:00                      traf-other   \n",
       "2016-05-12 17:34:00                traffic-accident   \n",
       "2016-05-12 10:54:00                     theft-other   \n",
       "2016-05-12 12:16:00        theft-parts-from-vehicle   \n",
       "2016-05-12 02:20:00        violation-of-court-order   \n",
       "2016-05-12 08:21:00                traffic-accident   \n",
       "...                                             ...   \n",
       "2016-05-12 01:52:00                      assault-dv   \n",
       "2016-05-12 01:26:00         criminal-mischief-other   \n",
       "2016-05-12 02:11:00               theft-of-services   \n",
       "2016-05-12 01:34:00            criminal-trespassing   \n",
       "2016-05-12 05:18:00               sex-aslt-non-rape   \n",
       "2016-05-12 04:37:00                robbery-business   \n",
       "2016-05-12 15:00:00        theft-parts-from-vehicle   \n",
       "2016-05-12 00:13:00                      traf-other   \n",
       "2016-05-12 03:13:00                  assault-simple   \n",
       "2016-05-12 02:18:00         criminal-mischief-other   \n",
       "2016-05-12 10:17:00     harassment-sexual-in-nature   \n",
       "2016-05-12 01:50:00                      traf-other   \n",
       "2016-05-12 21:30:00  violation-of-restraining-order   \n",
       "2016-05-12 16:32:00    traffic-accident-hit-and-run   \n",
       "2016-05-12 00:07:00                          curfew   \n",
       "2016-05-12 23:51:00            criminal-trespassing   \n",
       "2016-05-12 11:03:00        theft-items-from-vehicle   \n",
       "2016-05-12 10:20:00        theft-parts-from-vehicle   \n",
       "2016-05-12 08:27:00                traffic-accident   \n",
       "2016-05-12 15:52:00                     theft-other   \n",
       "2016-05-12 09:38:00      theft-stln-vehicle-trailer   \n",
       "2016-05-12 17:55:00                  assault-simple   \n",
       "2016-05-12 12:37:00            fraud-identity-theft   \n",
       "2016-05-12 21:40:00          menacing-felony-w-weap   \n",
       "2016-05-12 19:24:00                      harassment   \n",
       "2016-05-12 17:55:00              public-peace-other   \n",
       "2016-05-12 19:24:00               threats-to-injure   \n",
       "2016-05-12 22:28:00                   sex-aslt-rape   \n",
       "2016-05-12 15:59:00          menacing-felony-w-weap   \n",
       "2016-05-12 16:39:00                      assault-dv   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2016-05-12 23:51:00               public-disorder -105.017241  39.705845   \n",
       "2016-05-12 18:40:00                  drug-alcohol -104.995692  39.747875   \n",
       "2016-05-12 22:26:00              traffic-accident -104.880037  39.777037   \n",
       "2016-05-12 20:35:00                       larceny -104.929350  39.763797   \n",
       "2016-05-12 09:39:00                    auto-theft -104.941233  39.775510   \n",
       "2016-05-12 17:39:00              traffic-accident -104.943412  39.679424   \n",
       "2016-05-12 08:51:00                      burglary -105.011072  39.763791   \n",
       "2016-05-12 20:13:00               public-disorder -104.899579  39.746814   \n",
       "2016-05-12 13:23:00              traffic-accident -105.025157  39.729322   \n",
       "2016-05-12 20:56:00              traffic-accident -104.940342  39.676788   \n",
       "2016-05-12 14:26:00              traffic-accident -105.014836  39.729321   \n",
       "2016-05-12 18:01:00              all-other-crimes -104.750092  39.778058   \n",
       "2016-05-12 07:17:00              traffic-accident -104.978727  39.738420   \n",
       "2016-05-12 18:20:00                       larceny -104.895840  39.624814   \n",
       "2016-05-12 16:01:00      theft-from-motor-vehicle -104.979180  39.771799   \n",
       "2016-05-12 20:31:00                  drug-alcohol -104.995170  39.716601   \n",
       "2016-05-12 08:15:00               public-disorder -104.996615  39.746078   \n",
       "2016-05-12 14:15:00                       larceny -104.895840  39.624814   \n",
       "2016-05-12 13:50:00                       larceny -105.007251  39.757269   \n",
       "2016-05-12 23:50:00              all-other-crimes -104.940571  39.764474   \n",
       "2016-05-12 09:10:00              traffic-accident -104.943955  39.703761   \n",
       "2016-05-12 14:23:00      theft-from-motor-vehicle -104.992353  39.677471   \n",
       "2016-05-12 08:02:00              traffic-accident -104.996519  39.746542   \n",
       "2016-05-12 10:58:00                       larceny -104.915888  39.678942   \n",
       "2016-05-12 20:25:00              all-other-crimes -104.884651  39.740157   \n",
       "2016-05-12 17:34:00              traffic-accident -104.958137  39.689340   \n",
       "2016-05-12 10:54:00                       larceny -104.955431  39.771983   \n",
       "2016-05-12 12:16:00      theft-from-motor-vehicle -104.957818  39.687824   \n",
       "2016-05-12 02:20:00              all-other-crimes -105.003938  39.742916   \n",
       "2016-05-12 08:21:00              traffic-accident -104.933835  39.696490   \n",
       "...                                           ...         ...        ...   \n",
       "2016-05-12 01:52:00  other-crimes-against-persons -104.897017  39.656445   \n",
       "2016-05-12 01:26:00               public-disorder -104.981947  39.735330   \n",
       "2016-05-12 02:11:00                       larceny -104.673812  39.849292   \n",
       "2016-05-12 01:34:00              all-other-crimes -104.979603  39.743017   \n",
       "2016-05-12 05:18:00                sexual-assault         NaN        NaN   \n",
       "2016-05-12 04:37:00                       robbery -104.975009  39.733512   \n",
       "2016-05-12 15:00:00      theft-from-motor-vehicle -105.008024  39.693291   \n",
       "2016-05-12 00:13:00              all-other-crimes -105.053191  39.719419   \n",
       "2016-05-12 03:13:00  other-crimes-against-persons -104.977202  39.739745   \n",
       "2016-05-12 02:18:00               public-disorder -104.990480  39.728076   \n",
       "2016-05-12 10:17:00               public-disorder -104.991476  39.751536   \n",
       "2016-05-12 01:50:00              all-other-crimes -104.968420  39.749457   \n",
       "2016-05-12 21:30:00              all-other-crimes -104.994299  39.747161   \n",
       "2016-05-12 16:32:00              traffic-accident -104.752335  39.774541   \n",
       "2016-05-12 00:07:00               public-disorder -104.987432  39.726668   \n",
       "2016-05-12 23:51:00              all-other-crimes -105.017241  39.705845   \n",
       "2016-05-12 11:03:00      theft-from-motor-vehicle -104.691460  39.837275   \n",
       "2016-05-12 10:20:00      theft-from-motor-vehicle -105.017966  39.717779   \n",
       "2016-05-12 08:27:00              traffic-accident -104.982328  39.740023   \n",
       "2016-05-12 15:52:00                       larceny -104.967703  39.764341   \n",
       "2016-05-12 09:38:00                    auto-theft -104.950099  39.773248   \n",
       "2016-05-12 17:55:00  other-crimes-against-persons -105.027747  39.700029   \n",
       "2016-05-12 12:37:00            white-collar-crime -104.942202  39.710990   \n",
       "2016-05-12 21:40:00            aggravated-assault -104.889643  39.705911   \n",
       "2016-05-12 19:24:00               public-disorder -104.947118  39.763777   \n",
       "2016-05-12 17:55:00               public-disorder -105.027747  39.700029   \n",
       "2016-05-12 19:24:00               public-disorder -104.947118  39.763777   \n",
       "2016-05-12 22:28:00                sexual-assault         NaN        NaN   \n",
       "2016-05-12 15:59:00            aggravated-assault -104.935172  39.723703   \n",
       "2016-05-12 16:39:00  other-crimes-against-persons -104.974700  39.740555   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2016-05-12 23:51:00                 athmar-park         1           0  \n",
       "2016-05-12 18:40:00                         cbd         1           0  \n",
       "2016-05-12 22:26:00                   stapleton         0           1  \n",
       "2016-05-12 20:35:00         northeast-park-hill         1           0  \n",
       "2016-05-12 09:39:00              elyria-swansea         1           0  \n",
       "2016-05-12 17:39:00             university-park         0           1  \n",
       "2016-05-12 08:51:00                    highland         1           0  \n",
       "2016-05-12 20:13:00                 east-colfax         1           0  \n",
       "2016-05-12 13:23:00                  villa-park         0           1  \n",
       "2016-05-12 20:56:00            university-hills         0           1  \n",
       "2016-05-12 14:26:00                lincoln-park         0           1  \n",
       "2016-05-12 18:01:00  gateway-green-valley-ranch         1           0  \n",
       "2016-05-12 07:17:00                capitol-hill         0           1  \n",
       "2016-05-12 18:20:00               hampden-south         1           0  \n",
       "2016-05-12 16:01:00                 five-points         1           0  \n",
       "2016-05-12 20:31:00                       baker         1           0  \n",
       "2016-05-12 08:15:00                         cbd         1           0  \n",
       "2016-05-12 14:15:00               hampden-south         1           0  \n",
       "2016-05-12 13:50:00                    highland         1           0  \n",
       "2016-05-12 23:50:00                     clayton         1           0  \n",
       "2016-05-12 09:10:00                     belcaro         0           1  \n",
       "2016-05-12 14:23:00                    overland         1           0  \n",
       "2016-05-12 08:02:00                         cbd         0           1  \n",
       "2016-05-12 10:58:00            virginia-village         1           0  \n",
       "2016-05-12 20:25:00                 east-colfax         1           0  \n",
       "2016-05-12 17:34:00                cory-merrill         0           1  \n",
       "2016-05-12 10:54:00                     clayton         1           0  \n",
       "2016-05-12 12:16:00                cory-merrill         1           0  \n",
       "2016-05-12 02:20:00                     auraria         1           0  \n",
       "2016-05-12 08:21:00            virginia-village         0           1  \n",
       "...                                         ...       ...         ...  \n",
       "2016-05-12 01:52:00                     hampden         1           0  \n",
       "2016-05-12 01:26:00                capitol-hill         1           0  \n",
       "2016-05-12 02:11:00                         dia         1           0  \n",
       "2016-05-12 01:34:00          north-capitol-hill         1           0  \n",
       "2016-05-12 05:18:00             north-park-hill         1           0  \n",
       "2016-05-12 04:37:00                capitol-hill         1           0  \n",
       "2016-05-12 15:00:00                   ruby-hill         1           0  \n",
       "2016-05-12 00:13:00                 barnum-west         1           0  \n",
       "2016-05-12 03:13:00                capitol-hill         1           0  \n",
       "2016-05-12 02:18:00                lincoln-park         1           0  \n",
       "2016-05-12 10:17:00                         cbd         1           0  \n",
       "2016-05-12 01:50:00              city-park-west         1           0  \n",
       "2016-05-12 21:30:00                         cbd         1           0  \n",
       "2016-05-12 16:32:00  gateway-green-valley-ranch         0           1  \n",
       "2016-05-12 00:07:00                lincoln-park         1           0  \n",
       "2016-05-12 23:51:00                 athmar-park         1           0  \n",
       "2016-05-12 11:03:00                         dia         1           0  \n",
       "2016-05-12 10:20:00                    valverde         1           0  \n",
       "2016-05-12 08:27:00                capitol-hill         0           1  \n",
       "2016-05-12 15:52:00                        cole         1           0  \n",
       "2016-05-12 09:38:00              elyria-swansea         1           0  \n",
       "2016-05-12 17:55:00                    westwood         1           0  \n",
       "2016-05-12 12:37:00                     belcaro         1           0  \n",
       "2016-05-12 21:40:00                     windsor         1           0  \n",
       "2016-05-12 19:24:00                     clayton         1           0  \n",
       "2016-05-12 17:55:00                    westwood         1           0  \n",
       "2016-05-12 19:24:00                     clayton         1           0  \n",
       "2016-05-12 22:28:00           harvey-park-south         1           0  \n",
       "2016-05-12 15:59:00                     hilltop         1           0  \n",
       "2016-05-12 16:39:00          north-capitol-hill         1           0  \n",
       "\n",
       "[243 rows x 7 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['2016-05-12']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8012, 7)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['2016-05'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(91076, 7)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['2016'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4, 7)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 03 is hour of day\n",
    "crime.loc['2016-05-12 03'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPORTED_DATE</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>2015-12-01 00:48:00</th>\n",
       "      <td>drug-cocaine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.891681</td>\n",
       "      <td>39.740155</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 00:48:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.891681</td>\n",
       "      <td>39.740155</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:00:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.993574</td>\n",
       "      <td>39.739773</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:10:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.995496</td>\n",
       "      <td>39.725618</td>\n",
       "      <td>baker</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:10:00</th>\n",
       "      <td>traf-habitual-offender</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.995496</td>\n",
       "      <td>39.725618</td>\n",
       "      <td>baker</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:27:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.959699</td>\n",
       "      <td>39.745851</td>\n",
       "      <td>city-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:44:00</th>\n",
       "      <td>extortion</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.041735</td>\n",
       "      <td>39.720193</td>\n",
       "      <td>barnum-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:44:00</th>\n",
       "      <td>weapon-carrying-prohibited</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.986891</td>\n",
       "      <td>39.756010</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:44:00</th>\n",
       "      <td>weapon-carrying-concealed</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.986891</td>\n",
       "      <td>39.756010</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:50:00</th>\n",
       "      <td>traf-habitual-offender</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.987248</td>\n",
       "      <td>39.782077</td>\n",
       "      <td>globeville</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:50:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.987248</td>\n",
       "      <td>39.782077</td>\n",
       "      <td>globeville</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 01:55:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.987341</td>\n",
       "      <td>39.722684</td>\n",
       "      <td>speer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 02:07:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.967186</td>\n",
       "      <td>39.764501</td>\n",
       "      <td>cole</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 02:15:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.892700</td>\n",
       "      <td>39.740004</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 02:38:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.032456</td>\n",
       "      <td>39.711210</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 03:27:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.053255</td>\n",
       "      <td>39.666383</td>\n",
       "      <td>bear-valley</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 04:18:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.762225</td>\n",
       "      <td>39.790848</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 04:28:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.988962</td>\n",
       "      <td>39.752955</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 05:13:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.991877</td>\n",
       "      <td>39.696662</td>\n",
       "      <td>overland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 05:53:00</th>\n",
       "      <td>burglary-business-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.978864</td>\n",
       "      <td>39.754495</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 06:12:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.985814</td>\n",
       "      <td>39.751453</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 06:46:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992947</td>\n",
       "      <td>39.696661</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 06:51:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-105.016260</td>\n",
       "      <td>39.674382</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 06:55:00</th>\n",
       "      <td>vehicular-eluding</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.026128</td>\n",
       "      <td>39.680382</td>\n",
       "      <td>harvey-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 06:59:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-105.030075</td>\n",
       "      <td>39.701661</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 06:59:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.030075</td>\n",
       "      <td>39.701661</td>\n",
       "      <td>westwood</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 06:59:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.030075</td>\n",
       "      <td>39.701661</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 07:00:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.951539</td>\n",
       "      <td>39.691992</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 07:11:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.013229</td>\n",
       "      <td>39.725676</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-01 07:14:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959793</td>\n",
       "      <td>39.744767</td>\n",
       "      <td>city-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:13:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977386</td>\n",
       "      <td>39.755213</td>\n",
       "      <td>five-points</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:17:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.812777</td>\n",
       "      <td>39.797866</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:19:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.985733</td>\n",
       "      <td>39.753852</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:20:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.940553</td>\n",
       "      <td>39.682938</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:20:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.812777</td>\n",
       "      <td>39.797866</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:20:00</th>\n",
       "      <td>weapon-other-viol</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.940553</td>\n",
       "      <td>39.682938</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:25:00</th>\n",
       "      <td>drug-methampetamine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.986540</td>\n",
       "      <td>39.757241</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:29:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.891976</td>\n",
       "      <td>39.780372</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:39:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.027558</td>\n",
       "      <td>39.714976</td>\n",
       "      <td>barnum</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:39:00</th>\n",
       "      <td>public-order-crimes-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.027558</td>\n",
       "      <td>39.714976</td>\n",
       "      <td>barnum</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:42:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.973385</td>\n",
       "      <td>39.743778</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:44:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.906221</td>\n",
       "      <td>39.773038</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 22:52:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.871249</td>\n",
       "      <td>39.671080</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:00:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.759458</td>\n",
       "      <td>39.797114</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:06:00</th>\n",
       "      <td>drug-cocaine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.000069</td>\n",
       "      <td>39.734478</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:09:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.987408</td>\n",
       "      <td>39.741693</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:14:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.908345</td>\n",
       "      <td>39.668090</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:17:00</th>\n",
       "      <td>threats-to-injure</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.946828</td>\n",
       "      <td>39.740499</td>\n",
       "      <td>city-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:18:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.989640</td>\n",
       "      <td>39.668999</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:18:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.989640</td>\n",
       "      <td>39.668999</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:18:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.991277</td>\n",
       "      <td>39.738259</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:21:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.884762</td>\n",
       "      <td>39.736454</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:32:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.912883</td>\n",
       "      <td>39.778282</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:34:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-105.050952</td>\n",
       "      <td>39.730378</td>\n",
       "      <td>villa-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:34:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.992329</td>\n",
       "      <td>39.691206</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:35:00</th>\n",
       "      <td>drug-cocaine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.988019</td>\n",
       "      <td>39.753420</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:40:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.945076</td>\n",
       "      <td>39.736768</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:44:00</th>\n",
       "      <td>drug-cocaine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.966814</td>\n",
       "      <td>39.746460</td>\n",
       "      <td>city-park-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:45:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.034887</td>\n",
       "      <td>39.741827</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31 23:50:00</th>\n",
       "      <td>weapon-poss-illegal-dangerous</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.032769</td>\n",
       "      <td>39.709188</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6907 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2015-12-01 00:48:00            drug-cocaine-possess   \n",
       "2015-12-01 00:48:00          theft-of-motor-vehicle   \n",
       "2015-12-01 01:00:00         criminal-mischief-other   \n",
       "2015-12-01 01:10:00                      traf-other   \n",
       "2015-12-01 01:10:00          traf-habitual-offender   \n",
       "2015-12-01 01:27:00                      traf-other   \n",
       "2015-12-01 01:44:00                       extortion   \n",
       "2015-12-01 01:44:00      weapon-carrying-prohibited   \n",
       "2015-12-01 01:44:00       weapon-carrying-concealed   \n",
       "2015-12-01 01:50:00          traf-habitual-offender   \n",
       "2015-12-01 01:50:00                      traf-other   \n",
       "2015-12-01 01:55:00                      traf-other   \n",
       "2015-12-01 02:07:00                      traf-other   \n",
       "2015-12-01 02:15:00                      traf-other   \n",
       "2015-12-01 02:38:00                      traf-other   \n",
       "2015-12-01 03:27:00                      traf-other   \n",
       "2015-12-01 04:18:00                traffic-accident   \n",
       "2015-12-01 04:28:00                      traf-other   \n",
       "2015-12-01 05:13:00                traffic-accident   \n",
       "2015-12-01 05:53:00      burglary-business-no-force   \n",
       "2015-12-01 06:12:00                  robbery-street   \n",
       "2015-12-01 06:46:00                traffic-accident   \n",
       "2015-12-01 06:51:00          theft-of-motor-vehicle   \n",
       "2015-12-01 06:55:00               vehicular-eluding   \n",
       "2015-12-01 06:59:00          theft-of-motor-vehicle   \n",
       "2015-12-01 06:59:00    traffic-accident-hit-and-run   \n",
       "2015-12-01 06:59:00              aggravated-assault   \n",
       "2015-12-01 07:00:00        theft-items-from-vehicle   \n",
       "2015-12-01 07:11:00    traffic-accident-hit-and-run   \n",
       "2015-12-01 07:14:00                traffic-accident   \n",
       "...                                             ...   \n",
       "2015-12-31 22:13:00                traffic-accident   \n",
       "2015-12-31 22:17:00     burglary-residence-by-force   \n",
       "2015-12-31 22:19:00     burglary-residence-by-force   \n",
       "2015-12-31 22:20:00                      traf-other   \n",
       "2015-12-31 22:20:00            criminal-trespassing   \n",
       "2015-12-31 22:20:00               weapon-other-viol   \n",
       "2015-12-31 22:25:00     drug-methampetamine-possess   \n",
       "2015-12-31 22:29:00       criminal-mischief-mtr-veh   \n",
       "2015-12-31 22:39:00                      traf-other   \n",
       "2015-12-31 22:39:00       public-order-crimes-other   \n",
       "2015-12-31 22:42:00    traffic-accident-hit-and-run   \n",
       "2015-12-31 22:44:00                      traf-other   \n",
       "2015-12-31 22:52:00                     theft-other   \n",
       "2015-12-31 23:00:00         criminal-mischief-other   \n",
       "2015-12-31 23:06:00            drug-cocaine-possess   \n",
       "2015-12-31 23:09:00                      traf-other   \n",
       "2015-12-31 23:14:00                      assault-dv   \n",
       "2015-12-31 23:17:00               threats-to-injure   \n",
       "2015-12-31 23:18:00         criminal-mischief-other   \n",
       "2015-12-31 23:18:00                      assault-dv   \n",
       "2015-12-31 23:18:00                  robbery-street   \n",
       "2015-12-31 23:21:00                      traf-other   \n",
       "2015-12-31 23:32:00    traffic-accident-hit-and-run   \n",
       "2015-12-31 23:34:00          theft-of-motor-vehicle   \n",
       "2015-12-31 23:34:00                      traf-other   \n",
       "2015-12-31 23:35:00            drug-cocaine-possess   \n",
       "2015-12-31 23:40:00                traffic-accident   \n",
       "2015-12-31 23:44:00            drug-cocaine-possess   \n",
       "2015-12-31 23:45:00  violation-of-restraining-order   \n",
       "2015-12-31 23:50:00   weapon-poss-illegal-dangerous   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2015-12-01 00:48:00                  drug-alcohol -104.891681  39.740155   \n",
       "2015-12-01 00:48:00                    auto-theft -104.891681  39.740155   \n",
       "2015-12-01 01:00:00               public-disorder -104.993574  39.739773   \n",
       "2015-12-01 01:10:00              all-other-crimes -104.995496  39.725618   \n",
       "2015-12-01 01:10:00              all-other-crimes -104.995496  39.725618   \n",
       "2015-12-01 01:27:00              all-other-crimes -104.959699  39.745851   \n",
       "2015-12-01 01:44:00              all-other-crimes -105.041735  39.720193   \n",
       "2015-12-01 01:44:00              all-other-crimes -104.986891  39.756010   \n",
       "2015-12-01 01:44:00              all-other-crimes -104.986891  39.756010   \n",
       "2015-12-01 01:50:00              all-other-crimes -104.987248  39.782077   \n",
       "2015-12-01 01:50:00              all-other-crimes -104.987248  39.782077   \n",
       "2015-12-01 01:55:00              all-other-crimes -104.987341  39.722684   \n",
       "2015-12-01 02:07:00              all-other-crimes -104.967186  39.764501   \n",
       "2015-12-01 02:15:00              all-other-crimes -104.892700  39.740004   \n",
       "2015-12-01 02:38:00              all-other-crimes -105.032456  39.711210   \n",
       "2015-12-01 03:27:00              all-other-crimes -105.053255  39.666383   \n",
       "2015-12-01 04:18:00              traffic-accident -104.762225  39.790848   \n",
       "2015-12-01 04:28:00              all-other-crimes -104.988962  39.752955   \n",
       "2015-12-01 05:13:00              traffic-accident -104.991877  39.696662   \n",
       "2015-12-01 05:53:00                      burglary -104.978864  39.754495   \n",
       "2015-12-01 06:12:00                       robbery -104.985814  39.751453   \n",
       "2015-12-01 06:46:00              traffic-accident -104.992947  39.696661   \n",
       "2015-12-01 06:51:00                    auto-theft -105.016260  39.674382   \n",
       "2015-12-01 06:55:00              all-other-crimes -105.026128  39.680382   \n",
       "2015-12-01 06:59:00                    auto-theft -105.030075  39.701661   \n",
       "2015-12-01 06:59:00              traffic-accident -105.030075  39.701661   \n",
       "2015-12-01 06:59:00            aggravated-assault -105.030075  39.701661   \n",
       "2015-12-01 07:00:00      theft-from-motor-vehicle -104.951539  39.691992   \n",
       "2015-12-01 07:11:00              traffic-accident -105.013229  39.725676   \n",
       "2015-12-01 07:14:00              traffic-accident -104.959793  39.744767   \n",
       "...                                           ...         ...        ...   \n",
       "2015-12-31 22:13:00              traffic-accident -104.977386  39.755213   \n",
       "2015-12-31 22:17:00                      burglary -104.812777  39.797866   \n",
       "2015-12-31 22:19:00                      burglary -104.985733  39.753852   \n",
       "2015-12-31 22:20:00              all-other-crimes -104.940553  39.682938   \n",
       "2015-12-31 22:20:00              all-other-crimes -104.812777  39.797866   \n",
       "2015-12-31 22:20:00              all-other-crimes -104.940553  39.682938   \n",
       "2015-12-31 22:25:00                  drug-alcohol -104.986540  39.757241   \n",
       "2015-12-31 22:29:00               public-disorder -104.891976  39.780372   \n",
       "2015-12-31 22:39:00              all-other-crimes -105.027558  39.714976   \n",
       "2015-12-31 22:39:00              all-other-crimes -105.027558  39.714976   \n",
       "2015-12-31 22:42:00              traffic-accident -104.973385  39.743778   \n",
       "2015-12-31 22:44:00              all-other-crimes -104.906221  39.773038   \n",
       "2015-12-31 22:52:00                       larceny -104.871249  39.671080   \n",
       "2015-12-31 23:00:00               public-disorder -104.759458  39.797114   \n",
       "2015-12-31 23:06:00                  drug-alcohol -105.000069  39.734478   \n",
       "2015-12-31 23:09:00              all-other-crimes -104.987408  39.741693   \n",
       "2015-12-31 23:14:00  other-crimes-against-persons -104.908345  39.668090   \n",
       "2015-12-31 23:17:00               public-disorder -104.946828  39.740499   \n",
       "2015-12-31 23:18:00               public-disorder -104.989640  39.668999   \n",
       "2015-12-31 23:18:00  other-crimes-against-persons -104.989640  39.668999   \n",
       "2015-12-31 23:18:00                       robbery -104.991277  39.738259   \n",
       "2015-12-31 23:21:00              all-other-crimes -104.884762  39.736454   \n",
       "2015-12-31 23:32:00              traffic-accident -104.912883  39.778282   \n",
       "2015-12-31 23:34:00                    auto-theft -105.050952  39.730378   \n",
       "2015-12-31 23:34:00              all-other-crimes -104.992329  39.691206   \n",
       "2015-12-31 23:35:00                  drug-alcohol -104.988019  39.753420   \n",
       "2015-12-31 23:40:00              traffic-accident -104.945076  39.736768   \n",
       "2015-12-31 23:44:00                  drug-alcohol -104.966814  39.746460   \n",
       "2015-12-31 23:45:00              all-other-crimes -105.034887  39.741827   \n",
       "2015-12-31 23:50:00              all-other-crimes -105.032769  39.709188   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2015-12-01 00:48:00                 east-colfax         1           0  \n",
       "2015-12-01 00:48:00                 east-colfax         1           0  \n",
       "2015-12-01 01:00:00                civic-center         1           0  \n",
       "2015-12-01 01:10:00                       baker         1           0  \n",
       "2015-12-01 01:10:00                       baker         1           0  \n",
       "2015-12-01 01:27:00                   city-park         1           0  \n",
       "2015-12-01 01:44:00                 barnum-west         1           0  \n",
       "2015-12-01 01:44:00                 five-points         1           0  \n",
       "2015-12-01 01:44:00                 five-points         1           0  \n",
       "2015-12-01 01:50:00                  globeville         1           0  \n",
       "2015-12-01 01:50:00                  globeville         1           0  \n",
       "2015-12-01 01:55:00                       speer         1           0  \n",
       "2015-12-01 02:07:00                        cole         1           0  \n",
       "2015-12-01 02:15:00                 east-colfax         1           0  \n",
       "2015-12-01 02:38:00                    westwood         1           0  \n",
       "2015-12-01 03:27:00                 bear-valley         1           0  \n",
       "2015-12-01 04:18:00  gateway-green-valley-ranch         0           1  \n",
       "2015-12-01 04:28:00                 five-points         1           0  \n",
       "2015-12-01 05:13:00                    overland         0           1  \n",
       "2015-12-01 05:53:00                 five-points         1           0  \n",
       "2015-12-01 06:12:00                 five-points         1           0  \n",
       "2015-12-01 06:46:00                   ruby-hill         0           1  \n",
       "2015-12-01 06:51:00   college-view-south-platte         1           0  \n",
       "2015-12-01 06:55:00                 harvey-park         1           0  \n",
       "2015-12-01 06:59:00                    westwood         1           0  \n",
       "2015-12-01 06:59:00                    westwood         0           1  \n",
       "2015-12-01 06:59:00                    westwood         1           0  \n",
       "2015-12-01 07:00:00                cory-merrill         1           0  \n",
       "2015-12-01 07:11:00                       baker         0           1  \n",
       "2015-12-01 07:14:00              city-park-west         0           1  \n",
       "...                                         ...       ...         ...  \n",
       "2015-12-31 22:13:00                 five-points         0           1  \n",
       "2015-12-31 22:17:00                   montbello         1           0  \n",
       "2015-12-31 22:19:00                 five-points         1           0  \n",
       "2015-12-31 22:20:00            virginia-village         1           0  \n",
       "2015-12-31 22:20:00                   montbello         1           0  \n",
       "2015-12-31 22:20:00            virginia-village         1           0  \n",
       "2015-12-31 22:25:00                 five-points         1           0  \n",
       "2015-12-31 22:29:00                   stapleton         1           0  \n",
       "2015-12-31 22:39:00                      barnum         1           0  \n",
       "2015-12-31 22:39:00                      barnum         1           0  \n",
       "2015-12-31 22:42:00          north-capitol-hill         0           1  \n",
       "2015-12-31 22:44:00         northeast-park-hill         1           0  \n",
       "2015-12-31 22:52:00                     hampden         1           0  \n",
       "2015-12-31 23:00:00  gateway-green-valley-ranch         1           0  \n",
       "2015-12-31 23:06:00                lincoln-park         1           0  \n",
       "2015-12-31 23:09:00                         cbd         1           0  \n",
       "2015-12-31 23:14:00                   goldsmith         1           0  \n",
       "2015-12-31 23:17:00                   city-park         1           0  \n",
       "2015-12-31 23:18:00                    overland         1           0  \n",
       "2015-12-31 23:18:00                    overland         1           0  \n",
       "2015-12-31 23:18:00                civic-center         1           0  \n",
       "2015-12-31 23:21:00                 east-colfax         1           0  \n",
       "2015-12-31 23:32:00         northeast-park-hill         0           1  \n",
       "2015-12-31 23:34:00                  villa-park         1           0  \n",
       "2015-12-31 23:34:00                    overland         1           0  \n",
       "2015-12-31 23:35:00                 five-points         1           0  \n",
       "2015-12-31 23:40:00               congress-park         0           1  \n",
       "2015-12-31 23:44:00              city-park-west         1           0  \n",
       "2015-12-31 23:45:00                 west-colfax         1           0  \n",
       "2015-12-31 23:50:00                    westwood         1           0  \n",
       "\n",
       "[6907 rows x 7 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['Dec 2015'].sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 7)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['2016 Sep, 15'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4, 7)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['21st October 2014 05'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPORTED_DATE</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>2015-03-04 00:11:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-105.021966</td>\n",
       "      <td>39.770883</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 00:19:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.978988</td>\n",
       "      <td>39.748799</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 00:27:00</th>\n",
       "      <td>theft-of-services</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.055082</td>\n",
       "      <td>39.790564</td>\n",
       "      <td>regis</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 00:49:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987454</td>\n",
       "      <td>39.701378</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 01:07:00</th>\n",
       "      <td>burglary-business-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.010843</td>\n",
       "      <td>39.762538</td>\n",
       "      <td>highland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 01:13:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.020370</td>\n",
       "      <td>39.678657</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 01:20:00</th>\n",
       "      <td>prostitution-engaging-in</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.040846</td>\n",
       "      <td>39.769239</td>\n",
       "      <td>west-highland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 01:32:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.995620</td>\n",
       "      <td>39.703453</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 02:02:00</th>\n",
       "      <td>agg-aslt-police-weapon</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.972118</td>\n",
       "      <td>39.759491</td>\n",
       "      <td>whittier</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 02:28:00</th>\n",
       "      <td>disturbing-the-peace</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.019878</td>\n",
       "      <td>39.732309</td>\n",
       "      <td>sun-valley</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 02:28:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-105.019878</td>\n",
       "      <td>39.732309</td>\n",
       "      <td>sun-valley</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 03:43:00</th>\n",
       "      <td>burglary-business-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.990363</td>\n",
       "      <td>39.695192</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 04:26:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.747545</td>\n",
       "      <td>39.780954</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 05:26:00</th>\n",
       "      <td>curfew</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.912833</td>\n",
       "      <td>39.698446</td>\n",
       "      <td>washington-virginia-vale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 05:26:00</th>\n",
       "      <td>police-false-information</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.912833</td>\n",
       "      <td>39.698446</td>\n",
       "      <td>washington-virginia-vale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 05:28:00</th>\n",
       "      <td>weapon-other-viol</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.673812</td>\n",
       "      <td>39.849292</td>\n",
       "      <td>dia</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 06:12:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.994255</td>\n",
       "      <td>39.692101</td>\n",
       "      <td>overland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 06:33:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.979501</td>\n",
       "      <td>39.685445</td>\n",
       "      <td>platt-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 06:50:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.989448</td>\n",
       "      <td>39.748650</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 06:53:00</th>\n",
       "      <td>drug-heroin-sell</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.026661</td>\n",
       "      <td>39.785287</td>\n",
       "      <td>regis</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 06:53:00</th>\n",
       "      <td>drug-opium-or-deriv-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.026661</td>\n",
       "      <td>39.785287</td>\n",
       "      <td>regis</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 06:54:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.874986</td>\n",
       "      <td>39.706276</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 07:06:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.866109</td>\n",
       "      <td>39.667513</td>\n",
       "      <td>hampden</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 07:30:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987515</td>\n",
       "      <td>39.687572</td>\n",
       "      <td>overland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 07:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.981062</td>\n",
       "      <td>39.735156</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 07:58:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.018032</td>\n",
       "      <td>39.682310</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 07:59:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.008613</td>\n",
       "      <td>39.702556</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 08:10:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.997654</td>\n",
       "      <td>39.725628</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 08:16:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.034026</td>\n",
       "      <td>39.746756</td>\n",
       "      <td>sloan-lake</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-04 08:21:00</th>\n",
       "      <td>threats-to-injure</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.993574</td>\n",
       "      <td>39.739773</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 21:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.905061</td>\n",
       "      <td>39.695478</td>\n",
       "      <td>washington-virginia-vale</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 21:17:00</th>\n",
       "      <td>police-false-information</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.993106</td>\n",
       "      <td>39.745404</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 21:18:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.941481</td>\n",
       "      <td>39.680521</td>\n",
       "      <td>university-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 21:22:00</th>\n",
       "      <td>weapon-by-prev-offender-powpo</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.030567</td>\n",
       "      <td>39.701896</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 21:47:00</th>\n",
       "      <td>drug-methampetamine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.898718</td>\n",
       "      <td>39.751016</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 21:56:00</th>\n",
       "      <td>drug-methampetamine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.953306</td>\n",
       "      <td>39.761176</td>\n",
       "      <td>skyland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 21:57:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.049636</td>\n",
       "      <td>39.736531</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:06:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913156</td>\n",
       "      <td>39.738510</td>\n",
       "      <td>montclair</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:20:00</th>\n",
       "      <td>theft-shoplift</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.021159</td>\n",
       "      <td>39.677518</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:23:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.953421</td>\n",
       "      <td>39.718207</td>\n",
       "      <td>cherry-creek</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:25:00</th>\n",
       "      <td>violation-of-court-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.892700</td>\n",
       "      <td>39.740004</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:25:00</th>\n",
       "      <td>liquor-possession</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.892700</td>\n",
       "      <td>39.740004</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:35:00</th>\n",
       "      <td>drug-heroin-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.004666</td>\n",
       "      <td>39.739669</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:36:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.906159</td>\n",
       "      <td>39.763943</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:39:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-105.088839</td>\n",
       "      <td>39.633983</td>\n",
       "      <td>marston</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:40:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.991877</td>\n",
       "      <td>39.696662</td>\n",
       "      <td>overland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:52:00</th>\n",
       "      <td>vehicular-eluding-no-chase</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.026324</td>\n",
       "      <td>39.746638</td>\n",
       "      <td>sloan-lake</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:52:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.989448</td>\n",
       "      <td>39.748650</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:55:00</th>\n",
       "      <td>disturbing-the-peace</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.988300</td>\n",
       "      <td>39.741702</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:55:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.988300</td>\n",
       "      <td>39.741702</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 22:56:00</th>\n",
       "      <td>drug-heroin-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.023980</td>\n",
       "      <td>39.771794</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:01:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.974995</td>\n",
       "      <td>39.767704</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:03:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.999447</td>\n",
       "      <td>39.739949</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:07:00</th>\n",
       "      <td>police-false-information</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.980400</td>\n",
       "      <td>39.740144</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:07:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.980400</td>\n",
       "      <td>39.740144</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:15:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.996861</td>\n",
       "      <td>39.738612</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:16:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.025088</td>\n",
       "      <td>39.707590</td>\n",
       "      <td>westwood</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:40:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-105.039236</td>\n",
       "      <td>39.726157</td>\n",
       "      <td>villa-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:45:00</th>\n",
       "      <td>drug-cocaine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.987310</td>\n",
       "      <td>39.753598</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 23:48:00</th>\n",
       "      <td>drug-poss-paraphernalia</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.986020</td>\n",
       "      <td>39.752541</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75403 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                        \n",
       "2015-03-04 00:11:00                     assault-dv   \n",
       "2015-03-04 00:19:00                     assault-dv   \n",
       "2015-03-04 00:27:00              theft-of-services   \n",
       "2015-03-04 00:49:00   traffic-accident-hit-and-run   \n",
       "2015-03-04 01:07:00     burglary-business-no-force   \n",
       "2015-03-04 01:13:00   traffic-accident-hit-and-run   \n",
       "2015-03-04 01:20:00       prostitution-engaging-in   \n",
       "2015-03-04 01:32:00               traffic-accident   \n",
       "2015-03-04 02:02:00         agg-aslt-police-weapon   \n",
       "2015-03-04 02:28:00           disturbing-the-peace   \n",
       "2015-03-04 02:28:00                 assault-simple   \n",
       "2015-03-04 03:43:00     burglary-business-by-force   \n",
       "2015-03-04 04:26:00                 robbery-street   \n",
       "2015-03-04 05:26:00                         curfew   \n",
       "2015-03-04 05:26:00       police-false-information   \n",
       "2015-03-04 05:28:00              weapon-other-viol   \n",
       "2015-03-04 06:12:00               traffic-accident   \n",
       "2015-03-04 06:33:00                    theft-other   \n",
       "2015-03-04 06:50:00               traffic-accident   \n",
       "2015-03-04 06:53:00               drug-heroin-sell   \n",
       "2015-03-04 06:53:00    drug-opium-or-deriv-possess   \n",
       "2015-03-04 06:54:00       theft-items-from-vehicle   \n",
       "2015-03-04 07:06:00               traffic-accident   \n",
       "2015-03-04 07:30:00               traffic-accident   \n",
       "2015-03-04 07:44:00               traffic-accident   \n",
       "2015-03-04 07:58:00   traffic-accident-hit-and-run   \n",
       "2015-03-04 07:59:00   traffic-accident-hit-and-run   \n",
       "2015-03-04 08:10:00               traffic-accident   \n",
       "2015-03-04 08:16:00       theft-items-from-vehicle   \n",
       "2015-03-04 08:21:00              threats-to-injure   \n",
       "...                                            ...   \n",
       "2016-01-01 21:17:00   traffic-accident-hit-and-run   \n",
