njdot/parquets.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c65f58a9",
   "metadata": {},
   "source": [
    "Scratchwork: writing NJDOT data table parquets, and some ad hoc analysis\n",
    "\n",
    "Writing can now be done via standalone CLIs in e.g. [vehicles.py](./vehicles.py)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "616cbabd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from utz import *\n",
    "from njdot import crashes, drivers, occupants, pedestrians, vehicles\n",
    "from njdot.load import pk_base, INDEX_NAME, normalize, print_hists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6037a950",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/vehicles.parquet\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 3.06 s, sys: 488 ms, total: 3.55 s\n",
      "Wall time: 1.94 s\n"
     ]
    },
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "        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>crash_id</th>\n",
       "      <th>vn</th>\n",
       "      <th>ins_co</th>\n",
       "      <th>owner_state</th>\n",
       "      <th>make</th>\n",
       "      <th>model</th>\n",
       "      <th>color</th>\n",
       "      <th>vy</th>\n",
       "      <th>state</th>\n",
       "      <th>rm_by</th>\n",
       "      <th>imp_loc</th>\n",
       "      <th>dmg_loc</th>\n",
       "      <th>type</th>\n",
       "      <th>cargo_type</th>\n",
       "      <th>cir1</th>\n",
       "      <th>cir2</th>\n",
       "      <th>dir</th>\n",
       "      <th>act</th>\n",
       "      <th>ev1</th>\n",
       "      <th>ev2</th>\n",
       "      <th>ev3</th>\n",
       "      <th>ev4</th>\n",
       "      <th>oversize</th>\n",
       "      <th>hit_run</th>\n",
       "      <th>departure</th>\n",
       "      <th>dmg</th>\n",
       "      <th>ev</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>426</td>\n",
       "      <td>NJ</td>\n",
       "      <td>NISSAN MAXIMA</td>\n",
       "      <td></td>\n",
       "      <td>BUR</td>\n",
       "      <td>1991</td>\n",
       "      <td>NJ</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>989</td>\n",
       "      <td>NJ</td>\n",
       "      <td>LINCOLN TOWNCAR</td>\n",
       "      <td></td>\n",
       "      <td>BK</td>\n",
       "      <td>1996</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>962</td>\n",
       "      <td>NJ</td>\n",
       "      <td>TOYOTA 4DR</td>\n",
       "      <td></td>\n",
       "      <td>GRN</td>\n",
       "      <td>1997</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>28</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <td></td>\n",
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       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>NJ</td>\n",
       "      <td>CHEVY CORSICA</td>\n",
       "      <td></td>\n",
       "      <td>PUR</td>\n",
       "      <td>1996</td>\n",
       "      <td>NJ</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>6077299</td>\n",
       "      <td>2</td>\n",
       "      <td>962</td>\n",
       "      <td>NJ</td>\n",
       "      <td>HYUNDAI</td>\n",
       "      <td>SONATA</td>\n",
       "      <td>BK</td>\n",
       "      <td>2012</td>\n",
       "      <td>NJ</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
       "      <td>4</td>\n",
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       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450822</th>\n",
       "      <td>6077300</td>\n",
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       "      <td>NJ</td>\n",
       "      <td>SUBARU</td>\n",
       "      <td>FORRESTER</td>\n",
       "      <td>SL</td>\n",
       "      <td>2015</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>57</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450823</th>\n",
       "      <td>6077301</td>\n",
       "      <td>1</td>\n",
       "      <td>148</td>\n",
       "      <td>NJ</td>\n",
       "      <td>TOYOTA</td>\n",
       "      <td>COROLLA</td>\n",
       "      <td>BK</td>\n",
       "      <td>2009</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450824</th>\n",
       "      <td>6077302</td>\n",
       "      <td>1</td>\n",
       "      <td>134</td>\n",
       "      <td>NJ</td>\n",
       "      <td>HYUNDAI</td>\n",
       "      <td>SONATA</td>\n",
       "      <td>BL</td>\n",
       "      <td>2013</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450825</th>\n",
       "      <td>6077302</td>\n",
       "      <td>2</td>\n",
       "      <td>962</td>\n",
       "      <td>NJ</td>\n",
       "      <td>JEEP</td>\n",
       "      <td>GRAND CHEROKEE</td>\n",
       "      <td>BL</td>\n",
       "      <td>2017</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11450826 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          crash_id  vn  ins_co owner_state             make           model  \\\n",
       "id                                                                            \n",
       "0                0   1     426          NJ    NISSAN MAXIMA                   \n",
       "1                0   2     989          NJ  LINCOLN TOWNCAR                   \n",
       "2                1   1     962          NJ       TOYOTA 4DR                