       "2016-01-01 21:17:00       police-false-information   \n",
       "2016-01-01 21:18:00                    theft-other   \n",
       "2016-01-01 21:22:00  weapon-by-prev-offender-powpo   \n",
       "2016-01-01 21:47:00    drug-methampetamine-possess   \n",
       "2016-01-01 21:56:00    drug-methampetamine-possess   \n",
       "2016-01-01 21:57:00             aggravated-assault   \n",
       "2016-01-01 22:06:00    burglary-residence-no-force   \n",
       "2016-01-01 22:20:00                 theft-shoplift   \n",
       "2016-01-01 22:23:00                     traf-other   \n",
       "2016-01-01 22:25:00       violation-of-court-order   \n",
       "2016-01-01 22:25:00              liquor-possession   \n",
       "2016-01-01 22:35:00            drug-heroin-possess   \n",
       "2016-01-01 22:36:00                     assault-dv   \n",
       "2016-01-01 22:39:00                     assault-dv   \n",
       "2016-01-01 22:40:00               traffic-accident   \n",
       "2016-01-01 22:52:00     vehicular-eluding-no-chase   \n",
       "2016-01-01 22:52:00                     traf-other   \n",
       "2016-01-01 22:55:00           disturbing-the-peace   \n",
       "2016-01-01 22:55:00           criminal-trespassing   \n",
       "2016-01-01 22:56:00            drug-heroin-possess   \n",
       "2016-01-01 23:01:00                    theft-other   \n",
       "2016-01-01 23:03:00                     traf-other   \n",
       "2016-01-01 23:07:00       police-false-information   \n",
       "2016-01-01 23:07:00                     traf-other   \n",
       "2016-01-01 23:15:00   traffic-accident-hit-and-run   \n",
       "2016-01-01 23:16:00               traffic-accident   \n",
       "2016-01-01 23:40:00               robbery-business   \n",
       "2016-01-01 23:45:00           drug-cocaine-possess   \n",
       "2016-01-01 23:48:00        drug-poss-paraphernalia   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2015-03-04 00:11:00  other-crimes-against-persons -105.021966  39.770883   \n",
       "2015-03-04 00:19:00  other-crimes-against-persons -104.978988  39.748799   \n",
       "2015-03-04 00:27:00                       larceny -105.055082  39.790564   \n",
       "2015-03-04 00:49:00              traffic-accident -104.987454  39.701378   \n",
       "2015-03-04 01:07:00                      burglary -105.010843  39.762538   \n",
       "2015-03-04 01:13:00              traffic-accident -105.020370  39.678657   \n",
       "2015-03-04 01:20:00               public-disorder -105.040846  39.769239   \n",
       "2015-03-04 01:32:00              traffic-accident -104.995620  39.703453   \n",
       "2015-03-04 02:02:00              all-other-crimes -104.972118  39.759491   \n",
       "2015-03-04 02:28:00               public-disorder -105.019878  39.732309   \n",
       "2015-03-04 02:28:00  other-crimes-against-persons -105.019878  39.732309   \n",
       "2015-03-04 03:43:00                      burglary -104.990363  39.695192   \n",
       "2015-03-04 04:26:00                       robbery -104.747545  39.780954   \n",
       "2015-03-04 05:26:00               public-disorder -104.912833  39.698446   \n",
       "2015-03-04 05:26:00              all-other-crimes -104.912833  39.698446   \n",
       "2015-03-04 05:28:00              all-other-crimes -104.673812  39.849292   \n",
       "2015-03-04 06:12:00              traffic-accident -104.994255  39.692101   \n",
       "2015-03-04 06:33:00                       larceny -104.979501  39.685445   \n",
       "2015-03-04 06:50:00              traffic-accident -104.989448  39.748650   \n",
       "2015-03-04 06:53:00                  drug-alcohol -105.026661  39.785287   \n",
       "2015-03-04 06:53:00                  drug-alcohol -105.026661  39.785287   \n",
       "2015-03-04 06:54:00      theft-from-motor-vehicle -104.874986  39.706276   \n",
       "2015-03-04 07:06:00              traffic-accident -104.866109  39.667513   \n",
       "2015-03-04 07:30:00              traffic-accident -104.987515  39.687572   \n",
       "2015-03-04 07:44:00              traffic-accident -104.981062  39.735156   \n",
       "2015-03-04 07:58:00              traffic-accident -105.018032  39.682310   \n",
       "2015-03-04 07:59:00              traffic-accident -105.008613  39.702556   \n",
       "2015-03-04 08:10:00              traffic-accident -104.997654  39.725628   \n",
       "2015-03-04 08:16:00      theft-from-motor-vehicle -105.034026  39.746756   \n",
       "2015-03-04 08:21:00               public-disorder -104.993574  39.739773   \n",
       "...                                           ...         ...        ...   \n",
       "2016-01-01 21:17:00              traffic-accident -104.905061  39.695478   \n",
       "2016-01-01 21:17:00              all-other-crimes -104.993106  39.745404   \n",
       "2016-01-01 21:18:00                       larceny -104.941481  39.680521   \n",
       "2016-01-01 21:22:00              all-other-crimes -105.030567  39.701896   \n",
       "2016-01-01 21:47:00                  drug-alcohol -104.898718  39.751016   \n",
       "2016-01-01 21:56:00                  drug-alcohol -104.953306  39.761176   \n",
       "2016-01-01 21:57:00            aggravated-assault -105.049636  39.736531   \n",
       "2016-01-01 22:06:00                      burglary -104.913156  39.738510   \n",
       "2016-01-01 22:20:00                       larceny -105.021159  39.677518   \n",
       "2016-01-01 22:23:00              all-other-crimes -104.953421  39.718207   \n",
       "2016-01-01 22:25:00              all-other-crimes -104.892700  39.740004   \n",
       "2016-01-01 22:25:00                  drug-alcohol -104.892700  39.740004   \n",
       "2016-01-01 22:35:00                  drug-alcohol -105.004666  39.739669   \n",
       "2016-01-01 22:36:00  other-crimes-against-persons -104.906159  39.763943   \n",
       "2016-01-01 22:39:00  other-crimes-against-persons -105.088839  39.633983   \n",
       "2016-01-01 22:40:00              traffic-accident -104.991877  39.696662   \n",
       "2016-01-01 22:52:00              all-other-crimes -105.026324  39.746638   \n",
       "2016-01-01 22:52:00              all-other-crimes -104.989448  39.748650   \n",
       "2016-01-01 22:55:00               public-disorder -104.988300  39.741702   \n",
       "2016-01-01 22:55:00              all-other-crimes -104.988300  39.741702   \n",
       "2016-01-01 22:56:00                  drug-alcohol -105.023980  39.771794   \n",
       "2016-01-01 23:01:00                       larceny -104.974995  39.767704   \n",
       "2016-01-01 23:03:00              all-other-crimes -104.999447  39.739949   \n",
       "2016-01-01 23:07:00              all-other-crimes -104.980400  39.740144   \n",
       "2016-01-01 23:07:00              all-other-crimes -104.980400  39.740144   \n",
       "2016-01-01 23:15:00              traffic-accident -104.996861  39.738612   \n",
       "2016-01-01 23:16:00              traffic-accident -105.025088  39.707590   \n",
       "2016-01-01 23:40:00                       robbery -105.039236  39.726157   \n",
       "2016-01-01 23:45:00                  drug-alcohol -104.987310  39.753598   \n",
       "2016-01-01 23:48:00                  drug-alcohol -104.986020  39.752541   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2015-03-04 00:11:00                   sunnyside         1           0  \n",
       "2015-03-04 00:19:00                 five-points         1           0  \n",
       "2015-03-04 00:27:00                       regis         1           0  \n",
       "2015-03-04 00:49:00        washington-park-west         0           1  \n",
       "2015-03-04 01:07:00                    highland         1           0  \n",
       "2015-03-04 01:13:00   college-view-south-platte         0           1  \n",
       "2015-03-04 01:20:00               west-highland         1           0  \n",
       "2015-03-04 01:32:00                       baker         0           1  \n",
       "2015-03-04 02:02:00                    whittier         1           0  \n",
       "2015-03-04 02:28:00                  sun-valley         1           0  \n",
       "2015-03-04 02:28:00                  sun-valley         1           0  \n",
       "2015-03-04 03:43:00                    overland         1           0  \n",
       "2015-03-04 04:26:00  gateway-green-valley-ranch         1           0  \n",
       "2015-03-04 05:26:00    washington-virginia-vale         1           0  \n",
       "2015-03-04 05:26:00    washington-virginia-vale         1           0  \n",
       "2015-03-04 05:28:00                         dia         1           0  \n",
       "2015-03-04 06:12:00                    overland         0           1  \n",
       "2015-03-04 06:33:00                  platt-park         1           0  \n",
       "2015-03-04 06:50:00                         cbd         0           1  \n",
       "2015-03-04 06:53:00                       regis         1           0  \n",
       "2015-03-04 06:53:00                       regis         1           0  \n",
       "2015-03-04 06:54:00                     windsor         1           0  \n",
       "2015-03-04 07:06:00                     hampden         0           1  \n",
       "2015-03-04 07:30:00                    overland         0           1  \n",
       "2015-03-04 07:44:00                capitol-hill         0           1  \n",
       "2015-03-04 07:58:00   college-view-south-platte         0           1  \n",
       "2015-03-04 07:59:00                 athmar-park         0           1  \n",
       "2015-03-04 08:10:00                       baker         0           1  \n",
       "2015-03-04 08:16:00                  sloan-lake         1           0  \n",
       "2015-03-04 08:21:00                civic-center         1           0  \n",
       "...                                         ...       ...         ...  \n",
       "2016-01-01 21:17:00    washington-virginia-vale         0           1  \n",
       "2016-01-01 21:17:00                         cbd         1           0  \n",
       "2016-01-01 21:18:00             university-park         1           0  \n",
       "2016-01-01 21:22:00                    westwood         1           0  \n",
       "2016-01-01 21:47:00                   stapleton         1           0  \n",
       "2016-01-01 21:56:00                     skyland         1           0  \n",
       "2016-01-01 21:57:00                 west-colfax         1           0  \n",
       "2016-01-01 22:06:00                   montclair         1           0  \n",
       "2016-01-01 22:20:00   college-view-south-platte         1           0  \n",
       "2016-01-01 22:23:00                cherry-creek         1           0  \n",
       "2016-01-01 22:25:00                 east-colfax         1           0  \n",
       "2016-01-01 22:25:00                 east-colfax         1           0  \n",
       "2016-01-01 22:35:00                lincoln-park         1           0  \n",
       "2016-01-01 22:36:00         northeast-park-hill         1           0  \n",
       "2016-01-01 22:39:00                     marston         1           0  \n",
       "2016-01-01 22:40:00                    overland         0           1  \n",
       "2016-01-01 22:52:00                  sloan-lake         1           0  \n",
       "2016-01-01 22:52:00                         cbd         1           0  \n",
       "2016-01-01 22:55:00                         cbd         1           0  \n",
       "2016-01-01 22:55:00                         cbd         1           0  \n",
       "2016-01-01 22:56:00                   sunnyside         1           0  \n",
       "2016-01-01 23:01:00                 five-points         1           0  \n",
       "2016-01-01 23:03:00                lincoln-park         1           0  \n",
       "2016-01-01 23:07:00          north-capitol-hill         1           0  \n",
       "2016-01-01 23:07:00          north-capitol-hill         1           0  \n",
       "2016-01-01 23:15:00                civic-center         0           1  \n",
       "2016-01-01 23:16:00                    westwood         0           1  \n",
       "2016-01-01 23:40:00                  villa-park         1           0  \n",
       "2016-01-01 23:45:00                 five-points         1           0  \n",
       "2016-01-01 23:48:00                 five-points         1           0  \n",
       "\n",
       "[75403 rows x 7 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['2015-3-4':'2016-1-1'].sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-02-04 22:08:00</th>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2015-02-04 22:35:00</th>\n",
       "      <td>liquor-possession</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.973097</td>\n",
       "      <td>39.740032</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2015-02-04 22:39:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.906342</td>\n",
       "      <td>39.699479</td>\n",
       "      <td>washington-virginia-vale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 22:40:00</th>\n",
       "      <td>agg-aslt-police-weapon</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.993574</td>\n",
       "      <td>39.739773</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 22:43:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 22:46:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.964769</td>\n",
       "      <td>39.740000</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 22:47:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.845997</td>\n",
       "      <td>39.769993</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 22:47:00</th>\n",
       "      <td>burglary-business-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.845997</td>\n",
       "      <td>39.769993</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 22:57:00</th>\n",
       "      <td>vehicular-eluding-no-chase</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.941359</td>\n",
       "      <td>39.791834</td>\n",
       "      <td>elyria-swansea</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:01:00</th>\n",
       "      <td>liquor-possession</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.982537</td>\n",
       "      <td>39.752652</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:08:00</th>\n",
       "      <td>prostitution-engaging-in</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.037780</td>\n",
       "      <td>39.736757</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2015-02-04 23:18:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.970617</td>\n",
       "      <td>39.772640</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2015-02-04 23:20:00</th>\n",
       "      <td>prostitution-engaging-in</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981105</td>\n",
       "      <td>39.740026</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:22:00</th>\n",
       "      <td>prostitution-engaging-in</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.890551</td>\n",
       "      <td>39.740155</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:22:00</th>\n",
       "      <td>drug-poss-paraphernalia</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.890551</td>\n",
       "      <td>39.740155</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:27:00</th>\n",
       "      <td>liquor-possession</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.968463</td>\n",
       "      <td>39.740011</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:27:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.968463</td>\n",
       "      <td>39.740011</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:28:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.025039</td>\n",
       "      <td>39.682269</td>\n",
       "      <td>harvey-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:44:00</th>\n",
       "      <td>liquor-possession</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.967233</td>\n",
       "      <td>39.740011</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:51:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.053263</td>\n",
       "      <td>39.708647</td>\n",
       "      <td>westwood</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:54:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.025084</td>\n",
       "      <td>39.703947</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-04 23:57:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.986728</td>\n",
       "      <td>39.741231</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-05 00:01:00</th>\n",
       "      <td>forgery-other</td>\n",
       "      <td>white-collar-crime</td>\n",
       "      <td>-104.838374</td>\n",
       "      <td>39.784212</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-05 00:25:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.024790</td>\n",
       "      <td>39.787728</td>\n",
       "      <td>chaffee-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-05 00:29:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.921288</td>\n",
       "      <td>39.701865</td>\n",
       "      <td>washington-virginia-vale</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-05 00:52:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.027933</td>\n",
       "      <td>39.737467</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-05 00:52:00</th>\n",
       "      <td>disturbing-the-peace</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.027933</td>\n",
       "      <td>39.737467</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-05 00:52:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-105.027933</td>\n",
       "      <td>39.737467</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-05 00:56:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.037100</td>\n",
       "      <td>39.707196</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 08:05:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.786262</td>\n",
       "      <td>39.819274</td>\n",
       "      <td>dia</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 08:40:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.913456</td>\n",
       "      <td>39.653642</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 08:40:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.972313</td>\n",
       "      <td>39.740187</td>\n",
       "      <td>city-park-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 08:43:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.796110</td>\n",
       "      <td>39.797893</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 08:43:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.796110</td>\n",
       "      <td>39.797893</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 08:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.940551</td>\n",
       "      <td>39.683095</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:04:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988557</td>\n",
       "      <td>39.758669</td>\n",
       "      <td>five-points</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:06:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.997316</td>\n",
       "      <td>39.752425</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:08:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.988623</td>\n",
       "      <td>39.754485</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:08:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.988623</td>\n",
       "      <td>39.754485</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:08:00</th>\n",
       "      <td>disturbing-the-peace</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.988623</td>\n",
       "      <td>39.754485</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:16:00</th>\n",
       "      <td>sex-aslt-rape</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:22:00</th>\n",
       "      <td>homicide-other</td>\n",
       "      <td>murder</td>\n",
       "      <td>-104.989242</td>\n",
       "      <td>39.732597</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:30:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.032652</td>\n",
       "      <td>39.657232</td>\n",
       "      <td>harvey-park-south</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:37:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.088953</td>\n",
       "      <td>39.638689</td>\n",
       "      <td>marston</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:45:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.988776</td>\n",
       "      <td>39.742805</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 09:55:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.993555</td>\n",
       "      <td>39.753140</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 10:09:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.013229</td>\n",
       "      <td>39.725676</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 10:10:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.961896</td>\n",
       "      <td>39.749729</td>\n",
       "      <td>city-park-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 10:12:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.870960</td>\n",
       "      <td>39.669277</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 10:12:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.870960</td>\n",
       "      <td>39.669277</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 10:21:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-105.021884</td>\n",
       "      <td>39.710841</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 10:22:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913156</td>\n",
       "      <td>39.738510</td>\n",
       "      <td>montclair</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 10:32:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.870960</td>\n",
       "      <td>39.669277</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 10:48:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.973391</td>\n",
       "      <td>39.744834</td>\n",
       "      <td>five-points</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 11:10:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.819450</td>\n",
       "      <td>39.791615</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 11:11:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.981701</td>\n",
       "      <td>39.736814</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 11:11:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.973731</td>\n",
       "      <td>39.714223</td>\n",
       "      <td>speer</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 11:16:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.977509</td>\n",
       "      <td>39.783541</td>\n",
       "      <td>globeville</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-01 11:22:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.053250</td>\n",
       "      <td>39.731282</td>\n",
       "      <td>villa-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81095 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                       \n",
       "2015-02-04 22:08:00              traffic-accident   \n",
       "2015-02-04 22:13:00             liquor-possession   \n",
       "2015-02-04 22:35:00             liquor-possession   \n",
       "2015-02-04 22:39:00                robbery-street   \n",
       "2015-02-04 22:40:00        agg-aslt-police-weapon   \n",
       "2015-02-04 22:43:00              traffic-accident   \n",
       "2015-02-04 22:46:00          criminal-trespassing   \n",
       "2015-02-04 22:47:00       criminal-mischief-other   \n",
       "2015-02-04 22:47:00    burglary-business-by-force   \n",
       "2015-02-04 22:57:00    vehicular-eluding-no-chase   \n",
       "2015-02-04 23:01:00             liquor-possession   \n",
       "2015-02-04 23:08:00      prostitution-engaging-in   \n",
       "2015-02-04 23:18:00                    traf-other   \n",
       "2015-02-04 23:20:00      prostitution-engaging-in   \n",
       "2015-02-04 23:22:00      prostitution-engaging-in   \n",
       "2015-02-04 23:22:00       drug-poss-paraphernalia   \n",
       "2015-02-04 23:27:00             liquor-possession   \n",
       "2015-02-04 23:27:00          criminal-trespassing   \n",
       "2015-02-04 23:28:00     traffic-accident-dui-duid   \n",
       "2015-02-04 23:44:00             liquor-possession   \n",
       "2015-02-04 23:51:00     traffic-accident-dui-duid   \n",
       "2015-02-04 23:54:00                    traf-other   \n",
       "2015-02-04 23:57:00          criminal-trespassing   \n",
       "2015-02-05 00:01:00                 forgery-other   \n",
       "2015-02-05 00:25:00                    traf-other   \n",
       "2015-02-05 00:29:00              traffic-accident   \n",
       "2015-02-05 00:52:00       criminal-mischief-other   \n",
       "2015-02-05 00:52:00          disturbing-the-peace   \n",
       "2015-02-05 00:52:00                    assault-dv   \n",
       "2015-02-05 00:56:00                    traf-other   \n",
       "...                                           ...   \n",
       "2016-01-01 08:05:00              traffic-accident   \n",
       "2016-01-01 08:40:00        theft-of-motor-vehicle   \n",
       "2016-01-01 08:40:00                   theft-other   \n",
       "2016-01-01 08:43:00       criminal-mischief-other   \n",
       "2016-01-01 08:43:00                assault-simple   \n",
       "2016-01-01 08:52:00              traffic-accident   \n",
       "2016-01-01 09:04:00  traffic-accident-hit-and-run   \n",
       "2016-01-01 09:06:00          criminal-trespassing   \n",
       "2016-01-01 09:08:00          criminal-trespassing   \n",
       "2016-01-01 09:08:00       criminal-mischief-other   \n",
       "2016-01-01 09:08:00          disturbing-the-peace   \n",
       "2016-01-01 09:16:00                 sex-aslt-rape   \n",
       "2016-01-01 09:22:00                homicide-other   \n",
       "2016-01-01 09:30:00              traffic-accident   \n",
       "2016-01-01 09:37:00  traffic-accident-hit-and-run   \n",
       "2016-01-01 09:45:00          criminal-trespassing   \n",
       "2016-01-01 09:55:00                   theft-other   \n",
       "2016-01-01 10:09:00              traffic-accident   \n",
       "2016-01-01 10:10:00     criminal-mischief-mtr-veh   \n",
       "2016-01-01 10:12:00      theft-items-from-vehicle   \n",
       "2016-01-01 10:12:00       criminal-mischief-other   \n",
       "2016-01-01 10:21:00        theft-of-motor-vehicle   \n",
       "2016-01-01 10:22:00   burglary-residence-by-force   \n",
       "2016-01-01 10:32:00      theft-items-from-vehicle   \n",
       "2016-01-01 10:48:00              traffic-accident   \n",
       "2016-01-01 11:10:00        theft-of-motor-vehicle   \n",
       "2016-01-01 11:11:00              traffic-accident   \n",
       "2016-01-01 11:11:00  traffic-accident-hit-and-run   \n",
       "2016-01-01 11:16:00                    traf-other   \n",
       "2016-01-01 11:22:00              traffic-accident   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2015-02-04 22:08:00              traffic-accident -105.022851  39.751134   \n",
       "2015-02-04 22:13:00                  drug-alcohol -104.982537  39.752652   \n",
       "2015-02-04 22:35:00                  drug-alcohol -104.973097  39.740032   \n",
       "2015-02-04 22:39:00                       robbery -104.906342  39.699479   \n",
       "2015-02-04 22:40:00              all-other-crimes -104.993574  39.739773   \n",
       "2015-02-04 22:43:00              traffic-accident -104.900944  39.783108   \n",
       "2015-02-04 22:46:00              all-other-crimes -104.964769  39.740000   \n",
       "2015-02-04 22:47:00               public-disorder -104.845997  39.769993   \n",
       "2015-02-04 22:47:00                      burglary -104.845997  39.769993   \n",
       "2015-02-04 22:57:00              all-other-crimes -104.941359  39.791834   \n",
       "2015-02-04 23:01:00                  drug-alcohol -104.982537  39.752652   \n",
       "2015-02-04 23:08:00               public-disorder -105.037780  39.736757   \n",
       "2015-02-04 23:18:00              all-other-crimes -104.970617  39.772640   \n",
       "2015-02-04 23:20:00               public-disorder -104.981105  39.740026   \n",
       "2015-02-04 23:22:00               public-disorder -104.890551  39.740155   \n",
       "2015-02-04 23:22:00                  drug-alcohol -104.890551  39.740155   \n",
       "2015-02-04 23:27:00                  drug-alcohol -104.968463  39.740011   \n",
       "2015-02-04 23:27:00              all-other-crimes -104.968463  39.740011   \n",
       "2015-02-04 23:28:00              traffic-accident -105.025039  39.682269   \n",
       "2015-02-04 23:44:00                  drug-alcohol -104.967233  39.740011   \n",
       "2015-02-04 23:51:00              traffic-accident -105.053263  39.708647   \n",
       "2015-02-04 23:54:00              all-other-crimes -105.025084  39.703947   \n",
       "2015-02-04 23:57:00              all-other-crimes -104.986728  39.741231   \n",
       "2015-02-05 00:01:00            white-collar-crime -104.838374  39.784212   \n",
       "2015-02-05 00:25:00              all-other-crimes -105.024790  39.787728   \n",
       "2015-02-05 00:29:00              traffic-accident -104.921288  39.701865   \n",
       "2015-02-05 00:52:00               public-disorder -105.027933  39.737467   \n",
       "2015-02-05 00:52:00               public-disorder -105.027933  39.737467   \n",
       "2015-02-05 00:52:00  other-crimes-against-persons -105.027933  39.737467   \n",
       "2015-02-05 00:56:00              all-other-crimes -105.037100  39.707196   \n",
       "...                                           ...         ...        ...   \n",
       "2016-01-01 08:05:00              traffic-accident -104.786262  39.819274   \n",
       "2016-01-01 08:40:00                    auto-theft -104.913456  39.653642   \n",
       "2016-01-01 08:40:00                       larceny -104.972313  39.740187   \n",
       "2016-01-01 08:43:00               public-disorder -104.796110  39.797893   \n",
       "2016-01-01 08:43:00  other-crimes-against-persons -104.796110  39.797893   \n",
       "2016-01-01 08:52:00              traffic-accident -104.940551  39.683095   \n",
       "2016-01-01 09:04:00              traffic-accident -104.988557  39.758669   \n",
       "2016-01-01 09:06:00              all-other-crimes -104.997316  39.752425   \n",
       "2016-01-01 09:08:00              all-other-crimes -104.988623  39.754485   \n",
       "2016-01-01 09:08:00               public-disorder -104.988623  39.754485   \n",
       "2016-01-01 09:08:00               public-disorder -104.988623  39.754485   \n",
       "2016-01-01 09:16:00                sexual-assault         NaN        NaN   \n",
       "2016-01-01 09:22:00                        murder -104.989242  39.732597   \n",
       "2016-01-01 09:30:00              traffic-accident -105.032652  39.657232   \n",
       "2016-01-01 09:37:00              traffic-accident -105.088953  39.638689   \n",
       "2016-01-01 09:45:00              all-other-crimes -104.988776  39.742805   \n",
       "2016-01-01 09:55:00                       larceny -104.993555  39.753140   \n",
       "2016-01-01 10:09:00              traffic-accident -105.013229  39.725676   \n",
       "2016-01-01 10:10:00               public-disorder -104.961896  39.749729   \n",
       "2016-01-01 10:12:00      theft-from-motor-vehicle -104.870960  39.669277   \n",
       "2016-01-01 10:12:00               public-disorder -104.870960  39.669277   \n",
       "2016-01-01 10:21:00                    auto-theft -105.021884  39.710841   \n",
       "2016-01-01 10:22:00                      burglary -104.913156  39.738510   \n",
       "2016-01-01 10:32:00      theft-from-motor-vehicle -104.870960  39.669277   \n",
       "2016-01-01 10:48:00              traffic-accident -104.973391  39.744834   \n",
       "2016-01-01 11:10:00                    auto-theft -104.819450  39.791615   \n",
       "2016-01-01 11:11:00              traffic-accident -104.981701  39.736814   \n",
       "2016-01-01 11:11:00              traffic-accident -104.973731  39.714223   \n",
       "2016-01-01 11:16:00              all-other-crimes -104.977509  39.783541   \n",
       "2016-01-01 11:22:00              traffic-accident -105.053250  39.731282   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2015-02-04 22:08:00              jefferson-park         0           1  \n",
       "2015-02-04 22:13:00                 five-points         1           0  \n",
       "2015-02-04 22:35:00                capitol-hill         1           0  \n",
       "2015-02-04 22:39:00    washington-virginia-vale         1           0  \n",
       "2015-02-04 22:40:00                civic-center         1           0  \n",
       "2015-02-04 22:43:00                   stapleton         0           1  \n",
       "2015-02-04 22:46:00               cheesman-park         1           0  \n",
       "2015-02-04 22:47:00                   stapleton         1           0  \n",
       "2015-02-04 22:47:00                   stapleton         1           0  \n",
       "2015-02-04 22:57:00              elyria-swansea         1           0  \n",
       "2015-02-04 23:01:00                 five-points         1           0  \n",
       "2015-02-04 23:08:00                 west-colfax         1           0  \n",
       "2015-02-04 23:18:00              elyria-swansea         1           0  \n",
       "2015-02-04 23:20:00                capitol-hill         1           0  \n",
       "2015-02-04 23:22:00                 east-colfax         1           0  \n",
       "2015-02-04 23:22:00                 east-colfax         1           0  \n",
       "2015-02-04 23:27:00               cheesman-park         1           0  \n",
       "2015-02-04 23:27:00               cheesman-park         1           0  \n",
       "2015-02-04 23:28:00                 harvey-park         0           1  \n",
       "2015-02-04 23:44:00               cheesman-park         1           0  \n",
       "2015-02-04 23:51:00                    westwood         0           1  \n",
       "2015-02-04 23:54:00                    westwood         1           0  \n",
       "2015-02-04 23:57:00          north-capitol-hill         1           0  \n",
       "2015-02-05 00:01:00                   montbello         1           0  \n",
       "2015-02-05 00:25:00                chaffee-park         1           0  \n",
       "2015-02-05 00:29:00    washington-virginia-vale         0           1  \n",
       "2015-02-05 00:52:00                 west-colfax         1           0  \n",
       "2015-02-05 00:52:00                 west-colfax         1           0  \n",
       "2015-02-05 00:52:00                 west-colfax         1           0  \n",
       "2015-02-05 00:56:00                    westwood         1           0  \n",
       "...                                         ...       ...         ...  \n",
       "2016-01-01 08:05:00                         dia         0           1  \n",
       "2016-01-01 08:40:00                     hampden         1           0  \n",
       "2016-01-01 08:40:00              city-park-west         1           0  \n",
       "2016-01-01 08:43:00  gateway-green-valley-ranch         1           0  \n",
       "2016-01-01 08:43:00  gateway-green-valley-ranch         1           0  \n",
       "2016-01-01 08:52:00            virginia-village         0           1  \n",
       "2016-01-01 09:04:00                 five-points         0           1  \n",
       "2016-01-01 09:06:00               union-station         1           0  \n",
       "2016-01-01 09:08:00                 five-points         1           0  \n",
       "2016-01-01 09:08:00                 five-points         1           0  \n",
       "2016-01-01 09:08:00                 five-points         1           0  \n",
       "2016-01-01 09:16:00                   montbello         1           0  \n",
       "2016-01-01 09:22:00                civic-center         1           0  \n",
       "2016-01-01 09:30:00           harvey-park-south         0           1  \n",
       "2016-01-01 09:37:00                     marston         0           1  \n",
       "2016-01-01 09:45:00                         cbd         1           0  \n",
       "2016-01-01 09:55:00               union-station         1           0  \n",
       "2016-01-01 10:09:00                       baker         0           1  \n",
       "2016-01-01 10:10:00              city-park-west         1           0  \n",
       "2016-01-01 10:12:00                     hampden         1           0  \n",
       "2016-01-01 10:12:00                     hampden         1           0  \n",
       "2016-01-01 10:21:00                 athmar-park         1           0  \n",
       "2016-01-01 10:22:00                   montclair         1           0  \n",
       "2016-01-01 10:32:00                     hampden         1           0  \n",
       "2016-01-01 10:48:00                 five-points         0           1  \n",
       "2016-01-01 11:10:00                   montbello         1           0  \n",
       "2016-01-01 11:11:00                capitol-hill         0           1  \n",
       "2016-01-01 11:11:00                       speer         0           1  \n",
       "2016-01-01 11:16:00                  globeville         1           0  \n",
       "2016-01-01 11:22:00                  villa-park         0           1  \n",
       "\n",
       "[81095 rows x 7 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.loc['2015-2-4 22':'2016-1-1 11:45:00'].sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "mem_cat = crime.memory_usage().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "mem_obj = crime.astype({'OFFENSE_TYPE_ID':'object',\n",
    "                        'OFFENSE_CATEGORY_ID': 'object',\n",
    "                        'NEIGHBORHOOD_ID':'object'}).memory_usage(deep=True).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "mb = 2 ** 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(29.4, 122.7)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(mem_cat / mb, 1), round(mem_obj / mb, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2014-06-29 02:01:00', '2014-06-29 01:54:00'], dtype='datetime64[ns]', name='REPORTED_DATE', freq=None)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.index[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11.3 ms ± 656 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit crime.loc['2015-3-4':'2016-1-1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.42 ms ± 101 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
     ]
    }
   ],
   "source": [
    "crime_sort = crime.sort_index()\n",
    "%timeit crime_sort.loc['2015-3-4':'2016-1-1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.indexes.datetimes.DatetimeIndex'>\n"
     ]
    }
   ],
   "source": [
    "crime = pd.read_hdf('data/crime.h5', 'crime').set_index('REPORTED_DATE')\n",
    "print(type(crime.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPORTED_DATE</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>2014-06-29 02:01:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.000149</td>\n",
       "      <td>39.745753</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 02:00:00</th>\n",
       "      <td>disturbing-the-peace</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.020719</td>\n",
       "      <td>39.706674</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 02:18:00</th>\n",
       "      <td>curfew</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.001552</td>\n",
       "      <td>39.769505</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 04:17:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.018557</td>\n",
       "      <td>39.679229</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 04:22:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.972447</td>\n",
       "      <td>39.739449</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID OFFENSE_CATEGORY_ID  \\\n",
       "REPORTED_DATE                                                             \n",
       "2014-06-29 02:01:00       traffic-accident-dui-duid    traffic-accident   \n",
       "2014-06-29 02:00:00            disturbing-the-peace     public-disorder   \n",
       "2014-06-29 02:18:00                          curfew     public-disorder   \n",
       "2014-06-29 04:17:00              aggravated-assault  aggravated-assault   \n",
       "2014-06-29 04:22:00  violation-of-restraining-order    all-other-crimes   \n",
       "\n",
       "                        GEO_LON    GEO_LAT            NEIGHBORHOOD_ID  \\\n",
       "REPORTED_DATE                                                           \n",
       "2014-06-29 02:01:00 -105.000149  39.745753                        cbd   \n",
       "2014-06-29 02:00:00 -105.020719  39.706674                athmar-park   \n",
       "2014-06-29 02:18:00 -105.001552  39.769505                  sunnyside   \n",
       "2014-06-29 04:17:00 -105.018557  39.679229  college-view-south-platte   \n",
       "2014-06-29 04:22:00 -104.972447  39.739449              cheesman-park   \n",
       "\n",
       "                     IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                              \n",
       "2014-06-29 02:01:00         0           1  \n",
       "2014-06-29 02:00:00         1           0  \n",
       "2014-06-29 02:18:00         1           0  \n",
       "2014-06-29 04:17:00         1           0  \n",
       "2014-06-29 04:22:00         1           0  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.between_time('2:00', '5:00', include_end=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
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       "    <tr>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-11-26 05:47:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.991476</td>\n",
       "      <td>39.751536</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-09 05:47:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.959394</td>\n",
       "      <td>39.678425</td>\n",
       "      <td>university</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-19 05:47:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.986767</td>\n",
       "      <td>39.741336</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-16 05:47:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.934029</td>\n",
       "      <td>39.732320</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-02-12 05:47:00</th>\n",
       "      <td>police-interference</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.976306</td>\n",
       "      <td>39.722644</td>\n",
       "      <td>speer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               OFFENSE_TYPE_ID OFFENSE_CATEGORY_ID  \\\n",
       "REPORTED_DATE                                                        \n",
       "2013-11-26 05:47:00    criminal-mischief-other     public-disorder   \n",
       "2017-04-09 05:47:00  criminal-mischief-mtr-veh     public-disorder   \n",
       "2017-02-19 05:47:00    criminal-mischief-other     public-disorder   \n",
       "2017-02-16 05:47:00         aggravated-assault  aggravated-assault   \n",
       "2017-02-12 05:47:00        police-interference    all-other-crimes   \n",
       "\n",
       "                        GEO_LON    GEO_LAT     NEIGHBORHOOD_ID  IS_CRIME  \\\n",
       "REPORTED_DATE                                                              \n",
       "2013-11-26 05:47:00 -104.991476  39.751536                 cbd         1   \n",
       "2017-04-09 05:47:00 -104.959394  39.678425          university         1   \n",
       "2017-02-19 05:47:00 -104.986767  39.741336  north-capitol-hill         1   \n",
       "2017-02-16 05:47:00 -104.934029  39.732320                hale         1   \n",
       "2017-02-12 05:47:00 -104.976306  39.722644               speer         1   \n",
       "\n",
       "                     IS_TRAFFIC  \n",
       "REPORTED_DATE                    \n",
       "2013-11-26 05:47:00           0  \n",
       "2017-04-09 05:47:00           0  \n",
       "2017-02-19 05:47:00           0  \n",
       "2017-02-16 05:47:00           0  \n",
       "2017-02-12 05:47:00           0  "
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime.at_time('5:47').head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_sort = crime.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:16:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971851</td>\n",
       "      <td>39.736874</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.951824</td>\n",
       "      <td>39.740168</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 01:35:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.998131</td>\n",
       "      <td>39.749922</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 02:39:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.001480</td>\n",
       "      <td>39.770655</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 03:30:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.876943</td>\n",
       "      <td>39.702783</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:07:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.905646</td>\n",
       "      <td>39.771597</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:46:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.932636</td>\n",
       "      <td>39.730927</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 06:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959783</td>\n",
       "      <td>39.739988</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977967</td>\n",
       "      <td>39.711030</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:42:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.941045</td>\n",
       "      <td>39.696077</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987420</td>\n",
       "      <td>39.744885</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:21:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987952</td>\n",
       "      <td>39.680818</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:55:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.039614</td>\n",
       "      <td>39.718941</td>\n",
       "      <td>barnum</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:05:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.884971</td>\n",
       "      <td>39.741441</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.041071</td>\n",
       "      <td>39.699543</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988837</td>\n",
       "      <td>39.740354</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 12:24:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913295</td>\n",
       "      <td>39.687041</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.970481</td>\n",
       "      <td>39.702571</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.871739</td>\n",
       "      <td>39.654410</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:59:00</th>\n",
       "      <td>burglary-vending-machine</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.028666</td>\n",
       "      <td>39.690841</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:04:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.955218</td>\n",
       "      <td>39.726180</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992401</td>\n",
       "      <td>39.711184</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 20:08:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.022487</td>\n",
       "      <td>39.779538</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 20:38:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.042773</td>\n",
       "      <td>39.674993</td>\n",
       "      <td>harvey-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 20:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.752298</td>\n",
       "      <td>39.782983</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 20:54:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.847039</td>\n",
       "      <td>39.774204</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:14:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.903433</td>\n",
       "      <td>39.778300</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:21:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.956043</td>\n",
       "      <td>39.738598</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:22:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.025006</td>\n",
       "      <td>39.717091</td>\n",
       "      <td>valverde</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:25:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959317</td>\n",
       "      <td>39.780129</td>\n",
       "      <td>elyria-swansea</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:38:00</th>\n",
       "      <td>sex-aslt-rape</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>hampden-south</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:39:00</th>\n",
       "      <td>theft-bicycle</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.997360</td>\n",
       "      <td>39.754265</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:45:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.946540</td>\n",
       "      <td>39.740151</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:49:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.880682</td>\n",
       "      <td>39.776920</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:55:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.997648</td>\n",
       "      <td>39.738456</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:56:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.865889</td>\n",
       "      <td>39.775633</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:58:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.989853</td>\n",
       "      <td>39.752209</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:09:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.000527</td>\n",
       "      <td>39.733623</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:14:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987959</td>\n",
       "      <td>39.706207</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:15:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.998675</td>\n",
       "      <td>39.738461</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:19:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.734993</td>\n",
       "      <td>39.782166</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:22:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.048562</td>\n",
       "      <td>39.700102</td>\n",
       "      <td>westwood</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:30:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.960894</td>\n",
       "      <td>39.681968</td>\n",
       "      <td>university</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:32:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.903224</td>\n",
       "      <td>39.786922</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:56:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.024979</td>\n",
       "      <td>39.780347</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:21:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.012062</td>\n",
       "      <td>39.752457</td>\n",
       "      <td>jefferson-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.939969</td>\n",
       "      <td>39.689763</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:40:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.922266</td>\n",
       "      <td>39.678471</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:40:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.922266</td>\n",
       "      <td>39.678471</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987578</td>\n",
       "      <td>39.711158</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:50:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.838271</td>\n",
       "      <td>39.788683</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:54:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.014162</td>\n",
       "      <td>39.740439</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27488 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2012-01-02 00:06:00              aggravated-assault   \n",
       "2012-01-02 00:06:00  violation-of-restraining-order   \n",
       "2012-01-02 00:16:00       traffic-accident-dui-duid   \n",
       "2012-01-02 00:47:00                traffic-accident   \n",
       "2012-01-02 01:35:00              aggravated-assault   \n",
       "2012-01-02 02:39:00              aggravated-assault   \n",
       "2012-01-02 03:30:00                  assault-simple   \n",
       "2012-01-02 04:07:00         criminal-mischief-other   \n",
       "2012-01-02 04:46:00                  robbery-street   \n",
       "2012-01-02 06:52:00                traffic-accident   \n",
       "2012-01-02 09:07:00                traffic-accident   \n",
       "2012-01-02 09:42:00        theft-items-from-vehicle   \n",
       "2012-01-02 10:07:00                traffic-accident   \n",
       "2012-01-02 10:21:00                robbery-business   \n",
       "2012-01-02 10:55:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 11:05:00              aggravated-assault   \n",
       "2012-01-02 11:32:00        theft-parts-from-vehicle   \n",
       "2012-01-02 11:36:00                traffic-accident   \n",
       "2012-01-02 12:24:00     burglary-residence-no-force   \n",
       "2012-01-02 13:15:00          menacing-felony-w-weap   \n",
       "2012-01-02 13:15:00       criminal-mischief-mtr-veh   \n",
       "2012-01-02 13:44:00                traffic-accident   \n",
       "2012-01-02 13:58:00                  robbery-street   \n",
       "2012-01-02 13:59:00        burglary-vending-machine   \n",
       "2012-01-02 14:04:00        theft-items-from-vehicle   \n",
       "2012-01-02 14:17:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 14:45:00                traffic-accident   \n",
       "2012-01-02 14:55:00                  assault-simple   \n",
       "2012-01-02 14:55:00         criminal-mischief-other   \n",
       "2012-01-02 14:55:00              aggravated-assault   \n",
       "...                                             ...   \n",
       "2012-06-30 20:08:00     burglary-residence-by-force   \n",
       "2012-06-30 20:38:00                traffic-accident   \n",
       "2012-06-30 20:52:00                traffic-accident   \n",
       "2012-06-30 20:54:00                traffic-accident   \n",
       "2012-06-30 21:14:00                traffic-accident   \n",
       "2012-06-30 21:21:00        theft-parts-from-vehicle   \n",
       "2012-06-30 21:22:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 21:25:00                traffic-accident   \n",
       "2012-06-30 21:38:00                   sex-aslt-rape   \n",
       "2012-06-30 21:39:00                   theft-bicycle   \n",
       "2012-06-30 21:45:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 21:49:00                traffic-accident   \n",
       "2012-06-30 21:55:00                traffic-accident   \n",
       "2012-06-30 21:56:00       traffic-accident-dui-duid   \n",
       "2012-06-30 21:58:00          theft-of-motor-vehicle   \n",
       "2012-06-30 22:09:00          menacing-felony-w-weap   \n",
       "2012-06-30 22:14:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 22:15:00                traffic-accident   \n",
       "2012-06-30 22:19:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 22:22:00       traffic-accident-dui-duid   \n",
       "2012-06-30 22:30:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 22:32:00                traffic-accident   \n",
       "2012-06-30 22:56:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 23:21:00       criminal-mischief-mtr-veh   \n",
       "2012-06-30 23:32:00        theft-parts-from-vehicle   \n",
       "2012-06-30 23:40:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 23:40:00       traffic-accident-dui-duid   \n",
       "2012-06-30 23:44:00                traffic-accident   \n",
       "2012-06-30 23:50:00       criminal-mischief-mtr-veh   \n",
       "2012-06-30 23:54:00    traffic-accident-hit-and-run   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2012-01-02 00:06:00            aggravated-assault -104.816860  39.796717   \n",
       "2012-01-02 00:06:00              all-other-crimes -104.816860  39.796717   \n",
       "2012-01-02 00:16:00              traffic-accident -104.971851  39.736874   \n",
       "2012-01-02 00:47:00              traffic-accident -104.951824  39.740168   \n",
       "2012-01-02 01:35:00            aggravated-assault -104.998131  39.749922   \n",
       "2012-01-02 02:39:00            aggravated-assault -105.001480  39.770655   \n",
       "2012-01-02 03:30:00  other-crimes-against-persons -104.876943  39.702783   \n",
       "2012-01-02 04:07:00               public-disorder -104.905646  39.771597   \n",
       "2012-01-02 04:46:00                       robbery -104.932636  39.730927   \n",
       "2012-01-02 06:52:00              traffic-accident -104.959783  39.739988   \n",
       "2012-01-02 09:07:00              traffic-accident -104.977967  39.711030   \n",
       "2012-01-02 09:42:00      theft-from-motor-vehicle -104.941045  39.696077   \n",
       "2012-01-02 10:07:00              traffic-accident -104.987420  39.744885   \n",
       "2012-01-02 10:21:00                       robbery -104.987952  39.680818   \n",
       "2012-01-02 10:55:00              traffic-accident -105.039614  39.718941   \n",
       "2012-01-02 11:05:00            aggravated-assault -104.884971  39.741441   \n",
       "2012-01-02 11:32:00      theft-from-motor-vehicle -105.041071  39.699543   \n",
       "2012-01-02 11:36:00              traffic-accident -104.988837  39.740354   \n",
       "2012-01-02 12:24:00                      burglary -104.913295  39.687041   \n",
       "2012-01-02 13:15:00            aggravated-assault -104.902570  39.740933   \n",
       "2012-01-02 13:15:00               public-disorder -104.902570  39.740933   \n",
       "2012-01-02 13:44:00              traffic-accident -104.970481  39.702571   \n",
       "2012-01-02 13:58:00                       robbery -104.871739  39.654410   \n",
       "2012-01-02 13:59:00                       larceny -105.028666  39.690841   \n",
       "2012-01-02 14:04:00      theft-from-motor-vehicle -104.955218  39.726180   \n",
       "2012-01-02 14:17:00              traffic-accident -104.900944  39.783108   \n",
       "2012-01-02 14:45:00              traffic-accident -104.992401  39.711184   \n",
       "2012-01-02 14:55:00  other-crimes-against-persons -104.981966  39.740400   \n",
       "2012-01-02 14:55:00               public-disorder -104.981966  39.740400   \n",
       "2012-01-02 14:55:00            aggravated-assault -104.981966  39.740400   \n",
       "...                                           ...         ...        ...   \n",
       "2012-06-30 20:08:00                      burglary -105.022487  39.779538   \n",
       "2012-06-30 20:38:00              traffic-accident -105.042773  39.674993   \n",
       "2012-06-30 20:52:00              traffic-accident -104.752298  39.782983   \n",
       "2012-06-30 20:54:00              traffic-accident -104.847039  39.774204   \n",
       "2012-06-30 21:14:00              traffic-accident -104.903433  39.778300   \n",
       "2012-06-30 21:21:00      theft-from-motor-vehicle -104.956043  39.738598   \n",
       "2012-06-30 21:22:00              traffic-accident -105.025006  39.717091   \n",
       "2012-06-30 21:25:00              traffic-accident -104.959317  39.780129   \n",
       "2012-06-30 21:38:00                sexual-assault         NaN        NaN   \n",
       "2012-06-30 21:39:00                       larceny -104.997360  39.754265   \n",
       "2012-06-30 21:45:00              traffic-accident -104.946540  39.740151   \n",
       "2012-06-30 21:49:00              traffic-accident -104.880682  39.776920   \n",
       "2012-06-30 21:55:00              traffic-accident -104.997648  39.738456   \n",
       "2012-06-30 21:56:00              traffic-accident -104.865889  39.775633   \n",
       "2012-06-30 21:58:00                    auto-theft -104.989853  39.752209   \n",
       "2012-06-30 22:09:00            aggravated-assault -105.000527  39.733623   \n",
       "2012-06-30 22:14:00              traffic-accident -104.987959  39.706207   \n",
       "2012-06-30 22:15:00              traffic-accident -104.998675  39.738461   \n",
       "2012-06-30 22:19:00              traffic-accident -104.734993  39.782166   \n",
       "2012-06-30 22:22:00              traffic-accident -105.048562  39.700102   \n",
       "2012-06-30 22:30:00              traffic-accident -104.960894  39.681968   \n",
       "2012-06-30 22:32:00              traffic-accident -104.903224  39.786922   \n",
       "2012-06-30 22:56:00              traffic-accident -105.024979  39.780347   \n",
       "2012-06-30 23:21:00               public-disorder -105.012062  39.752457   \n",
       "2012-06-30 23:32:00      theft-from-motor-vehicle -104.939969  39.689763   \n",
       "2012-06-30 23:40:00              traffic-accident -104.922266  39.678471   \n",
       "2012-06-30 23:40:00              traffic-accident -104.922266  39.678471   \n",
       "2012-06-30 23:44:00              traffic-accident -104.987578  39.711158   \n",
       "2012-06-30 23:50:00               public-disorder -104.838271  39.788683   \n",
       "2012-06-30 23:54:00              traffic-accident -105.014162  39.740439   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2012-01-02 00:06:00                   montbello         1           0  \n",
       "2012-01-02 00:06:00                   montbello         1           0  \n",
       "2012-01-02 00:16:00               cheesman-park         0           1  \n",
       "2012-01-02 00:47:00               congress-park         0           1  \n",
       "2012-01-02 01:35:00               union-station         1           0  \n",
       "2012-01-02 02:39:00                   sunnyside         1           0  \n",
       "2012-01-02 03:30:00                     windsor         1           0  \n",
       "2012-01-02 04:07:00         northeast-park-hill         1           0  \n",
       "2012-01-02 04:46:00                        hale         1           0  \n",
       "2012-01-02 06:52:00               cheesman-park         0           1  \n",
       "2012-01-02 09:07:00        washington-park-west         0           1  \n",
       "2012-01-02 09:42:00                cory-merrill         1           0  \n",
       "2012-01-02 10:07:00                         cbd         0           1  \n",
       "2012-01-02 10:21:00                    overland         1           0  \n",
       "2012-01-02 10:55:00                      barnum         0           1  \n",
       "2012-01-02 11:05:00                 east-colfax         1           0  \n",
       "2012-01-02 11:32:00                    westwood         1           0  \n",
       "2012-01-02 11:36:00                civic-center         0           1  \n",
       "2012-01-02 12:24:00            virginia-village         1           0  \n",
       "2012-01-02 13:15:00                 east-colfax         1           0  \n",
       "2012-01-02 13:15:00                 east-colfax         1           0  \n",
       "2012-01-02 13:44:00             washington-park         0           1  \n",
       "2012-01-02 13:58:00                     hampden         1           0  \n",
       "2012-01-02 13:59:00                     mar-lee         1           0  \n",
       "2012-01-02 14:04:00               congress-park         1           0  \n",
       "2012-01-02 14:17:00                   stapleton         0           1  \n",
       "2012-01-02 14:45:00                       baker         0           1  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "...                                         ...       ...         ...  \n",
       "2012-06-30 20:08:00                   sunnyside         1           0  \n",
       "2012-06-30 20:38:00                 harvey-park         0           1  \n",
       "2012-06-30 20:52:00  gateway-green-valley-ranch         0           1  \n",
       "2012-06-30 20:54:00                   stapleton         0           1  \n",
       "2012-06-30 21:14:00                   stapleton         0           1  \n",
       "2012-06-30 21:21:00               congress-park         1           0  \n",
       "2012-06-30 21:22:00                    valverde         0           1  \n",
       "2012-06-30 21:25:00              elyria-swansea         0           1  \n",
       "2012-06-30 21:38:00               hampden-south         1           0  \n",
       "2012-06-30 21:39:00               union-station         1           0  \n",
       "2012-06-30 21:45:00               congress-park         0           1  \n",
       "2012-06-30 21:49:00                   stapleton         0           1  \n",
       "2012-06-30 21:55:00                lincoln-park         0           1  \n",
       "2012-06-30 21:56:00                   stapleton         0           1  \n",
       "2012-06-30 21:58:00                 five-points         1           0  \n",
       "2012-06-30 22:09:00                lincoln-park         1           0  \n",
       "2012-06-30 22:14:00                       baker         0           1  \n",
       "2012-06-30 22:15:00                lincoln-park         0           1  \n",
       "2012-06-30 22:19:00  gateway-green-valley-ranch         0           1  \n",
       "2012-06-30 22:22:00                    westwood         0           1  \n",
       "2012-06-30 22:30:00                  university         0           1  \n",
       "2012-06-30 22:32:00                   stapleton         0           1  \n",
       "2012-06-30 22:56:00                   sunnyside         0           1  \n",
       "2012-06-30 23:21:00              jefferson-park         1           0  \n",
       "2012-06-30 23:32:00            virginia-village         1           0  \n",
       "2012-06-30 23:40:00                   goldsmith         0           1  \n",
       "2012-06-30 23:40:00                   goldsmith         0           1  \n",
       "2012-06-30 23:44:00                       baker         0           1  \n",
       "2012-06-30 23:50:00                   montbello         1           0  \n",
       "2012-06-30 23:54:00                lincoln-park         0           1  \n",
       "\n",
       "[27488 rows x 7 columns]"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.first(pd.offsets.MonthBegin(6, normalize=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.816860</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:16:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971851</td>\n",
       "      <td>39.736874</td>\n",
       "      <td>cheesman-park</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.951824</td>\n",
       "      <td>39.740168</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 01:35:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.998131</td>\n",
       "      <td>39.749922</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 02:39:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.001480</td>\n",
       "      <td>39.770655</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 03:30:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.876943</td>\n",
       "      <td>39.702783</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:07:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.905646</td>\n",
       "      <td>39.771597</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:46:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.932636</td>\n",
       "      <td>39.730927</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 06:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959783</td>\n",
       "      <td>39.739988</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977967</td>\n",
       "      <td>39.711030</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:42:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.941045</td>\n",
       "      <td>39.696077</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987420</td>\n",
       "      <td>39.744885</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:21:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987952</td>\n",
       "      <td>39.680818</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:55:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.039614</td>\n",
       "      <td>39.718941</td>\n",
       "      <td>barnum</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:05:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.884971</td>\n",
       "      <td>39.741441</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.041071</td>\n",
       "      <td>39.699543</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988837</td>\n",
       "      <td>39.740354</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 12:24:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913295</td>\n",
       "      <td>39.687041</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.970481</td>\n",
       "      <td>39.702571</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.871739</td>\n",
       "      <td>39.654410</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:59:00</th>\n",
       "      <td>burglary-vending-machine</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.028666</td>\n",
       "      <td>39.690841</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:04:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.955218</td>\n",
       "      <td>39.726180</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992401</td>\n",
       "      <td>39.711184</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 19:43:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.052334</td>\n",
       "      <td>39.714381</td>\n",
       "      <td>barnum-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 19:52:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.965580</td>\n",
       "      <td>39.671818</td>\n",
       "      <td>university</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 20:04:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.865972</td>\n",
       "      <td>39.707427</td>\n",
       "      <td>windsor</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 20:05:00</th>\n",
       "      <td>theft-shoplift</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.973800</td>\n",
       "      <td>39.731549</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 20:11:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.808261</td>\n",
       "      <td>39.786650</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 20:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.001598</td>\n",
       "      <td>39.689431</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 20:38:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.944633</td>\n",
       "      <td>39.714180</td>\n",
       "      <td>cherry-creek</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 20:50:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.982363</td>\n",
       "      <td>39.725622</td>\n",
       "      <td>speer</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 20:58:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971018</td>\n",
       "      <td>39.711112</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 21:11:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.045521</td>\n",
       "      <td>39.654425</td>\n",
       "      <td>harvey-park-south</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 21:11:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.045521</td>\n",
       "      <td>39.654425</td>\n",
       "      <td>harvey-park-south</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 21:16:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.031464</td>\n",
       "      <td>39.709183</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 21:20:00</th>\n",
       "      <td>arson-other</td>\n",
       "      <td>arson</td>\n",
       "      <td>-104.948701</td>\n",
       "      <td>39.731709</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 21:20:00</th>\n",
       "      <td>threats-to-injure</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.948701</td>\n",
       "      <td>39.731709</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 21:57:00</th>\n",
       "      <td>drug-heroin-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.993574</td>\n",
       "      <td>39.739773</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:05:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.897819</td>\n",
       "      <td>39.717799</td>\n",
       "      <td>lowry-field</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:12:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.991305</td>\n",
       "      <td>39.757462</td>\n",
       "      <td>five-points</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:21:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.018671</td>\n",
       "      <td>39.725320</td>\n",
       "      <td>sun-valley</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:23:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.018881</td>\n",
       "      <td>39.733041</td>\n",
       "      <td>sun-valley</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:33:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.053282</td>\n",
       "      <td>39.718429</td>\n",
       "      <td>barnum-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:35:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.024073</td>\n",
       "      <td>39.686351</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:46:00</th>\n",
       "      <td>sex-aslt-rape</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:46:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.041617</td>\n",
       "      <td>39.693767</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:46:00</th>\n",
       "      <td>false-imprisonment</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.041617</td>\n",
       "      <td>39.693767</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:47:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.004923</td>\n",
       "      <td>39.732379</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 22:54:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.973414</td>\n",
       "      <td>39.692971</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 23:01:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.019673</td>\n",
       "      <td>39.733250</td>\n",
       "      <td>sun-valley</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 23:11:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.918451</td>\n",
       "      <td>39.653080</td>\n",
       "      <td>southmoor-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 23:41:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.991912</td>\n",
       "      <td>39.756163</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29 23:57:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.987360</td>\n",
       "      <td>39.715162</td>\n",
       "      <td>speer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27331 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2012-01-02 00:06:00              aggravated-assault   \n",
       "2012-01-02 00:06:00  violation-of-restraining-order   \n",
       "2012-01-02 00:16:00       traffic-accident-dui-duid   \n",
       "2012-01-02 00:47:00                traffic-accident   \n",
       "2012-01-02 01:35:00              aggravated-assault   \n",
       "2012-01-02 02:39:00              aggravated-assault   \n",
       "2012-01-02 03:30:00                  assault-simple   \n",
       "2012-01-02 04:07:00         criminal-mischief-other   \n",
       "2012-01-02 04:46:00                  robbery-street   \n",
       "2012-01-02 06:52:00                traffic-accident   \n",
       "2012-01-02 09:07:00                traffic-accident   \n",
       "2012-01-02 09:42:00        theft-items-from-vehicle   \n",
       "2012-01-02 10:07:00                traffic-accident   \n",
       "2012-01-02 10:21:00                robbery-business   \n",
       "2012-01-02 10:55:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 11:05:00              aggravated-assault   \n",
       "2012-01-02 11:32:00        theft-parts-from-vehicle   \n",
       "2012-01-02 11:36:00                traffic-accident   \n",
       "2012-01-02 12:24:00     burglary-residence-no-force   \n",
       "2012-01-02 13:15:00          menacing-felony-w-weap   \n",
       "2012-01-02 13:15:00       criminal-mischief-mtr-veh   \n",
       "2012-01-02 13:44:00                traffic-accident   \n",
       "2012-01-02 13:58:00                  robbery-street   \n",
       "2012-01-02 13:59:00        burglary-vending-machine   \n",
       "2012-01-02 14:04:00        theft-items-from-vehicle   \n",
       "2012-01-02 14:17:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 14:45:00                traffic-accident   \n",
       "2012-01-02 14:55:00                  assault-simple   \n",
       "2012-01-02 14:55:00         criminal-mischief-other   \n",
       "2012-01-02 14:55:00              aggravated-assault   \n",
       "...                                             ...   \n",
       "2012-06-29 19:43:00     burglary-residence-by-force   \n",
       "2012-06-29 19:52:00          theft-of-motor-vehicle   \n",
       "2012-06-29 20:04:00                traffic-accident   \n",
       "2012-06-29 20:05:00                  theft-shoplift   \n",
       "2012-06-29 20:11:00     burglary-residence-no-force   \n",
       "2012-06-29 20:36:00                traffic-accident   \n",
       "2012-06-29 20:38:00     burglary-residence-no-force   \n",
       "2012-06-29 20:50:00    traffic-accident-hit-and-run   \n",
       "2012-06-29 20:58:00    traffic-accident-hit-and-run   \n",
       "2012-06-29 21:11:00    traffic-accident-hit-and-run   \n",
       "2012-06-29 21:11:00       traffic-accident-dui-duid   \n",
       "2012-06-29 21:16:00              aggravated-assault   \n",
       "2012-06-29 21:20:00                     arson-other   \n",
       "2012-06-29 21:20:00               threats-to-injure   \n",
       "2012-06-29 21:57:00             drug-heroin-possess   \n",
       "2012-06-29 22:05:00        theft-items-from-vehicle   \n",
       "2012-06-29 22:12:00       traffic-accident-dui-duid   \n",
       "2012-06-29 22:21:00                traffic-accident   \n",
       "2012-06-29 22:23:00     burglary-residence-by-force   \n",
       "2012-06-29 22:33:00          menacing-felony-w-weap   \n",
       "2012-06-29 22:35:00     burglary-residence-no-force   \n",
       "2012-06-29 22:46:00                   sex-aslt-rape   \n",
       "2012-06-29 22:46:00     burglary-residence-no-force   \n",
       "2012-06-29 22:46:00              false-imprisonment   \n",
       "2012-06-29 22:47:00    traffic-accident-hit-and-run   \n",
       "2012-06-29 22:54:00    traffic-accident-hit-and-run   \n",
       "2012-06-29 23:01:00              aggravated-assault   \n",
       "2012-06-29 23:11:00                traffic-accident   \n",
       "2012-06-29 23:41:00                  robbery-street   \n",
       "2012-06-29 23:57:00                  assault-simple   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2012-01-02 00:06:00            aggravated-assault -104.816860  39.796717   \n",
       "2012-01-02 00:06:00              all-other-crimes -104.816860  39.796717   \n",
       "2012-01-02 00:16:00              traffic-accident -104.971851  39.736874   \n",
       "2012-01-02 00:47:00              traffic-accident -104.951824  39.740168   \n",
       "2012-01-02 01:35:00            aggravated-assault -104.998131  39.749922   \n",
       "2012-01-02 02:39:00            aggravated-assault -105.001480  39.770655   \n",
       "2012-01-02 03:30:00  other-crimes-against-persons -104.876943  39.702783   \n",
       "2012-01-02 04:07:00               public-disorder -104.905646  39.771597   \n",
       "2012-01-02 04:46:00                       robbery -104.932636  39.730927   \n",
       "2012-01-02 06:52:00              traffic-accident -104.959783  39.739988   \n",
       "2012-01-02 09:07:00              traffic-accident -104.977967  39.711030   \n",
       "2012-01-02 09:42:00      theft-from-motor-vehicle -104.941045  39.696077   \n",
       "2012-01-02 10:07:00              traffic-accident -104.987420  39.744885   \n",
       "2012-01-02 10:21:00                       robbery -104.987952  39.680818   \n",
       "2012-01-02 10:55:00              traffic-accident -105.039614  39.718941   \n",
       "2012-01-02 11:05:00            aggravated-assault -104.884971  39.741441   \n",
       "2012-01-02 11:32:00      theft-from-motor-vehicle -105.041071  39.699543   \n",
       "2012-01-02 11:36:00              traffic-accident -104.988837  39.740354   \n",
       "2012-01-02 12:24:00                      burglary -104.913295  39.687041   \n",
       "2012-01-02 13:15:00            aggravated-assault -104.902570  39.740933   \n",
       "2012-01-02 13:15:00               public-disorder -104.902570  39.740933   \n",
       "2012-01-02 13:44:00              traffic-accident -104.970481  39.702571   \n",
       "2012-01-02 13:58:00                       robbery -104.871739  39.654410   \n",
       "2012-01-02 13:59:00                       larceny -105.028666  39.690841   \n",
       "2012-01-02 14:04:00      theft-from-motor-vehicle -104.955218  39.726180   \n",
       "2012-01-02 14:17:00              traffic-accident -104.900944  39.783108   \n",
       "2012-01-02 14:45:00              traffic-accident -104.992401  39.711184   \n",
       "2012-01-02 14:55:00  other-crimes-against-persons -104.981966  39.740400   \n",
       "2012-01-02 14:55:00               public-disorder -104.981966  39.740400   \n",
       "2012-01-02 14:55:00            aggravated-assault -104.981966  39.740400   \n",
       "...                                           ...         ...        ...   \n",
       "2012-06-29 19:43:00                      burglary -105.052334  39.714381   \n",
       "2012-06-29 19:52:00                    auto-theft -104.965580  39.671818   \n",
       "2012-06-29 20:04:00              traffic-accident -104.865972  39.707427   \n",
       "2012-06-29 20:05:00                       larceny -104.973800  39.731549   \n",
       "2012-06-29 20:11:00                      burglary -104.808261  39.786650   \n",
       "2012-06-29 20:36:00              traffic-accident -105.001598  39.689431   \n",
       "2012-06-29 20:38:00                      burglary -104.944633  39.714180   \n",
       "2012-06-29 20:50:00              traffic-accident -104.982363  39.725622   \n",
       "2012-06-29 20:58:00              traffic-accident -104.971018  39.711112   \n",
       "2012-06-29 21:11:00              traffic-accident -105.045521  39.654425   \n",
       "2012-06-29 21:11:00              traffic-accident -105.045521  39.654425   \n",
       "2012-06-29 21:16:00            aggravated-assault -105.031464  39.709183   \n",
       "2012-06-29 21:20:00                         arson -104.948701  39.731709   \n",
       "2012-06-29 21:20:00               public-disorder -104.948701  39.731709   \n",
       "2012-06-29 21:57:00                  drug-alcohol -104.993574  39.739773   \n",
       "2012-06-29 22:05:00      theft-from-motor-vehicle -104.897819  39.717799   \n",
       "2012-06-29 22:12:00              traffic-accident -104.991305  39.757462   \n",
       "2012-06-29 22:21:00              traffic-accident -105.018671  39.725320   \n",
       "2012-06-29 22:23:00                      burglary -105.018881  39.733041   \n",
       "2012-06-29 22:33:00            aggravated-assault -105.053282  39.718429   \n",
       "2012-06-29 22:35:00                      burglary -105.024073  39.686351   \n",
       "2012-06-29 22:46:00                sexual-assault         NaN        NaN   \n",
       "2012-06-29 22:46:00                      burglary -105.041617  39.693767   \n",
       "2012-06-29 22:46:00              all-other-crimes -105.041617  39.693767   \n",
       "2012-06-29 22:47:00              traffic-accident -105.004923  39.732379   \n",
       "2012-06-29 22:54:00              traffic-accident -104.973414  39.692971   \n",
       "2012-06-29 23:01:00            aggravated-assault -105.019673  39.733250   \n",
       "2012-06-29 23:11:00              traffic-accident -104.918451  39.653080   \n",
       "2012-06-29 23:41:00                       robbery -104.991912  39.756163   \n",
       "2012-06-29 23:57:00  other-crimes-against-persons -104.987360  39.715162   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2012-01-02 00:06:00                   montbello         1           0  \n",
       "2012-01-02 00:06:00                   montbello         1           0  \n",
       "2012-01-02 00:16:00               cheesman-park         0           1  \n",
       "2012-01-02 00:47:00               congress-park         0           1  \n",
       "2012-01-02 01:35:00               union-station         1           0  \n",
       "2012-01-02 02:39:00                   sunnyside         1           0  \n",
       "2012-01-02 03:30:00                     windsor         1           0  \n",
       "2012-01-02 04:07:00         northeast-park-hill         1           0  \n",
       "2012-01-02 04:46:00                        hale         1           0  \n",
       "2012-01-02 06:52:00               cheesman-park         0           1  \n",
       "2012-01-02 09:07:00        washington-park-west         0           1  \n",
       "2012-01-02 09:42:00                cory-merrill         1           0  \n",
       "2012-01-02 10:07:00                         cbd         0           1  \n",
       "2012-01-02 10:21:00                    overland         1           0  \n",
       "2012-01-02 10:55:00                      barnum         0           1  \n",
       "2012-01-02 11:05:00                 east-colfax         1           0  \n",
       "2012-01-02 11:32:00                    westwood         1           0  \n",
       "2012-01-02 11:36:00                civic-center         0           1  \n",
       "2012-01-02 12:24:00            virginia-village         1           0  \n",
       "2012-01-02 13:15:00                 east-colfax         1           0  \n",
       "2012-01-02 13:15:00                 east-colfax         1           0  \n",
       "2012-01-02 13:44:00             washington-park         0           1  \n",
       "2012-01-02 13:58:00                     hampden         1           0  \n",
       "2012-01-02 13:59:00                     mar-lee         1           0  \n",
       "2012-01-02 14:04:00               congress-park         1           0  \n",
       "2012-01-02 14:17:00                   stapleton         0           1  \n",
       "2012-01-02 14:45:00                       baker         0           1  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "...                                         ...       ...         ...  \n",
       "2012-06-29 19:43:00                 barnum-west         1           0  \n",
       "2012-06-29 19:52:00                  university         1           0  \n",
       "2012-06-29 20:04:00                     windsor         0           1  \n",
       "2012-06-29 20:05:00                capitol-hill         1           0  \n",
       "2012-06-29 20:11:00  gateway-green-valley-ranch         1           0  \n",
       "2012-06-29 20:36:00                   ruby-hill         0           1  \n",
       "2012-06-29 20:38:00                cherry-creek         1           0  \n",
       "2012-06-29 20:50:00                       speer         0           1  \n",
       "2012-06-29 20:58:00             washington-park         0           1  \n",
       "2012-06-29 21:11:00           harvey-park-south         0           1  \n",
       "2012-06-29 21:11:00           harvey-park-south         0           1  \n",
       "2012-06-29 21:16:00                    westwood         1           0  \n",
       "2012-06-29 21:20:00               congress-park         1           0  \n",
       "2012-06-29 21:20:00               congress-park         1           0  \n",
       "2012-06-29 21:57:00                civic-center         1           0  \n",
       "2012-06-29 22:05:00                 lowry-field         1           0  \n",
       "2012-06-29 22:12:00                 five-points         0           1  \n",
       "2012-06-29 22:21:00                  sun-valley         0           1  \n",
       "2012-06-29 22:23:00                  sun-valley         1           0  \n",
       "2012-06-29 22:33:00                 barnum-west         1           0  \n",
       "2012-06-29 22:35:00                   ruby-hill         1           0  \n",
       "2012-06-29 22:46:00                     mar-lee         1           0  \n",
       "2012-06-29 22:46:00                     mar-lee         1           0  \n",
       "2012-06-29 22:46:00                     mar-lee         1           0  \n",
       "2012-06-29 22:47:00                lincoln-park         0           1  \n",
       "2012-06-29 22:54:00        washington-park-west         0           1  \n",
       "2012-06-29 23:01:00                  sun-valley         1           0  \n",
       "2012-06-29 23:11:00              southmoor-park         0           1  \n",
       "2012-06-29 23:41:00                 five-points         1           0  \n",
       "2012-06-29 23:57:00                       speer         1           0  \n",
       "\n",
       "[27331 rows x 7 columns]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.first(pd.offsets.MonthEnd(6, normalize=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.816860</td>\n",
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       "    <tr>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:16:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971851</td>\n",
       "      <td>39.736874</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.951824</td>\n",
       "      <td>39.740168</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 01:35:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.998131</td>\n",
       "      <td>39.749922</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 02:39:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.001480</td>\n",
       "      <td>39.770655</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 03:30:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.876943</td>\n",
       "      <td>39.702783</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:07:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.905646</td>\n",
       "      <td>39.771597</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:46:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.932636</td>\n",
       "      <td>39.730927</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 06:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959783</td>\n",
       "      <td>39.739988</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977967</td>\n",
       "      <td>39.711030</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:42:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.941045</td>\n",
       "      <td>39.696077</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987420</td>\n",
       "      <td>39.744885</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:21:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987952</td>\n",
       "      <td>39.680818</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:55:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.039614</td>\n",
       "      <td>39.718941</td>\n",
       "      <td>barnum</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:05:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.884971</td>\n",
       "      <td>39.741441</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.041071</td>\n",
       "      <td>39.699543</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988837</td>\n",
       "      <td>39.740354</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 12:24:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913295</td>\n",
       "      <td>39.687041</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.970481</td>\n",
       "      <td>39.702571</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.871739</td>\n",
       "      <td>39.654410</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:59:00</th>\n",
       "      <td>burglary-vending-machine</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.028666</td>\n",
       "      <td>39.690841</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:04:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.955218</td>\n",
       "      <td>39.726180</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992401</td>\n",
       "      <td>39.711184</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 20:08:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.022487</td>\n",
       "      <td>39.779538</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 20:38:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.042773</td>\n",
       "      <td>39.674993</td>\n",
       "      <td>harvey-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 20:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.752298</td>\n",
       "      <td>39.782983</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 20:54:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.847039</td>\n",
       "      <td>39.774204</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:14:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.903433</td>\n",
       "      <td>39.778300</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:21:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.956043</td>\n",
       "      <td>39.738598</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:22:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.025006</td>\n",
       "      <td>39.717091</td>\n",
       "      <td>valverde</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:25:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959317</td>\n",
       "      <td>39.780129</td>\n",
       "      <td>elyria-swansea</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:38:00</th>\n",
       "      <td>sex-aslt-rape</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>hampden-south</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:39:00</th>\n",
       "      <td>theft-bicycle</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.997360</td>\n",
       "      <td>39.754265</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:45:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.946540</td>\n",
       "      <td>39.740151</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:49:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.880682</td>\n",
       "      <td>39.776920</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:55:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.997648</td>\n",
       "      <td>39.738456</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:56:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.865889</td>\n",
       "      <td>39.775633</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 21:58:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.989853</td>\n",
       "      <td>39.752209</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:09:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.000527</td>\n",
       "      <td>39.733623</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:14:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987959</td>\n",
       "      <td>39.706207</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:15:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.998675</td>\n",
       "      <td>39.738461</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:19:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.734993</td>\n",
       "      <td>39.782166</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:22:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.048562</td>\n",
       "      <td>39.700102</td>\n",
       "      <td>westwood</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:30:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.960894</td>\n",
       "      <td>39.681968</td>\n",
       "      <td>university</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:32:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.903224</td>\n",
       "      <td>39.786922</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 22:56:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.024979</td>\n",
       "      <td>39.780347</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:21:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.012062</td>\n",
       "      <td>39.752457</td>\n",
       "      <td>jefferson-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.939969</td>\n",
       "      <td>39.689763</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:40:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.922266</td>\n",
       "      <td>39.678471</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:40:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.922266</td>\n",
       "      <td>39.678471</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987578</td>\n",
       "      <td>39.711158</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:50:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.838271</td>\n",
       "      <td>39.788683</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30 23:54:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.014162</td>\n",
       "      <td>39.740439</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27488 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2012-01-02 00:06:00              aggravated-assault   \n",
       "2012-01-02 00:06:00  violation-of-restraining-order   \n",
       "2012-01-02 00:16:00       traffic-accident-dui-duid   \n",
       "2012-01-02 00:47:00                traffic-accident   \n",
       "2012-01-02 01:35:00              aggravated-assault   \n",
       "2012-01-02 02:39:00              aggravated-assault   \n",
       "2012-01-02 03:30:00                  assault-simple   \n",
       "2012-01-02 04:07:00         criminal-mischief-other   \n",
       "2012-01-02 04:46:00                  robbery-street   \n",
       "2012-01-02 06:52:00                traffic-accident   \n",
       "2012-01-02 09:07:00                traffic-accident   \n",
       "2012-01-02 09:42:00        theft-items-from-vehicle   \n",
       "2012-01-02 10:07:00                traffic-accident   \n",
       "2012-01-02 10:21:00                robbery-business   \n",
       "2012-01-02 10:55:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 11:05:00              aggravated-assault   \n",
       "2012-01-02 11:32:00        theft-parts-from-vehicle   \n",
       "2012-01-02 11:36:00                traffic-accident   \n",
       "2012-01-02 12:24:00     burglary-residence-no-force   \n",
       "2012-01-02 13:15:00          menacing-felony-w-weap   \n",
       "2012-01-02 13:15:00       criminal-mischief-mtr-veh   \n",
       "2012-01-02 13:44:00                traffic-accident   \n",
       "2012-01-02 13:58:00                  robbery-street   \n",
       "2012-01-02 13:59:00        burglary-vending-machine   \n",
       "2012-01-02 14:04:00        theft-items-from-vehicle   \n",
       "2012-01-02 14:17:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 14:45:00                traffic-accident   \n",
       "2012-01-02 14:55:00                  assault-simple   \n",
       "2012-01-02 14:55:00         criminal-mischief-other   \n",
       "2012-01-02 14:55:00              aggravated-assault   \n",
       "...                                             ...   \n",
       "2012-06-30 20:08:00     burglary-residence-by-force   \n",
       "2012-06-30 20:38:00                traffic-accident   \n",
       "2012-06-30 20:52:00                traffic-accident   \n",
       "2012-06-30 20:54:00                traffic-accident   \n",
       "2012-06-30 21:14:00                traffic-accident   \n",
       "2012-06-30 21:21:00        theft-parts-from-vehicle   \n",
       "2012-06-30 21:22:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 21:25:00                traffic-accident   \n",
       "2012-06-30 21:38:00                   sex-aslt-rape   \n",
       "2012-06-30 21:39:00                   theft-bicycle   \n",
       "2012-06-30 21:45:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 21:49:00                traffic-accident   \n",
       "2012-06-30 21:55:00                traffic-accident   \n",
       "2012-06-30 21:56:00       traffic-accident-dui-duid   \n",
       "2012-06-30 21:58:00          theft-of-motor-vehicle   \n",
       "2012-06-30 22:09:00          menacing-felony-w-weap   \n",
       "2012-06-30 22:14:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 22:15:00                traffic-accident   \n",
       "2012-06-30 22:19:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 22:22:00       traffic-accident-dui-duid   \n",
       "2012-06-30 22:30:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 22:32:00                traffic-accident   \n",
       "2012-06-30 22:56:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 23:21:00       criminal-mischief-mtr-veh   \n",
       "2012-06-30 23:32:00        theft-parts-from-vehicle   \n",
       "2012-06-30 23:40:00    traffic-accident-hit-and-run   \n",
       "2012-06-30 23:40:00       traffic-accident-dui-duid   \n",
       "2012-06-30 23:44:00                traffic-accident   \n",
       "2012-06-30 23:50:00       criminal-mischief-mtr-veh   \n",
       "2012-06-30 23:54:00    traffic-accident-hit-and-run   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2012-01-02 00:06:00            aggravated-assault -104.816860  39.796717   \n",
       "2012-01-02 00:06:00              all-other-crimes -104.816860  39.796717   \n",
       "2012-01-02 00:16:00              traffic-accident -104.971851  39.736874   \n",
       "2012-01-02 00:47:00              traffic-accident -104.951824  39.740168   \n",
       "2012-01-02 01:35:00            aggravated-assault -104.998131  39.749922   \n",
       "2012-01-02 02:39:00            aggravated-assault -105.001480  39.770655   \n",
       "2012-01-02 03:30:00  other-crimes-against-persons -104.876943  39.702783   \n",
       "2012-01-02 04:07:00               public-disorder -104.905646  39.771597   \n",
       "2012-01-02 04:46:00                       robbery -104.932636  39.730927   \n",
       "2012-01-02 06:52:00              traffic-accident -104.959783  39.739988   \n",
       "2012-01-02 09:07:00              traffic-accident -104.977967  39.711030   \n",
       "2012-01-02 09:42:00      theft-from-motor-vehicle -104.941045  39.696077   \n",
       "2012-01-02 10:07:00              traffic-accident -104.987420  39.744885   \n",
       "2012-01-02 10:21:00                       robbery -104.987952  39.680818   \n",
       "2012-01-02 10:55:00              traffic-accident -105.039614  39.718941   \n",
       "2012-01-02 11:05:00            aggravated-assault -104.884971  39.741441   \n",
       "2012-01-02 11:32:00      theft-from-motor-vehicle -105.041071  39.699543   \n",
       "2012-01-02 11:36:00              traffic-accident -104.988837  39.740354   \n",
       "2012-01-02 12:24:00                      burglary -104.913295  39.687041   \n",
       "2012-01-02 13:15:00            aggravated-assault -104.902570  39.740933   \n",
       "2012-01-02 13:15:00               public-disorder -104.902570  39.740933   \n",
       "2012-01-02 13:44:00              traffic-accident -104.970481  39.702571   \n",
       "2012-01-02 13:58:00                       robbery -104.871739  39.654410   \n",
       "2012-01-02 13:59:00                       larceny -105.028666  39.690841   \n",
       "2012-01-02 14:04:00      theft-from-motor-vehicle -104.955218  39.726180   \n",
       "2012-01-02 14:17:00              traffic-accident -104.900944  39.783108   \n",
       "2012-01-02 14:45:00              traffic-accident -104.992401  39.711184   \n",
       "2012-01-02 14:55:00  other-crimes-against-persons -104.981966  39.740400   \n",
       "2012-01-02 14:55:00               public-disorder -104.981966  39.740400   \n",
       "2012-01-02 14:55:00            aggravated-assault -104.981966  39.740400   \n",
       "...                                           ...         ...        ...   \n",
       "2012-06-30 20:08:00                      burglary -105.022487  39.779538   \n",
       "2012-06-30 20:38:00              traffic-accident -105.042773  39.674993   \n",
       "2012-06-30 20:52:00              traffic-accident -104.752298  39.782983   \n",
       "2012-06-30 20:54:00              traffic-accident -104.847039  39.774204   \n",
       "2012-06-30 21:14:00              traffic-accident -104.903433  39.778300   \n",
       "2012-06-30 21:21:00      theft-from-motor-vehicle -104.956043  39.738598   \n",
       "2012-06-30 21:22:00              traffic-accident -105.025006  39.717091   \n",
       "2012-06-30 21:25:00              traffic-accident -104.959317  39.780129   \n",
       "2012-06-30 21:38:00                sexual-assault         NaN        NaN   \n",
       "2012-06-30 21:39:00                       larceny -104.997360  39.754265   \n",
       "2012-06-30 21:45:00              traffic-accident -104.946540  39.740151   \n",
       "2012-06-30 21:49:00              traffic-accident -104.880682  39.776920   \n",
       "2012-06-30 21:55:00              traffic-accident -104.997648  39.738456   \n",
       "2012-06-30 21:56:00              traffic-accident -104.865889  39.775633   \n",
       "2012-06-30 21:58:00                    auto-theft -104.989853  39.752209   \n",
       "2012-06-30 22:09:00            aggravated-assault -105.000527  39.733623   \n",
       "2012-06-30 22:14:00              traffic-accident -104.987959  39.706207   \n",
       "2012-06-30 22:15:00              traffic-accident -104.998675  39.738461   \n",
       "2012-06-30 22:19:00              traffic-accident -104.734993  39.782166   \n",
       "2012-06-30 22:22:00              traffic-accident -105.048562  39.700102   \n",
       "2012-06-30 22:30:00              traffic-accident -104.960894  39.681968   \n",
       "2012-06-30 22:32:00              traffic-accident -104.903224  39.786922   \n",
       "2012-06-30 22:56:00              traffic-accident -105.024979  39.780347   \n",
       "2012-06-30 23:21:00               public-disorder -105.012062  39.752457   \n",
       "2012-06-30 23:32:00      theft-from-motor-vehicle -104.939969  39.689763   \n",
       "2012-06-30 23:40:00              traffic-accident -104.922266  39.678471   \n",
       "2012-06-30 23:40:00              traffic-accident -104.922266  39.678471   \n",
       "2012-06-30 23:44:00              traffic-accident -104.987578  39.711158   \n",
       "2012-06-30 23:50:00               public-disorder -104.838271  39.788683   \n",
       "2012-06-30 23:54:00              traffic-accident -105.014162  39.740439   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2012-01-02 00:06:00                   montbello         1           0  \n",
       "2012-01-02 00:06:00                   montbello         1           0  \n",
       "2012-01-02 00:16:00               cheesman-park         0           1  \n",
       "2012-01-02 00:47:00               congress-park         0           1  \n",
       "2012-01-02 01:35:00               union-station         1           0  \n",
       "2012-01-02 02:39:00                   sunnyside         1           0  \n",
       "2012-01-02 03:30:00                     windsor         1           0  \n",
       "2012-01-02 04:07:00         northeast-park-hill         1           0  \n",
       "2012-01-02 04:46:00                        hale         1           0  \n",
       "2012-01-02 06:52:00               cheesman-park         0           1  \n",
       "2012-01-02 09:07:00        washington-park-west         0           1  \n",
       "2012-01-02 09:42:00                cory-merrill         1           0  \n",
       "2012-01-02 10:07:00                         cbd         0           1  \n",
       "2012-01-02 10:21:00                    overland         1           0  \n",
       "2012-01-02 10:55:00                      barnum         0           1  \n",
       "2012-01-02 11:05:00                 east-colfax         1           0  \n",
       "2012-01-02 11:32:00                    westwood         1           0  \n",
       "2012-01-02 11:36:00                civic-center         0           1  \n",
       "2012-01-02 12:24:00            virginia-village         1           0  \n",
       "2012-01-02 13:15:00                 east-colfax         1           0  \n",
       "2012-01-02 13:15:00                 east-colfax         1           0  \n",
       "2012-01-02 13:44:00             washington-park         0           1  \n",
       "2012-01-02 13:58:00                     hampden         1           0  \n",
       "2012-01-02 13:59:00                     mar-lee         1           0  \n",
       "2012-01-02 14:04:00               congress-park         1           0  \n",
       "2012-01-02 14:17:00                   stapleton         0           1  \n",
       "2012-01-02 14:45:00                       baker         0           1  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "...                                         ...       ...         ...  \n",
       "2012-06-30 20:08:00                   sunnyside         1           0  \n",
       "2012-06-30 20:38:00                 harvey-park         0           1  \n",
       "2012-06-30 20:52:00  gateway-green-valley-ranch         0           1  \n",
       "2012-06-30 20:54:00                   stapleton         0           1  \n",
       "2012-06-30 21:14:00                   stapleton         0           1  \n",
       "2012-06-30 21:21:00               congress-park         1           0  \n",
       "2012-06-30 21:22:00                    valverde         0           1  \n",
       "2012-06-30 21:25:00              elyria-swansea         0           1  \n",
       "2012-06-30 21:38:00               hampden-south         1           0  \n",
       "2012-06-30 21:39:00               union-station         1           0  \n",
       "2012-06-30 21:45:00               congress-park         0           1  \n",
       "2012-06-30 21:49:00                   stapleton         0           1  \n",
       "2012-06-30 21:55:00                lincoln-park         0           1  \n",
       "2012-06-30 21:56:00                   stapleton         0           1  \n",
       "2012-06-30 21:58:00                 five-points         1           0  \n",
       "2012-06-30 22:09:00                lincoln-park         1           0  \n",
       "2012-06-30 22:14:00                       baker         0           1  \n",
       "2012-06-30 22:15:00                lincoln-park         0           1  \n",
       "2012-06-30 22:19:00  gateway-green-valley-ranch         0           1  \n",
       "2012-06-30 22:22:00                    westwood         0           1  \n",
       "2012-06-30 22:30:00                  university         0           1  \n",
       "2012-06-30 22:32:00                   stapleton         0           1  \n",
       "2012-06-30 22:56:00                   sunnyside         0           1  \n",
       "2012-06-30 23:21:00              jefferson-park         1           0  \n",
       "2012-06-30 23:32:00            virginia-village         1           0  \n",
       "2012-06-30 23:40:00                   goldsmith         0           1  \n",
       "2012-06-30 23:40:00                   goldsmith         0           1  \n",
       "2012-06-30 23:44:00                       baker         0           1  \n",
       "2012-06-30 23:50:00                   montbello         1           0  \n",
       "2012-06-30 23:54:00                lincoln-park         0           1  \n",
       "\n",
       "[27488 rows x 7 columns]"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.loc[:'2012-06']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
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       "      <th>2012-01-02 00:06:00</th>\n",
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       "      <td>all-other-crimes</td>\n",
       "      <td>-104.816860</td>\n",
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       "      <td>montbello</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:16:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971851</td>\n",
       "      <td>39.736874</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.951824</td>\n",
       "      <td>39.740168</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 01:35:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.998131</td>\n",
       "      <td>39.749922</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 02:39:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.001480</td>\n",
       "      <td>39.770655</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 03:30:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.876943</td>\n",
       "      <td>39.702783</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:07:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.905646</td>\n",
       "      <td>39.771597</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:46:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.932636</td>\n",
       "      <td>39.730927</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 06:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959783</td>\n",
       "      <td>39.739988</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977967</td>\n",
       "      <td>39.711030</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:42:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.941045</td>\n",
       "      <td>39.696077</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987420</td>\n",
       "      <td>39.744885</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:21:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987952</td>\n",
       "      <td>39.680818</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:55:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.039614</td>\n",
       "      <td>39.718941</td>\n",
       "      <td>barnum</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:05:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.884971</td>\n",
       "      <td>39.741441</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.041071</td>\n",
       "      <td>39.699543</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988837</td>\n",
       "      <td>39.740354</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 12:24:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913295</td>\n",
       "      <td>39.687041</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.970481</td>\n",
       "      <td>39.702571</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.871739</td>\n",
       "      <td>39.654410</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:59:00</th>\n",
       "      <td>burglary-vending-machine</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.028666</td>\n",
       "      <td>39.690841</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:04:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.955218</td>\n",
       "      <td>39.726180</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992401</td>\n",
       "      <td>39.711184</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 19:33:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.006428</td>\n",
       "      <td>39.783265</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 19:41:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-105.016249</td>\n",
       "      <td>39.770912</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 19:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.933774</td>\n",
       "      <td>39.678450</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 19:46:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.013358</td>\n",
       "      <td>39.725521</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 20:00:00</th>\n",
       "      <td>drug-cocaine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.843634</td>\n",
       "      <td>39.772264</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 20:03:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.999133</td>\n",
       "      <td>39.711205</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 20:12:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.049022</td>\n",
       "      <td>39.735796</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 20:15:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.901846</td>\n",
       "      <td>39.756602</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 20:39:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.992212</td>\n",
       "      <td>39.745194</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 21:00:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.982705</td>\n",
       "      <td>39.741947</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 21:00:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.982705</td>\n",
       "      <td>39.741947</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 21:01:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.903436</td>\n",
       "      <td>39.778421</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 21:03:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.904985</td>\n",
       "      <td>39.730431</td>\n",
       "      <td>montclair</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 21:09:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.968428</td>\n",
       "      <td>39.750717</td>\n",
       "      <td>city-park-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 21:43:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.997600</td>\n",
       "      <td>39.736221</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 21:48:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.025760</td>\n",
       "      <td>39.689070</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 21:52:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.006449</td>\n",
       "      <td>39.765644</td>\n",
       "      <td>highland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 22:14:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.903704</td>\n",
       "      <td>39.670318</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 22:18:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959263</td>\n",
       "      <td>39.711116</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 22:21:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.993298</td>\n",
       "      <td>39.737133</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 22:24:00</th>\n",
       "      <td>drug-methampetamine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.028577</td>\n",
       "      <td>39.732031</td>\n",
       "      <td>villa-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 22:24:00</th>\n",
       "      <td>weapon-by-prev-offender-powpo</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.028577</td>\n",
       "      <td>39.732031</td>\n",
       "      <td>villa-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 22:41:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.980213</td>\n",
       "      <td>39.758097</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 22:43:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.025499</td>\n",
       "      <td>39.702521</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 22:50:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.974055</td>\n",
       "      <td>39.718886</td>\n",
       "      <td>speer</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 23:11:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.999752</td>\n",
       "      <td>39.726081</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 23:23:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.969588</td>\n",
       "      <td>39.681135</td>\n",
       "      <td>university</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 23:30:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.958983</td>\n",
       "      <td>39.674135</td>\n",
       "      <td>university-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 23:44:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.845356</td>\n",
       "      <td>39.794035</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-06 23:55:00</th>\n",
       "      <td>threats-to-injure</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.004788</td>\n",
       "      <td>39.708714</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>605 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2012-01-02 00:06:00              aggravated-assault   \n",
       "2012-01-02 00:06:00  violation-of-restraining-order   \n",
       "2012-01-02 00:16:00       traffic-accident-dui-duid   \n",
       "2012-01-02 00:47:00                traffic-accident   \n",
       "2012-01-02 01:35:00              aggravated-assault   \n",
       "2012-01-02 02:39:00              aggravated-assault   \n",
       "2012-01-02 03:30:00                  assault-simple   \n",
       "2012-01-02 04:07:00         criminal-mischief-other   \n",
       "2012-01-02 04:46:00                  robbery-street   \n",
       "2012-01-02 06:52:00                traffic-accident   \n",
       "2012-01-02 09:07:00                traffic-accident   \n",
       "2012-01-02 09:42:00        theft-items-from-vehicle   \n",
       "2012-01-02 10:07:00                traffic-accident   \n",
       "2012-01-02 10:21:00                robbery-business   \n",
       "2012-01-02 10:55:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 11:05:00              aggravated-assault   \n",
       "2012-01-02 11:32:00        theft-parts-from-vehicle   \n",
       "2012-01-02 11:36:00                traffic-accident   \n",
       "2012-01-02 12:24:00     burglary-residence-no-force   \n",
       "2012-01-02 13:15:00          menacing-felony-w-weap   \n",
       "2012-01-02 13:15:00       criminal-mischief-mtr-veh   \n",
       "2012-01-02 13:44:00                traffic-accident   \n",
       "2012-01-02 13:58:00                  robbery-street   \n",
       "2012-01-02 13:59:00        burglary-vending-machine   \n",
       "2012-01-02 14:04:00        theft-items-from-vehicle   \n",
       "2012-01-02 14:17:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 14:45:00                traffic-accident   \n",
       "2012-01-02 14:55:00                  assault-simple   \n",
       "2012-01-02 14:55:00         criminal-mischief-other   \n",
       "2012-01-02 14:55:00              aggravated-assault   \n",
       "...                                             ...   \n",
       "2012-01-06 19:33:00    traffic-accident-hit-and-run   \n",
       "2012-01-06 19:41:00          theft-of-motor-vehicle   \n",
       "2012-01-06 19:45:00                traffic-accident   \n",
       "2012-01-06 19:46:00                traffic-accident   \n",
       "2012-01-06 20:00:00            drug-cocaine-possess   \n",
       "2012-01-06 20:03:00                traffic-accident   \n",
       "2012-01-06 20:12:00                     theft-other   \n",
       "2012-01-06 20:15:00                traffic-accident   \n",
       "2012-01-06 20:39:00                     theft-other   \n",
       "2012-01-06 21:00:00     burglary-residence-by-force   \n",
       "2012-01-06 21:00:00     burglary-residence-by-force   \n",
       "2012-01-06 21:01:00                traffic-accident   \n",
       "2012-01-06 21:03:00        theft-items-from-vehicle   \n",
       "2012-01-06 21:09:00              aggravated-assault   \n",
       "2012-01-06 21:43:00                     theft-other   \n",
       "2012-01-06 21:48:00                     theft-other   \n",
       "2012-01-06 21:52:00       traffic-accident-dui-duid   \n",
       "2012-01-06 22:14:00                traffic-accident   \n",
       "2012-01-06 22:18:00                traffic-accident   \n",
       "2012-01-06 22:21:00          theft-of-motor-vehicle   \n",
       "2012-01-06 22:24:00     drug-methampetamine-possess   \n",
       "2012-01-06 22:24:00   weapon-by-prev-offender-powpo   \n",
       "2012-01-06 22:41:00     burglary-residence-no-force   \n",
       "2012-01-06 22:43:00        theft-items-from-vehicle   \n",
       "2012-01-06 22:50:00                traffic-accident   \n",
       "2012-01-06 23:11:00        theft-items-from-vehicle   \n",
       "2012-01-06 23:23:00  violation-of-restraining-order   \n",
       "2012-01-06 23:30:00                      assault-dv   \n",
       "2012-01-06 23:44:00          theft-of-motor-vehicle   \n",
       "2012-01-06 23:55:00               threats-to-injure   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2012-01-02 00:06:00            aggravated-assault -104.816860  39.796717   \n",
       "2012-01-02 00:06:00              all-other-crimes -104.816860  39.796717   \n",
       "2012-01-02 00:16:00              traffic-accident -104.971851  39.736874   \n",
       "2012-01-02 00:47:00              traffic-accident -104.951824  39.740168   \n",
       "2012-01-02 01:35:00            aggravated-assault -104.998131  39.749922   \n",
       "2012-01-02 02:39:00            aggravated-assault -105.001480  39.770655   \n",
       "2012-01-02 03:30:00  other-crimes-against-persons -104.876943  39.702783   \n",
       "2012-01-02 04:07:00               public-disorder -104.905646  39.771597   \n",
       "2012-01-02 04:46:00                       robbery -104.932636  39.730927   \n",
       "2012-01-02 06:52:00              traffic-accident -104.959783  39.739988   \n",
       "2012-01-02 09:07:00              traffic-accident -104.977967  39.711030   \n",
       "2012-01-02 09:42:00      theft-from-motor-vehicle -104.941045  39.696077   \n",
       "2012-01-02 10:07:00              traffic-accident -104.987420  39.744885   \n",
       "2012-01-02 10:21:00                       robbery -104.987952  39.680818   \n",
       "2012-01-02 10:55:00              traffic-accident -105.039614  39.718941   \n",
       "2012-01-02 11:05:00            aggravated-assault -104.884971  39.741441   \n",
       "2012-01-02 11:32:00      theft-from-motor-vehicle -105.041071  39.699543   \n",
       "2012-01-02 11:36:00              traffic-accident -104.988837  39.740354   \n",
       "2012-01-02 12:24:00                      burglary -104.913295  39.687041   \n",
       "2012-01-02 13:15:00            aggravated-assault -104.902570  39.740933   \n",
       "2012-01-02 13:15:00               public-disorder -104.902570  39.740933   \n",
       "2012-01-02 13:44:00              traffic-accident -104.970481  39.702571   \n",
       "2012-01-02 13:58:00                       robbery -104.871739  39.654410   \n",
       "2012-01-02 13:59:00                       larceny -105.028666  39.690841   \n",
       "2012-01-02 14:04:00      theft-from-motor-vehicle -104.955218  39.726180   \n",
       "2012-01-02 14:17:00              traffic-accident -104.900944  39.783108   \n",
       "2012-01-02 14:45:00              traffic-accident -104.992401  39.711184   \n",
       "2012-01-02 14:55:00  other-crimes-against-persons -104.981966  39.740400   \n",
       "2012-01-02 14:55:00               public-disorder -104.981966  39.740400   \n",
       "2012-01-02 14:55:00            aggravated-assault -104.981966  39.740400   \n",
       "...                                           ...         ...        ...   \n",
       "2012-01-06 19:33:00              traffic-accident -105.006428  39.783265   \n",
       "2012-01-06 19:41:00                    auto-theft -105.016249  39.770912   \n",
       "2012-01-06 19:45:00              traffic-accident -104.933774  39.678450   \n",
       "2012-01-06 19:46:00              traffic-accident -105.013358  39.725521   \n",
       "2012-01-06 20:00:00                  drug-alcohol -104.843634  39.772264   \n",
       "2012-01-06 20:03:00              traffic-accident -104.999133  39.711205   \n",
       "2012-01-06 20:12:00                       larceny -105.049022  39.735796   \n",
       "2012-01-06 20:15:00              traffic-accident -104.901846  39.756602   \n",
       "2012-01-06 20:39:00                       larceny -104.992212  39.745194   \n",
       "2012-01-06 21:00:00                      burglary -104.982705  39.741947   \n",
       "2012-01-06 21:00:00                      burglary -104.982705  39.741947   \n",
       "2012-01-06 21:01:00              traffic-accident -104.903436  39.778421   \n",
       "2012-01-06 21:03:00      theft-from-motor-vehicle -104.904985  39.730431   \n",
       "2012-01-06 21:09:00            aggravated-assault -104.968428  39.750717   \n",
       "2012-01-06 21:43:00                       larceny -104.997600  39.736221   \n",
       "2012-01-06 21:48:00                       larceny -105.025760  39.689070   \n",
       "2012-01-06 21:52:00              traffic-accident -105.006449  39.765644   \n",
       "2012-01-06 22:14:00              traffic-accident -104.903704  39.670318   \n",
       "2012-01-06 22:18:00              traffic-accident -104.959263  39.711116   \n",
       "2012-01-06 22:21:00                    auto-theft -104.993298  39.737133   \n",
       "2012-01-06 22:24:00                  drug-alcohol -105.028577  39.732031   \n",
       "2012-01-06 22:24:00              all-other-crimes -105.028577  39.732031   \n",
       "2012-01-06 22:41:00                      burglary -104.980213  39.758097   \n",
       "2012-01-06 22:43:00      theft-from-motor-vehicle -105.025499  39.702521   \n",
       "2012-01-06 22:50:00              traffic-accident -104.974055  39.718886   \n",
       "2012-01-06 23:11:00      theft-from-motor-vehicle -104.999752  39.726081   \n",
       "2012-01-06 23:23:00              all-other-crimes -104.969588  39.681135   \n",
       "2012-01-06 23:30:00  other-crimes-against-persons -104.958983  39.674135   \n",
       "2012-01-06 23:44:00                    auto-theft -104.845356  39.794035   \n",
       "2012-01-06 23:55:00               public-disorder -105.004788  39.708714   \n",
       "\n",
       "                          NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                    \n",
       "2012-01-02 00:06:00             montbello         1           0  \n",
       "2012-01-02 00:06:00             montbello         1           0  \n",
       "2012-01-02 00:16:00         cheesman-park         0           1  \n",
       "2012-01-02 00:47:00         congress-park         0           1  \n",
       "2012-01-02 01:35:00         union-station         1           0  \n",
       "2012-01-02 02:39:00             sunnyside         1           0  \n",
       "2012-01-02 03:30:00               windsor         1           0  \n",
       "2012-01-02 04:07:00   northeast-park-hill         1           0  \n",
       "2012-01-02 04:46:00                  hale         1           0  \n",
       "2012-01-02 06:52:00         cheesman-park         0           1  \n",
       "2012-01-02 09:07:00  washington-park-west         0           1  \n",
       "2012-01-02 09:42:00          cory-merrill         1           0  \n",
       "2012-01-02 10:07:00                   cbd         0           1  \n",
       "2012-01-02 10:21:00              overland         1           0  \n",
       "2012-01-02 10:55:00                barnum         0           1  \n",
       "2012-01-02 11:05:00           east-colfax         1           0  \n",
       "2012-01-02 11:32:00              westwood         1           0  \n",
       "2012-01-02 11:36:00          civic-center         0           1  \n",
       "2012-01-02 12:24:00      virginia-village         1           0  \n",
       "2012-01-02 13:15:00           east-colfax         1           0  \n",
       "2012-01-02 13:15:00           east-colfax         1           0  \n",
       "2012-01-02 13:44:00       washington-park         0           1  \n",
       "2012-01-02 13:58:00               hampden         1           0  \n",
       "2012-01-02 13:59:00               mar-lee         1           0  \n",
       "2012-01-02 14:04:00         congress-park         1           0  \n",
       "2012-01-02 14:17:00             stapleton         0           1  \n",
       "2012-01-02 14:45:00                 baker         0           1  \n",
       "2012-01-02 14:55:00    north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00    north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00    north-capitol-hill         1           0  \n",
       "...                                   ...       ...         ...  \n",
       "2012-01-06 19:33:00             sunnyside         0           1  \n",
       "2012-01-06 19:41:00             sunnyside         1           0  \n",
       "2012-01-06 19:45:00             goldsmith         0           1  \n",
       "2012-01-06 19:46:00                 baker         0           1  \n",
       "2012-01-06 20:00:00             stapleton         1           0  \n",
       "2012-01-06 20:03:00                 baker         0           1  \n",
       "2012-01-06 20:12:00           west-colfax         1           0  \n",
       "2012-01-06 20:15:00             stapleton         0           1  \n",
       "2012-01-06 20:39:00                   cbd         1           0  \n",
       "2012-01-06 21:00:00    north-capitol-hill         1           0  \n",
       "2012-01-06 21:00:00    north-capitol-hill         1           0  \n",
       "2012-01-06 21:01:00             stapleton         0           1  \n",
       "2012-01-06 21:03:00             montclair         1           0  \n",
       "2012-01-06 21:09:00        city-park-west         1           0  \n",
       "2012-01-06 21:43:00          lincoln-park         1           0  \n",
       "2012-01-06 21:48:00               mar-lee         1           0  \n",
       "2012-01-06 21:52:00              highland         0           1  \n",
       "2012-01-06 22:14:00             goldsmith         0           1  \n",
       "2012-01-06 22:18:00       washington-park         0           1  \n",
       "2012-01-06 22:21:00          civic-center         1           0  \n",
       "2012-01-06 22:24:00            villa-park         1           0  \n",
       "2012-01-06 22:24:00            villa-park         1           0  \n",
       "2012-01-06 22:41:00           five-points         1           0  \n",
       "2012-01-06 22:43:00              westwood         1           0  \n",
       "2012-01-06 22:50:00                 speer         0           1  \n",
       "2012-01-06 23:11:00          lincoln-park         1           0  \n",
       "2012-01-06 23:23:00            university         1           0  \n",
       "2012-01-06 23:30:00       university-park         1           0  \n",
       "2012-01-06 23:44:00             montbello         1           0  \n",
       "2012-01-06 23:55:00           athmar-park         1           0  \n",
       "\n",
       "[605 rows x 7 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.first('5D') # 5 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
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       "      <th>REPORTED_DATE</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:16:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971851</td>\n",
       "      <td>39.736874</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.951824</td>\n",
       "      <td>39.740168</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 01:35:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.998131</td>\n",
       "      <td>39.749922</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 02:39:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.001480</td>\n",
       "      <td>39.770655</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 03:30:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.876943</td>\n",
       "      <td>39.702783</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:07:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.905646</td>\n",
       "      <td>39.771597</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:46:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.932636</td>\n",
       "      <td>39.730927</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 06:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959783</td>\n",
       "      <td>39.739988</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977967</td>\n",
       "      <td>39.711030</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:42:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.941045</td>\n",
       "      <td>39.696077</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987420</td>\n",
       "      <td>39.744885</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:21:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987952</td>\n",
       "      <td>39.680818</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:55:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.039614</td>\n",
       "      <td>39.718941</td>\n",
       "      <td>barnum</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:05:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.884971</td>\n",
       "      <td>39.741441</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.041071</td>\n",
       "      <td>39.699543</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988837</td>\n",
       "      <td>39.740354</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 12:24:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913295</td>\n",
       "      <td>39.687041</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.970481</td>\n",
       "      <td>39.702571</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.871739</td>\n",
       "      <td>39.654410</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:59:00</th>\n",
       "      <td>burglary-vending-machine</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.028666</td>\n",
       "      <td>39.690841</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:04:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.955218</td>\n",
       "      <td>39.726180</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992401</td>\n",
       "      <td>39.711184</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 20:47:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.990879</td>\n",
       "      <td>39.783238</td>\n",
       "      <td>globeville</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 20:50:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.932840</td>\n",
       "      <td>39.749255</td>\n",
       "      <td>south-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:11:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.976079</td>\n",
       "      <td>39.717339</td>\n",
       "      <td>speer</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:14:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-105.032097</td>\n",
       "      <td>39.716114</td>\n",
       "      <td>barnum</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:14:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.925667</td>\n",
       "      <td>39.667484</td>\n",
       "      <td>university-hills</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:16:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.019305</td>\n",
       "      <td>39.763545</td>\n",
       "      <td>highland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:22:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.951624</td>\n",
       "      <td>39.775295</td>\n",
       "      <td>elyria-swansea</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:24:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.982096</td>\n",
       "      <td>39.714664</td>\n",
       "      <td>speer</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:28:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.033584</td>\n",
       "      <td>39.746873</td>\n",
       "      <td>sloan-lake</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:54:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.018980</td>\n",
       "      <td>39.679225</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:58:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977905</td>\n",
       "      <td>39.716968</td>\n",
       "      <td>speer</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 21:59:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.940508</td>\n",
       "      <td>39.779951</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 22:10:00</th>\n",
       "      <td>burg-auto-theft-busn-w-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.999758</td>\n",
       "      <td>39.767172</td>\n",
       "      <td>highland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 22:11:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-105.023774</td>\n",
       "      <td>39.733486</td>\n",
       "      <td>sun-valley</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 22:21:00</th>\n",
       "      <td>burglary-business-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.997952</td>\n",
       "      <td>39.717810</td>\n",
       "      <td>baker</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 22:49:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.827059</td>\n",
       "      <td>39.791612</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 22:57:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.850165</td>\n",
       "      <td>39.657705</td>\n",
       "      <td>kennedy</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:05:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.952801</td>\n",
       "      <td>39.738374</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:08:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.955403</td>\n",
       "      <td>39.764189</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:12:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.089859</td>\n",
       "      <td>39.631371</td>\n",
       "      <td>marston</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:19:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.002091</td>\n",
       "      <td>39.736636</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:23:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.959418</td>\n",
       "      <td>39.755044</td>\n",
       "      <td>skyland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:23:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.957680</td>\n",
       "      <td>39.765550</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:23:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.959418</td>\n",
       "      <td>39.755044</td>\n",
       "      <td>skyland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:23:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.986622</td>\n",
       "      <td>39.705213</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:46:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.991384</td>\n",
       "      <td>39.753888</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:51:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.031781</td>\n",
       "      <td>39.747420</td>\n",
       "      <td>sloan-lake</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-08 23:52:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.968227</td>\n",
       "      <td>39.739752</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-09 00:04:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.973343</td>\n",
       "      <td>39.760757</td>\n",
       "      <td>five-points</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-09 00:05:00</th>\n",
       "      <td>fraud-criminal-impersonation</td>\n",
       "      <td>white-collar-crime</td>\n",
       "      <td>-105.024676</td>\n",
       "      <td>39.712702</td>\n",
       "      <td>valverde</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>879 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2012-01-02 00:06:00              aggravated-assault   \n",
       "2012-01-02 00:06:00  violation-of-restraining-order   \n",
       "2012-01-02 00:16:00       traffic-accident-dui-duid   \n",
       "2012-01-02 00:47:00                traffic-accident   \n",
       "2012-01-02 01:35:00              aggravated-assault   \n",
       "2012-01-02 02:39:00              aggravated-assault   \n",
       "2012-01-02 03:30:00                  assault-simple   \n",
       "2012-01-02 04:07:00         criminal-mischief-other   \n",
       "2012-01-02 04:46:00                  robbery-street   \n",
       "2012-01-02 06:52:00                traffic-accident   \n",
       "2012-01-02 09:07:00                traffic-accident   \n",
       "2012-01-02 09:42:00        theft-items-from-vehicle   \n",
       "2012-01-02 10:07:00                traffic-accident   \n",
       "2012-01-02 10:21:00                robbery-business   \n",
       "2012-01-02 10:55:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 11:05:00              aggravated-assault   \n",
       "2012-01-02 11:32:00        theft-parts-from-vehicle   \n",
       "2012-01-02 11:36:00                traffic-accident   \n",
       "2012-01-02 12:24:00     burglary-residence-no-force   \n",
       "2012-01-02 13:15:00          menacing-felony-w-weap   \n",
       "2012-01-02 13:15:00       criminal-mischief-mtr-veh   \n",
       "2012-01-02 13:44:00                traffic-accident   \n",
       "2012-01-02 13:58:00                  robbery-street   \n",
       "2012-01-02 13:59:00        burglary-vending-machine   \n",
       "2012-01-02 14:04:00        theft-items-from-vehicle   \n",
       "2012-01-02 14:17:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 14:45:00                traffic-accident   \n",
       "2012-01-02 14:55:00                  assault-simple   \n",
       "2012-01-02 14:55:00         criminal-mischief-other   \n",
       "2012-01-02 14:55:00              aggravated-assault   \n",
       "...                                             ...   \n",
       "2012-01-08 20:47:00        theft-items-from-vehicle   \n",
       "2012-01-08 20:50:00        theft-items-from-vehicle   \n",
       "2012-01-08 21:11:00          theft-of-motor-vehicle   \n",
       "2012-01-08 21:14:00          theft-of-motor-vehicle   \n",
       "2012-01-08 21:14:00    traffic-accident-hit-and-run   \n",
       "2012-01-08 21:16:00     burglary-residence-no-force   \n",
       "2012-01-08 21:22:00                     theft-other   \n",
       "2012-01-08 21:24:00    traffic-accident-hit-and-run   \n",
       "2012-01-08 21:28:00        theft-items-from-vehicle   \n",
       "2012-01-08 21:54:00       traffic-accident-dui-duid   \n",
       "2012-01-08 21:58:00                traffic-accident   \n",
       "2012-01-08 21:59:00                traffic-accident   \n",
       "2012-01-08 22:10:00    burg-auto-theft-busn-w-force   \n",
       "2012-01-08 22:11:00                  assault-simple   \n",
       "2012-01-08 22:21:00      burglary-business-by-force   \n",
       "2012-01-08 22:49:00       criminal-mischief-mtr-veh   \n",
       "2012-01-08 22:57:00        theft-parts-from-vehicle   \n",
       "2012-01-08 23:05:00       traffic-accident-dui-duid   \n",
       "2012-01-08 23:08:00     burglary-residence-by-force   \n",
       "2012-01-08 23:12:00                traffic-accident   \n",
       "2012-01-08 23:19:00        theft-parts-from-vehicle   \n",
       "2012-01-08 23:23:00        theft-items-from-vehicle   \n",
       "2012-01-08 23:23:00        theft-items-from-vehicle   \n",
       "2012-01-08 23:23:00       criminal-mischief-mtr-veh   \n",
       "2012-01-08 23:23:00        theft-parts-from-vehicle   \n",
       "2012-01-08 23:46:00        theft-items-from-vehicle   \n",
       "2012-01-08 23:51:00     burglary-residence-no-force   \n",
       "2012-01-08 23:52:00                     theft-other   \n",
       "2012-01-09 00:04:00    traffic-accident-hit-and-run   \n",
       "2012-01-09 00:05:00    fraud-criminal-impersonation   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2012-01-02 00:06:00            aggravated-assault -104.816860  39.796717   \n",
       "2012-01-02 00:06:00              all-other-crimes -104.816860  39.796717   \n",
       "2012-01-02 00:16:00              traffic-accident -104.971851  39.736874   \n",
       "2012-01-02 00:47:00              traffic-accident -104.951824  39.740168   \n",
       "2012-01-02 01:35:00            aggravated-assault -104.998131  39.749922   \n",
       "2012-01-02 02:39:00            aggravated-assault -105.001480  39.770655   \n",
       "2012-01-02 03:30:00  other-crimes-against-persons -104.876943  39.702783   \n",
       "2012-01-02 04:07:00               public-disorder -104.905646  39.771597   \n",
       "2012-01-02 04:46:00                       robbery -104.932636  39.730927   \n",
       "2012-01-02 06:52:00              traffic-accident -104.959783  39.739988   \n",
       "2012-01-02 09:07:00              traffic-accident -104.977967  39.711030   \n",
       "2012-01-02 09:42:00      theft-from-motor-vehicle -104.941045  39.696077   \n",
       "2012-01-02 10:07:00              traffic-accident -104.987420  39.744885   \n",
       "2012-01-02 10:21:00                       robbery -104.987952  39.680818   \n",
       "2012-01-02 10:55:00              traffic-accident -105.039614  39.718941   \n",
       "2012-01-02 11:05:00            aggravated-assault -104.884971  39.741441   \n",
       "2012-01-02 11:32:00      theft-from-motor-vehicle -105.041071  39.699543   \n",
       "2012-01-02 11:36:00              traffic-accident -104.988837  39.740354   \n",
       "2012-01-02 12:24:00                      burglary -104.913295  39.687041   \n",
       "2012-01-02 13:15:00            aggravated-assault -104.902570  39.740933   \n",
       "2012-01-02 13:15:00               public-disorder -104.902570  39.740933   \n",
       "2012-01-02 13:44:00              traffic-accident -104.970481  39.702571   \n",
       "2012-01-02 13:58:00                       robbery -104.871739  39.654410   \n",
       "2012-01-02 13:59:00                       larceny -105.028666  39.690841   \n",
       "2012-01-02 14:04:00      theft-from-motor-vehicle -104.955218  39.726180   \n",
       "2012-01-02 14:17:00              traffic-accident -104.900944  39.783108   \n",
       "2012-01-02 14:45:00              traffic-accident -104.992401  39.711184   \n",
       "2012-01-02 14:55:00  other-crimes-against-persons -104.981966  39.740400   \n",
       "2012-01-02 14:55:00               public-disorder -104.981966  39.740400   \n",
       "2012-01-02 14:55:00            aggravated-assault -104.981966  39.740400   \n",
       "...                                           ...         ...        ...   \n",
       "2012-01-08 20:47:00      theft-from-motor-vehicle -104.990879  39.783238   \n",
       "2012-01-08 20:50:00      theft-from-motor-vehicle -104.932840  39.749255   \n",
       "2012-01-08 21:11:00                    auto-theft -104.976079  39.717339   \n",
       "2012-01-08 21:14:00                    auto-theft -105.032097  39.716114   \n",
       "2012-01-08 21:14:00              traffic-accident -104.925667  39.667484   \n",
       "2012-01-08 21:16:00                      burglary -105.019305  39.763545   \n",
       "2012-01-08 21:22:00                       larceny -104.951624  39.775295   \n",
       "2012-01-08 21:24:00              traffic-accident -104.982096  39.714664   \n",
       "2012-01-08 21:28:00      theft-from-motor-vehicle -105.033584  39.746873   \n",
       "2012-01-08 21:54:00              traffic-accident -105.018980  39.679225   \n",
       "2012-01-08 21:58:00              traffic-accident -104.977905  39.716968   \n",
       "2012-01-08 21:59:00              traffic-accident -104.940508  39.779951   \n",
       "2012-01-08 22:10:00                      burglary -104.999758  39.767172   \n",
       "2012-01-08 22:11:00  other-crimes-against-persons -105.023774  39.733486   \n",
       "2012-01-08 22:21:00                      burglary -104.997952  39.717810   \n",
       "2012-01-08 22:49:00               public-disorder -104.827059  39.791612   \n",
       "2012-01-08 22:57:00      theft-from-motor-vehicle -104.850165  39.657705   \n",
       "2012-01-08 23:05:00              traffic-accident -104.952801  39.738374   \n",
       "2012-01-08 23:08:00                      burglary -104.955403  39.764189   \n",
       "2012-01-08 23:12:00              traffic-accident -105.089859  39.631371   \n",
       "2012-01-08 23:19:00      theft-from-motor-vehicle -105.002091  39.736636   \n",
       "2012-01-08 23:23:00      theft-from-motor-vehicle -104.959418  39.755044   \n",
       "2012-01-08 23:23:00      theft-from-motor-vehicle -104.957680  39.765550   \n",
       "2012-01-08 23:23:00               public-disorder -104.959418  39.755044   \n",
       "2012-01-08 23:23:00      theft-from-motor-vehicle -104.986622  39.705213   \n",
       "2012-01-08 23:46:00      theft-from-motor-vehicle -104.991384  39.753888   \n",
       "2012-01-08 23:51:00                      burglary -105.031781  39.747420   \n",
       "2012-01-08 23:52:00                       larceny -104.968227  39.739752   \n",
       "2012-01-09 00:04:00              traffic-accident -104.973343  39.760757   \n",
       "2012-01-09 00:05:00            white-collar-crime -105.024676  39.712702   \n",
       "\n",
       "                               NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                         \n",
       "2012-01-02 00:06:00                  montbello         1           0  \n",
       "2012-01-02 00:06:00                  montbello         1           0  \n",
       "2012-01-02 00:16:00              cheesman-park         0           1  \n",
       "2012-01-02 00:47:00              congress-park         0           1  \n",
       "2012-01-02 01:35:00              union-station         1           0  \n",
       "2012-01-02 02:39:00                  sunnyside         1           0  \n",
       "2012-01-02 03:30:00                    windsor         1           0  \n",
       "2012-01-02 04:07:00        northeast-park-hill         1           0  \n",
       "2012-01-02 04:46:00                       hale         1           0  \n",
       "2012-01-02 06:52:00              cheesman-park         0           1  \n",
       "2012-01-02 09:07:00       washington-park-west         0           1  \n",
       "2012-01-02 09:42:00               cory-merrill         1           0  \n",
       "2012-01-02 10:07:00                        cbd         0           1  \n",
       "2012-01-02 10:21:00                   overland         1           0  \n",
       "2012-01-02 10:55:00                     barnum         0           1  \n",
       "2012-01-02 11:05:00                east-colfax         1           0  \n",
       "2012-01-02 11:32:00                   westwood         1           0  \n",
       "2012-01-02 11:36:00               civic-center         0           1  \n",
       "2012-01-02 12:24:00           virginia-village         1           0  \n",
       "2012-01-02 13:15:00                east-colfax         1           0  \n",
       "2012-01-02 13:15:00                east-colfax         1           0  \n",
       "2012-01-02 13:44:00            washington-park         0           1  \n",
       "2012-01-02 13:58:00                    hampden         1           0  \n",
       "2012-01-02 13:59:00                    mar-lee         1           0  \n",
       "2012-01-02 14:04:00              congress-park         1           0  \n",
       "2012-01-02 14:17:00                  stapleton         0           1  \n",
       "2012-01-02 14:45:00                      baker         0           1  \n",
       "2012-01-02 14:55:00         north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00         north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00         north-capitol-hill         1           0  \n",
       "...                                        ...       ...         ...  \n",
       "2012-01-08 20:47:00                 globeville         1           0  \n",
       "2012-01-08 20:50:00            south-park-hill         1           0  \n",
       "2012-01-08 21:11:00                      speer         1           0  \n",
       "2012-01-08 21:14:00                     barnum         1           0  \n",
       "2012-01-08 21:14:00           university-hills         0           1  \n",
       "2012-01-08 21:16:00                   highland         1           0  \n",
       "2012-01-08 21:22:00             elyria-swansea         1           0  \n",
       "2012-01-08 21:24:00                      speer         0           1  \n",
       "2012-01-08 21:28:00                 sloan-lake         1           0  \n",
       "2012-01-08 21:54:00  college-view-south-platte         0           1  \n",
       "2012-01-08 21:58:00                      speer         0           1  \n",
       "2012-01-08 21:59:00        northeast-park-hill         0           1  \n",
       "2012-01-08 22:10:00                   highland         1           0  \n",
       "2012-01-08 22:11:00                 sun-valley         1           0  \n",
       "2012-01-08 22:21:00                      baker         1           0  \n",
       "2012-01-08 22:49:00                  montbello         1           0  \n",
       "2012-01-08 22:57:00                    kennedy         1           0  \n",
       "2012-01-08 23:05:00              congress-park         0           1  \n",
       "2012-01-08 23:08:00                    clayton         1           0  \n",
       "2012-01-08 23:12:00                    marston         0           1  \n",
       "2012-01-08 23:19:00               lincoln-park         1           0  \n",
       "2012-01-08 23:23:00                    skyland         1           0  \n",
       "2012-01-08 23:23:00                    clayton         1           0  \n",
       "2012-01-08 23:23:00                    skyland         1           0  \n",
       "2012-01-08 23:23:00       washington-park-west         1           0  \n",
       "2012-01-08 23:46:00                five-points         1           0  \n",
       "2012-01-08 23:51:00                 sloan-lake         1           0  \n",
       "2012-01-08 23:52:00              cheesman-park         1           0  \n",
       "2012-01-09 00:04:00                five-points         0           1  \n",
       "2012-01-09 00:05:00                   valverde         1           0  \n",
       "\n",
       "[879 rows x 7 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.first('5B') # 5 business days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
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       "    <tr>\n",
       "      <th>REPORTED_DATE</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:16:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971851</td>\n",
       "      <td>39.736874</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2012-01-02 00:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.951824</td>\n",
       "      <td>39.740168</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 01:35:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.998131</td>\n",
       "      <td>39.749922</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 02:39:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.001480</td>\n",
       "      <td>39.770655</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 03:30:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.876943</td>\n",
       "      <td>39.702783</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:07:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.905646</td>\n",
       "      <td>39.771597</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:46:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.932636</td>\n",
       "      <td>39.730927</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 06:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959783</td>\n",
       "      <td>39.739988</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977967</td>\n",
       "      <td>39.711030</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:42:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.941045</td>\n",
       "      <td>39.696077</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987420</td>\n",
       "      <td>39.744885</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:21:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987952</td>\n",
       "      <td>39.680818</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:55:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.039614</td>\n",
       "      <td>39.718941</td>\n",
       "      <td>barnum</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:05:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.884971</td>\n",
       "      <td>39.741441</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.041071</td>\n",
       "      <td>39.699543</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988837</td>\n",
       "      <td>39.740354</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 12:24:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913295</td>\n",
       "      <td>39.687041</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.970481</td>\n",
       "      <td>39.702571</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.871739</td>\n",
       "      <td>39.654410</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:59:00</th>\n",
       "      <td>burglary-vending-machine</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.028666</td>\n",
       "      <td>39.690841</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:04:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.955218</td>\n",
       "      <td>39.726180</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992401</td>\n",
       "      <td>39.711184</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 15:55:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.931617</td>\n",
       "      <td>39.678462</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 16:08:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.018671</td>\n",
       "      <td>39.725320</td>\n",
       "      <td>sun-valley</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 16:10:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.819756</td>\n",
       "      <td>39.782096</td>\n",
       "      <td>montbello</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 16:22:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.903459</td>\n",
       "      <td>39.742601</td>\n",
       "      <td>south-park-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 16:22:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.940891</td>\n",
       "      <td>39.689578</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 16:54:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.999062</td>\n",
       "      <td>39.730048</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 17:00:00</th>\n",
       "      <td>vehicular-eluding-no-chase</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.033682</td>\n",
       "      <td>39.698518</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 17:10:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.020336</td>\n",
       "      <td>39.711167</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 17:14:00</th>\n",
       "      <td>weapon-other-viol</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.673812</td>\n",
       "      <td>39.849292</td>\n",
       "      <td>dia</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 17:23:00</th>\n",
       "      <td>theft-from-bldg</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.842276</td>\n",
       "      <td>39.780560</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 17:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959326</td>\n",
       "      <td>39.780000</td>\n",
       "      <td>elyria-swansea</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 18:00:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.880855</td>\n",
       "      <td>39.724706</td>\n",
       "      <td>lowry-field</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 18:55:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.011012</td>\n",
       "      <td>39.711189</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 19:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.903455</td>\n",
       "      <td>39.740144</td>\n",
       "      <td>montclair</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 19:34:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.994302</td>\n",
       "      <td>39.765993</td>\n",
       "      <td>globeville</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 19:42:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.098517</td>\n",
       "      <td>39.624221</td>\n",
       "      <td>marston</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 20:14:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.993574</td>\n",
       "      <td>39.739773</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 20:16:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.940910</td>\n",
       "      <td>39.774078</td>\n",
       "      <td>elyria-swansea</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 20:26:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.000324</td>\n",
       "      <td>39.747607</td>\n",
       "      <td>union-station</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 20:35:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971852</td>\n",
       "      <td>39.768332</td>\n",
       "      <td>cole</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 20:44:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.024676</td>\n",
       "      <td>39.712702</td>\n",
       "      <td>valverde</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 20:53:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.007465</td>\n",
       "      <td>39.695924</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 21:08:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.008924</td>\n",
       "      <td>39.695211</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 21:19:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.979244</td>\n",
       "      <td>39.698427</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 21:35:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.060187</td>\n",
       "      <td>39.653556</td>\n",
       "      <td>bear-valley</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 21:57:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.974663</td>\n",
       "      <td>39.744041</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 22:19:00</th>\n",
       "      <td>criminal-mischief-graffiti</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.957558</td>\n",
       "      <td>39.766129</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 22:20:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.919946</td>\n",
       "      <td>39.761917</td>\n",
       "      <td>north-park-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 22:44:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.044984</td>\n",
       "      <td>39.736776</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-02-18 23:27:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.009018</td>\n",
       "      <td>39.708701</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6708 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2012-01-02 00:06:00              aggravated-assault   \n",
       "2012-01-02 00:06:00  violation-of-restraining-order   \n",
       "2012-01-02 00:16:00       traffic-accident-dui-duid   \n",
       "2012-01-02 00:47:00                traffic-accident   \n",
       "2012-01-02 01:35:00              aggravated-assault   \n",
       "2012-01-02 02:39:00              aggravated-assault   \n",
       "2012-01-02 03:30:00                  assault-simple   \n",
       "2012-01-02 04:07:00         criminal-mischief-other   \n",
       "2012-01-02 04:46:00                  robbery-street   \n",
       "2012-01-02 06:52:00                traffic-accident   \n",
       "2012-01-02 09:07:00                traffic-accident   \n",
       "2012-01-02 09:42:00        theft-items-from-vehicle   \n",
       "2012-01-02 10:07:00                traffic-accident   \n",
       "2012-01-02 10:21:00                robbery-business   \n",
       "2012-01-02 10:55:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 11:05:00              aggravated-assault   \n",
       "2012-01-02 11:32:00        theft-parts-from-vehicle   \n",
       "2012-01-02 11:36:00                traffic-accident   \n",
       "2012-01-02 12:24:00     burglary-residence-no-force   \n",
       "2012-01-02 13:15:00          menacing-felony-w-weap   \n",
       "2012-01-02 13:15:00       criminal-mischief-mtr-veh   \n",
       "2012-01-02 13:44:00                traffic-accident   \n",
       "2012-01-02 13:58:00                  robbery-street   \n",
       "2012-01-02 13:59:00        burglary-vending-machine   \n",
       "2012-01-02 14:04:00        theft-items-from-vehicle   \n",
       "2012-01-02 14:17:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 14:45:00                traffic-accident   \n",
       "2012-01-02 14:55:00                  assault-simple   \n",
       "2012-01-02 14:55:00         criminal-mischief-other   \n",
       "2012-01-02 14:55:00              aggravated-assault   \n",
       "...                                             ...   \n",
       "2012-02-18 15:55:00                traffic-accident   \n",
       "2012-02-18 16:08:00                traffic-accident   \n",
       "2012-02-18 16:10:00                traffic-accident   \n",
       "2012-02-18 16:22:00    traffic-accident-hit-and-run   \n",
       "2012-02-18 16:22:00    traffic-accident-hit-and-run   \n",
       "2012-02-18 16:54:00       criminal-mischief-mtr-veh   \n",
       "2012-02-18 17:00:00      vehicular-eluding-no-chase   \n",
       "2012-02-18 17:10:00                traffic-accident   \n",
       "2012-02-18 17:14:00               weapon-other-viol   \n",
       "2012-02-18 17:23:00                 theft-from-bldg   \n",
       "2012-02-18 17:47:00                traffic-accident   \n",
       "2012-02-18 18:00:00         criminal-mischief-other   \n",
       "2012-02-18 18:55:00                traffic-accident   \n",
       "2012-02-18 19:07:00                traffic-accident   \n",
       "2012-02-18 19:34:00                traffic-accident   \n",
       "2012-02-18 19:42:00                traffic-accident   \n",
       "2012-02-18 20:14:00              aggravated-assault   \n",
       "2012-02-18 20:16:00                     theft-other   \n",
       "2012-02-18 20:26:00                traffic-accident   \n",
       "2012-02-18 20:35:00                traffic-accident   \n",
       "2012-02-18 20:44:00    traffic-accident-hit-and-run   \n",
       "2012-02-18 20:53:00    traffic-accident-hit-and-run   \n",
       "2012-02-18 21:08:00          menacing-felony-w-weap   \n",
       "2012-02-18 21:19:00    traffic-accident-hit-and-run   \n",
       "2012-02-18 21:35:00                traffic-accident   \n",
       "2012-02-18 21:57:00                traffic-accident   \n",
       "2012-02-18 22:19:00      criminal-mischief-graffiti   \n",
       "2012-02-18 22:20:00       traffic-accident-dui-duid   \n",
       "2012-02-18 22:44:00       criminal-mischief-mtr-veh   \n",
       "2012-02-18 23:27:00        theft-items-from-vehicle   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2012-01-02 00:06:00            aggravated-assault -104.816860  39.796717   \n",
       "2012-01-02 00:06:00              all-other-crimes -104.816860  39.796717   \n",
       "2012-01-02 00:16:00              traffic-accident -104.971851  39.736874   \n",
       "2012-01-02 00:47:00              traffic-accident -104.951824  39.740168   \n",
       "2012-01-02 01:35:00            aggravated-assault -104.998131  39.749922   \n",
       "2012-01-02 02:39:00            aggravated-assault -105.001480  39.770655   \n",
       "2012-01-02 03:30:00  other-crimes-against-persons -104.876943  39.702783   \n",
       "2012-01-02 04:07:00               public-disorder -104.905646  39.771597   \n",
       "2012-01-02 04:46:00                       robbery -104.932636  39.730927   \n",
       "2012-01-02 06:52:00              traffic-accident -104.959783  39.739988   \n",
       "2012-01-02 09:07:00              traffic-accident -104.977967  39.711030   \n",
       "2012-01-02 09:42:00      theft-from-motor-vehicle -104.941045  39.696077   \n",
       "2012-01-02 10:07:00              traffic-accident -104.987420  39.744885   \n",
       "2012-01-02 10:21:00                       robbery -104.987952  39.680818   \n",
       "2012-01-02 10:55:00              traffic-accident -105.039614  39.718941   \n",
       "2012-01-02 11:05:00            aggravated-assault -104.884971  39.741441   \n",
       "2012-01-02 11:32:00      theft-from-motor-vehicle -105.041071  39.699543   \n",
       "2012-01-02 11:36:00              traffic-accident -104.988837  39.740354   \n",
       "2012-01-02 12:24:00                      burglary -104.913295  39.687041   \n",
       "2012-01-02 13:15:00            aggravated-assault -104.902570  39.740933   \n",
       "2012-01-02 13:15:00               public-disorder -104.902570  39.740933   \n",
       "2012-01-02 13:44:00              traffic-accident -104.970481  39.702571   \n",
       "2012-01-02 13:58:00                       robbery -104.871739  39.654410   \n",
       "2012-01-02 13:59:00                       larceny -105.028666  39.690841   \n",
       "2012-01-02 14:04:00      theft-from-motor-vehicle -104.955218  39.726180   \n",
       "2012-01-02 14:17:00              traffic-accident -104.900944  39.783108   \n",
       "2012-01-02 14:45:00              traffic-accident -104.992401  39.711184   \n",
       "2012-01-02 14:55:00  other-crimes-against-persons -104.981966  39.740400   \n",
       "2012-01-02 14:55:00               public-disorder -104.981966  39.740400   \n",
       "2012-01-02 14:55:00            aggravated-assault -104.981966  39.740400   \n",
       "...                                           ...         ...        ...   \n",
       "2012-02-18 15:55:00              traffic-accident -104.931617  39.678462   \n",
       "2012-02-18 16:08:00              traffic-accident -105.018671  39.725320   \n",
       "2012-02-18 16:10:00              traffic-accident -104.819756  39.782096   \n",
       "2012-02-18 16:22:00              traffic-accident -104.903459  39.742601   \n",
       "2012-02-18 16:22:00              traffic-accident -104.940891  39.689578   \n",
       "2012-02-18 16:54:00               public-disorder -104.999062  39.730048   \n",
       "2012-02-18 17:00:00              all-other-crimes -105.033682  39.698518   \n",
       "2012-02-18 17:10:00              traffic-accident -105.020336  39.711167   \n",
       "2012-02-18 17:14:00              all-other-crimes -104.673812  39.849292   \n",
       "2012-02-18 17:23:00                       larceny -104.842276  39.780560   \n",
       "2012-02-18 17:47:00              traffic-accident -104.959326  39.780000   \n",
       "2012-02-18 18:00:00               public-disorder -104.880855  39.724706   \n",
       "2012-02-18 18:55:00              traffic-accident -105.011012  39.711189   \n",
       "2012-02-18 19:07:00              traffic-accident -104.903455  39.740144   \n",
       "2012-02-18 19:34:00              traffic-accident -104.994302  39.765993   \n",
       "2012-02-18 19:42:00              traffic-accident -105.098517  39.624221   \n",
       "2012-02-18 20:14:00            aggravated-assault -104.993574  39.739773   \n",
       "2012-02-18 20:16:00                       larceny -104.940910  39.774078   \n",
       "2012-02-18 20:26:00              traffic-accident -105.000324  39.747607   \n",
       "2012-02-18 20:35:00              traffic-accident -104.971852  39.768332   \n",
       "2012-02-18 20:44:00              traffic-accident -105.024676  39.712702   \n",
       "2012-02-18 20:53:00              traffic-accident -105.007465  39.695924   \n",
       "2012-02-18 21:08:00            aggravated-assault -105.008924  39.695211   \n",
       "2012-02-18 21:19:00              traffic-accident -104.979244  39.698427   \n",
       "2012-02-18 21:35:00              traffic-accident -105.060187  39.653556   \n",
       "2012-02-18 21:57:00              traffic-accident -104.974663  39.744041   \n",
       "2012-02-18 22:19:00               public-disorder -104.957558  39.766129   \n",
       "2012-02-18 22:20:00              traffic-accident -104.919946  39.761917   \n",
       "2012-02-18 22:44:00               public-disorder -105.044984  39.736776   \n",
       "2012-02-18 23:27:00      theft-from-motor-vehicle -105.009018  39.708701   \n",
       "\n",
       "                          NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                    \n",
       "2012-01-02 00:06:00             montbello         1           0  \n",
       "2012-01-02 00:06:00             montbello         1           0  \n",
       "2012-01-02 00:16:00         cheesman-park         0           1  \n",
       "2012-01-02 00:47:00         congress-park         0           1  \n",
       "2012-01-02 01:35:00         union-station         1           0  \n",
       "2012-01-02 02:39:00             sunnyside         1           0  \n",
       "2012-01-02 03:30:00               windsor         1           0  \n",
       "2012-01-02 04:07:00   northeast-park-hill         1           0  \n",
       "2012-01-02 04:46:00                  hale         1           0  \n",
       "2012-01-02 06:52:00         cheesman-park         0           1  \n",
       "2012-01-02 09:07:00  washington-park-west         0           1  \n",
       "2012-01-02 09:42:00          cory-merrill         1           0  \n",
       "2012-01-02 10:07:00                   cbd         0           1  \n",
       "2012-01-02 10:21:00              overland         1           0  \n",
       "2012-01-02 10:55:00                barnum         0           1  \n",
       "2012-01-02 11:05:00           east-colfax         1           0  \n",
       "2012-01-02 11:32:00              westwood         1           0  \n",
       "2012-01-02 11:36:00          civic-center         0           1  \n",
       "2012-01-02 12:24:00      virginia-village         1           0  \n",
       "2012-01-02 13:15:00           east-colfax         1           0  \n",
       "2012-01-02 13:15:00           east-colfax         1           0  \n",
       "2012-01-02 13:44:00       washington-park         0           1  \n",
       "2012-01-02 13:58:00               hampden         1           0  \n",
       "2012-01-02 13:59:00               mar-lee         1           0  \n",
       "2012-01-02 14:04:00         congress-park         1           0  \n",
       "2012-01-02 14:17:00             stapleton         0           1  \n",
       "2012-01-02 14:45:00                 baker         0           1  \n",
       "2012-01-02 14:55:00    north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00    north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00    north-capitol-hill         1           0  \n",
       "...                                   ...       ...         ...  \n",
       "2012-02-18 15:55:00             goldsmith         0           1  \n",
       "2012-02-18 16:08:00            sun-valley         0           1  \n",
       "2012-02-18 16:10:00             montbello         0           1  \n",
       "2012-02-18 16:22:00       south-park-hill         0           1  \n",
       "2012-02-18 16:22:00          cory-merrill         0           1  \n",
       "2012-02-18 16:54:00          lincoln-park         1           0  \n",
       "2012-02-18 17:00:00              westwood         1           0  \n",
       "2012-02-18 17:10:00           athmar-park         0           1  \n",
       "2012-02-18 17:14:00                   dia         1           0  \n",
       "2012-02-18 17:23:00             montbello         1           0  \n",
       "2012-02-18 17:47:00        elyria-swansea         0           1  \n",
       "2012-02-18 18:00:00           lowry-field         1           0  \n",
       "2012-02-18 18:55:00           athmar-park         0           1  \n",
       "2012-02-18 19:07:00             montclair         0           1  \n",
       "2012-02-18 19:34:00            globeville         0           1  \n",
       "2012-02-18 19:42:00               marston         0           1  \n",
       "2012-02-18 20:14:00          civic-center         1           0  \n",
       "2012-02-18 20:16:00        elyria-swansea         1           0  \n",
       "2012-02-18 20:26:00         union-station         0           1  \n",
       "2012-02-18 20:35:00                  cole         0           1  \n",
       "2012-02-18 20:44:00              valverde         0           1  \n",
       "2012-02-18 20:53:00             ruby-hill         0           1  \n",
       "2012-02-18 21:08:00             ruby-hill         1           0  \n",
       "2012-02-18 21:19:00  washington-park-west         0           1  \n",
       "2012-02-18 21:35:00           bear-valley         0           1  \n",
       "2012-02-18 21:57:00    north-capitol-hill         0           1  \n",
       "2012-02-18 22:19:00               clayton         1           0  \n",
       "2012-02-18 22:20:00       north-park-hill         0           1  \n",
       "2012-02-18 22:44:00           west-colfax         1           0  \n",
       "2012-02-18 23:27:00           athmar-park         1           0  \n",
       "\n",
       "[6708 rows x 7 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.first('7W') # 7 weeks; weeks ending Sunday"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
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       "    <tr>\n",
       "      <th>REPORTED_DATE</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <th>2012-01-02 00:06:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2012-01-02 00:16:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971851</td>\n",
       "      <td>39.736874</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2012-01-02 00:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.951824</td>\n",
       "      <td>39.740168</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 01:35:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.998131</td>\n",
       "      <td>39.749922</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 02:39:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.001480</td>\n",
       "      <td>39.770655</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 03:30:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.876943</td>\n",
       "      <td>39.702783</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:07:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.905646</td>\n",
       "      <td>39.771597</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:46:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.932636</td>\n",
       "      <td>39.730927</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 06:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959783</td>\n",
       "      <td>39.739988</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977967</td>\n",
       "      <td>39.711030</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:42:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.941045</td>\n",
       "      <td>39.696077</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987420</td>\n",
       "      <td>39.744885</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:21:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987952</td>\n",
       "      <td>39.680818</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:55:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.039614</td>\n",
       "      <td>39.718941</td>\n",
       "      <td>barnum</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:05:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.884971</td>\n",
       "      <td>39.741441</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.041071</td>\n",
       "      <td>39.699543</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988837</td>\n",
       "      <td>39.740354</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 12:24:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913295</td>\n",
       "      <td>39.687041</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.970481</td>\n",
       "      <td>39.702571</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.871739</td>\n",
       "      <td>39.654410</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:59:00</th>\n",
       "      <td>burglary-vending-machine</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.028666</td>\n",
       "      <td>39.690841</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:04:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.955218</td>\n",
       "      <td>39.726180</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992401</td>\n",
       "      <td>39.711184</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 19:54:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987411</td>\n",
       "      <td>39.746192</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 20:07:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.827780</td>\n",
       "      <td>39.793192</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 20:12:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.820980</td>\n",
       "      <td>39.792428</td>\n",
       "      <td>montbello</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 20:13:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.047197</td>\n",
       "      <td>39.739300</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 20:14:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.980747</td>\n",
       "      <td>39.693225</td>\n",
       "      <td>platt-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 20:31:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.025154</td>\n",
       "      <td>39.748785</td>\n",
       "      <td>jefferson-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 20:46:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.035954</td>\n",
       "      <td>39.633273</td>\n",
       "      <td>fort-logan</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 20:55:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.980508</td>\n",
       "      <td>39.739955</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 21:05:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.956187</td>\n",
       "      <td>39.767682</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 21:05:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.956187</td>\n",
       "      <td>39.767682</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 21:05:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981972</td>\n",
       "      <td>39.741057</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 21:16:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.980525</td>\n",
       "      <td>39.678567</td>\n",
       "      <td>rosedale</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:10:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.919766</td>\n",
       "      <td>39.737239</td>\n",
       "      <td>montclair</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:18:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.956503</td>\n",
       "      <td>39.770500</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:22:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.015868</td>\n",
       "      <td>39.769282</td>\n",
       "      <td>highland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:22:00</th>\n",
       "      <td>traf-vehicular-assault</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.015868</td>\n",
       "      <td>39.769282</td>\n",
       "      <td>highland</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:22:00</th>\n",
       "      <td>harassment-dv</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.015437</td>\n",
       "      <td>39.759104</td>\n",
       "      <td>highland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:23:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.025239</td>\n",
       "      <td>39.769287</td>\n",
       "      <td>highland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:28:00</th>\n",
       "      <td>theft-from-bldg</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.968223</td>\n",
       "      <td>39.749651</td>\n",
       "      <td>city-park-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:34:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.024326</td>\n",
       "      <td>39.683041</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:43:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.991611</td>\n",
       "      <td>39.717739</td>\n",
       "      <td>baker</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:45:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.030356</td>\n",
       "      <td>39.711635</td>\n",
       "      <td>barnum</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 22:49:00</th>\n",
       "      <td>drug-cocaine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.025481</td>\n",
       "      <td>39.717159</td>\n",
       "      <td>barnum</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 23:07:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.865745</td>\n",
       "      <td>39.775833</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 23:17:00</th>\n",
       "      <td>drug-methampetamine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.022715</td>\n",
       "      <td>39.678579</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 23:17:00</th>\n",
       "      <td>drug-hallucinogen-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-105.022715</td>\n",
       "      <td>39.678579</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 23:29:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.977522</td>\n",
       "      <td>39.781310</td>\n",
       "      <td>globeville</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 23:29:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-104.988838</td>\n",
       "      <td>39.686925</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 23:41:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.087598</td>\n",
       "      <td>39.638462</td>\n",
       "      <td>marston</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30 23:43:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.772712</td>\n",
       "      <td>39.781966</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>43045 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2012-01-02 00:06:00              aggravated-assault   \n",
       "2012-01-02 00:06:00  violation-of-restraining-order   \n",
       "2012-01-02 00:16:00       traffic-accident-dui-duid   \n",
       "2012-01-02 00:47:00                traffic-accident   \n",
       "2012-01-02 01:35:00              aggravated-assault   \n",
       "2012-01-02 02:39:00              aggravated-assault   \n",
       "2012-01-02 03:30:00                  assault-simple   \n",
       "2012-01-02 04:07:00         criminal-mischief-other   \n",
       "2012-01-02 04:46:00                  robbery-street   \n",
       "2012-01-02 06:52:00                traffic-accident   \n",
       "2012-01-02 09:07:00                traffic-accident   \n",
       "2012-01-02 09:42:00        theft-items-from-vehicle   \n",
       "2012-01-02 10:07:00                traffic-accident   \n",
       "2012-01-02 10:21:00                robbery-business   \n",
       "2012-01-02 10:55:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 11:05:00              aggravated-assault   \n",
       "2012-01-02 11:32:00        theft-parts-from-vehicle   \n",
       "2012-01-02 11:36:00                traffic-accident   \n",
       "2012-01-02 12:24:00     burglary-residence-no-force   \n",
       "2012-01-02 13:15:00          menacing-felony-w-weap   \n",
       "2012-01-02 13:15:00       criminal-mischief-mtr-veh   \n",
       "2012-01-02 13:44:00                traffic-accident   \n",
       "2012-01-02 13:58:00                  robbery-street   \n",
       "2012-01-02 13:59:00        burglary-vending-machine   \n",
       "2012-01-02 14:04:00        theft-items-from-vehicle   \n",
       "2012-01-02 14:17:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 14:45:00                traffic-accident   \n",
       "2012-01-02 14:55:00                  assault-simple   \n",
       "2012-01-02 14:55:00         criminal-mischief-other   \n",
       "2012-01-02 14:55:00              aggravated-assault   \n",
       "...                                             ...   \n",
       "2012-09-30 19:54:00                traffic-accident   \n",
       "2012-09-30 20:07:00                  assault-simple   \n",
       "2012-09-30 20:12:00                traffic-accident   \n",
       "2012-09-30 20:13:00     burglary-residence-by-force   \n",
       "2012-09-30 20:14:00          theft-of-motor-vehicle   \n",
       "2012-09-30 20:31:00                traffic-accident   \n",
       "2012-09-30 20:46:00        theft-items-from-vehicle   \n",
       "2012-09-30 20:55:00                  robbery-street   \n",
       "2012-09-30 21:05:00         criminal-mischief-other   \n",
       "2012-09-30 21:05:00     burglary-residence-by-force   \n",
       "2012-09-30 21:05:00                      assault-dv   \n",
       "2012-09-30 21:16:00    traffic-accident-hit-and-run   \n",
       "2012-09-30 22:10:00     burglary-residence-no-force   \n",
       "2012-09-30 22:18:00       criminal-mischief-mtr-veh   \n",
       "2012-09-30 22:22:00    traffic-accident-hit-and-run   \n",
       "2012-09-30 22:22:00          traf-vehicular-assault   \n",
       "2012-09-30 22:22:00                   harassment-dv   \n",
       "2012-09-30 22:23:00    traffic-accident-hit-and-run   \n",
       "2012-09-30 22:28:00                 theft-from-bldg   \n",
       "2012-09-30 22:34:00        theft-parts-from-vehicle   \n",
       "2012-09-30 22:43:00       criminal-mischief-mtr-veh   \n",
       "2012-09-30 22:45:00         criminal-mischief-other   \n",
       "2012-09-30 22:49:00            drug-cocaine-possess   \n",
       "2012-09-30 23:07:00    traffic-accident-hit-and-run   \n",
       "2012-09-30 23:17:00     drug-methampetamine-possess   \n",
       "2012-09-30 23:17:00       drug-hallucinogen-possess   \n",
       "2012-09-30 23:29:00                  robbery-street   \n",
       "2012-09-30 23:29:00          theft-of-motor-vehicle   \n",
       "2012-09-30 23:41:00    traffic-accident-hit-and-run   \n",
       "2012-09-30 23:43:00                robbery-business   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2012-01-02 00:06:00            aggravated-assault -104.816860  39.796717   \n",
       "2012-01-02 00:06:00              all-other-crimes -104.816860  39.796717   \n",
       "2012-01-02 00:16:00              traffic-accident -104.971851  39.736874   \n",
       "2012-01-02 00:47:00              traffic-accident -104.951824  39.740168   \n",
       "2012-01-02 01:35:00            aggravated-assault -104.998131  39.749922   \n",
       "2012-01-02 02:39:00            aggravated-assault -105.001480  39.770655   \n",
       "2012-01-02 03:30:00  other-crimes-against-persons -104.876943  39.702783   \n",
       "2012-01-02 04:07:00               public-disorder -104.905646  39.771597   \n",
       "2012-01-02 04:46:00                       robbery -104.932636  39.730927   \n",
       "2012-01-02 06:52:00              traffic-accident -104.959783  39.739988   \n",
       "2012-01-02 09:07:00              traffic-accident -104.977967  39.711030   \n",
       "2012-01-02 09:42:00      theft-from-motor-vehicle -104.941045  39.696077   \n",
       "2012-01-02 10:07:00              traffic-accident -104.987420  39.744885   \n",
       "2012-01-02 10:21:00                       robbery -104.987952  39.680818   \n",
       "2012-01-02 10:55:00              traffic-accident -105.039614  39.718941   \n",
       "2012-01-02 11:05:00            aggravated-assault -104.884971  39.741441   \n",
       "2012-01-02 11:32:00      theft-from-motor-vehicle -105.041071  39.699543   \n",
       "2012-01-02 11:36:00              traffic-accident -104.988837  39.740354   \n",
       "2012-01-02 12:24:00                      burglary -104.913295  39.687041   \n",
       "2012-01-02 13:15:00            aggravated-assault -104.902570  39.740933   \n",
       "2012-01-02 13:15:00               public-disorder -104.902570  39.740933   \n",
       "2012-01-02 13:44:00              traffic-accident -104.970481  39.702571   \n",
       "2012-01-02 13:58:00                       robbery -104.871739  39.654410   \n",
       "2012-01-02 13:59:00                       larceny -105.028666  39.690841   \n",
       "2012-01-02 14:04:00      theft-from-motor-vehicle -104.955218  39.726180   \n",
       "2012-01-02 14:17:00              traffic-accident -104.900944  39.783108   \n",
       "2012-01-02 14:45:00              traffic-accident -104.992401  39.711184   \n",
       "2012-01-02 14:55:00  other-crimes-against-persons -104.981966  39.740400   \n",
       "2012-01-02 14:55:00               public-disorder -104.981966  39.740400   \n",
       "2012-01-02 14:55:00            aggravated-assault -104.981966  39.740400   \n",
       "...                                           ...         ...        ...   \n",
       "2012-09-30 19:54:00              traffic-accident -104.987411  39.746192   \n",
       "2012-09-30 20:07:00  other-crimes-against-persons -104.827780  39.793192   \n",
       "2012-09-30 20:12:00              traffic-accident -104.820980  39.792428   \n",
       "2012-09-30 20:13:00                      burglary -105.047197  39.739300   \n",
       "2012-09-30 20:14:00                    auto-theft -104.980747  39.693225   \n",
       "2012-09-30 20:31:00              traffic-accident -105.025154  39.748785   \n",
       "2012-09-30 20:46:00      theft-from-motor-vehicle -105.035954  39.633273   \n",
       "2012-09-30 20:55:00                       robbery -104.980508  39.739955   \n",
       "2012-09-30 21:05:00               public-disorder -104.956187  39.767682   \n",
       "2012-09-30 21:05:00                      burglary -104.956187  39.767682   \n",
       "2012-09-30 21:05:00  other-crimes-against-persons -104.981972  39.741057   \n",
       "2012-09-30 21:16:00              traffic-accident -104.980525  39.678567   \n",
       "2012-09-30 22:10:00                      burglary -104.919766  39.737239   \n",
       "2012-09-30 22:18:00               public-disorder -104.956503  39.770500   \n",
       "2012-09-30 22:22:00              traffic-accident -105.015868  39.769282   \n",
       "2012-09-30 22:22:00              all-other-crimes -105.015868  39.769282   \n",
       "2012-09-30 22:22:00               public-disorder -105.015437  39.759104   \n",
       "2012-09-30 22:23:00              traffic-accident -105.025239  39.769287   \n",
       "2012-09-30 22:28:00                       larceny -104.968223  39.749651   \n",
       "2012-09-30 22:34:00      theft-from-motor-vehicle -105.024326  39.683041   \n",
       "2012-09-30 22:43:00               public-disorder -104.991611  39.717739   \n",
       "2012-09-30 22:45:00               public-disorder -105.030356  39.711635   \n",
       "2012-09-30 22:49:00                  drug-alcohol -105.025481  39.717159   \n",
       "2012-09-30 23:07:00              traffic-accident -104.865745  39.775833   \n",
       "2012-09-30 23:17:00                  drug-alcohol -105.022715  39.678579   \n",
       "2012-09-30 23:17:00                  drug-alcohol -105.022715  39.678579   \n",
       "2012-09-30 23:29:00                       robbery -104.977522  39.781310   \n",
       "2012-09-30 23:29:00                    auto-theft -104.988838  39.686925   \n",
       "2012-09-30 23:41:00              traffic-accident -105.087598  39.638462   \n",
       "2012-09-30 23:43:00                       robbery -104.772712  39.781966   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2012-01-02 00:06:00                   montbello         1           0  \n",
       "2012-01-02 00:06:00                   montbello         1           0  \n",
       "2012-01-02 00:16:00               cheesman-park         0           1  \n",
       "2012-01-02 00:47:00               congress-park         0           1  \n",
       "2012-01-02 01:35:00               union-station         1           0  \n",
       "2012-01-02 02:39:00                   sunnyside         1           0  \n",
       "2012-01-02 03:30:00                     windsor         1           0  \n",
       "2012-01-02 04:07:00         northeast-park-hill         1           0  \n",
       "2012-01-02 04:46:00                        hale         1           0  \n",
       "2012-01-02 06:52:00               cheesman-park         0           1  \n",
       "2012-01-02 09:07:00        washington-park-west         0           1  \n",
       "2012-01-02 09:42:00                cory-merrill         1           0  \n",
       "2012-01-02 10:07:00                         cbd         0           1  \n",
       "2012-01-02 10:21:00                    overland         1           0  \n",
       "2012-01-02 10:55:00                      barnum         0           1  \n",
       "2012-01-02 11:05:00                 east-colfax         1           0  \n",
       "2012-01-02 11:32:00                    westwood         1           0  \n",
       "2012-01-02 11:36:00                civic-center         0           1  \n",
       "2012-01-02 12:24:00            virginia-village         1           0  \n",
       "2012-01-02 13:15:00                 east-colfax         1           0  \n",
       "2012-01-02 13:15:00                 east-colfax         1           0  \n",
       "2012-01-02 13:44:00             washington-park         0           1  \n",
       "2012-01-02 13:58:00                     hampden         1           0  \n",
       "2012-01-02 13:59:00                     mar-lee         1           0  \n",
       "2012-01-02 14:04:00               congress-park         1           0  \n",
       "2012-01-02 14:17:00                   stapleton         0           1  \n",
       "2012-01-02 14:45:00                       baker         0           1  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00          north-capitol-hill         1           0  \n",
       "...                                         ...       ...         ...  \n",
       "2012-09-30 19:54:00                         cbd         0           1  \n",
       "2012-09-30 20:07:00                   montbello         1           0  \n",
       "2012-09-30 20:12:00                   montbello         0           1  \n",
       "2012-09-30 20:13:00                 west-colfax         1           0  \n",
       "2012-09-30 20:14:00                  platt-park         1           0  \n",
       "2012-09-30 20:31:00              jefferson-park         0           1  \n",
       "2012-09-30 20:46:00                  fort-logan         1           0  \n",
       "2012-09-30 20:55:00                capitol-hill         1           0  \n",
       "2012-09-30 21:05:00                     clayton         1           0  \n",
       "2012-09-30 21:05:00                     clayton         1           0  \n",
       "2012-09-30 21:05:00          north-capitol-hill         1           0  \n",
       "2012-09-30 21:16:00                    rosedale         0           1  \n",
       "2012-09-30 22:10:00                   montclair         1           0  \n",
       "2012-09-30 22:18:00                     clayton         1           0  \n",
       "2012-09-30 22:22:00                    highland         0           1  \n",
       "2012-09-30 22:22:00                    highland         1           1  \n",
       "2012-09-30 22:22:00                    highland         1           0  \n",
       "2012-09-30 22:23:00                    highland         0           1  \n",
       "2012-09-30 22:28:00              city-park-west         1           0  \n",
       "2012-09-30 22:34:00                   ruby-hill         1           0  \n",
       "2012-09-30 22:43:00                       baker         1           0  \n",
       "2012-09-30 22:45:00                      barnum         1           0  \n",
       "2012-09-30 22:49:00                      barnum         1           0  \n",
       "2012-09-30 23:07:00                   stapleton         0           1  \n",
       "2012-09-30 23:17:00   college-view-south-platte         1           0  \n",
       "2012-09-30 23:17:00   college-view-south-platte         1           0  \n",
       "2012-09-30 23:29:00                  globeville         1           0  \n",
       "2012-09-30 23:29:00                    overland         1           0  \n",
       "2012-09-30 23:41:00                     marston         0           1  \n",
       "2012-09-30 23:43:00  gateway-green-valley-ranch         1           0  \n",
       "\n",
       "[43045 rows x 7 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.first('3QS') # 3rd quarter start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
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       "    <tr>\n",
       "      <th>REPORTED_DATE</th>\n",
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       "      <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>2012-01-02 00:06:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <th>2012-01-02 00:06:00</th>\n",
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       "      <td>all-other-crimes</td>\n",
       "      <td>-104.816860</td>\n",
       "      <td>39.796717</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2012-01-02 00:16:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.971851</td>\n",
       "      <td>39.736874</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2012-01-02 00:47:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.951824</td>\n",
       "      <td>39.740168</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 01:35:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.998131</td>\n",
       "      <td>39.749922</td>\n",
       "      <td>union-station</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 02:39:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.001480</td>\n",
       "      <td>39.770655</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 03:30:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.876943</td>\n",
       "      <td>39.702783</td>\n",
       "      <td>windsor</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:07:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.905646</td>\n",
       "      <td>39.771597</td>\n",
       "      <td>northeast-park-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 04:46:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.932636</td>\n",
       "      <td>39.730927</td>\n",
       "      <td>hale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 06:52:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959783</td>\n",
       "      <td>39.739988</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.977967</td>\n",
       "      <td>39.711030</td>\n",
       "      <td>washington-park-west</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 09:42:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.941045</td>\n",
       "      <td>39.696077</td>\n",
       "      <td>cory-merrill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:07:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987420</td>\n",
       "      <td>39.744885</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:21:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987952</td>\n",
       "      <td>39.680818</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 10:55:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.039614</td>\n",
       "      <td>39.718941</td>\n",
       "      <td>barnum</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:05:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.884971</td>\n",
       "      <td>39.741441</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:32:00</th>\n",
       "      <td>theft-parts-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.041071</td>\n",
       "      <td>39.699543</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 11:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.988837</td>\n",
       "      <td>39.740354</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 12:24:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.913295</td>\n",
       "      <td>39.687041</td>\n",
       "      <td>virginia-village</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:15:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.902570</td>\n",
       "      <td>39.740933</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:44:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.970481</td>\n",
       "      <td>39.702571</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.871739</td>\n",
       "      <td>39.654410</td>\n",
       "      <td>hampden</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 13:59:00</th>\n",
       "      <td>burglary-vending-machine</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.028666</td>\n",
       "      <td>39.690841</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:04:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.955218</td>\n",
       "      <td>39.726180</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.900944</td>\n",
       "      <td>39.783108</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:45:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.992401</td>\n",
       "      <td>39.711184</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>criminal-mischief-other</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-01-02 14:55:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.981966</td>\n",
       "      <td>39.740400</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:05:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.891873</td>\n",
       "      <td>39.784898</td>\n",
       "      <td>stapleton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:29:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.957532</td>\n",
       "      <td>39.754818</td>\n",
       "      <td>skyland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:33:00</th>\n",
       "      <td>theft-bicycle</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.003001</td>\n",
       "      <td>39.696116</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:35:00</th>\n",
       "      <td>false-imprisonment</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.899097</td>\n",
       "      <td>39.741684</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:35:00</th>\n",
       "      <td>aggravated-assault-dv</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.899097</td>\n",
       "      <td>39.741684</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:38:00</th>\n",
       "      <td>burglary-residence-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.049099</td>\n",
       "      <td>39.697359</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:41:00</th>\n",
       "      <td>burglary-business-by-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.909127</td>\n",
       "      <td>39.678068</td>\n",
       "      <td>goldsmith</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:42:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.993517</td>\n",
       "      <td>39.733865</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:42:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.047015</td>\n",
       "      <td>39.736145</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:43:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.825776</td>\n",
       "      <td>39.778466</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:49:00</th>\n",
       "      <td>robbery-business</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-105.029192</td>\n",
       "      <td>39.710914</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:49:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-105.024693</td>\n",
       "      <td>39.704969</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:50:00</th>\n",
       "      <td>menacing-felony-w-weap</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.013806</td>\n",
       "      <td>39.761952</td>\n",
       "      <td>highland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:00:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987567</td>\n",
       "      <td>39.678519</td>\n",
       "      <td>overland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:01:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.673872</td>\n",
       "      <td>39.849342</td>\n",
       "      <td>dia</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:11:00</th>\n",
       "      <td>aggravated-assault-dv</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.891990</td>\n",
       "      <td>39.739874</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:12:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.052770</td>\n",
       "      <td>39.695152</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:29:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.053243</td>\n",
       "      <td>39.776565</td>\n",
       "      <td>berkeley</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:32:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-105.020290</td>\n",
       "      <td>39.701253</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:36:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.959222</td>\n",
       "      <td>39.718275</td>\n",
       "      <td>cherry-creek</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:43:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-104.886151</td>\n",
       "      <td>39.738205</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:45:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.833899</td>\n",
       "      <td>39.788159</td>\n",
       "      <td>montbello</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:58:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.987787</td>\n",
       "      <td>39.751182</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:58:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-105.029322</td>\n",
       "      <td>39.750913</td>\n",
       "      <td>sloan-lake</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 23:02:00</th>\n",
       "      <td>theft-bicycle</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-105.014388</td>\n",
       "      <td>39.711881</td>\n",
       "      <td>valverde</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 23:13:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.973097</td>\n",
       "      <td>39.740032</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 23:14:00</th>\n",
       "      <td>burglary-residence-no-force</td>\n",
       "      <td>burglary</td>\n",
       "      <td>-104.960898</td>\n",
       "      <td>39.697153</td>\n",
       "      <td>washington-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 23:39:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-105.002180</td>\n",
       "      <td>39.769714</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 23:41:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.024681</td>\n",
       "      <td>39.673642</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 00:05:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.985759</td>\n",
       "      <td>39.732297</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>56897 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2012-01-02 00:06:00              aggravated-assault   \n",
       "2012-01-02 00:06:00  violation-of-restraining-order   \n",
       "2012-01-02 00:16:00       traffic-accident-dui-duid   \n",
       "2012-01-02 00:47:00                traffic-accident   \n",
       "2012-01-02 01:35:00              aggravated-assault   \n",
       "2012-01-02 02:39:00              aggravated-assault   \n",
       "2012-01-02 03:30:00                  assault-simple   \n",
       "2012-01-02 04:07:00         criminal-mischief-other   \n",
       "2012-01-02 04:46:00                  robbery-street   \n",
       "2012-01-02 06:52:00                traffic-accident   \n",
       "2012-01-02 09:07:00                traffic-accident   \n",
       "2012-01-02 09:42:00        theft-items-from-vehicle   \n",
       "2012-01-02 10:07:00                traffic-accident   \n",
       "2012-01-02 10:21:00                robbery-business   \n",
       "2012-01-02 10:55:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 11:05:00              aggravated-assault   \n",
       "2012-01-02 11:32:00        theft-parts-from-vehicle   \n",
       "2012-01-02 11:36:00                traffic-accident   \n",
       "2012-01-02 12:24:00     burglary-residence-no-force   \n",
       "2012-01-02 13:15:00          menacing-felony-w-weap   \n",
       "2012-01-02 13:15:00       criminal-mischief-mtr-veh   \n",
       "2012-01-02 13:44:00                traffic-accident   \n",
       "2012-01-02 13:58:00                  robbery-street   \n",
       "2012-01-02 13:59:00        burglary-vending-machine   \n",
       "2012-01-02 14:04:00        theft-items-from-vehicle   \n",
       "2012-01-02 14:17:00    traffic-accident-hit-and-run   \n",
       "2012-01-02 14:45:00                traffic-accident   \n",
       "2012-01-02 14:55:00                  assault-simple   \n",
       "2012-01-02 14:55:00         criminal-mischief-other   \n",
       "2012-01-02 14:55:00              aggravated-assault   \n",
       "...                                             ...   \n",
       "2012-12-30 21:05:00        theft-items-from-vehicle   \n",
       "2012-12-30 21:29:00     burglary-residence-no-force   \n",
       "2012-12-30 21:33:00                   theft-bicycle   \n",
       "2012-12-30 21:35:00              false-imprisonment   \n",
       "2012-12-30 21:35:00           aggravated-assault-dv   \n",
       "2012-12-30 21:38:00     burglary-residence-by-force   \n",
       "2012-12-30 21:41:00      burglary-business-by-force   \n",
       "2012-12-30 21:42:00    traffic-accident-hit-and-run   \n",
       "2012-12-30 21:42:00    traffic-accident-hit-and-run   \n",
       "2012-12-30 21:43:00          menacing-felony-w-weap   \n",
       "2012-12-30 21:49:00                robbery-business   \n",
       "2012-12-30 21:49:00        theft-items-from-vehicle   \n",
       "2012-12-30 21:50:00          menacing-felony-w-weap   \n",
       "2012-12-30 22:00:00                traffic-accident   \n",
       "2012-12-30 22:01:00                traffic-accident   \n",
       "2012-12-30 22:11:00           aggravated-assault-dv   \n",
       "2012-12-30 22:12:00  violation-of-restraining-order   \n",
       "2012-12-30 22:29:00                traffic-accident   \n",
       "2012-12-30 22:32:00                  robbery-street   \n",
       "2012-12-30 22:36:00                traffic-accident   \n",
       "2012-12-30 22:43:00              aggravated-assault   \n",
       "2012-12-30 22:45:00    traffic-accident-hit-and-run   \n",
       "2012-12-30 22:58:00                  robbery-street   \n",
       "2012-12-30 22:58:00     burglary-residence-no-force   \n",
       "2012-12-30 23:02:00                   theft-bicycle   \n",
       "2012-12-30 23:13:00                traffic-accident   \n",
       "2012-12-30 23:14:00     burglary-residence-no-force   \n",
       "2012-12-30 23:39:00          theft-of-motor-vehicle   \n",
       "2012-12-30 23:41:00                traffic-accident   \n",
       "2012-12-31 00:05:00                  assault-simple   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2012-01-02 00:06:00            aggravated-assault -104.816860  39.796717   \n",
       "2012-01-02 00:06:00              all-other-crimes -104.816860  39.796717   \n",
       "2012-01-02 00:16:00              traffic-accident -104.971851  39.736874   \n",
       "2012-01-02 00:47:00              traffic-accident -104.951824  39.740168   \n",
       "2012-01-02 01:35:00            aggravated-assault -104.998131  39.749922   \n",
       "2012-01-02 02:39:00            aggravated-assault -105.001480  39.770655   \n",
       "2012-01-02 03:30:00  other-crimes-against-persons -104.876943  39.702783   \n",
       "2012-01-02 04:07:00               public-disorder -104.905646  39.771597   \n",
       "2012-01-02 04:46:00                       robbery -104.932636  39.730927   \n",
       "2012-01-02 06:52:00              traffic-accident -104.959783  39.739988   \n",
       "2012-01-02 09:07:00              traffic-accident -104.977967  39.711030   \n",
       "2012-01-02 09:42:00      theft-from-motor-vehicle -104.941045  39.696077   \n",
       "2012-01-02 10:07:00              traffic-accident -104.987420  39.744885   \n",
       "2012-01-02 10:21:00                       robbery -104.987952  39.680818   \n",
       "2012-01-02 10:55:00              traffic-accident -105.039614  39.718941   \n",
       "2012-01-02 11:05:00            aggravated-assault -104.884971  39.741441   \n",
       "2012-01-02 11:32:00      theft-from-motor-vehicle -105.041071  39.699543   \n",
       "2012-01-02 11:36:00              traffic-accident -104.988837  39.740354   \n",
       "2012-01-02 12:24:00                      burglary -104.913295  39.687041   \n",
       "2012-01-02 13:15:00            aggravated-assault -104.902570  39.740933   \n",
       "2012-01-02 13:15:00               public-disorder -104.902570  39.740933   \n",
       "2012-01-02 13:44:00              traffic-accident -104.970481  39.702571   \n",
       "2012-01-02 13:58:00                       robbery -104.871739  39.654410   \n",
       "2012-01-02 13:59:00                       larceny -105.028666  39.690841   \n",
       "2012-01-02 14:04:00      theft-from-motor-vehicle -104.955218  39.726180   \n",
       "2012-01-02 14:17:00              traffic-accident -104.900944  39.783108   \n",
       "2012-01-02 14:45:00              traffic-accident -104.992401  39.711184   \n",
       "2012-01-02 14:55:00  other-crimes-against-persons -104.981966  39.740400   \n",
       "2012-01-02 14:55:00               public-disorder -104.981966  39.740400   \n",
       "2012-01-02 14:55:00            aggravated-assault -104.981966  39.740400   \n",
       "...                                           ...         ...        ...   \n",
       "2012-12-30 21:05:00      theft-from-motor-vehicle -104.891873  39.784898   \n",
       "2012-12-30 21:29:00                      burglary -104.957532  39.754818   \n",
       "2012-12-30 21:33:00                       larceny -105.003001  39.696116   \n",
       "2012-12-30 21:35:00              all-other-crimes -104.899097  39.741684   \n",
       "2012-12-30 21:35:00            aggravated-assault -104.899097  39.741684   \n",
       "2012-12-30 21:38:00                      burglary -105.049099  39.697359   \n",
       "2012-12-30 21:41:00                      burglary -104.909127  39.678068   \n",
       "2012-12-30 21:42:00              traffic-accident -104.993517  39.733865   \n",
       "2012-12-30 21:42:00              traffic-accident -105.047015  39.736145   \n",
       "2012-12-30 21:43:00            aggravated-assault -104.825776  39.778466   \n",
       "2012-12-30 21:49:00                       robbery -105.029192  39.710914   \n",
       "2012-12-30 21:49:00      theft-from-motor-vehicle -105.024693  39.704969   \n",
       "2012-12-30 21:50:00            aggravated-assault -105.013806  39.761952   \n",
       "2012-12-30 22:00:00              traffic-accident -104.987567  39.678519   \n",
       "2012-12-30 22:01:00              traffic-accident -104.673872  39.849342   \n",
       "2012-12-30 22:11:00            aggravated-assault -104.891990  39.739874   \n",
       "2012-12-30 22:12:00              all-other-crimes -105.052770  39.695152   \n",
       "2012-12-30 22:29:00              traffic-accident -105.053243  39.776565   \n",
       "2012-12-30 22:32:00                       robbery -105.020290  39.701253   \n",
       "2012-12-30 22:36:00              traffic-accident -104.959222  39.718275   \n",
       "2012-12-30 22:43:00            aggravated-assault -104.886151  39.738205   \n",
       "2012-12-30 22:45:00              traffic-accident -104.833899  39.788159   \n",
       "2012-12-30 22:58:00                       robbery -104.987787  39.751182   \n",
       "2012-12-30 22:58:00                      burglary -105.029322  39.750913   \n",
       "2012-12-30 23:02:00                       larceny -105.014388  39.711881   \n",
       "2012-12-30 23:13:00              traffic-accident -104.973097  39.740032   \n",
       "2012-12-30 23:14:00                      burglary -104.960898  39.697153   \n",
       "2012-12-30 23:39:00                    auto-theft -105.002180  39.769714   \n",
       "2012-12-30 23:41:00              traffic-accident -105.024681  39.673642   \n",
       "2012-12-31 00:05:00  other-crimes-against-persons -104.985759  39.732297   \n",
       "\n",
       "                               NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                         \n",
       "2012-01-02 00:06:00                  montbello         1           0  \n",
       "2012-01-02 00:06:00                  montbello         1           0  \n",
       "2012-01-02 00:16:00              cheesman-park         0           1  \n",
       "2012-01-02 00:47:00              congress-park         0           1  \n",
       "2012-01-02 01:35:00              union-station         1           0  \n",
       "2012-01-02 02:39:00                  sunnyside         1           0  \n",
       "2012-01-02 03:30:00                    windsor         1           0  \n",
       "2012-01-02 04:07:00        northeast-park-hill         1           0  \n",
       "2012-01-02 04:46:00                       hale         1           0  \n",
       "2012-01-02 06:52:00              cheesman-park         0           1  \n",
       "2012-01-02 09:07:00       washington-park-west         0           1  \n",
       "2012-01-02 09:42:00               cory-merrill         1           0  \n",
       "2012-01-02 10:07:00                        cbd         0           1  \n",
       "2012-01-02 10:21:00                   overland         1           0  \n",
       "2012-01-02 10:55:00                     barnum         0           1  \n",
       "2012-01-02 11:05:00                east-colfax         1           0  \n",
       "2012-01-02 11:32:00                   westwood         1           0  \n",
       "2012-01-02 11:36:00               civic-center         0           1  \n",
       "2012-01-02 12:24:00           virginia-village         1           0  \n",
       "2012-01-02 13:15:00                east-colfax         1           0  \n",
       "2012-01-02 13:15:00                east-colfax         1           0  \n",
       "2012-01-02 13:44:00            washington-park         0           1  \n",
       "2012-01-02 13:58:00                    hampden         1           0  \n",
       "2012-01-02 13:59:00                    mar-lee         1           0  \n",
       "2012-01-02 14:04:00              congress-park         1           0  \n",
       "2012-01-02 14:17:00                  stapleton         0           1  \n",
       "2012-01-02 14:45:00                      baker         0           1  \n",
       "2012-01-02 14:55:00         north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00         north-capitol-hill         1           0  \n",
       "2012-01-02 14:55:00         north-capitol-hill         1           0  \n",
       "...                                        ...       ...         ...  \n",
       "2012-12-30 21:05:00                  stapleton         1           0  \n",
       "2012-12-30 21:29:00                    skyland         1           0  \n",
       "2012-12-30 21:33:00                  ruby-hill         1           0  \n",
       "2012-12-30 21:35:00                east-colfax         1           0  \n",
       "2012-12-30 21:35:00                east-colfax         1           0  \n",
       "2012-12-30 21:38:00                   westwood         1           0  \n",
       "2012-12-30 21:41:00                  goldsmith         1           0  \n",
       "2012-12-30 21:42:00               civic-center         0           1  \n",
       "2012-12-30 21:42:00                west-colfax         0           1  \n",
       "2012-12-30 21:43:00                  montbello         1           0  \n",
       "2012-12-30 21:49:00                   westwood         1           0  \n",
       "2012-12-30 21:49:00                athmar-park         1           0  \n",
       "2012-12-30 21:50:00                   highland         1           0  \n",
       "2012-12-30 22:00:00                   overland         0           1  \n",
       "2012-12-30 22:01:00                        dia         0           1  \n",
       "2012-12-30 22:11:00                east-colfax         1           0  \n",
       "2012-12-30 22:12:00                    mar-lee         1           0  \n",
       "2012-12-30 22:29:00                   berkeley         0           1  \n",
       "2012-12-30 22:32:00                athmar-park         1           0  \n",
       "2012-12-30 22:36:00               cherry-creek         0           1  \n",
       "2012-12-30 22:43:00                east-colfax         1           0  \n",
       "2012-12-30 22:45:00                  montbello         0           1  \n",
       "2012-12-30 22:58:00                five-points         1           0  \n",
       "2012-12-30 22:58:00                 sloan-lake         1           0  \n",
       "2012-12-30 23:02:00                   valverde         1           0  \n",
       "2012-12-30 23:13:00               capitol-hill         0           1  \n",
       "2012-12-30 23:14:00            washington-park         1           0  \n",
       "2012-12-30 23:39:00                  sunnyside         1           0  \n",
       "2012-12-30 23:41:00  college-view-south-platte         0           1  \n",
       "2012-12-31 00:05:00               capitol-hill         1           0  \n",
       "\n",
       "[56897 rows x 7 columns]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.first('A') # one year end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
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       "      <th>2014-06-29 02:01:00</th>\n",
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       "      <td>traffic-accident</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2014-06-29 02:18:00</th>\n",
       "      <td>curfew</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.001552</td>\n",
       "      <td>39.769505</td>\n",
       "      <td>sunnyside</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2014-06-29 04:17:00</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>-105.018557</td>\n",
       "      <td>39.679229</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <th>2014-06-29 04:22:00</th>\n",
       "      <td>violation-of-restraining-order</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.972447</td>\n",
       "      <td>39.739449</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2014-06-29 02:56:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.052956</td>\n",
       "      <td>39.733315</td>\n",
       "      <td>villa-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 04:54:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.994621</td>\n",
       "      <td>39.746857</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 03:56:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.956140</td>\n",
       "      <td>39.741610</td>\n",
       "      <td>city-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-29 03:42:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.025065</td>\n",
       "      <td>39.693108</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-07-05 03:48:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.976148</td>\n",
       "      <td>39.737660</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-07-20 04:54:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.956199</td>\n",
       "      <td>39.767945</td>\n",
       "      <td>clayton</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-16 02:25:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.905368</td>\n",
       "      <td>39.701599</td>\n",
       "      <td>washington-virginia-vale</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2014-03-23 04:38:00</th>\n",
       "      <td>curfew</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.939598</td>\n",
       "      <td>39.674819</td>\n",
       "      <td>university-hills</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-05-29 03:34:00</th>\n",
       "      <td>liquor-possession</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.970819</td>\n",
       "      <td>39.740796</td>\n",
       "      <td>city-park-west</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-03-02 04:02:00</th>\n",
       "      <td>drug-pcs-other-drug</td>\n",
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       "      <td>-105.024955</td>\n",
       "      <td>39.782299</td>\n",
       "      <td>sunnyside</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-12-16 02:48:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.040589</td>\n",
       "      <td>39.732938</td>\n",
       "      <td>villa-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-16 02:27:00</th>\n",
       "      <td>traf-vehicular-assault</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.987977</td>\n",
       "      <td>39.673944</td>\n",
       "      <td>overland</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-16 04:50:00</th>\n",
       "      <td>sex-aslt-rape</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>gateway-green-valley-ranch</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-16 04:54:00</th>\n",
       "      <td>assault-dv</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-105.026661</td>\n",
       "      <td>39.785287</td>\n",
       "      <td>regis</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-16 04:02:00</th>\n",
       "      <td>criminal-mischief-mtr-veh</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-105.048573</td>\n",
       "      <td>39.704994</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-16 04:25:00</th>\n",
       "      <td>public-order-crimes-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.987485</td>\n",
       "      <td>39.739897</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-11-16 04:59:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.003843</td>\n",
       "      <td>39.696644</td>\n",
       "      <td>ruby-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-23 02:58:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.987404</td>\n",
       "      <td>39.729095</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-01-03 02:01:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.990480</td>\n",
       "      <td>39.728076</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-04-14 02:17:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.890325</td>\n",
       "      <td>39.705593</td>\n",
       "      <td>windsor</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-04-14 03:17:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.966683</td>\n",
       "      <td>39.781936</td>\n",
       "      <td>elyria-swansea</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-03-07 04:09:00</th>\n",
       "      <td>robbery-street</td>\n",
       "      <td>robbery</td>\n",
       "      <td>-104.980822</td>\n",
       "      <td>39.740291</td>\n",
       "      <td>north-capitol-hill</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-04-21 02:08:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.990998</td>\n",
       "      <td>39.739940</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-04-21 02:13:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.989557</td>\n",
       "      <td>39.780108</td>\n",
       "      <td>globeville</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-04-21 03:13:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.992838</td>\n",
       "      <td>39.739262</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-24 04:01:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.940654</td>\n",
       "      <td>39.743753</td>\n",
       "      <td>city-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-15 03:18:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.894030</td>\n",
       "      <td>39.741976</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-20 03:41:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.988424</td>\n",
       "      <td>39.753477</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-20 02:26:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.032047</td>\n",
       "      <td>39.732037</td>\n",
       "      <td>villa-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 03:00:00</th>\n",
       "      <td>curfew</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>-104.966256</td>\n",
       "      <td>39.732830</td>\n",
       "      <td>cheesman-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-26 02:00:00</th>\n",
       "      <td>public-order-crimes-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.992786</td>\n",
       "      <td>39.729733</td>\n",
       "      <td>lincoln-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-25 02:44:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.915608</td>\n",
       "      <td>39.738264</td>\n",
       "      <td>montclair</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-25 03:00:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.998694</td>\n",
       "      <td>39.758646</td>\n",
       "      <td>five-points</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-15 03:00:00</th>\n",
       "      <td>vehicular-eluding-no-chase</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.847005</td>\n",
       "      <td>39.789635</td>\n",
       "      <td>montbello</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 02:46:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.053207</td>\n",
       "      <td>39.740352</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 02:13:00</th>\n",
       "      <td>traf-other</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.039328</td>\n",
       "      <td>39.740342</td>\n",
       "      <td>west-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-28 03:48:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.022376</td>\n",
       "      <td>39.763464</td>\n",
       "      <td>highland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 04:03:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.987485</td>\n",
       "      <td>39.677612</td>\n",
       "      <td>rosedale</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 02:43:00</th>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.982328</td>\n",
       "      <td>39.740023</td>\n",
       "      <td>capitol-hill</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-24 03:05:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.993624</td>\n",
       "      <td>39.774204</td>\n",
       "      <td>globeville</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-24 02:28:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.036062</td>\n",
       "      <td>39.703974</td>\n",
       "      <td>westwood</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-23 02:42:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.942888</td>\n",
       "      <td>39.738325</td>\n",
       "      <td>congress-park</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-16 02:22:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.990847</td>\n",
       "      <td>39.722540</td>\n",
       "      <td>baker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-22 02:41:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.040132</td>\n",
       "      <td>39.684981</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 04:47:00</th>\n",
       "      <td>weapon-unlawful-discharge-of</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-105.045717</td>\n",
       "      <td>39.696599</td>\n",
       "      <td>mar-lee</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-27 02:19:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.987391</td>\n",
       "      <td>39.740059</td>\n",
       "      <td>civic-center</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-24 04:40:00</th>\n",
       "      <td>criminal-trespassing</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>-104.991126</td>\n",
       "      <td>39.746738</td>\n",
       "      <td>cbd</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-24 02:00:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-104.880560</td>\n",
       "      <td>39.651777</td>\n",
       "      <td>hampden-south</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-25 02:28:00</th>\n",
       "      <td>drug-methampetamine-possess</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>-104.993551</td>\n",
       "      <td>39.714813</td>\n",
       "      <td>baker</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-12 04:06:00</th>\n",
       "      <td>theft-other</td>\n",
       "      <td>larceny</td>\n",
       "      <td>-104.961225</td>\n",
       "      <td>39.769028</td>\n",
       "      <td>cole</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-25 04:41:00</th>\n",
       "      <td>theft-items-from-vehicle</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>-104.880586</td>\n",
       "      <td>39.645164</td>\n",
       "      <td>hampden-south</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-13 04:17:00</th>\n",
       "      <td>theft-of-motor-vehicle</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>-105.028694</td>\n",
       "      <td>39.708288</td>\n",
       "      <td>westwood</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-13 02:21:00</th>\n",
       "      <td>assault-simple</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>-104.925733</td>\n",
       "      <td>39.654184</td>\n",
       "      <td>university-hills</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-13 03:21:00</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.010711</td>\n",
       "      <td>39.757385</td>\n",
       "      <td>highland</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-13 02:15:00</th>\n",
       "      <td>traffic-accident-hit-and-run</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>-105.043950</td>\n",
       "      <td>39.787436</td>\n",
       "      <td>regis</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29078 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    OFFENSE_TYPE_ID  \\\n",
       "REPORTED_DATE                                         \n",
       "2014-06-29 02:01:00       traffic-accident-dui-duid   \n",
       "2014-06-29 02:00:00            disturbing-the-peace   \n",
       "2014-06-29 02:18:00                          curfew   \n",
       "2014-06-29 04:17:00              aggravated-assault   \n",
       "2014-06-29 04:22:00  violation-of-restraining-order   \n",
       "2014-06-29 02:56:00       traffic-accident-dui-duid   \n",
       "2014-06-29 04:54:00                      assault-dv   \n",
       "2014-06-29 03:56:00            criminal-trespassing   \n",
       "2014-06-29 03:42:00    traffic-accident-hit-and-run   \n",
       "2013-07-05 03:48:00                      assault-dv   \n",
       "2013-07-20 04:54:00                      assault-dv   \n",
       "2014-01-16 02:25:00                      assault-dv   \n",
       "2014-03-23 04:38:00                          curfew   \n",
       "2014-05-29 03:34:00               liquor-possession   \n",
       "2014-03-02 04:02:00             drug-pcs-other-drug   \n",
       "2013-12-16 02:48:00                      traf-other   \n",
       "2013-11-16 02:27:00          traf-vehicular-assault   \n",
       "2013-11-16 04:50:00                   sex-aslt-rape   \n",
       "2013-11-16 04:54:00                      assault-dv   \n",
       "2013-11-16 04:02:00       criminal-mischief-mtr-veh   \n",
       "2013-11-16 04:25:00       public-order-crimes-other   \n",
       "2013-11-16 04:59:00       traffic-accident-dui-duid   \n",
       "2014-06-23 02:58:00                      traf-other   \n",
       "2014-01-03 02:01:00            criminal-trespassing   \n",
       "2014-04-14 02:17:00    traffic-accident-hit-and-run   \n",
       "2014-04-14 03:17:00                      traf-other   \n",
       "2014-03-07 04:09:00                  robbery-street   \n",
       "2014-04-21 02:08:00                      traf-other   \n",
       "2014-04-21 02:13:00                      traf-other   \n",
       "2014-04-21 03:13:00                      traf-other   \n",
       "...                                             ...   \n",
       "2017-09-24 04:01:00                traffic-accident   \n",
       "2017-09-15 03:18:00    traffic-accident-hit-and-run   \n",
       "2017-09-20 03:41:00                  assault-simple   \n",
       "2017-09-20 02:26:00                      traf-other   \n",
       "2017-08-28 03:00:00                          curfew   \n",
       "2017-08-26 02:00:00       public-order-crimes-other   \n",
       "2017-09-25 02:44:00                      traf-other   \n",
       "2017-09-25 03:00:00            criminal-trespassing   \n",
       "2017-09-15 03:00:00      vehicular-eluding-no-chase   \n",
       "2017-08-27 02:46:00                      traf-other   \n",
       "2017-08-27 02:13:00                      traf-other   \n",
       "2017-08-28 03:48:00            criminal-trespassing   \n",
       "2017-08-27 04:03:00    traffic-accident-hit-and-run   \n",
       "2017-08-27 02:43:00                traffic-accident   \n",
       "2017-09-24 03:05:00            criminal-trespassing   \n",
       "2017-09-24 02:28:00    traffic-accident-hit-and-run   \n",
       "2017-09-23 02:42:00    traffic-accident-hit-and-run   \n",
       "2017-09-16 02:22:00    traffic-accident-hit-and-run   \n",
       "2017-09-22 02:41:00    traffic-accident-hit-and-run   \n",
       "2017-08-27 04:47:00    weapon-unlawful-discharge-of   \n",
       "2017-08-27 02:19:00                     theft-other   \n",
       "2017-09-24 04:40:00            criminal-trespassing   \n",
       "2017-09-24 02:00:00    traffic-accident-hit-and-run   \n",
       "2017-09-25 02:28:00     drug-methampetamine-possess   \n",
       "2017-09-12 04:06:00                     theft-other   \n",
       "2017-08-25 04:41:00        theft-items-from-vehicle   \n",
       "2017-09-13 04:17:00          theft-of-motor-vehicle   \n",
       "2017-09-13 02:21:00                  assault-simple   \n",
       "2017-09-13 03:21:00       traffic-accident-dui-duid   \n",
       "2017-09-13 02:15:00    traffic-accident-hit-and-run   \n",
       "\n",
       "                              OFFENSE_CATEGORY_ID     GEO_LON    GEO_LAT  \\\n",
       "REPORTED_DATE                                                              \n",
       "2014-06-29 02:01:00              traffic-accident -105.000149  39.745753   \n",
       "2014-06-29 02:00:00               public-disorder -105.020719  39.706674   \n",
       "2014-06-29 02:18:00               public-disorder -105.001552  39.769505   \n",
       "2014-06-29 04:17:00            aggravated-assault -105.018557  39.679229   \n",
       "2014-06-29 04:22:00              all-other-crimes -104.972447  39.739449   \n",
       "2014-06-29 02:56:00              traffic-accident -105.052956  39.733315   \n",
       "2014-06-29 04:54:00  other-crimes-against-persons -104.994621  39.746857   \n",
       "2014-06-29 03:56:00              all-other-crimes -104.956140  39.741610   \n",
       "2014-06-29 03:42:00              traffic-accident -105.025065  39.693108   \n",
       "2013-07-05 03:48:00  other-crimes-against-persons -104.976148  39.737660   \n",
       "2013-07-20 04:54:00  other-crimes-against-persons -104.956199  39.767945   \n",
       "2014-01-16 02:25:00  other-crimes-against-persons -104.905368  39.701599   \n",
       "2014-03-23 04:38:00               public-disorder -104.939598  39.674819   \n",
       "2014-05-29 03:34:00                  drug-alcohol -104.970819  39.740796   \n",
       "2014-03-02 04:02:00                  drug-alcohol -105.024955  39.782299   \n",
       "2013-12-16 02:48:00              all-other-crimes -105.040589  39.732938   \n",
       "2013-11-16 02:27:00              all-other-crimes -104.987977  39.673944   \n",
       "2013-11-16 04:50:00                sexual-assault         NaN        NaN   \n",
       "2013-11-16 04:54:00  other-crimes-against-persons -105.026661  39.785287   \n",
       "2013-11-16 04:02:00               public-disorder -105.048573  39.704994   \n",
       "2013-11-16 04:25:00              all-other-crimes -104.987485  39.739897   \n",
       "2013-11-16 04:59:00              traffic-accident -105.003843  39.696644   \n",
       "2014-06-23 02:58:00              all-other-crimes -104.987404  39.729095   \n",
       "2014-01-03 02:01:00              all-other-crimes -104.990480  39.728076   \n",
       "2014-04-14 02:17:00              traffic-accident -104.890325  39.705593   \n",
       "2014-04-14 03:17:00              all-other-crimes -104.966683  39.781936   \n",
       "2014-03-07 04:09:00                       robbery -104.980822  39.740291   \n",
       "2014-04-21 02:08:00              all-other-crimes -104.990998  39.739940   \n",
       "2014-04-21 02:13:00              all-other-crimes -104.989557  39.780108   \n",
       "2014-04-21 03:13:00              all-other-crimes -104.992838  39.739262   \n",
       "...                                           ...         ...        ...   \n",
       "2017-09-24 04:01:00              traffic-accident -104.940654  39.743753   \n",
       "2017-09-15 03:18:00              traffic-accident -104.894030  39.741976   \n",
       "2017-09-20 03:41:00  other-crimes-against-persons -104.988424  39.753477   \n",
       "2017-09-20 02:26:00              all-other-crimes -105.032047  39.732037   \n",
       "2017-08-28 03:00:00               public-disorder -104.966256  39.732830   \n",
       "2017-08-26 02:00:00              all-other-crimes -104.992786  39.729733   \n",
       "2017-09-25 02:44:00              all-other-crimes -104.915608  39.738264   \n",
       "2017-09-25 03:00:00              all-other-crimes -104.998694  39.758646   \n",
       "2017-09-15 03:00:00              all-other-crimes -104.847005  39.789635   \n",
       "2017-08-27 02:46:00              all-other-crimes -105.053207  39.740352   \n",
       "2017-08-27 02:13:00              all-other-crimes -105.039328  39.740342   \n",
       "2017-08-28 03:48:00              all-other-crimes -105.022376  39.763464   \n",
       "2017-08-27 04:03:00              traffic-accident -104.987485  39.677612   \n",
       "2017-08-27 02:43:00              traffic-accident -104.982328  39.740023   \n",
       "2017-09-24 03:05:00              all-other-crimes -104.993624  39.774204   \n",
       "2017-09-24 02:28:00              traffic-accident -105.036062  39.703974   \n",
       "2017-09-23 02:42:00              traffic-accident -104.942888  39.738325   \n",
       "2017-09-16 02:22:00              traffic-accident -104.990847  39.722540   \n",
       "2017-09-22 02:41:00              traffic-accident -105.040132  39.684981   \n",
       "2017-08-27 04:47:00              all-other-crimes -105.045717  39.696599   \n",
       "2017-08-27 02:19:00                       larceny -104.987391  39.740059   \n",
       "2017-09-24 04:40:00              all-other-crimes -104.991126  39.746738   \n",
       "2017-09-24 02:00:00              traffic-accident -104.880560  39.651777   \n",
       "2017-09-25 02:28:00                  drug-alcohol -104.993551  39.714813   \n",
       "2017-09-12 04:06:00                       larceny -104.961225  39.769028   \n",
       "2017-08-25 04:41:00      theft-from-motor-vehicle -104.880586  39.645164   \n",
       "2017-09-13 04:17:00                    auto-theft -105.028694  39.708288   \n",
       "2017-09-13 02:21:00  other-crimes-against-persons -104.925733  39.654184   \n",
       "2017-09-13 03:21:00              traffic-accident -105.010711  39.757385   \n",
       "2017-09-13 02:15:00              traffic-accident -105.043950  39.787436   \n",
       "\n",
       "                                NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "REPORTED_DATE                                                          \n",
       "2014-06-29 02:01:00                         cbd         0           1  \n",
       "2014-06-29 02:00:00                 athmar-park         1           0  \n",
       "2014-06-29 02:18:00                   sunnyside         1           0  \n",
       "2014-06-29 04:17:00   college-view-south-platte         1           0  \n",
       "2014-06-29 04:22:00               cheesman-park         1           0  \n",
       "2014-06-29 02:56:00                  villa-park         0           1  \n",
       "2014-06-29 04:54:00                         cbd         1           0  \n",
       "2014-06-29 03:56:00                   city-park         1           0  \n",
       "2014-06-29 03:42:00                     mar-lee         0           1  \n",
       "2013-07-05 03:48:00                capitol-hill         1           0  \n",
       "2013-07-20 04:54:00                     clayton         1           0  \n",
       "2014-01-16 02:25:00    washington-virginia-vale         1           0  \n",
       "2014-03-23 04:38:00            university-hills         1           0  \n",
       "2014-05-29 03:34:00              city-park-west         1           0  \n",
       "2014-03-02 04:02:00                   sunnyside         1           0  \n",
       "2013-12-16 02:48:00                  villa-park         1           0  \n",
       "2013-11-16 02:27:00                    overland         1           1  \n",
       "2013-11-16 04:50:00  gateway-green-valley-ranch         1           0  \n",
       "2013-11-16 04:54:00                       regis         1           0  \n",
       "2013-11-16 04:02:00                    westwood         1           0  \n",
       "2013-11-16 04:25:00                civic-center         1           0  \n",
       "2013-11-16 04:59:00                   ruby-hill         0           1  \n",
       "2014-06-23 02:58:00                capitol-hill         1           0  \n",
       "2014-01-03 02:01:00                lincoln-park         1           0  \n",
       "2014-04-14 02:17:00                     windsor         0           1  \n",
       "2014-04-14 03:17:00              elyria-swansea         1           0  \n",
       "2014-03-07 04:09:00          north-capitol-hill         1           0  \n",
       "2014-04-21 02:08:00                civic-center         1           0  \n",
       "2014-04-21 02:13:00                  globeville         1           0  \n",
       "2014-04-21 03:13:00                civic-center         1           0  \n",
       "...                                         ...       ...         ...  \n",
       "2017-09-24 04:01:00                   city-park         0           1  \n",
       "2017-09-15 03:18:00                 east-colfax         0           1  \n",
       "2017-09-20 03:41:00                 five-points         1           0  \n",
       "2017-09-20 02:26:00                  villa-park         1           0  \n",
       "2017-08-28 03:00:00               cheesman-park         1           0  \n",
       "2017-08-26 02:00:00                lincoln-park         1           0  \n",
       "2017-09-25 02:44:00                   montclair         1           0  \n",
       "2017-09-25 03:00:00                 five-points         1           0  \n",
       "2017-09-15 03:00:00                   montbello         1           0  \n",
       "2017-08-27 02:46:00                 west-colfax         1           0  \n",
       "2017-08-27 02:13:00                 west-colfax         1           0  \n",
       "2017-08-28 03:48:00                    highland         1           0  \n",
       "2017-08-27 04:03:00                    rosedale         0           1  \n",
       "2017-08-27 02:43:00                capitol-hill         0           1  \n",
       "2017-09-24 03:05:00                  globeville         1           0  \n",
       "2017-09-24 02:28:00                    westwood         0           1  \n",
       "2017-09-23 02:42:00               congress-park         0           1  \n",
       "2017-09-16 02:22:00                       baker         0           1  \n",
       "2017-09-22 02:41:00                     mar-lee         0           1  \n",
       "2017-08-27 04:47:00                     mar-lee         1           0  \n",
       "2017-08-27 02:19:00                civic-center         1           0  \n",
       "2017-09-24 04:40:00                         cbd         1           0  \n",
       "2017-09-24 02:00:00               hampden-south         0           1  \n",
       "2017-09-25 02:28:00                       baker         1           0  \n",
       "2017-09-12 04:06:00                        cole         1           0  \n",
       "2017-08-25 04:41:00               hampden-south         1           0  \n",
       "2017-09-13 04:17:00                    westwood         1           0  \n",
       "2017-09-13 02:21:00            university-hills         1           0  \n",
       "2017-09-13 03:21:00                    highland         0           1  \n",
       "2017-09-13 02:15:00                       regis         0           1  \n",
       "\n",
       "[29078 rows x 7 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import datetime\n",
    "crime.between_time(datetime.time(2,0),datetime.time(5,0), include_end=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2012-01-02 00:06:00')"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_date = crime_sort.index[0]\n",
    "first_date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2012-07-01 00:06:00')"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_date + pd.offsets.MonthBegin(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2012-06-30 00:06:00')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_date + pd.offsets.MonthEnd(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "step4 = crime_sort.first(pd.offsets.MonthEnd(6))\n",
    "end_dt = crime_sort.index[0] + pd.offsets.MonthEnd(6)\n",
    "step4_internal = crime_sort[:end_dt]\n",
    "step4.equals(step4_internal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2012-02-16 13:40:00')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = pd.Timestamp('2012-1-16 13:40')\n",
    "dt + pd.DateOffset(months=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2014-06-25 11:22:10')"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "do = pd.DateOffset(years=2, months=5, days=3, hours=8, seconds=10)\n",
    "pd.Timestamp('2012-1-22 03:22') + do"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_sort = pd.read_hdf('data/crime.h5', 'crime') \\\n",
    "               .set_index('REPORTED_DATE').sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndexResampler [freq=<Week: weekday=6>, axis=0, closed=right, label=right, convention=start, base=0]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.resample('W')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "REPORTED_DATE\n",
       "2012-01-08     877\n",
       "2012-01-15    1071\n",
       "2012-01-22     991\n",
       "2012-01-29     988\n",
       "2012-02-05     888\n",
       "Freq: W-SUN, dtype: int64"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_crimes = crime_sort.resample('W').size()\n",
    "weekly_crimes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "877"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(crime_sort.loc[:'2012-1-8'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1071"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(crime_sort.loc['2012-1-9':'2012-1-15'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "REPORTED_DATE\n",
       "2012-01-05     462\n",
       "2012-01-12    1116\n",
       "2012-01-19     924\n",
       "2012-01-26    1061\n",
       "2012-02-02     926\n",
       "Freq: W-THU, dtype: int64"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.resample('W-THU').size().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "REPORTED_DATE\n",
       "2012-01-08     877\n",
       "2012-01-15    1071\n",
       "2012-01-22     991\n",
       "2012-01-29     988\n",
       "2012-02-05     888\n",
       "Freq: W-SUN, dtype: int64"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_crimes_gby = crime_sort.groupby(pd.Grouper(freq='W')).size()\n",
    "weekly_crimes_gby.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_crimes.equals(weekly_crimes_gby)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['agg', 'aggregate', 'apply', 'asfreq', 'ax', 'backfill', 'bfill', 'count', 'ffill', 'fillna', 'first', 'get_group', 'groups', 'indices', 'interpolate', 'last', 'max', 'mean', 'median', 'min', 'ndim', 'nearest', 'ngroups', 'nunique', 'obj', 'ohlc', 'pad', 'pipe', 'plot', 'prod', 'sem', 'size', 'std', 'sum', 'transform', 'var']\n"
     ]
    }
   ],
   "source": [
    "r = crime_sort.resample('W')\n",
    "resample_methods = [attr for attr in dir(r) if attr[0].islower()]\n",
    "print(resample_methods)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime = pd.read_hdf('data/crime.h5', 'crime')\n",
    "weekly_crimes2 = crime.resample('W', on='REPORTED_DATE').size()\n",
    "weekly_crimes2.equals(weekly_crimes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly_crimes_gby2 = crime.groupby(pd.Grouper(key='REPORTED_DATE', freq='W')).size()\n",
    "weekly_crimes_gby2.equals(weekly_crimes_gby)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x117af8518>"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weekly_crimes.plot(figsize=(16, 4), title='All Denver Crimes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_sort = pd.read_hdf('data/crime.h5', 'crime') \\\n",
    "               .set_index('REPORTED_DATE').sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-03-31</th>\n",
       "      <td>7882</td>\n",
       "      <td>4726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-30</th>\n",
       "      <td>9641</td>\n",
       "      <td>5255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30</th>\n",
       "      <td>10566</td>\n",
       "      <td>5003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31</th>\n",
       "      <td>9197</td>\n",
       "      <td>4802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-31</th>\n",
       "      <td>8730</td>\n",
       "      <td>4442</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               IS_CRIME  IS_TRAFFIC\n",
       "REPORTED_DATE                      \n",
       "2012-03-31         7882        4726\n",
       "2012-06-30         9641        5255\n",
       "2012-09-30        10566        5003\n",
       "2012-12-31         9197        4802\n",
       "2013-03-31         8730        4442"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_quarterly = crime_sort.resample('Q')['IS_CRIME', 'IS_TRAFFIC'].sum()\n",
    "crime_quarterly.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-01-01</th>\n",
       "      <td>7882</td>\n",
       "      <td>4726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-04-01</th>\n",
       "      <td>9641</td>\n",
       "      <td>5255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-07-01</th>\n",
       "      <td>10566</td>\n",
       "      <td>5003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-01</th>\n",
       "      <td>9197</td>\n",
       "      <td>4802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01</th>\n",
       "      <td>8730</td>\n",
       "      <td>4442</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               IS_CRIME  IS_TRAFFIC\n",
       "REPORTED_DATE                      \n",
       "2012-01-01         7882        4726\n",
       "2012-04-01         9641        5255\n",
       "2012-07-01        10566        5003\n",
       "2012-10-01         9197        4802\n",
       "2013-01-01         8730        4442"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.resample('QS')['IS_CRIME', 'IS_TRAFFIC'].sum().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "IS_CRIME      9641\n",
       "IS_TRAFFIC    5255\n",
       "dtype: int64"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.loc['2012-4-1':'2012-6-30', ['IS_CRIME', 'IS_TRAFFIC']].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# do the same using groupby\n",
    "crime_quarterly2 = crime_sort.groupby(pd.Grouper(freq='Q')) \\\n",
    "                             ['IS_CRIME', 'IS_TRAFFIC'].sum()\n",
    "crime_quarterly2.equals(crime_quarterly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x117aa0e80>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_kwargs = dict(figsize=(16,4), color=['black', 'lightgrey'], \\\n",
    "                   title='Denver Crimes and Traffic Accidents')\n",
    "crime_quarterly.plot(**plot_kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-12-01</th>\n",
       "      <td>5013</td>\n",
       "      <td>3198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01</th>\n",
       "      <td>9260</td>\n",
       "      <td>4954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-01</th>\n",
       "      <td>10524</td>\n",
       "      <td>5190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-01</th>\n",
       "      <td>9450</td>\n",
       "      <td>4777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-01</th>\n",
       "      <td>9003</td>\n",
       "      <td>4652</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               IS_CRIME  IS_TRAFFIC\n",
       "REPORTED_DATE                      \n",
       "2011-12-01         5013        3198\n",
       "2012-03-01         9260        4954\n",
       "2012-06-01        10524        5190\n",
       "2012-09-01         9450        4777\n",
       "2012-12-01         9003        4652"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.resample('QS-Mar')['IS_CRIME', 'IS_TRAFFIC'].sum().head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "IS_CRIME      7882\n",
       "IS_TRAFFIC    4726\n",
       "Name: 2012-03-31 00:00:00, dtype: int64"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_begin = crime_quarterly.iloc[0]\n",
    "crime_begin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x117e3d320>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3JxShq1at4ujRowDky5ePGjVq0LFjR2rWrEmlSpXIli1rlmfp9lV7OqKZWooUKcLu3btZvnw5y5cvp169enzzzTfUq1fvhvu6ePEiAQEBHDlyhLJly173G9bg4GBatGjBrl27aNmyJWvXrr1iu6bvioiI3Lq4uDhmzZrFBx98wKZNmyhatChjxozh5ZdfxtfX91/tCxcuzE8//UTjxo1p0aIFERERdOjQwYHkIpKexcTEsGHDhoQCdM2aNZw+fRpw1Rd16tShZs2a1KpVizJlyiTMsszq0m1Rmh7kyJGDBg0a0KBBAwoVKsT333+fZFFarlw5Nm/eTFxcXJKjpZfPKY2MjOTJJ59kzJgxdOnSJcl93nXXXWTPnp0lS5YwevTofxWlIiIicvNiYmKYOnUqgwcPZvfu3fj7+zNhwgRatWpF9uzZr/vcO++8kx9//JEWLVrQsWNHTp48Sb9+/XT973TKWkt8fHyyM9lEbsX1Vsb19/fn6aefTihCixUrpr8X16Ci9Bo2btzIXXfdxd133018fDxbtmyhQoUKSba97777CAwMJCQkhPfeew9jDAcOHGD79u00atQooZ2fnx8fffQRzZo1o1OnTtfc98CBAzl+/Lj+iIqIiKSQqKgoJkyYwLBhwzhw4AAVK1Zk5syZBAUF3dD/b/38/Jg1axZt27blnXfe4eTJk4wcOVKjHenMggUL6Nq1K/v27SNv3rzkz5+fAgUKXPFvUo8VKFAAPz8/p+NLOnb69GnWrFmTMB03LCyM2NhYjDEEBATQtm1batasSc2aNSlUqJDTcTMMFaXXcPz4cdq1a5dwQdoqVarw+uuvX7P9uHHjePPNNylVqhQ5c+Ykf/78hIaG/qtdpUqVqFChAtOmTaNmzZpJ9nW9S70kPqcUXCsE+vj4ePqyREREspTz588zduxYRowYwbFjx6hWrRqffPIJDRs2vOkRi+zZszNhwgTy5cvHqFGjiIiIYPz48cmOtErq279/P127dmXu3LmUKVOGPn36EBERwcmTJzlx4gR//PEHa9asISIigri4uCT7yJkzZ5LF6rUK27x582ogIZPbv38/H374IStXrkxYGdfHx4eHH344S6yMmxaMtfb6DYwZDzwFHLfWlk9ieyvgLcAA54CO1trNye04MDDQhoWFXfHYzp07KVu2rOfp5abpWIuISGZ2+vRpPv74Y0aPHs2pU6eoV68e/fr147HHHkux6XPWWoYMGULfvn1p1KgRM2fO1CibQ6Kiohg2bBiDBw/G29ubd999l65du17zi/v4+HjOnj3LiRMnEgrW5P49f/58kn0ZY8ibN6/HhWzRokU1hTODOHPmDB988AGjR4/Gy8srYRpuzZo1s9TKuLfCGLPBWhuYXDtPRkonAp8AX19j+36gtrX2tDGmAfA5UNXToCIiIiIp5e+//2bUqFF8+umnnDt3jsaNG9OvXz+qVk35jybGGPr06UP+/Pnp0KEDTzzxBPPmzSNPnjwpvi+5tgULFtClSxf27dtHcHAwI0aMuO6l/AC8vLzIkycPefLkwd/f36P9REVFcfLkySSL1sQ///HHH6xdu5aTJ08mORr7yCOPMGXKFEqWLHlTr1dSX0xMDJ999hn9+/fn1KlTtGnThvfff5977rnH6WiZVrJFqbV2lTGm+HW2J16JZx1w/b8CGVzVqlUTpvReNmnSJB588EGHEomISGLnz59nxIgRPP3005Qv/68JPpJJHTp0iNDQUMaNG8elS5cIDg6mT58+11wPIiW1a9eOvHnz8vzzz1O7dm1++OEH7r777lTfb1a3f/9+3njjDebNm0eZMmVYunTpTV0lwVO+vr4UKVIk2YL3sqRGY/fu3cvAgQMJCAhg7NixPP/886mWV26ctZb58+fTs2dPdu/eTZ06dRgxYsQ1LwspKcham+wNKA5s86BdD2Dcdba3B8KAsKJFi9qr7dix41+PSerQsRaRzGjr1q32/vvvt4AtXLiwPXTokNORJJX98ccf9uWXX7bZsmWz2bJlsy+//LL9448/HMmydOlSe9ttt9kSJUrYP//805EMWcHFixftgAEDrK+vr82VK5cdNmyYjY6OdjqWx/bv32+rV69uAfviiy/as2fPOh1JrLUbN260derUsYC9//777dy5c218fLzTsTI8IMx6UG+m2FJxxpg6wCu4zi+9VgH8ubU20FobWKBAgZTatYiICF999RVVqlThzJkzfP7551y4cIFGjRrxzz//OB1NUsHWrVtp2bIlZcqUYerUqXTo0IG9e/fy5ZdfUrp0aUcy1atXjxUrVnDu3Dlq1KjBpk2bHMmRmS1YsIBy5coREhJC06ZN2bVrFz179sxQiz4WL16clStX0r9/f6ZMmUKlSpX49ddfnY6VZR05coT//ve/VK5cmS1btvDJJ5+wdetWGjdurHN/01CKFKXGmArAOKCptTYiJfoUERHxxMWLF2nbti0vvfQSVapU4ffff6ddu3Z8++237Ny5k2effZaYmBinY0oKWb9+PU2aNKFChQoJ0+wOHDjAxx9/TNGiRZ2OR2BgIKtXr8bHx4fatWuzatUqpyNlCvv376dJkyY89dRT+Pj4sHTpUqZPn+7xVNr0Jlu2bISEhPDTTz8RGxtL9erVGTx48DVXBJaUd/78eUJCQvD392fq1Kn06NGDPXv28Nprr2klbSd4MpzKdabvAkWBPcCjnvR1+Va5cuV/De9qSmna0bEWkczgjz/+sBUqVLCA7du3r42Jibli+7hx4yxg27dvr2lYGVh8fLxdvny5rVevngVs3rx57YABA+ypU6ecjnZNhw4dsmXLlrW+vr52zpw5TsfJsCIjI23//v0z7FRdT5w+fdoGBwdbwNapU8cePnzY6UiZWmxsrP3yyy9t4cKFLWCDg4Ptvn37nI6VaeHh9F1PCtJpwFEgBgjHNUW3A9DBvX0ccBrY5L55tGMVpc7SsRaRjG7mzJk2d+7cNm/evHbhwoXXbNenTx8L2KFDh6ZhOkkJ8fHxdv78+bZatWoWsHfddZcNDQ21586dczqaR06ePGmrVKlivb297cSJE52Ok+HMmzfPlixZ0gK2RYsWmbpYi4+PtxMmTLC5cuWyefPmtbNmzXI6Uqa0ZMkSW7FiRQvYRx55xK5du9bpSJleihWlqXVLr0Vprly5rLXWxsXF2c6dO9ty5crZ8uXL28DAwGt+i1KlShVbsWJFe++999r8+fPbihUr2ooVK9r9+/fbYsWK2fLly9sHH3zQ1qpVyx44cOCK586ePdsCdufOnQmP7d+/3/r6+ib0U7FiRRsdHW0nTJhwRf8vvviitdbaNm3a2G+++cZaa+2lS5fsW2+9ZUuVKmUrVapkH3nkkSQ/rKWHYy0icjOio6Nt586dEz5UHDx48Lrt4+LibIsWLSxgZ86cmUYp5VbExsbaGTNmJHx4LFasmP3000/txYsXnY52w86dO2cff/xxC9jhw4c7HSdD2Ldvn23cuLEFbNmyZe3SpUudjpRmdu/ebStXrmwB++qrr9oLFy44HSlT2LFjh23UqJEFbPHixe306dM1eyaNqCi9SZeL0qlTp9qnn37axsXFWWutPXz4cLLThCZMmGBfe+21Kx4rVqyYPXHihLXW2nfffde2bdv2iu3BwcG2Ro0a9t133014bP/+/bZcuXIe9W/tlUXpW2+9ZVu3bm2joqKstdYeO3bMzpgx41/PSQ/HWkTkRh04cMBWqVLFArZr164eT+O7ePGiffTRR22OHDn0zXg6FhsbaydMmJCwgvL9999vJ06caC9duuR0tFsSFRVln332WQvY3r1768PwNWSFqbqeiI6Otr169bKALVOmjN20aZPTkTKs48eP206dOllvb297++2322HDhmXIL7cyMk+L0mSvU+qUo0ePcvHixRTtM2fOnBQuXNjj/RcuXBgvL9daUClxIn21atX46KOPEu6fP3+en3/+mRUrVtC4cWMGDBhwS/1HRkbyxRdfsH//fnLkyAFAoUKFCA4OvqV+RUTSg/nz59O6dWvi4uL47rvvCAoK8vi5vr6+zJkzh0ceeYSmTZuybt06Xbg+nYmNjeXFF19k+vTpBAQEMHPmTIKCgvD29nY62i3LkSMH06ZNI1++fAwZMoSTJ08yduzYTPHaUsr8+fN544032LdvHy1atGD48OEZdhGjW+Xj48PQoUN5/PHHad26NVWqVGHYsGF06dJFq8F6KCoqitGjR/PBBx9w4cIFOnToQEhICLr6R/qVYpeEyWyCg4OZN28eAQEBvPnmm/z++++33OcPP/xAs2bNEu7PmTOH+vXr4+/vT758+diwYUPCtr179xIQEEBAQACvvfZawuMzZsxIeHzChAlX9L9nzx6KFi3K7bfffstZRUTSi9jYWHr37k3jxo0pXrw4GzduvKGC9LL8+fOzcOFCYmNjadiwIadOnUqFtHIzEhekgwcPZuPGjTz77LOZqmjz9vbm008/5Z133mHcuHEEBwcTFRXldCzH7du3jyZNmtC4cWNy5MiR4VfVTUn/+c9/2Lx5M08++SRdu3alUaNG/P33307HStestUyfPp0yZcrQu3dvateuzbZt2/jkk09UkKZ3ngynpsYtvU/ftdY13WbhwoW2R48eNk+ePMme03Ct6bvly5e3d999t/X397f//PNPwrZGjRrZxYsXW2utHT16tH3zzTettTc/fXfz5s02ICDAo9eZHo61iEhyjhw5YmvWrJlwflVKTLv66aefrI+Pj61du3bCqQ7inJiYGPvcc89lqcWoRo8enbDS6tmzZ52O44jLU3Vz5MiRpafqeiI+Pt6OGTPG+vr62oIFC9pFixY5HSldWrNmja1ataoFbEBAgF22bJnTkcR6Pn1XI6XXkSNHDho0aEBoaCh9+/bl+++/v6l+VqxYwcGDBwkICCAkJASAU6dOsXz5ctq2bUvx4sUJDQ1l5syZrhN9b1KpUqU4dOiQLhQvIpnC0qVLCQgIYMOGDUyaNImxY8fi6+t7y/3WqlWL8ePH89NPP9GuXbtb+rsrtybxCOnQoUPp1auX05HSRJcuXZg8eTKrV6+mbt26nDhxwulIaWr+/PmUK1eO/v3706xZM3bt2kXPnj3x8fFxOlq6ZIyhU6dO/PbbbxQsWJAGDRrQvXt3oqOjnY6WLuzbt4/g4GCqV6/OoUOHGD9+PGFhYdStW9fpaHIDVJRew8aNG/nrr78AiI+PZ8uWLRQrVuym+8uWLRsffvghX3/9NadOneLbb7/lxRdf5ODBgxw4cIDDhw9TokQJVq9efdP78PPz45VXXuGNN97g0qVLAJw4cYJvvvnmpvsUEUlrcXFxDBw4kCeeeIICBQrw22+/8cILL6ToPlq1asXAgQOZNGkSAwcOTNG+xTNZtSC9rFWrVsyZM4cdO3ZQo0YNDh486HSkVJd4qq6vry/Lli3TVN0bUL58eX799Vdef/11Ro0aRdWqVdm5c6fTsRxz5swZevToQdmyZVmwYAH9+/fnzz//5L///W+mmvqfVagovYbjx4/TuHFjypcvT4UKFciWLRuvv/76LfVZuHBhWrZsyZgxY5g2bRrNmze/YvvTTz/NtGnTbmkf77//PgUKFOCBBx6gfPnyPPXUUzrHVEQyjBMnTtCwYUNCQkJo1aoVv/76Kw888ECq7Ovtt9+mTZs29O/fn0mTJqXKPiRpWb0gvaxhw4YsWbKE48ePU716dXbs2OF0pFRx8eJFBgwYwAMPPMDy5csJDQ1l06ZNGsm6CTlz5uTjjz9m3rx5HDlyhMqVK/P5559nqRkfMTExfPzxx5QqVYqRI0fSqlUr/vzzT0JCQsiVK5fT8eRmeTLHNzVu6fWc0qxCx1pE0pvVq1fbe+65x+bIkcN+/vnnaXLZjOjoaFunTh2bPXt2u2LFilTfn2TNc0iTs2XLFlu4cGGbN29e+8svvzgdJ0XNmzfPlihRwgL2ueees+Hh4U5HyjT++uuvhGvgBgUF2YiICKcjpar4+Hj7/fffW39/fwvYunXr2t9//93pWJIMdE6piIhkBNZahg8fzmOPPYavry/r1q2jXbt2aXLpAx8fH7777jvuu+8+mjdvzq5du1J9n1mZRkiT9uCDD7KgLgGDAAAgAElEQVRmzRry5MlDvXr1+PHHH52OdMv27dtH48aNr5iqO23aNO655x6no2UahQsX5ocffiA0NJR58+ZRoUIFVq5c6XSsVLFx40bq1q1Ls2bN8PLyYt68eQnrDkjmoKL0BlWtWjXhkiyXb1u3bnU6lohIhnT69GmaNWtGz549adasGRs2bEjzDxl58uRh4cKF+Pj40KhRoyy36ExaUUF6fSVKlGDNmjWULl2axo0bM2PGDKcj3ZTEU3VXrFihqbqpzMvLix49evDLL7/g5+dH3bp16devHzExMU5HSxFHjhzhpZdeIjAwkG3btjFmzBi2bNnCU089pWu2ZjaeDKemxu1a03fTYrpWVhcfH6/puyLiuN9++80WL17cZsuWzX744YeO//1ft26d9fX1tY888oiNjIx0NEtmoym7njtz5oytVauWNcbYMWPGOB3nhmiqrrPOnTtnX3nlFQvYqlWr2r179zod6aadO3fOvvPOOzZnzpzWx8fH9urVy545c8bpWHIT8HD6bjZnS+Ir+fr6EhERQb58+fTtRyqx1hIREZEil1UQEbkZ1lr+97//0a1bNwoVKsTq1at55JFHnI5F1apVmTx5Ms8++yytW7dmxowZeHlpQtGt0gjpjbnjjjv44YcfeO6553jttdc4efIk77zzTrr6XBQZGcnu3bvZuXNnwm379u3s2rWLsmXLsnz5curUqeN0zCzntttuY9y4cTzxxBO0b9+egIAAPv300xRfvTw1/PXXX2zYsCHhtnbtWk6dOkWLFi0YPHgwJUqUcDqipDJjHVqtKzAw0IaFhV3xWExMDOHh4URFRTmSKavw9fWlSJEiZM+e3ekoIpLFnDt3jvbt2zN9+nQaNmzI119/Tb58+ZyOdYXhw4fTs2dPevXqxdChQ52Ok6GpIL15sbGxtG3blq+++orOnTvz4YcfpvmXJKdOnbqi8Lx8O3jwYMJqr15eXtx3332ULVuWevXq0bFjR32+SAcOHjzICy+8wM8//0yrVq349NNP083VGK4uQMPCwjh27BjguiZr2bJlCQwMpEOHDlSrVs3htHKrjDEbrLWBybZLT0WpiIhkXlu3buWZZ55hz549vP/++7z11lvpciTSWkunTp0YO3Ysn332Ge3bt3c6UoakgvTWxcfH06tXL0aMGMHzzz/PhAkT8PHxSdF9WGsJDw+/oujctWsXO3fu5Pjx4wntcubMyf3330/ZsmWvuJUqVYocOXKkaCZJGbGxsQwePJgBAwZQtGhRpk6dmuazUhIXoGFhYWzYsOFfBWjlypUTbgEBAdx2221pmlFSl4pSERFJNyZOnEinTp244447mD59OrVr13Y60nXFxsbSuHFjlixZwoIFC3jyySedjpShxMbG8sILLzBjxgyGDRtGz549nY6UoQ0bNoy33nqL+vXr8+23397UtRhjY2PZu3fvv0Y9d+3axfnz5xPa5cmT51+FZ9myZSlWrFi6/BJJkrd27VpatWrF4cOHGTBgAL1798bb2zvF93O9AtTLy4syZcqoAM2CVJSKiIjjIiMjef3115kwYQJ169Zl6tSpFCpUyOlYHvnnn3+oWbMm+/fv5+eff6ZChQpOR8oQVJCmjnHjxvHqq69StWpV5s+fT968eZNsl9T5njt37uTPP/+8YkXWIkWKJBScZcqUSfi5YMGC6er8VUkZZ8+epUOHDglfCk6aNIl77733pvu7XIBeLj6vV4AGBgYSEBBwU1+mSManolRERBy1e/dunn32WbZt28bbb79NSEhIqnw7n5rCw8OpWrUqXl5erF+/nrvvvtvpSOmaCtLUNWvWLFq2bIm/vz8zZsxIOOfz8nTbq8/39Pb2TjjfM/GtTJky5M6d2+FXI2nNWsukSZN47bXXyJ49O+PGjSMoKCjZ56kAlVuholRERBwzY8YM2rZtS44cOZg8eTL169d3OtJN+/3336lZsyb+/v6sWrVK082uQQVp2lixYgVNmzbl3LlzCY/pfE+5EXv27KFly5aEhYXRrl07Ro0alVBEelqABgYGJkzBVQEq16OiVERE0lx0dDRvvvkmY8aM4dFHH2X69Om3NEUsvViwYAFNmjShUaNGzJ49O8ON+KY2FaRpa8eOHSxdupTSpUtTtmxZihYtqvM95YZcunSJkJAQhg4dir+/P6VKlUqyAL1cfKoAlZulolRERNLU/v37CQ4OJiwsjDfffJPBgwdnqktDjBkzhtdff53OnTvz0UcfOR0n3VBBKpJxLV++nE6dOuHt7a0CVFKFp0VpNg86Gg88BRy31pZPYrsBRgMNgUjgJWvtxhuPLCIiGdXcuXNp06YN1lpmz55Ns2bNnI6U4l577TX27t3LqFGjuO+++3jjjTecjuQ4FaQiGVvdunXZtWuX0zFE8GSux0TgeicDNQBKu2/tgf/deiwREckIoqOj6dGjB02bNqVkyZJs3LgxUxakl4WGhtK8eXO6devGnDlznI7jKBWkIiKSUpItSq21q4BT12nSFPjauqwD7jTGFE6pgCKSNcTHx19xuQJJ/37//XcCAwMZMWIEHTp0YM2aNZQsWdLpWKnK29ubyZMnExgYyPPPP8+GDRucjuQIFaQiIpKSUuKs+HuAw4nuh7sfExHxWLt27ShevDjbtm1zOookIyYmhoEDB1KlShUiIiKYP38+//vf//D19XU6Wprw8/Nj7ty5FChQgKeeeoqDBw86HSlNqSAVEZGUlqZLtRlj2htjwowxYSdOnEjLXYtIOvbLL78wfvx4/v77bx577DE2btRp6enVjh07qFatGiEhIQQHB7Nt2zYaNWrkdKw0d9ddd7FgwQIuXrxIo0aNOHv2rNOR0oQKUhERSQ0pUZQeARKv91/E/di/WGs/t9YGWmsDCxQokAK7FpGMLj4+nm7dulG4cGE2bNhArly5qFu3Lr/88ovT0SSRuLg4hg8fzkMPPcSBAwf45ptvmDJlCnnz5nU6mmPKlSvHd999x+7du3n22Wcz/fRzFaQiIpJaUqIonQu0Ni6PAGettUdToF8RyQKmT5/O+vXr+eCDD6hYsSKrV6+mQIECPP7446xcudLpeILrQuu1a9emZ8+e1K9fn+3bt/PMM884HStdqFevHp999hlLliyhU6dOOHWZtdQWGxtLq1atmDFjBqGhoSpIRUQkRSVblBpjpgG/APcbY8KNMa8YYzoYYzq4mywE9gF7gC+ATqmWVkQylcjISN566y0eeughWrduDUDRokVZtWoVxYoVo0GDBvz4448Op8y6rLX873//o2LFimzbto2vv/6a2bNnU6hQIaejpSsvv/wyffv2Zdy4cQwdOtTpOCnuckE6c+ZMQkND6dGjh9ORREQkk0n2OqXW2pbJbLfAaymWSESyjBEjRhAeHs7UqVPx8vr/78gKFy7MypUreeKJJ2jSpAkzZ86kadOmDibNeg4fPswrr7zCkiVLeOKJJ/jyyy8pUqSI07HSrffee499+/bRp08fSpQoQYsWLZyOlCJUkIqISFpI04WOREQuO3LkCEOGDOGZZ56hZs2a/9peoEABli9fTqVKlXj66aeZPn26AymzHmstEydOpHz58qxdu5axY8fyww8/qCBNhpeXFxMmTKB69eq0adOGtWvXOh3plqkgFRGRtKKiVEQc0a9fP2JjY6873TFPnjwsWbKE6tWr8/zzzzNhwoQ0TJj1HDt2jGbNmvHf//6XihUrsmXLFl599VWMMU5HyxB8fX35/vvvuffee2natCl79+51OtJNU0EqIiJpSUWpiKS5sLAwvvrqK7p160bJkiWv2zZ37twsWrSIxx9/nJdffpkxY8akUcqs5ZtvvqF8+fL8+OOPjBw5kpUrVyb7u5F/y58/PwsXLiQ+Pp6GDRsSERHhdKQbpoJURETSmopSEUlT1lq6detGwYIF6du3r0fP8fPzY+7cuTRp0oTXX3+d4cOHp3LKrCMiIoLnnnuO4OBgSpYsye+//063bt2uOMdXbkzp0qWZM2cOBw4coHnz5kRHRzsdyWMqSEVExAn61CEiaerbb7/l559/5v333+f222/3+Hk5cuTg22+/JTg4mJ49ezJw4MBMe/mNtDJ//nzKly/PrFmzeP/991m7di1ly5Z1OlamUKNGDSZOnMjq1at55ZVXMsR7VQWpiIg4JdnVd0VEUkpUVBS9evWiQoUKvPzyyzf8/OzZszN16lRy5sxJSEgIFy5cYMiQITrn8QadPXuW7t27M378eB588EEWLVpEQECA07EynZYtW7Jv3z7efvtt7rvvPgYMGOB0pGtSQSoiIk5SUSoiaebDDz/kwIEDLFu2DG9v75vqw9vbm/Hjx+Pn58ewYcOIjIxk9OjRmm7qoWXLlvHyyy8THh5O3759effdd8mRI4fTsTKtvn37smfPHgYOHEjJkiVp06aN05H+RQWpiIg4TUWpiKSJY8eO8cEHH9CkSRPq1q17S315eXkxZswY/Pz8GDFiBBcvXuSzzz676UI3K7hw4QK9e/fmk08+wd/fn7Vr11K1alWnY2V6xhg+++wzDh06RNu2bfn444/x8/PDz8+PXLlyJfx8M/f9/PzImTPnLc0UUEEqIiLpgYpSEUkT77zzDlFRUSm2SJExhtDQUPz8/Hjvvfe4ePEiEydOJHv27CnSf2aydu1a2rRpw549e+jatSuDBg3Cz8/P6VhZho+PD9999x29e/cmPDycyMhITp8+zZEjR4iMjCQyMpILFy5w4cIF4uPjb7j/Wylsf/jhB2bPnq2CVEREHKWiVERS3aZNm/jyyy/p2rUrpUuXTrF+jTEMHDgQPz8/+vTpw8WLF5k2bZqmo7pFRUUREhJCaGgoxYoVY8WKFTz22GNOx8qS7rzzTsaOHXvdNtZaYmJiEorUywXrzd5PXPhe3p5U4auCVEREnGacWhEwMDDQhoWFObJvEUk71lrq1avHli1b+PPPP8mTJ0+q7Oejjz7ijTfeoH79+syaNYucOXOmyn4yig0bNtCmTRu2b99O+/btGT58OLlz53Y6ljjscuF7uUjNli0bhQoVcjqWiIhkUsaYDdbawOTaaaRURFLV3LlzWbFiBZ988kmqFaQAXbp0wc/Pj/bt29OoUSPmzp3Lbbfdlmr7S69iYmIYNGgQgwYNomDBgixatIj69es7HUvSCWMMPj4++Pj4pOp/jyIiIjdCI6UikmouXbpEuXLl8PHxYfPmzWTLlvrfg02ZMoU2bdpQtWpVFi5cyB133JHq+0wvtm/fTuvWrdm4cSMvvPACH330kQoPERERcYynI6W6hoKIpJpPPvmEPXv2MGLEiDQpSAFatWrFjBkz+O2336hXrx4RERFpsl8nxcXFERoaykMPPcThw4f57rvvmDRpkgpSERERyRBUlIpIqjhx4gQDBw6kQYMGaT599Omnn+b7779n27ZtPPbYYxw7dixN95+W9uzZQ61atejVqxeNGjVi27ZtBAUFOR1LRERExGMqSkUkVfTv35/z588zYsQIR/bfsGFDFixYwL59+6hduzbh4eGO5Egt8fHxjBkzhooVK7Jjxw4mT57Md999R8GCBZ2OJiIiInJDVJSKSIrbvn07Y8eOpWPHjpQtW9axHPXq1WPx4sUcO3aMWrVqsX//fseypKRDhw7xxBNP8Prrr1OrVi22bdtGq1atMMY4HU1ERETkhqkoFZEUZa2le/fu3H777fTv39/pOFSvXp1ly5Zx9uxZatasye7du52OdNOOHj3KqFGjKF++POvXr+fzzz9n4cKF3HPPPU5HExEREblpKkpFJEUtWrSIxYsXExISQr58+ZyOA0BgYCArVqwgJiaGWrVqsXXrVqcjeWzfvn0MHz6cRx99lLvvvpvu3btTuXJltmzZQrt27TQ6KiIiIhmeLgkjIikmJiaGChUqEBcXx7Zt2/Dx8XE60hV27dpFvXr1iIqKYvHixVSuXNnpSP9irWX79u3MmjWLWbNmsXnzZgACAgIICgoiKCiIBx54QMWoiIiIpHueXhImba7RICJZwtixY9m1axdz585NdwUpQJkyZVi9ejX16tWjbt26LFq0iEcffdTpWMTHxxMWFpZQiP75558YY3j00UcZMWIEzZs3p0SJEk7HFBEREUkVHo2UGmPqA6MBb2CctXbIVduLAl8Bd7rb9LbWLrxenxopFclcTp06RenSpalUqRJLlixJ1yN5hw8f5j//+Q9Hjhxh7ty51K1bN80zxMbGsnr1ambNmsX3339PeHg42bJlo06dOgQFBdG0aVMKFy6c5rlEREREUkqKjZQaY7yBMcDjQDjwmzFmrrV2R6JmbwMzrbX/M8Y8ACwEit9UchHJkAYOHMiZM2cYOXJkui5IAe69915++uknHn/8cRo1asSsWbNo0KBBqu83OjqapUuXMmvWLObMmUNERAS+vr48+eSTDBo0iKeeeoq8efOmeg4RERGR9MST6btVgD3W2n0AxpjpQFMgcVFqgdvdP98B/JWSIUUkfdu9ezdjxoyhbdu2VKhQwek4HrnrrrtYsWIFTz75JE2bNmX69OkEBQWl+H7Onz/PokWLmDVrFgsWLODcuXPcfvvtPPXUUwQFBVG/fn1y5cqV4vsVERERySg8KUrvAQ4nuh8OVL2qTX9gsTGmM5AL+E9SHRlj2gPtAYoWLXqjWUUknerRowc5c+bkvffeczrKDcmfPz/Lli2jYcOGBAcH8/XXX/P888/fcr8RERHMmzeP2bNn8+OPPxIdHU3+/Plp0aIFQUFB1K1blxw5cqTAKxARERHJ+FJqoaOWwERr7QhjTDVgkjGmvLU2PnEja+3nwOfgOqc0hfYtIg5asmQJ8+fPZ+jQoRQsWNDpODfszjvvZPHixTRu3JgXXniBixcv8sorr9xwP3/99Rfff/89s2bNYuXKlcTFxXHvvffy6quvEhQURI0aNfD29k6FVyAiIiKSsXlSlB4B7k10v4j7scReAeoDWGt/Mcb4AvmB4ykRUkTSp9jYWLp3707JkiV54403nI5z02677TYWLlxIUFAQbdu2JTIyks6dOyf7vL179zJ79mxmzZrFL7/8AoC/vz+9evUiKCiIypUrp/vza0VERESc5klR+htQ2hhTAlcx+hxw9fy2Q0A9YKIxpizgC5xIyaAikv6MGzeObdu28e2332b46ag5c+bk+++/p2XLlnTp0oXIyEjeeuutK9pYa9m2bVvCpVu2bNkCQKVKlXjvvfcICgqibNmyKkRFREREboCnl4RpCHyI63Iv4621g4wxA4Ewa+1c94q7XwC34Vr0qJe1dvH1+tQlYUQytrNnz1KqVCkeeOABVq5cmWkKsZiYGNq0acO0adN49913CQkJ4bfffksoRPfs2YMxhurVqxMUFESzZs10DVERERGRJHh6SRiPitLUoKJUJGPr2bMnI0aMICwsjIceesjpOCkqLi6O9u3bM378ePLly0dERATZsmWjbt26CdcQveuuu5yOKSIiIpKupdh1SkVErrZnzx5Gjx7NSy+9lOkKUgBvb2+++OILihcvzpYtW2jSpAlPPfUUefLkcTqaiIiISKajkVIRuWFBQUEsXryYP//8k8KFCzsdR0RERETSIU9HSr3SIoyIZB4rV65k9uzZ9OnTRwWpiIiIiNwyFaUi4rG4uDi6detG0aJF6d69u9NxRERERCQT0DmlIuKxr776ik2bNjFt2jRy5szpdBwRERERyQQ0UioiHjl37hx9+/alWrVqtGjRwuk4IiIiIpJJaKRURDwyZMgQ/v77b+bMmZNprkkqIiIiIs7TSKmIJOvAgQOMGDGCVq1aUbVqVafjiIiIiEgmoqJURJLVu3dvvLy8GDx4sNNRRERERCSTUVEqIte1Zs0aZsyYQc+ePbn33nudjiMiIiIimYyKUhG5pvj4eLp168bdd99Nr169nI4jIiIiIpmQFjoSkWuaMmUKv/32G1999RW5cuVyOo6IiIiIZELGWuvIjgMDA21YWJgj+xaR5F24cIH777+fwoULs379ery8NLFCRERERDxnjNlgrQ1Mrp1GSkUkSaGhoRw5coTp06erIBURERGRVKNPmiLyL+Hh4QwbNozg4GBq1KjhdBwRERERycRUlIrIv/Tp04f4+HiGDh3qdBQRERERyeRUlIrIFX799VcmT55M9+7dKV68uNNxRERERCSTU1EqIgmstXTr1o1ChQrRp08fp+OIiIiISBaghY5EJMHMmTNZu3Yt48aNI3fu3E7HEREREZEsQJeEEREALl68SJkyZcibNy9hYWF4e3s7HUlEREREMjBPLwnj0fRdY0x9Y8xuY8weY0zva7QJNsbsMMZsN8ZMvdHAIuKsUaNGcejQIUaOHKmCVERERETSTLLTd40x3sAY4HEgHPjNGDPXWrsjUZvSQB+gurX2tDGmYGoFFpGUd/ToUT744AOaNWtGnTp1nI4jIiIiIlmIJyOlVYA91tp91tpLwHSg6VVt2gFjrLWnAay1x1M2poikprfffptLly4RGhrqdBQRERERyWI8KUrvAQ4nuh/ufiwxf8DfGLPGGLPOGFM/pQKKSOrauHEjEyZMoEuXLpQqVcrpOCIiIiKSxaTU6rvZgNLAY0ARYJUx5kFr7ZnEjYwx7YH2AEWLFk2hXYvIzbLW0r17d/Lly8fbb7/tdBwRERERyYI8GSk9Atyb6H4R92OJhQNzrbUx1tr9wB+4itQrWGs/t9YGWmsDCxQocLOZRSSFzJ49m59++omBAwdy5513Oh1HRERERLIgT4rS34DSxpgSxhgf4Dlg7lVtvsc1SooxJj+u6bz7UjCniKSw6OhoevbsSbly5WjXrp3TcUREREQki0p2+q61NtYY8zrwI+ANjLfWbjfGDATCrLVz3dueMMbsAOKAntbaiNQMLiK35qOPPmLfvn38+OOPZMuWUjP5RURERERujLHWOrLjwMBAGxYW5si+RbK648ePU7p0aWrWrMn8+fOdjiMiIiIimZAxZoO1NjC5dp5M3xWRTCYkJIQLFy4wfPhwp6OIiIiISBanolQki9mxYwdffPEFHTt2pEyZMk7HEREREZEsTkWpSBbz1ltvkStXLt59912no4iIiIiIpNh1SkUkA1i+fDnz589n6NCh6LJMIiIiIpIeaKRUJIuIj4+nR48eFC1alC5dujgdR0REREQE0EipSJYxefJkfv/9d6ZMmYKvr6/TcUREREREAF0SRiRLiIyM5P7776dw4cKsW7cOLy9NkhARERGR1OXpJWE0UiqSBYwaNYrw8HCmTJmiglRERERE0hV9OhXJ5P7++2+GDBlCs2bNqFWrltNxRERERESuoKJUJJPr378/UVFRDB061OkoIiIiIiL/oqJUJBPbsWMHX3zxBR07dsTf39/pOCIiIiIi/6KiVCQT69WrF7ly5eLdd991OoqIiIiISJK00JFIJrVs2TIWLFjA0KFDyZ8/v9NxRERERESSpJFSkUwoPj6eHj16UKxYMbp06eJ0HBERERGRa9JIqUgmNHnyZDZt2sTUqVPx9fV1Oo6IiIiIyDVppFQkk4mMjKRv3748/PDDtGjRwuk4IiIiIiLXpZFSkUxm1KhRHDlyhGnTpuHlpe+dRERERCR90ydWkUzk77//ZsiQITRv3pyaNWs6HUdEREREJFkqSkUykZCQEKKiohgyZIjTUUREREREPKKiVCST2LFjB1988QUdO3bE39/f6TgiIiIiIh5RUSqSSfTq1YvcuXPz7rvvOh1FRERERMRjHhWlxpj6xpjdxpg9xpje12n3tDHGGmMCUy6iiCRn2bJlLFiwgH79+pE/f36n44iIiIiIeCzZotQY4w2MARoADwAtjTEPJNEuN/AGsD6lQ4rItcXFxdGjRw+KFStG586dnY4jIiIiInJDPBkprQLssdbus9ZeAqYDTZNo9x4wFIhKwXwikozJkyezadMmBg8ejK+vr9NxRERERERuiCdF6T3A4UT3w92PJTDGPATca61dcL2OjDHtjTFhxpiwEydO3HBYEblSZGQk/fr14+GHH6ZFixZOxxERERERuWHZbrUDY4wXMBJ4Kbm21trPgc8BAgMD7a3uWySrGzlyJEeOHGHatGl4eWndMhERERHJeDz5FHsEuDfR/SLuxy7LDZQHVhpjDgCPAHO12JFI6jp27BhDhgyhefPm1KxZ0+k4IiIiIiI3xZOi9DegtDGmhDHGB3gOmHt5o7X2rLU2v7W2uLW2OLAOaGKtDUuVxCICQP/+/YmOjmbIkCFORxERERERuWnJFqXW2ljgdeBHYCcw01q73Rgz0BjTJLUDisi/7dixgy+++IJOnTrh7+/vdBwRERERkZtmrHXm1M7AwEAbFqbBVJGb0ahRI9asWcOePXt0XVIRERERSZeMMRustcme1nnLCx2JSNpaunQpCxcuZNiwYSpIRURERCTD03KdIhlIXFwcPXr0oFixYnTu3NnpOCIiIiIit0xFqdyU+Ph4Zs2axQsvvMDixYudjpNlTJ48mc2bNzNkyBB8fX2djiMiIiIicstUlMoNiY2NZfLkyTz44IM8/fTTfPvttzz55JN07NiR8+fPOx0vU4uMjKRfv35UqVKFFi1aOB1HRERERCRFqCgVj0RHR/PZZ5/h7+/Piy++iJeXF1OnTiUiIoIePXrw2WefUaFCBVatWuV01Exr5MiRHDlyhOHDh2OMcTqOiIiIiEiKUFEq13XhwgVGjRpFyZIl6dChAwUKFGDOnDls3ryZli1bkitXLkJDQ1m1ahXGGB577DHefPNNLl686HT0TOXYsWMMGTKE5s2bU7NmTafjiIiIiIikGBWlkqQzZ84waNAgihcvTvfu3fH392fJkiWsW7eOJk2a4OV15VunRo0abN68mY4dOzJy5Egeeughfv31V4fSZz4hISFER0czdOhQp6OIiIjITYiPj+fChQucO3eOixcvcunSJTxewKQAACAASURBVOLj452OJZIu6DqlcoUTJ04watT/tXfv0W2VZ7rAn1eyJEuy5IvshJQQ6JBwmXNIAmSaBW1CaWcgBAbKrSktBw6BpsMlDAXKJTShhSbAkHIZyMBigCRwmIQCpQcoMA2UszAh7TTchpDQQgboEHKTFF1tSZb2e/6wtCs7ji07srcuz28trVi37Vf2F3k/evf+vruxYsUKxGIxzJ07FzfddBOOP/74krexbt06zJ8/H9u3b8eNN96IxYsXw+l0jmLVte2DDz7A1KlTccUVV+Dee++1uhwiIiIqUTqdRiKRQCKRQDKZHDCEiggaGhpgt9sH/Lf/bXa7nafxUNUodZ1ShlICAHz++edYvnw5HnroIaRSKZxzzjm48cYbcfTRR49oe5FIBFdddRVWr16NadOm4bHHHsPUqVPLXHV9OPXUU7F+/Xp8/PHHXJeUiIioguVyOSSTSTOIZjIZAIDD4YDP50NTUxPsdjtyuRyy2eyg/w7WRd1XgN3Xv/2PcKPSGYaBcDiMSCQCALDZbBAR2Gw28zLc68W31foHDKWG0oaxKIYq19atW3HHHXdg1apVMAwD559/Pm644QYcccQR+7XdlpYWrFq1CmeeeSYWLFiAGTNm4Kc//Sl+9KMfoaGBw65Ur7zyCl588UXceeedDKRERHVKVfcKLXa7HV6vt+Z3aCudqiKdTiMejyORSKCrqwuqChFBU1MTAoEAmpqa4HQ6h/27MgxjyOCazWaRTqfN6/tis9kGDa6FGukvcrkcQqEQQqEQcrkc3G43GhoaYBgGDMMwPzgoXFQVI2n2FYfTkQRdv98Pu90+Cj+BscVOaZ3atGkTbrvtNqxduxYOhwPz58/Hddddh0MOOaTs3ysYDOKyyy7DU089hZkzZ2L16tU4/PDDy/59ak0ul8Oxxx6LaDSKLVu2cF1SIqIa0T9s9A8aA4WPgTidTgQCAbS0tNTETmm1yGaz5rmhiUQC2WwWAOByucxuqMfjGfPuZOHDi1K6sAN1Y/1+PwKBADweT11/2JHNZhEMBhEOh2EYBpqamjBu3Dh4PJ4hn6uqfUJq/9A62PVSn9M/u02ePLmi9xHZKaUBbdy4EUuXLsWvfvUreL1eXH311bj66qsxYcKEUfue7e3t+MUvfoEnn3wSl112GaZPn47bb78dCxcu5OEkg3j88cfx3nvvYc2aNRX9ZkNEVM8G6mIO9e9gDYHiDpbL5YLX6x2ws5VOpxEKhbB9+3bs3LkTbW1taGtrY7drFKgquru7zRBaWGHAZrOhqanJDKIOh8PSOgvnphbGTikMw0BPTw/27NmDcDiMWCwGt9uNQCCA5ubmugqnPT09ZhhVVfj9fnR0dMDtdpe8DRExz/sdLf2Db60cgchOaR1QVbz++utYtmwZfvOb36ClpQVXXnklrrzySgQCgTGtZfv27fj+97+PX//61zjhhBOwcuVKfPnLXx7TGqpBV1cXpkyZgokTJ+J3v/tdXf1RICKqBKqKTCaDdDqNTCazz5BZ6iGTpZ73N9z3+66uLgSDQcRiMQC93a729vaSujq0bz09PUgkEojH40gmk+bv2e12m0HU7XbX1N9nwzCwZ88ehEIhZDIZNDQ0IBAIoLW1tWaCz0DS6TSCwSAikQhUFS0tLejo6Cg52NPg2CklqCpefvllLF26FOvXr8e4ceNw++2349JLL4Xf77ekpgkTJuD555/HypUrcdVVV2Hq1Km46667cMkll9TUG/v+uuuuu/DFF1/gySef5M+FiGgUGYaBdDq91yWTyezV0SwOkI2NjUMGzbE4Gsjj8WDSpEnIZDIIh8N9ul3t7e3w+/38O1ICwzDQ1dVlBtF0Og2g93fu8/ng8/ng9XprOpzZbDYEAgG0tbUhkUggGAxi586d2LVrF1pbWxEIBGoqqKVSKezevRvRaBQigtbWVrS3t/NoA4uwU1qDDMPAs88+i2XLluHtt9/GQQcdhOuuuw4XX3zxsA5BGG2fffYZ5s+fj9/+9reYM2cOHn74YRx44IFWl2W5HTt2YPLkyTj55JPxzDPPWF0OEVFNKEwI0//S09PT53FOpxMul6vPxel0Vs0yHLlcDpFIxOx2ORwO89BennfaV/FyLYlEwpygyOPxmN1Ql8tVFb/30ZJKpRAMBhGNRqGqaGpqQnt7e1VPstXd3Y1du3YhHo/DZrOhra0NgUDA8sOvaxWXhKlDPT09WLNmDW677TZ8+OGHmDJlCm644Qacf/75Ffupj2EY+Jd/+Rdcd911cLlcuP/++/Hd7363at/oyuEHP/gBHn30UWzevBlTpkyxuhwioqqhqnuFz1QqhXQ63ecwWxHZK3gWwmetzHWgqojH4wiFQkgmk2YnqNa6XcNRynIthXN4qa9sNmt24rPZLFwulznJVrX8n0kmk9i9ezcSiYTZFQ4EAjXd/a4EDKV1JJVKYdWqVbjjjjvw6aef4qijjsKiRYtw7rnnVs0b60cffYQLL7wQGzZswFlnnYUHHngA48aNs7qsMffBBx9g6tSpWLhwIe655x6ryyEiqkjF53v2vxTPJmqz2czA2djYaH7tcDjq6sPP7u5uhEIhs9vl8/kQCASquttViqGWaylc6jWkj4RhGIhGowiFQkilUrDb7WYnvhI7jaqKRCKB3bt3o6urC3a7He3t7TxyYAwxlNaBRCKBhx56CMuXL8f27dsxc+ZM3HTTTTjttNOq8o9MLpfDz3/+cyxevBjNzc148MEHcdZZZ1ld1piaO3cu3nzzTWzdunXMJ6EiIqo0pZ7vWZhttP+loaGhKv8ejpaenh6z25XL5eByudDe3o7m5uaq6XYNRlWRSqWQTCbR1dXVZ4Iiq5drqTWqimQyiVAohHg8DhFBc3MzAoFARZwqpqqIxWLYvXs3UqkUHA4H2tvb0drayt/9GGMorWGRSAT33Xcf7r33XoRCIZx44om46aab8I1vfKMm/vhu2rQJF1xwAd555x2cf/75+Od//me0trZaXdaoW7duHU466STceeeduPbaa60uh4hoTBV2cguTzJR6vqfL5WLHY5gK3a5gMIh0Om12u6rtUEbDMNDd3W0G0K6uLrNT7nA44PV64fV6K2K5llpWWJ4oEonAMAx4PB60t7fD5/ON+X6pqiISiZhj2+l0oqOjo2Y+eKlGDKU1aNeuXbj77ruxYsUKxONxnHbaaVi0aBGOO+44q0sru56eHixduhQ/+9nPMH78eDzyyCOYM2eO1WWNmlwuh2OOOQaxWAxbtmzhuqRENaaw4Dl3ivaWSqUQiUQQiUSQzWbr4nzPSlHp3a7+crkcurq6zBDa3d1tdsxdLhc8Hg+8Xi88Hk/FzqVRy3K5nLmkTE9PDxwOh7mkzGh/cGQYBiKRCHbv3o2enh64XC4zjNZCw6aalTWUisgcAPcCsAN4WFVv73f/1QAuAZAFsBvAfFX9bLBtMpQOz0svvYRvf/vbSCaTOPfcc7Fo0SJMmzbN6rJG3VtvvYULLrgAmzdvxoIFC7B8+XL4fD6ryyq7VatW4aKLLsLatWsxb948q8shqiuFwFhYjLywIHnx9YFuG871wt9at9sNv98Pv99f1+ex9fT0IBqNIhKJIJVKAQB8Ph+am5vh9/sZPi1Q6Hbt2bMHqgqv14tAIGBJt6sgm8326YJ2d3eb97nd7j4htJo6vLWucOhsKBRCV1cXbDabOclWuT8sMAwD4XAYwWAQ2WwWbrcbHR0dlo5b6qtsoVRE7AD+BODvAHwO4A8AzlPVzUWPORHA71W1S0QuBfB1VR10z5qhtHQPP/ww/uEf/gFHHXUU1qxZgyOOOMLqksZUKpXCkiVLsHz5chx88MFYtWoVTjjhBKvLKptkMonDDjsMBx10EDZs2MA3UaL9lE6nza5bKaFxpEcM2Ww28yIiQ14HeucCKOxYu1wuM6A2NjbW/P/9XC6HWCyGSCSCZDIJoDdYtLS0oLm5maGiQuRyOYTDYYRCIWSzWTidTnOW1dHudmUymT4htLBWqIjA7XabAdTj8fCQ7SrR1dVlTrIFAH6/H4FAAB6PZ7/e83K5HEKhEEKhEHK5HLxeLzo6Omp+8q5qVM5QehyAn6jqyfnrNwKAqt62j8cfDeB+Vf3qYNtlKB2aquLmm2/GrbfeipNPPhlPPfVUTXYJS7V+/XpceOGF2Lp1K6666iosW7asIg8vGq5bb70VS5YsQWdnJ772ta9ZXQ5RVTIMA7FYDHv27DEDT0NDQ8mBsfj6cELmSPT09CAWiyEWi5m1OhwOM6Du785aJSnMfBmJRBCLxaCqcDgcaGlpQUtLS113iytdodsVDAbR3d1trufY1tZWlm5XYQbl4kmJCucQ22y2Pl1Qt9vN7nmV6+npMTvxuVwObrcbgUBg2EdGZLNZBINBhMNhGIYBn8+Hjo4OeDyeUaye9kc5Q+k5AOao6iX56/8LwExVvWIfj78fwA5V/dlg22UoHVwmk8GCBQuwevVqzJ8/Hw8++CBP0kdvV/H666/HihUrcPjhh2P16tWYOXOm1WWN2I4dOzB58mScfPLJeOaZZ6wuh6jqpNNphMNhRCIR5HI5OBwOtLW1oaWlpSreM7PZLOLxOGKxGBKJBFQVDQ0N8Pl88Pv98Hq9Vbczrqro7u5GJBJBNBpFLpeD3W5Hc3MzWlpa4Ha7ayZ014uuri4Eg0HEYjEAvd2u9vb2YQWBwWbGtdvtZgD1er11ceRAvSqc+xkMBpHJZNDQ0GCedzrY0RI9PT1mGFVV+P1+dHR01ERzotZZEkpF5HwAVwA4QVXTA9y/AMACAJg0adKxn3026GmndSsWi+Hss8/GK6+8gp/85CdYsmQJ35z7eeWVVzB//nxs27YNN9xwA5YsWVKVn7j/4Ac/wKOPPootW7Zg8uTJVpdDVBUG6or6/X60tbVV9aFbuVwOiUQC0WgUiUQChmHAZrOZ51o2NTVVdEBNp9PmeaKZTAYiAp/Ph5aWloqvnUqTyWTMJWUMwzC7XQNNJlPKzLiFEOp0Oqv2/y2NTOEoimAwiGQyCRFBS0sLAoFAn8ke0+k0gsEgIpEIVBUtLS3o6Oioyn2+ejXmh++KyN8CuA+9gXTXUN+YndKBbdu2DXPnzsXmzZvx0EMP4aKLLrK6pIoVjUbxwx/+ECtXrsTUqVPx2GOPVdXkT5s2bcK0adOwcOFC3HPPPVaXQ1Txqr0rOhyGYSCRSCAWiyEejyOXy5khz+/3w+fzVcQ5ddls1gyihXNlvV4vWlpa4Pf7K6JGKr9cLodIJIJQKNSn29XY2MiZcWnYUqmUuaSMqqKpqQmtra2IxWKIRqMQEbS2tqK9vZ1jpwqVM5Q2oHeio28C2IbeiY6+q6ofFD3maABPo7ej+lEpBTKU7m3Tpk045ZRTEIlE8Mwzz+Ckk06yuqSq8Pzzz+P73/8+wuEwbr75Zlx//fVVMWHG3LlzsWHDBnz88ccIBAJWl0NUkQpd0XA4jK6uLgC10RUdjsKyHYXzUAvLpni9XvM81LF8zzMMA/F4HJFIBPF4HEBv6ChMWMSdxvqhqojH4wiFQuZRCwBnxqWRyWazZic+m82a5zEHAoGa++CxnpR7SZi5AO5B75Iwj6rqUhG5BcBGVX1ORF4BcBSA7fmn/FlVTx9smwylfb322ms488wz4fF48OKLL2L69OlWl1RVQqEQLr/8cjz55JM45phj8L3vfQ+zZ8/G9OnTK/KP4bp163DSSSdh+fLluOaaa6wuh6ji1FNXdDgK52sWAmomkwEAeDweM6CORigsBOPChEWGYaChocGcsIhrK1MqlTKX5GCHnPaHYRjo6upCY2NjRe7D0fCUNZSOBobSv3jiiSdw0UUXYcqUKXjppZcwadIkq0uqWk8++SQWL16Mjz7qbdg3NTXhuOOOw+zZszFr1ix85Stfsfyk+Fwuh2OOOQaxWAwffvghz4sgymNXdHhU1TyPMx6Pm+t9NjY29llqZn+kUilEIhFziR2bzQa/34+Wlhb+ToiIaEgMpVVAVXH77bdj0aJFOOGEE/Dss8+itbXV6rJqwhdffIHOzk50dnbi9ddfx6ZNm6CqcDqd+Ju/+RszpB5//PFobm4e09pWrlyJ+fPnY+3atZg3b9DlfInqwr66okPNxkh9pdNps4O6P2uh9vT0mDPnFoJuYcIin8/HCYuIiKhkDKUVLpvNYuHChXjwwQdx3nnnYeXKleyYjaJwOIz169ebQXXjxo3mp/7Tpk3DrFmzzKA6bty4UasjmUzisMMOw0EHHYQNGzawy0B1i13R0TXctVBzuRxisRgikYj5eLfbbZ4nyg8HiIhoJBhKK1gymcR3vvMdvPDCC7j++uuxbNkyfvI8xpLJJH7/+9/j9ddfR2dnJzZs2GB2Fg4//PA+IfXggw8u2w7yrbfeiiVLluCNN97AV7/61bJsk6iasCs69gZaC9Vut5vhtDDLb+FoksJ6ovyglIiI9hdDaYXauXMn/v7v/x5vvfUW7rvvPlx22WVWl0ToXXvt7bffNg/3feONNxCJRAAAEydONAPq7NmzceSRR44opG7fvh1TpkzBnDlz8PTTT5f7JRBVLHZFK0dhLdTCUjOGYcBut5tB1O128/dBRERlw1Bagf70pz9hzpw52LFjB9auXYvTTx90gmKykGEY2LRpkxlSOzs7sX177+TSgUAAs2bNMi9HH310SR2eBQsWYOXKldiyZQsmT5482i+ByHLsilY2wzCQTqdLPteUiIhouBhKK8ybb76J008/HTabDc8//zxmzpxpdUk0DKqKrVu39pk8aevWrQBKm+F306ZNmDZtGhYuXIh77rnHipdANCbYFSUiIqIChtIK8stf/hLf+973MHHiRLz88ss49NBDrS6JyqB4ht/Ozk68//77fWb4LRzue/zxx+O8887Dhg0b8PHHHyMQCFhdOlHZsStKRERE/TGUVoh7770XP/zhDzFz5kw899xz6OjoGPY2DMNANBpFJBKB3W6H2+1GY2Mj3G43d/YqyJ49e7B+/XrzcN/CDL8iAlXF8uXLcc0111hdJtF+K6yP2d3d3ecCsCtKREREf8FQajHDMHDttdfi7rvvxre+9S088cQT8Hg8w9pGNptFOBxGKBRCLpeD0+mEqqKnp8d8jMPhgNvtZlCtQIUZfjs7O7F79278/Oc/52yWVHUGCqCpVAqFvx02mw2NjY3w+XzsihIREVEfDKUWSqVSuOCCC/DUU09h4cKFuPvuu2G324f1/GAwiGg0ClVFU1MT2tvbzc5DLpfbq0PBoEpE+6vUAFr8/uJyudgRJSIiogGVGkqZVMosHA7jjDPOwBtvvIHly5fj6quvLmmHTVURj8cRCoWQTCYhImhtbUUgENiru2a329HU1ISmpibztoGCaiwWM+9nUCWiYqUG0La2NgZQIiIiGlVMJWX0ySef4JRTTsEnn3yCtWvXYt68eUM+J5fLIRKJIBQKIZPJoKGhAePHjx/2YXAMqkS0LwygREREVMmYQMpk48aNOO2005BOp7Fu3TrMnj170MdnMhmEw2GEw2EYhgG3242JEyeiubm5bDuCDKpE9We4AdTtdsPpdDKAEhERkWWYNsrgxRdfxLnnnouOjg689tprOPLII/f52K6uLoRCIUSjUQC9M1W2t7fD7XaPyU4hgypR7WAAJSIiolrAZLGf/vVf/xWXXnoppk2bhhdeeAETJkzY6zGqilgshmAwiO7ubthsNgQCAQQCATidTguq7quUoJpKpfYZVF0uF1wuF3d2iUZIVc2LYRjmpf/1wm2FIMoASkRERLWAoXSEVBWLFy/G0qVLMWfOHDz11FN9Qh3QG+wKh+j29PTA6XRiwoQJaGlpGdZsvFYYSVAVETidTjOkFl9sNpsVL4Novw03MI70+nAwgBIREVEtYSgdgUwmg0suuQSPP/44Lr74YjzwwANwOBzm/el0GqFQCJFIBIZhwOv1YsKECfD5fFW907ivoJpOp/tc+odVoLezWhxSCxOpVHo4p9FnGAai0SjC4TBSqZTV5exlpMtmiQhsNpt5KVy32+1wOBz7vH+w24q3Uc3vJURERETFGEqHKRqN4uyzz8arr76KW265BT/+8Y8hIlBVJJNJhEIhxONxiAiam5sRCATgdrutLnvU2O12eDweeDyePrcbhoFMJrNXYE0mk3128hsaGgbsrDY0NHCnu8alUimEw2Hzwxun04m2traK+72LyLACY+HrSnsdRERERJWKoXQYPv/8c8ydOxdbtmzBqlWrcOGFF8IwDHNJl1QqBbvdjo6ODrS1tfXpntabwuGFjY2NfW5X1QHDaiGYFD9/oLDKQxSrW3FXtLu7GyICv9+PtrY2eDwe/m6JiIiI6hBDaYnef/99nHLKKYjFYnjxxRdx4oknYufOnQiHw8jlcnC5XDjwwAPR3NzM8ycHISJmwCymqshms3uF1UQigUgk0uf5PG+1+gzUFT3ggAPQ0tLCmZyJiIiI6hz3Bkvw6quv4qyzzkJTUxM6OzsRCATwxz/+EaoKn8+HQCAAr9fLLs9+EBE4HA44HI4BJ4waznmrjY2N8Pl87LxZjF1RIiIiIipFSaFUROYAuBeAHcDDqnp7v/tdAB4DcCyAEIB5qvppeUu1xuOPP45LLrkE8+bNw4033ohcLodoNIrW1lYEAoG9On5UfsM9bzUUCiEYDMJut8Pv98Pv98Pr9bKTOkbYFSUiIiKi4RhyD1FE7ABWAPg7AJ8D+IOIPKeqm4sedjGAPao6WUS+A+AOAPNGo+Cxoqr4p3/6J7z33nt46aWXMG7cOIgIxo8fj9bWVu5cV4B9nbeay+WQSCQQi8UQjUaxZ88e2Gw2+Hw++P1+NDU1cdbfMmNXlIiIiIhGqpRk9RUAH6vqfwGAiKwFcAaA4lB6BoCf5L9+GsD9IiI60rUULJbJZLBmzRrMmjULp556KlwuFzo6OtDc3Myd6ypgt9vR3NyM5uZmGIaBZDKJWCxmhlQRQVNTk9lFZUAdOXZFiYiIiGh/lbLXeCCA/y66/jmAmft6jKpmRSQKIAAgWPwgEVkAYAEATJo0aYQlj75EIoEvfelL2LNnD6ZOnbrXOY5UPQodUp/Phy996UtIJpOIx+OIRqOIx+PYtm0bvF4vmpub4fP56nrG5FKxK0pERERE5TSmrQxVfQjAQwAwY8aMiu2itrW1YebMmfD7/VaXQmVU6JA2NTXhgAMOQHd3t9lB/eKLLwAAHo/H7KA6nU6LK64s/buiLpeLXVEiIiIi2m+l7EluA3BQ0fWJ+dsGesznItIAoBm9Ex5VLQbS2iYi5uRJ48ePRzqdNgPqjh07sGPHDjQ2NpoB1eVy1WUHkF1RIiIiIhptpYTSPwCYIiJfRm/4/A6A7/Z7zHMALgSwAcA5AH5breeTUv0REXPCpHHjxiGTyZgBddeuXdi1axecTqcZUN1ud82HMXZFiYiIiGisDLl3mT9H9AoA/47eJWEeVdUPROQWABtV9TkAjwB4XEQ+BhBGb3AlqkpOpxPt7e1ob29HT0+PeQ5qMBhEMBhEQ0NDn6VmaiWgsitKRERERFYQqxqaM2bM0I0bN1ryvYlGIpfLmR3URCIBVa2JtVAH6oq2trayK0pERERE+0VE3lLVGUM9jnucRCWy2+1obW1Fa2srDMNAPB6virVQVRWqCsMwzH8NwzDDKLuiRERERGQlhlKiEbDZbCWvherz+fbZcdxXYBzJ9cEesy88V5SIiIiIrMa9UKL91H8t1K6uLjOgxuNxAIDb7QaAYQXGob6niMBms5kXEYHdbofD4djn/cXXGxoa6mLSJiIiIiKqbAylRGUkIvB6vfB6vTjggAOQSqUQi8XQ1dUFESk5MA52XUQYJImIiIioZjCUEo0SEYHb7Ta7pEREREREtLfqmyqUiIiIiIiIagZDKREREREREVmGoZSIiIiIiIgsw1BKRERERERElmEoJSIiIiIiIsswlBIREREREZFlGEqJiIiIiIjIMgylREREREREZBlRVWu+schuAJ8V3dQMIGpJMfs2CcCfrS6in0r8OVVaTZVWD8CxVCrWVBqOp9KwpqFxLJWGNZWG46k0rKk0HE9Dq7R6gL1rOlhVO4Z6kmWhtD8ReUhVF1hdRzER2V3KD3EsVejPqaJqqrR6AI6lUrGm0nA8lYY1DY1jqTSsqTQcT6VhTaXheBpapdUDjLymSjp893mrCxhAxOoCBlCJP6dKq6nS6gE4lkrFmkrD8VQa1jQ0jqXSsKbScDyVhjWVhuNpaJVWDzDCmiqmU1qJRGSjqs6wug6qfhxLVE4cT1QuHEtUThxPVE4cT/WlkjqlleghqwugmsGxROXE8UTlwrFE5cTxROXE8VRH2CklIiIiIiIiy7BTSkRERERERJZhKCUiIiIiIiLL1FUoFZGDROQ1EdksIh+IyD/mb28TkXUi8lH+39b87UeIyAYRSYvItUNth+pHGcdSo4j8h4i8l9/OT616TWSdco2nou3ZReQdEXlhrF8LWa+c40lEPhWR90XkXRHZaMXrIeuUeSy1iMjTIvKhiGwRkeOseE1knTLuOx2ef08qXGIicpVVr4vKo67OKRWRCQAmqOrbIuID8BaAbwH43wDCqnq7iNwAoFVVrxeRcQAOzj9mj6ouH2w7qrrZgpdFFijjWBIAXlVNiIgDwBsA/lFVf2fByyKLlGs8FW3vagAzAPhV9bSxfC1kvXKOJxH5FMAMVQ2O9esg65V5LK0G0KmqD4uIE4BHVStxyQ8aJeX+W5ffph3ANgAzVfWzsXotVH511SlV1e2q+nb+6ziALQAOBHAGgNX5h61G7+CHqu5S1T8A6ClxO1QnyjiWVFUT+auO/KV+PikiAOUbTwAgIhMBnArg4TEonSpQOccT1bdyjSURaQYwG8Aj+cdlGEjrzyi9N30TwFYG0upXV6G0mIgcAuBoAL8HMF5Vt+fvvwn7MAAABklJREFU2gFg/Ai3Q3Vof8dS/lDLdwHsArBOVTmW6lgZ3pvuAXAdAGM06qPqUobxpAB+IyJviciCUSmSqsJ+jqUvA9gNYGX+1IKHRcQ7WrVS5SvXfjiA7wBYU9biyBJ1GUpFpAnAMwCuUtVY8X3aezxzSZ2qwbZD9aEcY0lVc6o6HcBEAF8Rkf85KsVSxdvf8SQipwHYpapvjV6VVC3K9Lfua6p6DIBTAFwuIrPLXylVujKMpQYAxwB4QFWPBpAEcMNo1EqVr4z74U4ApwN4quxF0piru1CaP2/vGQBPqOov8zfvzB/nXjjefdcIt0N1pFxjqSB/KNNrAOaUu1aqfGUaT18FcHr+PMC1AL4hIv9nlEqmClau9ydV3Zb/dxeAZwF8ZXQqpkpVprH0OYDPi44Eehq9IZXqTJn3nU4B8Laq7ix/pTTW6iqU5ieVeQTAFlW9q+iu5wBcmP/6QgD/d4TboTpRxrHUISIt+a/dAP4OwIflr5gqWbnGk6reqKoTVfUQ9B7S9FtVPX8USqYKVsb3J29+MhLkD7U8CcCm8ldMlaqM7007APy3iByev+mbADg5ZJ0p13gqch546G7NqLfZd78GoBPA+/jL+VaL0Hs8+y8ATALwGYBvq2pYRA4AsBGAP//4BIC/BjB1oO2o6otj9FLIYmUcS4eg96R+O3o/JPqFqt4ydq+EKkG5xlPxYVAi8nUA13L23fpTxvendvR2R4Hewy//TVWXjtXrIOuV871JRKajdwI2J4D/AnCRqu4Zy9dD1irzePIC+DOAv1LV6Ni+EhoNdRVKiYiIiIiIqLLU1eG7REREREREVFkYSomIiIiIiMgyDKVERERERERkGYZSIiIiIiIisgxDKREREREREVmGoZSIiIiIiIgsw1BKRERVT0RyIvKuiGwSkedFpCV/+yEi0p2/r3C5IH/fpyLyvoj8p4j8Jr8mHkSkWUQeE5GPRWRr/uvmAba3OX+fQ0ROLtp+QkT+mP/6MRH5uohE+9Xwt/3q/kBE3hORa0Rkn3+bi7b1Tv57vC4ie61Fm9/m2qLrK4pqLv55nCMiq0Tkk6Lb3izvb4eIiGhwDVYXQEREVAbdqjodAERkNYDLASzN37e1cN8ATlTVoIgsQ+8i7lcCeATAJlUthNefAngYwLnF2xMRO4B16F3o/QkA/55//P8DcK2qbsxf/zqATlXdKzz2q3scgH9D70LxNw/yWs1tich0AL8SkW5VfTV/25EA7ABmiYhXVZOqenn+vkMAvFD888iH2h+p6tODfE8iIqJRw04pERHVmg0ADhzmc14HMFlEJgM4FsCtRffdAmCGiBxa/ARVzQH4jxF8rwGp6i4ACwBcISJS4nPezdd3RdHN5wF4HMBvAJxRjtqIiIhGE0MpERHVjHz38psAniu6+dB+h87OGuCppwF4H8BfA3g3HzgBmOHzXQD/o9/3agQwE8DLJZQ2q18Nhw70IFX9L/R2OceVsM2CtwEcUXR9HoC1ANagN6CW4s6i2p4YxvcmIiLabzx8l4iIaoFbRN5Fb9dyC3oPqy0Y7PDd10QkB+A/AfwYwOwSvteh+e/1ZQC/VtX/LOE5+zp8txzMrqqIzAAQVNU/i8g2AI+KSJuqhofYBg/fJSIiy7BTSkREtaBwbubB6A1pl5f4vBNVdbqqXqCqEQCbAUwvnmwo//X0/H3AX0LuoQCOFZHTy/UiROSvAOQA7BrG045GbxAHejujR4jIpwC2ovf81LPLVR8REdFoYCglIqKaoapd6J2s6BoRGfbRQKr6MYB30Ns1LfgxgLfz9xU/NgjgBgA3jrzivxCRDgAPArhfVbXE50wFsBjAinx4/jaAo1T1EFU9BL3nlJZ6CC8REZElGEqJiKimqOo76D0ctxDG+p9TeuUQm7gYwGH55WC2Ajgsf9tAfgXAs4/zVIv1P6f0nPzt7sKSMABeQe/kRD8tYVvviMgfAawAcGV+5t1ZALap6hdFj30dwF+LyIQhtnlnv/qcQzyeiIiobKTED2OJiIiIiIiIyo6dUiIiIiIiIrIMZ98lIiKqMCJyMoA7+t38iaqeaUU9REREo4mH7xIREREREZFlePguERERERERWYahlIiIiIiIiCzDUEpERERERESWYSglIiIiIiIiy/x/lR8ybylanqMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "crime_quarterly.div(crime_begin).sub(1).round(2).plot(**plot_kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OFFENSE_TYPE_ID</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th>GEO_LON</th>\n",
       "      <th>GEO_LAT</th>\n",
       "      <th>NEIGHBORHOOD_ID</th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>traffic-accident-dui-duid</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>2014-06-29 02:01:00</td>\n",
       "      <td>-105.000149</td>\n",
       "      <td>39.745753</td>\n",
       "      <td>cbd</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>vehicular-eluding-no-chase</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>2014-06-29 01:54:00</td>\n",
       "      <td>-104.884660</td>\n",
       "      <td>39.738702</td>\n",
       "      <td>east-colfax</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>disturbing-the-peace</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>2014-06-29 02:00:00</td>\n",
       "      <td>-105.020719</td>\n",
       "      <td>39.706674</td>\n",
       "      <td>athmar-park</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>curfew</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>2014-06-29 02:18:00</td>\n",
       "      <td>-105.001552</td>\n",
       "      <td>39.769505</td>\n",
       "      <td>sunnyside</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>2014-06-29 04:17:00</td>\n",
       "      <td>-105.018557</td>\n",
       "      <td>39.679229</td>\n",
       "      <td>college-view-south-platte</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              OFFENSE_TYPE_ID OFFENSE_CATEGORY_ID       REPORTED_DATE  \\\n",
       "0   traffic-accident-dui-duid    traffic-accident 2014-06-29 02:01:00   \n",
       "1  vehicular-eluding-no-chase    all-other-crimes 2014-06-29 01:54:00   \n",
       "2        disturbing-the-peace     public-disorder 2014-06-29 02:00:00   \n",
       "3                      curfew     public-disorder 2014-06-29 02:18:00   \n",
       "4          aggravated-assault  aggravated-assault 2014-06-29 04:17:00   \n",
       "\n",
       "      GEO_LON    GEO_LAT            NEIGHBORHOOD_ID  IS_CRIME  IS_TRAFFIC  \n",
       "0 -105.000149  39.745753                        cbd         0           1  \n",
       "1 -104.884660  39.738702                east-colfax         1           0  \n",
       "2 -105.020719  39.706674                athmar-park         1           0  \n",
       "3 -105.001552  39.769505                  sunnyside         1           0  \n",
       "4 -105.018557  39.679229  college-view-south-platte         1           0  "
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime = pd.read_hdf('data/crime.h5', 'crime')\n",
    "crime.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Monday       70024\n",
       "Friday       69621\n",
       "Wednesday    69538\n",
       "Thursday     69287\n",
       "Tuesday      68394\n",
       "Saturday     58834\n",
       "Sunday       55213\n",
       "Name: REPORTED_DATE, dtype: int64"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wd_counts = crime['REPORTED_DATE'].dt.weekday_name.value_counts()\n",
    "wd_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x119ee4b38>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "days = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
    "title = 'Denver Crimes and Traffic Accidents per Weekday'\n",
    "wd_counts.reindex(days).plot(kind='barh', title=title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x119ed4940>"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "title = 'Denver Crimes and Traffic Accidents per Year'\n",
    "crime['REPORTED_DATE'].dt.year.value_counts().sort_index() \\\n",
    "                      .plot(kind='barh', title=title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "REPORTED_DATE  REPORTED_DATE\n",
       "2012           Friday            8549\n",
       "               Monday            8786\n",
       "               Saturday          7442\n",
       "               Sunday            7189\n",
       "               Thursday          8440\n",
       "               Tuesday           8191\n",
       "               Wednesday         8440\n",
       "2013           Friday           10380\n",
       "               Monday           10627\n",
       "               Saturday          8875\n",
       "dtype: int64"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekday = crime['REPORTED_DATE'].dt.weekday_name\n",
    "year = crime['REPORTED_DATE'].dt.year\n",
    "\n",
    "crime_wd_y = crime.groupby([year, weekday]).size()\n",
    "crime_wd_y.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Weekday</th>\n",
       "      <th>Friday</th>\n",
       "      <th>Monday</th>\n",
       "      <th>Saturday</th>\n",
       "      <th>Sunday</th>\n",
       "      <th>Thursday</th>\n",
       "      <th>Tuesday</th>\n",
       "      <th>Wednesday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</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</th>\n",
       "      <td>8549</td>\n",
       "      <td>8786</td>\n",
       "      <td>7442</td>\n",
       "      <td>7189</td>\n",
       "      <td>8440</td>\n",
       "      <td>8191</td>\n",
       "      <td>8440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>10380</td>\n",
       "      <td>10627</td>\n",
       "      <td>8875</td>\n",
       "      <td>8444</td>\n",
       "      <td>10431</td>\n",
       "      <td>10416</td>\n",
       "      <td>10354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>12683</td>\n",
       "      <td>12813</td>\n",
       "      <td>10950</td>\n",
       "      <td>10278</td>\n",
       "      <td>12309</td>\n",
       "      <td>12440</td>\n",
       "      <td>12948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>13273</td>\n",
       "      <td>13452</td>\n",
       "      <td>11586</td>\n",
       "      <td>10624</td>\n",
       "      <td>13512</td>\n",
       "      <td>13381</td>\n",
       "      <td>13320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>14059</td>\n",
       "      <td>13708</td>\n",
       "      <td>11467</td>\n",
       "      <td>10554</td>\n",
       "      <td>14050</td>\n",
       "      <td>13338</td>\n",
       "      <td>13900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>10677</td>\n",
       "      <td>10638</td>\n",
       "      <td>8514</td>\n",
       "      <td>8124</td>\n",
       "      <td>10545</td>\n",
       "      <td>10628</td>\n",
       "      <td>10576</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Weekday  Friday  Monday  Saturday  Sunday  Thursday  Tuesday  Wednesday\n",
       "Year                                                                   \n",
       "2012       8549    8786      7442    7189      8440     8191       8440\n",
       "2013      10380   10627      8875    8444     10431    10416      10354\n",
       "2014      12683   12813     10950   10278     12309    12440      12948\n",
       "2015      13273   13452     11586   10624     13512    13381      13320\n",
       "2016      14059   13708     11467   10554     14050    13338      13900\n",
       "2017      10677   10638      8514    8124     10545    10628      10576"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_table = crime_wd_y.rename_axis(['Year', 'Weekday']) \\\n",
    "                        .unstack('Weekday')\n",
    "crime_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "272"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "criteria = crime['REPORTED_DATE'].dt.year == 2017\n",
    "crime.loc[criteria, 'REPORTED_DATE'].dt.dayofyear.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.745"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(272 / 365, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_pct = crime['REPORTED_DATE'].dt.dayofyear.le(272) \\\n",
    "                        .groupby(year).mean().round(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "REPORTED_DATE\n",
       "2012    0.748\n",
       "2013    0.725\n",
       "2014    0.751\n",
       "2015    0.748\n",
       "2016    0.752\n",
       "2017    1.000\n",
       "Name: REPORTED_DATE, dtype: float64"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_pct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.748"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_pct.loc[2012:2016].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Weekday</th>\n",
       "      <th>Monday</th>\n",
       "      <th>Tuesday</th>\n",
       "      <th>Wednesday</th>\n",
       "      <th>Thursday</th>\n",
       "      <th>Friday</th>\n",
       "      <th>Saturday</th>\n",
       "      <th>Sunday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</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</th>\n",
       "      <td>8786</td>\n",
       "      <td>8191</td>\n",
       "      <td>8440</td>\n",
       "      <td>8440</td>\n",
       "      <td>8549</td>\n",
       "      <td>7442</td>\n",
       "      <td>7189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>10627</td>\n",
       "      <td>10416</td>\n",
       "      <td>10354</td>\n",
       "      <td>10431</td>\n",
       "      <td>10380</td>\n",
       "      <td>8875</td>\n",
       "      <td>8444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>12813</td>\n",
       "      <td>12440</td>\n",
       "      <td>12948</td>\n",
       "      <td>12309</td>\n",
       "      <td>12683</td>\n",
       "      <td>10950</td>\n",
       "      <td>10278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>13452</td>\n",
       "      <td>13381</td>\n",
       "      <td>13320</td>\n",
       "      <td>13512</td>\n",
       "      <td>13273</td>\n",
       "      <td>11586</td>\n",
       "      <td>10624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>13708</td>\n",
       "      <td>13338</td>\n",
       "      <td>13900</td>\n",
       "      <td>14050</td>\n",
       "      <td>14059</td>\n",
       "      <td>11467</td>\n",
       "      <td>10554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>14221</td>\n",
       "      <td>14208</td>\n",
       "      <td>14139</td>\n",
       "      <td>14097</td>\n",
       "      <td>14274</td>\n",
       "      <td>11382</td>\n",
       "      <td>10860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Weekday  Monday  Tuesday  Wednesday  Thursday  Friday  Saturday  Sunday\n",
       "Year                                                                   \n",
       "2012       8786     8191       8440      8440    8549      7442    7189\n",
       "2013      10627    10416      10354     10431   10380      8875    8444\n",
       "2014      12813    12440      12948     12309   12683     10950   10278\n",
       "2015      13452    13381      13320     13512   13273     11586   10624\n",
       "2016      13708    13338      13900     14050   14059     11467   10554\n",
       "2017      14221    14208      14139     14097   14274     11382   10860"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_table.loc[2017] = crime_table.loc[2017].div(.748).astype('int')\n",
    "crime_table = crime_table.reindex(columns=days)\n",
    "crime_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1253d7198>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(crime_table, cmap='Greys')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Population</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>705000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>693000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>680000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>662000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>647000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>634000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Population\n",
       "Year            \n",
       "2017      705000\n",
       "2016      693000\n",
       "2015      680000\n",
       "2014      662000\n",
       "2013      647000\n",
       "2012      634000"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "denver_pop = pd.read_csv('data/denver_pop.csv', index_col='Year')\n",
    "denver_pop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "den_100k = denver_pop.div(100000).squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_table2 = crime_table.div(den_100k, axis='index').astype('int')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Weekday</th>\n",
       "      <th>Monday</th>\n",
       "      <th>Tuesday</th>\n",
       "      <th>Wednesday</th>\n",
       "      <th>Thursday</th>\n",
       "      <th>Friday</th>\n",
       "      <th>Saturday</th>\n",
       "      <th>Sunday</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</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</th>\n",
       "      <td>1385</td>\n",
       "      <td>1291</td>\n",
       "      <td>1331</td>\n",
       "      <td>1331</td>\n",
       "      <td>1348</td>\n",
       "      <td>1173</td>\n",
       "      <td>1133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>1642</td>\n",
       "      <td>1609</td>\n",
       "      <td>1600</td>\n",
       "      <td>1612</td>\n",
       "      <td>1604</td>\n",
       "      <td>1371</td>\n",
       "      <td>1305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>1935</td>\n",
       "      <td>1879</td>\n",
       "      <td>1955</td>\n",
       "      <td>1859</td>\n",
       "      <td>1915</td>\n",
       "      <td>1654</td>\n",
       "      <td>1552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>1978</td>\n",
       "      <td>1967</td>\n",
       "      <td>1958</td>\n",
       "      <td>1987</td>\n",
       "      <td>1951</td>\n",
       "      <td>1703</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>1978</td>\n",
       "      <td>1924</td>\n",
       "      <td>2005</td>\n",
       "      <td>2027</td>\n",
       "      <td>2028</td>\n",
       "      <td>1654</td>\n",
       "      <td>1522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>2017</td>\n",
       "      <td>2015</td>\n",
       "      <td>2005</td>\n",
       "      <td>1999</td>\n",
       "      <td>2024</td>\n",
       "      <td>1614</td>\n",
       "      <td>1540</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Weekday  Monday  Tuesday  Wednesday  Thursday  Friday  Saturday  Sunday\n",
       "Year                                                                   \n",
       "2012       1385     1291       1331      1331    1348      1173    1133\n",
       "2013       1642     1609       1600      1612    1604      1371    1305\n",
       "2014       1935     1879       1955      1859    1915      1654    1552\n",
       "2015       1978     1967       1958      1987    1951      1703    1562\n",
       "2016       1978     1924       2005      2027    2028      1654    1522\n",
       "2017       2017     2015       2005      1999    2024      1614    1540"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_table2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12547e358>"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fiST1iGiiliT1fnr8X2b73RRr6lHO87vJCO+5W9KszpMywR8ITAf2GmOsERHVmTKl/63B+knqj0saoLgrFEnbUEzk3ss8ilEyT7K9uuyL33csgUZEVErqf2uwfvrUP08xS+MzJZ1AMSTxhF5vsL2sx77LRhVhRMRkaHiy7tewSV3SBcD7bJ8l6SrgNRT94W+3vXSyAoyImBRtT+rAGRTT7v4r8A+2b5ikmCIiJl/bp961/Q1J3wU+BiyR9G909aXb/swkxBcRMTk2gJY6FCtePwRsSrEc3UgXSCMi1k9tb6mXt/N/BjgfeJHthyctqoiIydb2pA58hOKiaPrSI6L92t79YvuVkxlIRESt2p7UIyI2KEnqERHtoQ2gTz0iYsPRkqTejk8RETFeEzj3i6SFku6RtLSr7O8k/VrSteX2hq59H5Z0q6RbJO3fVX5AWXarpA/18zEmpaUu6RXAPsBS29+bjDojIkZlYlvqZwKfA84aVP5Ptv+xu0DS7sA7gD2A5wDfl7RrufvzwGuBZcCVks63fWOviitpqUu6ouvxkRQfbnPg+F5nG0nzJS2RtGTJmseqCC0iYmgT2FK3fSmwos+aDwK+Zvsx278EbqVoBO8D3Gr7dturgK+Vr+2pqu6Xjbsezwdea/sE4HXAnw33JtsLbM+xPWfOlE0rCi0iYgijSOrdDdBym99nLe+XdF3ZPbN1WbYd8Kuu1ywry4Yr76mq7peBMuABQLZ/C2D7IUntXr02ItZPo1j8wvYCYMEoa/gi8EmKtSk+CXwaOGKUxxhRVUl9S+Aqiql6LWlb23dJmkqWs4uIJqp4nLrtu9dWpS8D/1k+/TWwQ9dLty/L6FE+rEqSuu2Zw+x6AnhLFXVGRIxLxUm907gtn74F6IyMOR/4qqTPUFwo3QW4gqIBvIuknSmS+TuAPx2pnkkdp277YUm/ncw6IyL6MoGjXySdDcwFpktaBhwPzC3XbjZwB/BuANs3SFoE3AisBo6yvaY8zvuBi4ApwMJ+5uKq4+ajG4Eda6g3ImJ4E9hSt33oEMWn93j9icCJQ5RfAFwwmrorSeqSjhluFzC1ijojIsYlc7/0dBLwKYqfEoPlLtaIaJ5RjH5psqqS+tXAubavGrxD0rsqqjMiYuzSUu/pcIa/m2pORXVGRIxdkvrwbN/SY9/dw+2LiKiN2tEzXNXcL1tKOlnSzZJWSLpX0k1l2VZV1BkRMS4D6n9rsKpOTYuAlcBc29NsbwPsV5YtqqjOiIix00D/W4NV1ac+0/Yp3QW2lwOnSJrwuQ4iIsatJaNfqjrl3CnpWEkzOgWSZkg6jnVnHYuIaIYJnHq3TlUl9UOAbYBLJK2UtAL4ITANOLiiOiMixi7dL8OzvVLSGcDFwGLbD3b2SToAuLCKeifDjE2a+RNt6UOP1x3CsB5c80TdIQzpt4+vqTuEIW22TTNvutYWW9QdQrUa3gLvV1WjX44GzgPeDyyV1L1ax0lV1BnN1NSEHvEUAwP9bw1W1YXSI4HZth+UNBP4pqSZtk8l86lHRBMNNPNX+GhVtvJRp8vF9h2S5lIk9p1IUo+IJmr4+PN+VfU74u5y3mAAygR/IDAd2KuiOiMixq4lF0qrim4esLy7wPZq2/OAfSuqMyJi7FoypLGq0S/Leuy7rIo6IyLGpeEt8H7VsfJRRETztKRPPUk9IgIy+iUiolXSUo+IaJH0qUdEtEjDR7X0K0k9IgLSUo+IaJWWzKeepB4RAel+iYholYbPvtivJPWICGhNS70dp6aIiPGawAm9JC2UdI+kpV1ln5R0naRrJX1P0nPK8rmS7ivLr5X08a73HCDpFkm3SvpQPx+jqkUy/kjSFuXjp0k6QdJ/SDpF0pZV1BkRMS4TO6HXmcABg8o+ZfuFtmcB/wl8vGvfj2zPKrdPFOFoCvB54PXA7sChknYfqeKqWuoLgYfLx6cCWwKnlGVnDPcmSfMlLZG0ZMmaxyoKLSJiCFOm9L+NwPalwIpBZfd3PX0G4BEOsw9wq+3bba8CvgYcNMJ7Kl0kY3X5eI7tF5WPfyzp2uHeZHsBsADgk5tNG+kDR0RMnEkYpy7pRIqpye8D9uva9VJJPwN+A/y17RuA7YBfdb1mGfBHI9VR1adYKunw8vHPJM0BkLQr0NwVkiNiwzWK7pfuXoVym99PFbY/YnsH4CsUazgDXA3sZHtv4J+Bc8fzMapK6u8C/ljSbRR9QZdLuh34crkvIqJZRnGh1PYC23O6tgWjrO0rwFuh6JbpWv7zAmBjSdOBXwM7dL1n+7Ksp6oWybgP+IvyYunOZT3LbN9dRX0REeNW8SyNknax/Yvy6UHAzWX5s4G7bVvSPhSN7XuB3wO7SNqZIpm/A/jTkeqpdJx6eWHgZ91lkqZ2zkoREY0xgX3qks4G5gLTJS0DjgfeIGk34AngTuA95cvfBrxX0mrgEeAdtg2slvR+4CJgCrCw7GvvqY6bj24Edqyh3oiI4U3gIhm2Dx2i+PRhXvs54HPD7LsAuGA0dVeS1CUdM9wuYGoVdUZEjIdyR2lPJwFbA5sP2qZWWGdExNhN4B2ldaqq++Vq4FzbVw3eISmjXyKieRqerPtVVVI/nEF3U3WZU1GdERFjlzVKh2f7lh77MqwxIppnAi+U1qmqCb22lHSypJslrZB0r6SbyrKtqqgzImJcWtKnXlV0i4CVwFzb02xvQzHPwcpyX0REs0zsLI21qSqpz7R9iu3lnQLby22fAuxUUZ0REWOXlnpPd0o6VtKMToGkGZKOY91ZxyIimmFA/W8NVlVSPwTYBrhE0kpJK4AfAtOAgyuqMyJi7FrSUq9q9MtKSWcAFwOLu+d6kXQAcGEV9UZEjFlLRr9UNU3A0cBRwE3AaZI+aPu8cvdJ9JHUf7tqTRWhjVtT49qkoT8Jt9qoua2a+1c/UXcIQ9po2jPqDmFIfqzlq5E1/AJov6q6+ehIYLbtByXNBL4paabtUynmf4mIaJaGd6v0q8rl7DqTvt8haS5FYt+JJPWIaKKBdiT1qj7F3ZJmdZ6UCf5AYDqwV0V1RkSMmYpl6vramqyqlvo8YHV3QbkQ9TxJ/1JRnRERY5ful+HZXtZj32VV1BkRMS4Z/RIR0SIN71bpV5J6RAS05kJpknpEBKSlHhHRKrlQGhHRIknqEREtku6XiIgWSVKPiGiTJPWIiPZISz0iokXakdOT1CMigNaMfqnkU0g6WtIOVRw7IqISUv/biIfSQkn3SFraVfYpSTdLuk7StyVt1bXvw5JulXSLpP27yg8oy26V9KF+PkZVp6ZPAj+V9CNJ75P0zH7eJGm+pCWSliz1qopCi4gYikaxjehM4IBBZRcDe9p+IfBz4MMAknYH3gHsUb7nC5KmSJoCfB54PbA7cGj52p6qSuq3A9tTJPfZwI2SLpR0mKTNh3uT7QW259ies6c2qSi0iIghTGBL3falwIpBZd8rpyAHWEyRIwEOAr5m+zHbvwRuBfYpt1tt3257FfC18rU9VZXUbfuJ8kP8b+A5wBcozkK3V1RnRMQ49N9S7+5VKLf5o6zsCOC75ePtgF917VtWlg1X3lNVF0rXOZXZfhw4Hzhf0tMrqjMiYuxGMaTR9gJgwdiq0UcoFhH6yljeP5Kqkvohw+2w/XBFdUZEjN0kjH6R9BcUS3u+2rbL4l8D3QNLti/L6FE+rEo+he2fD7dP0tQq6oyIGI+q1yiVdABwLPCmQY3b84F3SNpU0s7ALsAVwJXALpJ2lrQJxcXU80eqp45x6jcCO9ZQb0TE8CbwjlJJZwNzgemSlgHHU4x22RS4uDwxLLb9Hts3SFpEkRtXA0fZXlMe5/3ARcAUYKHtG0aqu5KkLumY4XYBaalHRANNXFK3fegQxaf3eP2JwIlDlF8AXDCauqvqRDoJ2BrYfNA2tcI6IyLGbgKHNNapqu6Xq4FzbV81eIekd1VUZ0TE2LVkmoCqkvrhDBp432VORXVGRIxdw1vg/aokqdu+pce+u6uoMyJiXNqR0yub0GtLSSeXk9eskHSvpJvKsq1GPkJExGSb0LlfalNVJ9IiYCUw1/Y029sA+5VliyqqMyJi7FpyobSqpD7T9im2l3cKbC+3fQqwU0V1RkSMXZJ6T3dKOlbSjE6BpBmSjmPdCWoiIppBA/1vDVZVdIcA2wCXSFopaQXwQ2AacHBFdUZEjF1LWupVjX5ZKekMiknhF9t+sLOvnP/gwirqjYgYu2Yn635p7URhE3hQ6WjgKOAmYBbwQdvnlfuutv2iCa+0dzzzy6kyG6epsSWu0WlqXNDc2Joa1/ququ6XI4HZtt9MManNxyR9sNxXx+lwtBPYT6amxpa4RqepcUFzY2tqXOu1qu4oHeh0udi+Q9Jc4JuSdqItv3EiIhqoqpb63ZJmdZ6UCf5AYDqwV0V1RkRs8KpK6vOA5d0FtlfbngfsW1GdvTS5366psSWu0WlqXNDc2Joa13qtkgulERFRj2aPoo+IiFFJUo+IaJEk9YiIFklSn2SSvi5pf411SfINjKRt6o4hYn3S2qQuaUrdMQzjDOAI4OeS/q+k59UdEDQ6eS6W9A1Jb2jaiVDStyS9UWrWDE9NjQsa/b1sjcb9o0+gX0j6lKTd6w6km+0LbR8C7EMx7PMHki6V9OeSqroZrB9NTZ67Ugx9+3OKf9OTJO1ac0wdXwD+lCKukyXtVndApabGBQ39XrZJa4c0StoceAfFeqkDwELga7bvrzUwQNLWFF+6ecDvgK8CrwB2sf2ammIS8BqKXxEvpljM5EzbP68jnqFI2g/4d+AZwM+AD9m+vN6oipW+gEOBj1BMLf1l4N9tP564nhJTY7+XbdHapN5N0h9TJM6tgG8Cn7R9a02xfIPirtqvAGfYXta17xrbf1hHXN2alDzLbqF3UrTU7wZOB86nmCjuG7Z3riOujkHx/Ybi3/UVwF625yau4TXpe9kmdf7cr1TZd/dGihbBTODTFP+xXwlcQPGzvg4LgO97iLNpnQl9iOT5AbqSJ1BX8rwc+Dfgzd0nQGCJpC/VFBMAkr4N7EYR35/Yvqvc9XVJSxLXUzX4e9karW2pS7od+AFwuu2fDNr3WdtH1xMZSHo+sDuwWafM9lfrigdA0s8pksAZg5Inko4rlyKsIy4NdQJsAkn72f5B3XEM1tS4oNnfy7Zoc1Kf2r04R1NI+ijwOuD5wEXA/sCPbf+vmuNqZPKU9EzgWGAP1j0Jvqq2oLpI2pOnnqDPqi+iQoPjauT3sk1a2/0CrJZ0FE9NBkfUFxJQLPU3C7ja9p9L2hY4s96QAJguqYnJ8yvA1ylm+XwPcBjw21ojKkk6nmK9gN0pug5eD/wYqDV5NjWuUlO/l63R5iGN/wY8m6IlfAmwPfBArREVHrG9huI/9+YUwxp3qjkmKJLnzRR95ycAdwBX1hlQaRvbpwOP276k/PLXfaLpeBvwamC57cOBvYEt6w0JaG5c0NzvZWu0Oak/z/bHgIds/yvFxZk/qjkmgGskbUUxlGsJcEW51a2pybMz/O6u8oaaP6RYwLwJHrH9BMUJegvgHmCHmmOC5sYFzf1etkabu186yeD3Zf/icuBZNcYDgO13lw8/L+kiYAvbV9cZU2md5EkxDK4JyfP/luOt/w/wz8AWwF/VG9KTlpQn6C8DVwEPUozWqVtT44KGfi/bpM0XSt8FnAO8kOLW/KnAx23XMgxO0gt77bd93WTFMhRJBwI/omjRdZLnCbbPrzOu9YWkmRQn6Fr/HQdrWlxN+162UWuTetNI+lH5cFPgD4EbKNZr3YPiouk+dcXWRJL+GRj2P2fNQ1Jf1Gt/Xb+8mhpXTK7Wdb9IOqbXftufmaxYBtX7SgBJ3wTm2762fL43xW3ctWhw8uzcJPNyilEcXy+fvx24sZaI1vp0+edmwByKu25F0fpcArw0ca2rqd/LNmpdUgc2L//cjWIOk073wZ/QjAuSL+gkdADbP5O0R43xNDJ5lhfRkPRe4BW2V5fPv0TRTVQb2/uVsXwLeJHt68vnewJ/l7iG1PTvZWu0tvtF0qXAG20/UD7fHPiO7ToWvu6OaxGwgmJuFYA/oxh5cnB9UYGkxaybPDcGfmT7JTXHdQvwUtsryudbA4tt1z6LUtkgAAALtElEQVTzoKQbbO8xUtlka2pcZRyN/F62SRtb6h0zgFVdz1eVZXU7DHg/cFz5/FKg50/TSbI1xcXRFeXzqWVZ3U6mGAb6A4quhH2pv9XZcZ2k01j3BN2EC5LXNzQuaO73sjXa3FL/CHAw8O2y6M3AItsn1RfVusphZ8+xXXcfMZIOp0iW6yTPTjdInSQ9m7VjmX9qe3md8XRI2gx4L8XfFRQn6C/afrS+qJobF6wf38v1XWuTOoCk2RTTjQJcavuaOuMBkPRfwFuAKcDVFC3j/7b9N7UGRjOTp6SXA9fafkjSO4EXAafavrPm0BqpnAXxLNt/Vncsw2ni97JN2p7Up1D8tHuym8n2/9QX0do50yX9b2Cm7Y9Jus52z3HskxBXI5OnpOsobnPvjGs+HTjY9h/XGNMi2wdLup4hRg414N/yx8CrbK8a8cU1aOL3sk1a26cu6QPA8RRzg6+h6FIwRXKo00blzINvBz5ecyzdvgjsXQ6xPIYieZ4F1JY8S6ttW9JBwOdtn16eEOv0wfLPA2uNYni3A5dJOh94qFPYhGGDDf5etkZrkzrFF2832/fWHcggJ1JMZPRj21dIei7wy5pjgmYmT4AHJH2YYgGPfVUsprxxnQHZvqtsbZ7ZGUbYMLeV2wBrhxI2RVO/l63R2u6XcrTEaztD9KI3SZcAF1KsUfpKikmgfmZ7r5rjejbFeq5X2v6RpB2BuQ2ZG/y/gP9l+766Y1lf5HtZvTYn9dMpbnT4DvBYp7zun6CSngd8Hni27b3LOWHeaPvva46rccmzbA1/v6GtYSSdRzHlw8Ws281R6+o9ZeIcqq+/9lk3m/q9bJM2d7/8T7ltUm5NcRrwtxSJHeB64Gyg1qRue7mkc4BdyqLfsXbYWS1sr5H0hKQtG9oa/la5Nc1fdz3eDHgr0JSWcVO/l63R2pZ6h6SpAE1ZQkvSlbZf3BkFU5Zda3tWzXEdCcwHptn+A0m7AF+y/eqa42pca1jSjuvbaA1JV2TSuA1Da1vq5XwX/0Y5J7ik3wHzbN9Qa2Bwr6SdKX8eS3ozxZzSdTsK2Af4KYDtX0hqwjzXTWwNn0sx5BNJ59h+a83xrENS9zz4A8BsGrLyUZO7htqitUkdWAAc43JVdUlzKRYNeFmdQVFMEXA68HxJdwJ3AYfWGxIAj9leJQkASRvRY/bGydKEO1qHoK7Hz60tiuFdRfFvJ4pul18CTRjJBM3uGmqFNif1Z3QSOoDtH0p6Rp0BlXHcCryqXM1Htn9fd0ylSyT9LfA0Sa8F3gf8R80xIemXDN2yqzOZepjHTfGCwVMCSNq0rmC62b5qUNFlkjJL4wRqc1K/XdLHKLpgoBjnfHuN8QBQJs7u5wA0YO6LD1G05q4H3k2xCv1ptUZUmNP1eDOKm7bqXmZvb0n3U7SEn1Y+pnxu21vUFxoAP6HsHupy+RBlk26IrqE5NKRrqC3anNSPAE5gbX/sj8qyuq3perwZxcK7dffz42Kh4i+XW2MMcZPK/5N0FTXejWt7Sl1191IOS92O4kTzh6ztJtoCeHptga2r0zUERbfLHTSna6gVWpvUba8Eah0vPBTbp3Q/l3QKxU0/tSrnfvk7YCeK/xedVmetfcaDlmjrtOxa+/92nPYH/gLYHuge9/0AxTDa2kh6MfAr2zuXzw+j6E+/g/pXsmqV1g1pLOe7GJbtN01WLP0o+9avsv28muO4GfgripbUk78m6r6duxwt0dFp2f2j7Vvqiaj5JL3V9jl1x9FN0tXAa2yvkLQv8DXgA8AsimsAb6s1wBZpY4vnpcCvKG7o+SnrjlSojaSNbK+WdA1rf35OAbYF6u5PB7jP9nfrDmKwpt5N2mS2z5H0RopFzTfrKv9EfVExpbN6FXAIsKA88Zwj6doe74tRamNSfzbwWophgn9KcTvy2Q0Yn34FxYWq7hbJamC57ceGfsuk+oGkT1Fcg+i+fbvWFejLURtvBWay7lStdSaoRlOxjuvTgf0oLna/jfrXAZ3SadgAr6a40a2jjXmoNq37y7S9hqKP+sIyIRwK/FDSCbY/V2NoKuO7rcYYeuksjtE92sRA3TeFnAfcR9Et1IST3/rgZbZfWM7Tf4KkTwN1/wo7m2LY7O+ARygXDy/nQmriFBDrrdYldXiydfdGioQ+E/gsNc9jAjxT0rBrkdY9oVGDuzm2t31A3UGsZx4p/3xY0nMoVtfatsZ4sH1iOavltsD3vPZi3gBF33pMkNYldUlnAXtSjLM+wfbSmkPqmEKxmHMj+vg7ep1ooP6TDfATSXvZvr7mONYn/1muf/sPFL9woAH3HNhePETZz+uIpc3aOPrlCdZO/NT94Wq9MUTS1bZrv/ljMEnHlw93A14MdEYP/Qlwhe131hTXUuAJiobHLhQ3jj3G2n/HrJQzSNewweXl83kUN93dTLGI+Ipe7492aF1Sb6ruWRmbSNKlFPO6P1A+3xz4ju19e7+zsnhWUgx3G1Lda6c2UYYNBrSw+6XBap3Ctg8zgO6FileVZXX5ZRL3qGXYYCSpT5b14KfvWcAVkjoXlN8M1DlD4rOafGG5oTJsMPIPHYVydMJ3KdYnBTjc9jU1htTIC8sNl2GDkT71WEvSK4BdbJ8h6ZnAVNu/rCmWRl5YbjpJL2HtsMGHyrJdKf4ta72RLCZHknoAT46CmQPsZnvXcnzzN2y/vKZ4Gn1hOaKpBuoOIBrjLcCbKIeD2v4NsHmN8TT9wnJEIyWpR8eq8i6/ztqpta4StR5cWI5opCT16Fgk6V+ArSQdCXyfhi2YEREjS5/6Bk7SX1Isf3Y1xax+r6MYcXKR7YvrjC0iRi9DGmN74P8Bz6dYn/QyiiQ/eIHgiFgPpKUeAEjahGL0y8soFhp5KfB727vXGlhEjEpa6tHxNIoFircst99QtNwjYj2SlvoGTtICimXPHqBY/m8xsLhcuDsi1jMZ/RI7ApsCy4FfA8uA39caUUSMWVrqgSRRtNZfVm57UqyWc7nt43u9NyKaJUk9niRpe+DlFIn9QGAb21vVG1VEjEaS+gZO0tGsbaE/TjGcsbNdb/uJGsOLiFHK6JeYCXwD+Cvbd9UcS0SMU1rqEREtktEvEREtkqQeEdEiSeox4ST9UzlRWOf5RZJO63r+6V7rj/Y47oN9vOZMSW8b7bEj2iJJPapwGcVoGiQNANMpxsF3vIxidE1ETLAk9ajCTygmBIMimS8FHpC0taRNgRcAV0v6G0lXSrpO0gmdN0t6p6QrJF0r6V8kTek+uKTpki6X9EYVPifpFknfB57V9bqPl8dfKmlB+do/kHR112t26X4esb5LUo8JVy6Ft1rSjhSt8ssp5pV5KcVMkNcDc4FdgH2AWcBsSftKegFwCPBy27OANcCfdY4taQbwHeDjtr9DsQzfbsDuwLyyvo7P2X6x7T0pJiw70PZtwH2SZpWvORw4Y+L/FiLqkXHqUZWfsPamps8A25WP76PonnlduV1Tvn4qRZJ/ITAbuLKYvYCnAfeUr9kY+C/gKNuXlGX7AmfbXgP8RtJ/d8Wwn6RjgacD04AbgP8ATgMOL/v1D6E4sUS0QlrqUZVOv/peFN0viyla6p3+dAF/b3tWuT3P9ull+b92le9m++/KY66mWLxj/5Eql7QZ8AXgbbb3oliab7Ny9znA6ymmQrjK9r0T8okjGiBJParyE4qkucL2mnIh6a0oEvtPgIuAIyRNBZC0naRnUbTE31Y+RtI0STuVxzRwBPB8SceVZZcCh0iaImlbiiX5YG0C/11Zx5MjYmw/Wtb/RdL1Ei2T7peoyvUUo16+Oqhsqu3fAd8r+88vL7tZHgTeaftGSR8t9w9QzEdzFHAngO01kg4Fzpf0AEVifhVwI/A/FP332P69pC9T/EpYDlw5KL6vUPTHf2/CP3lEjTJNQGyQJP01sKXtj9UdS8RESks9NjiSvg38AUULP6JV0lKPiGiRXCiNiGiRJPWIiBZJUo+IaJEk9YiIFklSj4hokf8PkmGK6uZMOKEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(crime_table2, cmap='Reds')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Monday       70024\n",
       "Tuesday      68394\n",
       "Wednesday    69538\n",
       "Thursday     69287\n",
       "Friday       69621\n",
       "Saturday     58834\n",
       "Sunday       55213\n",
       "Name: REPORTED_DATE, dtype: int64"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wd_counts.loc[days]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "ADJ_2017 = .748"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "def count_crime(df, offense_cat):\n",
    "    df = df[df['OFFENSE_CATEGORY_ID'] == offense_cat]\n",
    "    weekday = df['REPORTED_DATE'].dt.weekday_name\n",
    "    year = df['REPORTED_DATE'].dt.year\n",
    "    \n",
    "    ct = df.groupby([year, weekday]).size().unstack()\n",
    "    ct.loc[2017] = ct.loc[2017].div(ADJ_2017).astype('int')\n",
    "    pop = pd.read_csv('data/denver_pop.csv', index_col='Year')\n",
    "    pop = pop.squeeze().div(100000)\n",
    "    ct = ct.div(pop, axis=0).astype('int')\n",
    "    ct = ct.reindex(columns=days)\n",
    "    sns.heatmap(ct, cmap='Greys')\n",
    "    return ct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th>Monday</th>\n",
       "      <th>Tuesday</th>\n",
       "      <th>Wednesday</th>\n",
       "      <th>Thursday</th>\n",
       "      <th>Friday</th>\n",
       "      <th>Saturday</th>\n",
       "      <th>Sunday</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>95</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>76</td>\n",
       "      <td>71</td>\n",
       "      <td>78</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>85</td>\n",
       "      <td>74</td>\n",
       "      <td>74</td>\n",
       "      <td>69</td>\n",
       "      <td>65</td>\n",
       "      <td>68</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>94</td>\n",
       "      <td>76</td>\n",
       "      <td>72</td>\n",
       "      <td>70</td>\n",
       "      <td>76</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>108</td>\n",
       "      <td>102</td>\n",
       "      <td>89</td>\n",
       "      <td>101</td>\n",
       "      <td>92</td>\n",
       "      <td>85</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>119</td>\n",
       "      <td>102</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>97</td>\n",
       "      <td>86</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>114</td>\n",
       "      <td>118</td>\n",
       "      <td>111</td>\n",
       "      <td>106</td>\n",
       "      <td>111</td>\n",
       "      <td>91</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "REPORTED_DATE  Monday  Tuesday  Wednesday  Thursday  Friday  Saturday  Sunday\n",
       "2012               95       72         72        76      71        78      76\n",
       "2013               85       74         74        69      65        68      67\n",
       "2014               94       76         72        70      76        67      67\n",
       "2015              108      102         89       101      92        85      78\n",
       "2016              119      102        100        99      97        86      85\n",
       "2017              114      118        111       106     111        91     102"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "count_crime(crime, 'auto-theft')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_sort = pd.read_hdf('data/crime.h5', 'crime') \\\n",
    "               .set_index('REPORTED_DATE') \\\n",
    "               .sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "common_attrs = set(dir(crime_sort.index)) & \\\n",
    "                set(dir(pd.Timestamp))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['day', 'is_quarter_end', 'resolution', 'freqstr', 'round', 'weekday', 'floor', 'weekofyear', 'tz_convert', 'ceil', 'is_quarter_start', 'is_leap_year', 'nanosecond', 'daysinmonth', 'hour', 'tzinfo', 'is_year_start', 'is_month_end', 'strftime', 'is_month_start', 'microsecond', 'dayofweek', 'month', 'freq', 'to_period', 'normalize', 'days_in_month', 'tz_localize', 'week', 'max', 'weekday_name', 'dayofyear', 'second', 'year', 'quarter', 'date', 'tz', 'minute', 'time', 'day_name', 'to_pydatetime', 'month_name', 'min', 'to_julian_date', 'is_year_end']\n"
     ]
    }
   ],
   "source": [
    "print([attr for attr in common_attrs if attr[0] != '_'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Monday       70024\n",
       "Friday       69621\n",
       "Wednesday    69538\n",
       "Thursday     69287\n",
       "Tuesday      68394\n",
       "Saturday     58834\n",
       "Sunday       55213\n",
       "Name: REPORTED_DATE, dtype: int64"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.index.weekday_name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Friday</th>\n",
       "      <td>48833</td>\n",
       "      <td>20814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Monday</th>\n",
       "      <td>52158</td>\n",
       "      <td>17895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saturday</th>\n",
       "      <td>43363</td>\n",
       "      <td>15516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sunday</th>\n",
       "      <td>42315</td>\n",
       "      <td>12968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thursday</th>\n",
       "      <td>49470</td>\n",
       "      <td>19845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tuesday</th>\n",
       "      <td>49658</td>\n",
       "      <td>18755</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wednesday</th>\n",
       "      <td>50054</td>\n",
       "      <td>19508</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           IS_CRIME  IS_TRAFFIC\n",
       "Friday        48833       20814\n",
       "Monday        52158       17895\n",
       "Saturday      43363       15516\n",
       "Sunday        42315       12968\n",
       "Thursday      49470       19845\n",
       "Tuesday       49658       18755\n",
       "Wednesday     50054       19508"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.groupby(lambda x: x.weekday_name) \\\n",
    "            ['IS_CRIME', 'IS_TRAFFIC'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
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       "            background-color:  lightgrey;\n",
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       "<table id=\"T_12c86478_ab9e_11e8_a469_80e650232b58\" > \n",
       "<thead>    <tr> \n",
       "        <th class=\"blank level0\" ></th> \n",
       "        <th class=\"col_heading level0 col0\" colspan=6>IS_CRIME</th> \n",
       "        <th class=\"col_heading level0 col6\" colspan=6>IS_TRAFFIC</th> \n",
       "    </tr>    <tr> \n",
       "        <th class=\"blank level1\" ></th> \n",
       "        <th class=\"col_heading level1 col0\" >2012</th> \n",
       "        <th class=\"col_heading level1 col1\" >2013</th> \n",
       "        <th class=\"col_heading level1 col2\" >2014</th> \n",
       "        <th class=\"col_heading level1 col3\" >2015</th> \n",
       "        <th class=\"col_heading level1 col4\" >2016</th> \n",
       "        <th class=\"col_heading level1 col5\" >2017</th> \n",
       "        <th class=\"col_heading level1 col6\" >2012</th> \n",
       "        <th class=\"col_heading level1 col7\" >2013</th> \n",
       "        <th class=\"col_heading level1 col8\" >2014</th> \n",
       "        <th class=\"col_heading level1 col9\" >2015</th> \n",
       "        <th class=\"col_heading level1 col10\" >2016</th> \n",
       "        <th class=\"col_heading level1 col11\" >2017</th> \n",
       "    </tr></thead> \n",
       "<tbody>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row0\" class=\"row_heading level0 row0\" >0</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col0\" class=\"data row0 col0\" >2422</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col1\" class=\"data row0 col1\" >4040</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col2\" class=\"data row0 col2\" >5649</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col3\" class=\"data row0 col3\" >5649</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col4\" class=\"data row0 col4\" >5377</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col5\" class=\"data row0 col5\" >3811</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col6\" class=\"data row0 col6\" >919</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col7\" class=\"data row0 col7\" >792</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col8\" class=\"data row0 col8\" >978</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col9\" class=\"data row0 col9\" >1136</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col10\" class=\"data row0 col10\" >980</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row0_col11\" class=\"data row0 col11\" >782</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row1\" class=\"row_heading level0 row1\" >2</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col0\" class=\"data row1 col0\" >1888</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col1\" class=\"data row1 col1\" >3214</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col2\" class=\"data row1 col2\" >4245</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col3\" class=\"data row1 col3\" >4050</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col4\" class=\"data row1 col4\" >4091</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col5\" class=\"data row1 col5\" >3041</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col6\" class=\"data row1 col6\" >718</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col7\" class=\"data row1 col7\" >652</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col8\" class=\"data row1 col8\" >779</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col9\" class=\"data row1 col9\" >773</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col10\" class=\"data row1 col10\" >718</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row1_col11\" class=\"data row1 col11\" >537</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row2\" class=\"row_heading level0 row2\" >4</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col0\" class=\"data row2 col0\" >1472</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col1\" class=\"data row2 col1\" >2181</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col2\" class=\"data row2 col2\" >2956</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col3\" class=\"data row2 col3\" >2959</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col4\" class=\"data row2 col4\" >3044</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col5\" class=\"data row2 col5\" >2255</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col6\" class=\"data row2 col6\" >399</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col7\" class=\"data row2 col7\" >378</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col8\" class=\"data row2 col8\" >424</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col9\" class=\"data row2 col9\" >471</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col10\" class=\"data row2 col10\" >464</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row2_col11\" class=\"data row2 col11\" >313</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row3\" class=\"row_heading level0 row3\" >6</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col0\" class=\"data row3 col0\" >1067</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col1\" class=\"data row3 col1\" >1365</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col2\" class=\"data row3 col2\" >1750</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col3\" class=\"data row3 col3\" >2167</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col4\" class=\"data row3 col4\" >2108</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col5\" class=\"data row3 col5\" >1567</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col6\" class=\"data row3 col6\" >411</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col7\" class=\"data row3 col7\" >399</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col8\" class=\"data row3 col8\" >479</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col9\" class=\"data row3 col9\" >494</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col10\" class=\"data row3 col10\" >593</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row3_col11\" class=\"data row3 col11\" >462</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row4\" class=\"row_heading level0 row4\" >8</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col0\" class=\"data row4 col0\" >2998</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col1\" class=\"data row4 col1\" >3445</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col2\" class=\"data row4 col2\" >3727</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col3\" class=\"data row4 col3\" >4161</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col4\" class=\"data row4 col4\" >4488</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col5\" class=\"data row4 col5\" >3251</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col6\" class=\"data row4 col6\" >1957</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col7\" class=\"data row4 col7\" >1955</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col8\" class=\"data row4 col8\" >2210</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col9\" class=\"data row4 col9\" >2331</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col10\" class=\"data row4 col10\" >2372</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row4_col11\" class=\"data row4 col11\" >1828</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row5\" class=\"row_heading level0 row5\" >10</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col0\" class=\"data row5 col0\" >4305</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col1\" class=\"data row5 col1\" >5035</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col2\" class=\"data row5 col2\" >5658</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col3\" class=\"data row5 col3\" >6205</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col4\" class=\"data row5 col4\" >6218</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col5\" class=\"data row5 col5\" >4993</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col6\" class=\"data row5 col6\" >1979</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col7\" class=\"data row5 col7\" >1901</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col8\" class=\"data row5 col8\" >2139</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col9\" class=\"data row5 col9\" >2320</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col10\" class=\"data row5 col10\" >2303</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row5_col11\" class=\"data row5 col11\" >1873</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row6\" class=\"row_heading level0 row6\" >12</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col0\" class=\"data row6 col0\" >4496</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col1\" class=\"data row6 col1\" >5524</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col2\" class=\"data row6 col2\" >6434</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col3\" class=\"data row6 col3\" >6841</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col4\" class=\"data row6 col4\" >7226</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col5\" class=\"data row6 col5\" >5463</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col6\" class=\"data row6 col6\" >2200</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col7\" class=\"data row6 col7\" >2138</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col8\" class=\"data row6 col8\" >2379</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col9\" class=\"data row6 col9\" >2631</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col10\" class=\"data row6 col10\" >2760</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row6_col11\" class=\"data row6 col11\" >1986</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row7\" class=\"row_heading level0 row7\" >14</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col0\" class=\"data row7 col0\" >4266</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col1\" class=\"data row7 col1\" >5698</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col2\" class=\"data row7 col2\" >6708</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col3\" class=\"data row7 col3\" >7218</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col4\" class=\"data row7 col4\" >6896</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col5\" class=\"data row7 col5\" >5396</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col6\" class=\"data row7 col6\" >2241</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col7\" class=\"data row7 col7\" >2245</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col8\" class=\"data row7 col8\" >2630</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col9\" class=\"data row7 col9\" >2840</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col10\" class=\"data row7 col10\" >2763</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row7_col11\" class=\"data row7 col11\" >1990</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row8\" class=\"row_heading level0 row8\" >16</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col0\" class=\"data row8 col0\" >4113</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col1\" class=\"data row8 col1\" >5889</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col2\" class=\"data row8 col2\" >7351</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col3\" class=\"data row8 col3\" >7643</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col4\" class=\"data row8 col4\" >7926</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col5\" class=\"data row8 col5\" >6338</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col6\" class=\"data row8 col6\" >2714</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col7\" class=\"data row8 col7\" >2562</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col8\" class=\"data row8 col8\" >3002</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col9\" class=\"data row8 col9\" >3160</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col10\" class=\"data row8 col10\" >3527</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row8_col11\" class=\"data row8 col11\" >2784</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row9\" class=\"row_heading level0 row9\" >18</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col0\" class=\"data row9 col0\" >3660</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col1\" class=\"data row9 col1\" >5094</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col2\" class=\"data row9 col2\" >6586</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col3\" class=\"data row9 col3\" >7015</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col4\" class=\"data row9 col4\" >7407</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col5\" class=\"data row9 col5\" >6157</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col6\" class=\"data row9 col6\" >3118</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col7\" class=\"data row9 col7\" >2704</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col8\" class=\"data row9 col8\" >3217</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col9\" class=\"data row9 col9\" >3412</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col10\" class=\"data row9 col10\" >3608</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row9_col11\" class=\"data row9 col11\" >2718</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row10\" class=\"row_heading level0 row10\" >20</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col0\" class=\"data row10 col0\" >3521</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col1\" class=\"data row10 col1\" >4895</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col2\" class=\"data row10 col2\" >6130</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col3\" class=\"data row10 col3\" >6360</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col4\" class=\"data row10 col4\" >6963</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col5\" class=\"data row10 col5\" >5272</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col6\" class=\"data row10 col6\" >1787</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col7\" class=\"data row10 col7\" >1806</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col8\" class=\"data row10 col8\" >1994</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col9\" class=\"data row10 col9\" >2071</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col10\" class=\"data row10 col10\" >2184</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row10_col11\" class=\"data row10 col11\" >1491</td> \n",
       "    </tr>    <tr> \n",
       "        <th id=\"T_12c86478_ab9e_11e8_a469_80e650232b58level0_row11\" class=\"row_heading level0 row11\" >22</th> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col0\" class=\"data row11 col0\" >3078</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col1\" class=\"data row11 col1\" >4318</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col2\" class=\"data row11 col2\" >5496</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col3\" class=\"data row11 col3\" >5626</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col4\" class=\"data row11 col4\" >5637</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col5\" class=\"data row11 col5\" >4358</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col6\" class=\"data row11 col6\" >1343</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col7\" class=\"data row11 col7\" >1330</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col8\" class=\"data row11 col8\" >1532</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col9\" class=\"data row11 col9\" >1671</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col10\" class=\"data row11 col10\" >1472</td> \n",
       "        <td id=\"T_12c86478_ab9e_11e8_a469_80e650232b58row11_col11\" class=\"data row11 col11\" >1072</td> \n",
       "    </tr></tbody> \n",
       "</table> "
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1300915f8>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "funcs = [lambda x: x.round('2h').hour, lambda x: x.year]\n",
    "cr_group = crime_sort.groupby(funcs) \\\n",
    "                        ['IS_CRIME', 'IS_TRAFFIC'].sum()\n",
    "cr_final = cr_group.unstack()\n",
    "cr_final.style.highlight_max(color='lightgrey')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>919</td>\n",
       "      <td>792</td>\n",
       "      <td>978</td>\n",
       "      <td>1136</td>\n",
       "      <td>980</td>\n",
       "      <td>782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>718</td>\n",
       "      <td>652</td>\n",
       "      <td>779</td>\n",
       "      <td>773</td>\n",
       "      <td>718</td>\n",
       "      <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>399</td>\n",
       "      <td>378</td>\n",
       "      <td>424</td>\n",
       "      <td>471</td>\n",
       "      <td>464</td>\n",
       "      <td>313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>411</td>\n",
       "      <td>399</td>\n",
       "      <td>479</td>\n",
       "      <td>494</td>\n",
       "      <td>593</td>\n",
       "      <td>462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1957</td>\n",
       "      <td>1955</td>\n",
       "      <td>2210</td>\n",
       "      <td>2331</td>\n",
       "      <td>2372</td>\n",
       "      <td>1828</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   2012  2013  2014  2015  2016  2017\n",
       "0   919   792   978  1136   980   782\n",
       "2   718   652   779   773   718   537\n",
       "4   399   378   424   471   464   313\n",
       "6   411   399   479   494   593   462\n",
       "8  1957  1955  2210  2331  2372  1828"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cr_final.xs('IS_TRAFFIC', axis='columns', level=0).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IS_CRIME</th>\n",
       "      <th>IS_TRAFFIC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5377</td>\n",
       "      <td>980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4091</td>\n",
       "      <td>718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3044</td>\n",
       "      <td>464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2108</td>\n",
       "      <td>593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4488</td>\n",
       "      <td>2372</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   IS_CRIME  IS_TRAFFIC\n",
       "0      5377         980\n",
       "2      4091         718\n",
       "4      3044         464\n",
       "6      2108         593\n",
       "8      4488        2372"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cr_final.xs(2016, axis='columns', level=1).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UNIQUE_ID</th>\n",
       "      <th>POSITION_TITLE</th>\n",
       "      <th>DEPARTMENT</th>\n",
       "      <th>BASE_SALARY</th>\n",
       "      <th>RACE</th>\n",
       "      <th>EMPLOYMENT_TYPE</th>\n",
       "      <th>GENDER</th>\n",
       "      <th>EMPLOYMENT_STATUS</th>\n",
       "      <th>JOB_DATE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIRE_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>2006-06-12</th>\n",
       "      <td>0</td>\n",
       "      <td>ASSISTANT DIRECTOR (EX LVL)</td>\n",
       "      <td>Municipal Courts Department</td>\n",
       "      <td>121862.0</td>\n",
       "      <td>Hispanic/Latino</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Female</td>\n",
       "      <td>Active</td>\n",
       "      <td>2012-10-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-07-19</th>\n",
       "      <td>1</td>\n",
       "      <td>LIBRARY ASSISTANT</td>\n",
       "      <td>Library</td>\n",
       "      <td>26125.0</td>\n",
       "      <td>Hispanic/Latino</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Female</td>\n",
       "      <td>Active</td>\n",
       "      <td>2010-09-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-02-03</th>\n",
       "      <td>2</td>\n",
       "      <td>POLICE OFFICER</td>\n",
       "      <td>Houston Police Department-HPD</td>\n",
       "      <td>45279.0</td>\n",
       "      <td>White</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Male</td>\n",
       "      <td>Active</td>\n",
       "      <td>2015-02-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982-02-08</th>\n",
       "      <td>3</td>\n",
       "      <td>ENGINEER/OPERATOR</td>\n",
       "      <td>Houston Fire Department (HFD)</td>\n",
       "      <td>63166.0</td>\n",
       "      <td>White</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Male</td>\n",
       "      <td>Active</td>\n",
       "      <td>1991-05-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989-06-19</th>\n",
       "      <td>4</td>\n",
       "      <td>ELECTRICIAN</td>\n",
       "      <td>General Services Department</td>\n",
       "      <td>56347.0</td>\n",
       "      <td>White</td>\n",
       "      <td>Full Time</td>\n",
       "      <td>Male</td>\n",
       "      <td>Active</td>\n",
       "      <td>1994-10-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            UNIQUE_ID               POSITION_TITLE  \\\n",
       "HIRE_DATE                                            \n",
       "2006-06-12          0  ASSISTANT DIRECTOR (EX LVL)   \n",
       "2000-07-19          1            LIBRARY ASSISTANT   \n",
       "2015-02-03          2               POLICE OFFICER   \n",
       "1982-02-08          3            ENGINEER/OPERATOR   \n",
       "1989-06-19          4                  ELECTRICIAN   \n",
       "\n",
       "                               DEPARTMENT  BASE_SALARY             RACE  \\\n",
       "HIRE_DATE                                                                 \n",
       "2006-06-12    Municipal Courts Department     121862.0  Hispanic/Latino   \n",
       "2000-07-19                        Library      26125.0  Hispanic/Latino   \n",
       "2015-02-03  Houston Police Department-HPD      45279.0            White   \n",
       "1982-02-08  Houston Fire Department (HFD)      63166.0            White   \n",
       "1989-06-19    General Services Department      56347.0            White   \n",
       "\n",
       "           EMPLOYMENT_TYPE  GENDER EMPLOYMENT_STATUS   JOB_DATE  \n",
       "HIRE_DATE                                                        \n",
       "2006-06-12       Full Time  Female            Active 2012-10-13  \n",
       "2000-07-19       Full Time  Female            Active 2010-09-18  \n",
       "2015-02-03       Full Time    Male            Active 2015-02-03  \n",
       "1982-02-08       Full Time    Male            Active 1991-05-25  \n",
       "1989-06-19       Full Time    Male            Active 1994-10-22  "
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "employee = pd.read_csv('data/employee.csv', parse_dates=['JOB_DATE', 'HIRE_DATE'], index_col='HIRE_DATE')\n",
    "employee.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GENDER\n",
       "Female    52200.0\n",
       "Male      57400.0\n",
       "Name: BASE_SALARY, dtype: float64"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "employee.groupby('GENDER')['BASE_SALARY'].mean().round(-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "HIRE_DATE\n",
       "1958-01-01     81200.0\n",
       "1968-01-01    106500.0\n",
       "1978-01-01     69600.0\n",
       "1988-01-01     62300.0\n",
       "1998-01-01     58200.0\n",
       "2008-01-01     47200.0\n",
       "2018-01-01         NaN\n",
       "Name: BASE_SALARY, dtype: float64"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "employee.resample('10AS')['BASE_SALARY'].mean().round(-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GENDER  HIRE_DATE \n",
       "Female  1975-01-01     51600.0\n",
       "        1985-01-01     57600.0\n",
       "        1995-01-01     55500.0\n",
       "        2005-01-01     51700.0\n",
       "        2015-01-01     38600.0\n",
       "        2025-01-01         NaN\n",
       "Male    1958-01-01     81200.0\n",
       "        1968-01-01    106500.0\n",
       "        1978-01-01     72300.0\n",
       "        1988-01-01     64600.0\n",
       "        1998-01-01     59700.0\n",
       "        2008-01-01     47200.0\n",
       "        2018-01-01         NaN\n",
       "Name: BASE_SALARY, dtype: float64"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sal_avg = employee.groupby('GENDER').resample('10AS')['BASE_SALARY'].mean().round(-2)\n",
    "sal_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>GENDER</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIRE_DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1958-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>81200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>106500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1975-01-01</th>\n",
       "      <td>51600.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>72300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985-01-01</th>\n",
       "      <td>57600.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>64600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-01</th>\n",
       "      <td>55500.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>59700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-01-01</th>\n",
       "      <td>51700.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>47200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-01</th>\n",
       "      <td>38600.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "GENDER       Female      Male\n",
       "HIRE_DATE                    \n",
       "1958-01-01      NaN   81200.0\n",
       "1968-01-01      NaN  106500.0\n",
       "1975-01-01  51600.0       NaN\n",
       "1978-01-01      NaN   72300.0\n",
       "1985-01-01  57600.0       NaN\n",
       "1988-01-01      NaN   64600.0\n",
       "1995-01-01  55500.0       NaN\n",
       "1998-01-01      NaN   59700.0\n",
       "2005-01-01  51700.0       NaN\n",
       "2008-01-01      NaN   47200.0\n",
       "2015-01-01  38600.0       NaN\n",
       "2018-01-01      NaN       NaN\n",
       "2025-01-01      NaN       NaN"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sal_avg.unstack('GENDER')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1958-12-29 00:00:00')"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "employee[employee['GENDER'] == 'Male'].index.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('1975-06-09 00:00:00')"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "employee[employee['GENDER'] == 'Female'].index.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GENDER  HIRE_DATE \n",
       "Female  1968-01-01         NaN\n",
       "        1978-01-01     57100.0\n",
       "        1988-01-01     57100.0\n",
       "        1998-01-01     54700.0\n",
       "        2008-01-01     47300.0\n",
       "Male    1958-01-01     81200.0\n",
       "        1968-01-01    106500.0\n",
       "        1978-01-01     72300.0\n",
       "        1988-01-01     64600.0\n",
       "        1998-01-01     59700.0\n",
       "        2008-01-01     47200.0\n",
       "Name: BASE_SALARY, dtype: float64"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sal_avg2 = employee.groupby(['GENDER', pd.Grouper(freq='10AS')]) \\\n",
    "                    ['BASE_SALARY'].mean().round(-2)\n",
    "sal_avg2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>GENDER</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HIRE_DATE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1968-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>106500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978-01-01</th>\n",
       "      <td>57100.0</td>\n",
       "      <td>72300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-01-01</th>\n",
       "      <td>57100.0</td>\n",
       "      <td>64600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-01-01</th>\n",
       "      <td>54700.0</td>\n",
       "      <td>59700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-01-01</th>\n",
       "      <td>47300.0</td>\n",
       "      <td>47200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-01-01</th>\n",
       "      <td>NaN</td>\n",
       "      <td>81200.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "GENDER       Female      Male\n",
       "HIRE_DATE                    \n",
       "1968-01-01      NaN  106500.0\n",
       "1978-01-01  57100.0   72300.0\n",
       "1988-01-01  57100.0   64600.0\n",
       "1998-01-01  54700.0   59700.0\n",
       "2008-01-01  47300.0   47200.0\n",
       "1958-01-01      NaN   81200.0"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sal_final = sal_avg2.unstack('GENDER')\n",
    "sal_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>GENDER</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1968-1977</th>\n",
       "      <td>NaN</td>\n",
       "      <td>106500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978-1987</th>\n",
       "      <td>57100.0</td>\n",
       "      <td>72300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988-1997</th>\n",
       "      <td>57100.0</td>\n",
       "      <td>64600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-2007</th>\n",
       "      <td>54700.0</td>\n",
       "      <td>59700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-2017</th>\n",
       "      <td>47300.0</td>\n",
       "      <td>47200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-1967</th>\n",
       "      <td>NaN</td>\n",
       "      <td>81200.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "GENDER      Female      Male\n",
       "1968-1977      NaN  106500.0\n",
       "1978-1987  57100.0   72300.0\n",
       "1988-1997  57100.0   64600.0\n",
       "1998-2007  54700.0   59700.0\n",
       "2008-2017  47300.0   47200.0\n",
       "1958-1967      NaN   81200.0"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years = sal_final.index.year\n",
    "years_right = years + 9\n",
    "sal_final.index = years.astype(str) + '-' + years_right.astype(str)\n",
    "sal_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([Interval(1958.0, 1970.0, closed='right'),\n",
       "       Interval(1970.0, 1981.0, closed='right'),\n",
       "       Interval(1981.0, 1993.0, closed='right'),\n",
       "       Interval(1993.0, 2004.0, closed='right'),\n",
       "       Interval(2004.0, 2016.0, closed='right')], dtype=object)"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cuts = pd.cut(employee.index.year, bins=5, precision=0)\n",
    "cuts.categories.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>GENDER</th>\n",
       "      <th>Female</th>\n",
       "      <th>Male</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>(1958.0, 1970.0]</th>\n",
       "      <td>NaN</td>\n",
       "      <td>85400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(1970.0, 1981.0]</th>\n",
       "      <td>54400.0</td>\n",
       "      <td>72700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(1981.0, 1993.0]</th>\n",
       "      <td>55700.0</td>\n",
       "      <td>69300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(1993.0, 2004.0]</th>\n",
       "      <td>56500.0</td>\n",
       "      <td>62300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(2004.0, 2016.0]</th>\n",
       "      <td>49100.0</td>\n",
       "      <td>49800.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "GENDER             Female     Male\n",
       "(1958.0, 1970.0]      NaN  85400.0\n",
       "(1970.0, 1981.0]  54400.0  72700.0\n",
       "(1981.0, 1993.0]  55700.0  69300.0\n",
       "(1993.0, 2004.0]  56500.0  62300.0\n",
       "(2004.0, 2016.0]  49100.0  49800.0"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "employee.groupby([cuts, 'GENDER'])['BASE_SALARY'] \\\n",
    "        .mean().unstack('GENDER').round(-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_sort = pd.read_hdf('data/crime.h5', 'crime').set_index('REPORTED_DATE').sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2017-09-29 06:16:00')"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.index.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "crime_sort = crime_sort[:'2017-8']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2017-08-31 23:52:00')"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crime_sort.index.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "REPORTED_DATE  OFFENSE_CATEGORY_ID\n",
       "2012-01-31     aggravated-assault     113\n",
       "               all-other-crimes       124\n",
       "               arson                    5\n",
       "               auto-theft             275\n",
       "               burglary               343\n",
       "dtype: int64"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data = crime_sort.groupby([pd.Grouper(freq='M'), 'OFFENSE_CATEGORY_ID']).size()\n",
    "all_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>murder</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-01-31</td>\n",
       "      <td>arson</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>murder</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-12-31</td>\n",
       "      <td>murder</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-12-31</td>\n",
       "      <td>murder</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  REPORTED_DATE OFFENSE_CATEGORY_ID  Total\n",
       "0    2014-12-31              murder      1\n",
       "1    2013-01-31               arson      1\n",
       "2    2016-05-31              murder      1\n",
       "3    2012-12-31              murder      1\n",
       "4    2016-12-31              murder      1"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_data = all_data.sort_values().reset_index(name='Total')\n",
    "all_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>Total</th>\n",
       "      <th>Total_Goal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>murder</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>arson</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>57</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>robbery</td>\n",
       "      <td>108</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>white-collar-crime</td>\n",
       "      <td>138</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  REPORTED_DATE OFFENSE_CATEGORY_ID  Total  Total_Goal\n",
       "0    2017-08-31              murder      7           5\n",
       "1    2017-08-31               arson      7           5\n",
       "2    2017-08-31      sexual-assault     57          45\n",
       "3    2017-08-31             robbery    108          86\n",
       "4    2017-08-31  white-collar-crime    138         110"
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "goal = all_data[all_data['REPORTED_DATE'] == '2017-8-31'].reset_index(drop=True)\n",
    "goal['Total_Goal'] = goal['Total'].mul(.8).astype(int)\n",
    "goal.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REPORTED_DATE_Current</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>Total_Current</th>\n",
       "      <th>Total_Goal</th>\n",
       "      <th>REPORTED_DATE_Last</th>\n",
       "      <th>Total_Last</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>murder</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2017-01-31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>arson</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2012-01-31</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>57</td>\n",
       "      <td>45</td>\n",
       "      <td>2013-01-31</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>robbery</td>\n",
       "      <td>108</td>\n",
       "      <td>86</td>\n",
       "      <td>2015-03-31</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>white-collar-crime</td>\n",
       "      <td>138</td>\n",
       "      <td>110</td>\n",
       "      <td>2016-10-31</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>aggravated-assault</td>\n",
       "      <td>195</td>\n",
       "      <td>156</td>\n",
       "      <td>2016-05-31</td>\n",
       "      <td>154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>other-crimes-against-persons</td>\n",
       "      <td>376</td>\n",
       "      <td>300</td>\n",
       "      <td>2014-04-30</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>burglary</td>\n",
       "      <td>432</td>\n",
       "      <td>345</td>\n",
       "      <td>2012-01-31</td>\n",
       "      <td>343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>auto-theft</td>\n",
       "      <td>599</td>\n",
       "      <td>479</td>\n",
       "      <td>2017-07-31</td>\n",
       "      <td>477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>drug-alcohol</td>\n",
       "      <td>636</td>\n",
       "      <td>508</td>\n",
       "      <td>2015-05-31</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>theft-from-motor-vehicle</td>\n",
       "      <td>675</td>\n",
       "      <td>540</td>\n",
       "      <td>2015-03-31</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>larceny</td>\n",
       "      <td>877</td>\n",
       "      <td>701</td>\n",
       "      <td>2015-01-31</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>public-disorder</td>\n",
       "      <td>878</td>\n",
       "      <td>702</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>all-other-crimes</td>\n",
       "      <td>1583</td>\n",
       "      <td>1266</td>\n",
       "      <td>2016-11-30</td>\n",
       "      <td>1264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-08-31</td>\n",
       "      <td>traffic-accident</td>\n",
       "      <td>2126</td>\n",
       "      <td>1700</td>\n",
       "      <td>2013-12-31</td>\n",
       "      <td>1697</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   REPORTED_DATE_Current           OFFENSE_CATEGORY_ID  Total_Current  \\\n",
       "0             2017-08-31                        murder              7   \n",
       "1             2017-08-31                         arson              7   \n",
       "2             2017-08-31                sexual-assault             57   \n",
       "3             2017-08-31                       robbery            108   \n",
       "4             2017-08-31            white-collar-crime            138   \n",
       "5             2017-08-31            aggravated-assault            195   \n",
       "6             2017-08-31  other-crimes-against-persons            376   \n",
       "7             2017-08-31                      burglary            432   \n",
       "8             2017-08-31                    auto-theft            599   \n",
       "9             2017-08-31                  drug-alcohol            636   \n",
       "10            2017-08-31      theft-from-motor-vehicle            675   \n",
       "11            2017-08-31                       larceny            877   \n",
       "12            2017-08-31               public-disorder            878   \n",
       "13            2017-08-31              all-other-crimes           1583   \n",
       "14            2017-08-31              traffic-accident           2126   \n",
       "\n",
       "    Total_Goal REPORTED_DATE_Last  Total_Last  \n",
       "0            5         2017-01-31           5  \n",
       "1            5         2012-01-31           5  \n",
       "2           45         2013-01-31          45  \n",
       "3           86         2015-03-31          86  \n",
       "4          110         2016-10-31         110  \n",
       "5          156         2016-05-31         154  \n",
       "6          300         2014-04-30         285  \n",
       "7          345         2012-01-31         343  \n",
       "8          479         2017-07-31         477  \n",
       "9          508         2015-05-31         505  \n",
       "10         540         2015-03-31         535  \n",
       "11         701         2015-01-31         697  \n",
       "12         702         2015-12-31         699  \n",
       "13        1266         2016-11-30        1264  \n",
       "14        1700         2013-12-31        1697  "
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge_asof(goal, all_data, left_on='Total_Goal', right_on='Total', by='OFFENSE_CATEGORY_ID', suffixes=('_Current', '_Last'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Period('2012-05-17 14:20', 'T')"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Period(year=2012, month=5, day=17, hour=14, minute=20, freq='T')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REPORTED_DATE</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-12</td>\n",
       "      <td>murder</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-01</td>\n",
       "      <td>arson</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-05</td>\n",
       "      <td>murder</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-12</td>\n",
       "      <td>murder</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-12</td>\n",
       "      <td>murder</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  REPORTED_DATE OFFENSE_CATEGORY_ID  Total\n",
       "0       2014-12              murder      1\n",
       "1       2013-01               arson      1\n",
       "2       2016-05              murder      1\n",
       "3       2012-12              murder      1\n",
       "4       2016-12              murder      1"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad_period = crime_sort.groupby([lambda x: x.to_period('M'), 'OFFENSE_CATEGORY_ID']).size()\n",
    "ad_period = ad_period.sort_values().reset_index(name='Total') \\\n",
    "                     .rename(columns={'level_0': 'REPORTED_DATE'})\n",
    "ad_period.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols = ['OFFENSE_CATEGORY_ID', 'Total']\n",
    "all_data[cols].equals(ad_period[cols])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>REPORTED_DATE_Current</th>\n",
       "      <th>OFFENSE_CATEGORY_ID</th>\n",
       "      <th>Total_Current</th>\n",
       "      <th>Total_Goal</th>\n",
       "      <th>REPORTED_DATE_Last</th>\n",
       "      <th>Total_Last</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-08</td>\n",
       "      <td>murder</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2017-01</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-08</td>\n",
       "      <td>arson</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2012-01</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-08</td>\n",
       "      <td>sexual-assault</td>\n",
       "      <td>57</td>\n",
       "      <td>45</td>\n",
       "      <td>2013-01</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-08</td>\n",
       "      <td>robbery</td>\n",
       "      <td>108</td>\n",
       "      <td>86</td>\n",
       "      <td>2015-03</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-08</td>\n",
       "      <td>white-collar-crime</td>\n",
       "      <td>138</td>\n",
       "      <td>110</td>\n",
       "      <td>2016-10</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  REPORTED_DATE_Current OFFENSE_CATEGORY_ID  Total_Current  Total_Goal  \\\n",
       "0               2017-08              murder              7           5   \n",
       "1               2017-08               arson              7           5   \n",
       "2               2017-08      sexual-assault             57          45   \n",
       "3               2017-08             robbery            108          86   \n",
       "4               2017-08  white-collar-crime            138         110   \n",
       "\n",
       "  REPORTED_DATE_Last  Total_Last  \n",
       "0            2017-01           5  \n",
       "1            2012-01           5  \n",
       "2            2013-01          45  \n",
       "3            2015-03          86  \n",
       "4            2016-10         110  "
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aug_2018 = pd.Period('2017-8', freq='M')\n",
    "goal_period = ad_period[ad_period['REPORTED_DATE'] == aug_2018].reset_index(drop=True)\n",
    "goal_period['Total_Goal'] = goal_period['Total'].mul(.8).astype(int)\n",
    "pd.merge_asof(goal_period, ad_period, left_on='Total_Goal', right_on='Total', \n",
    "              by='OFFENSE_CATEGORY_ID', suffixes=('_Current', '_Last')).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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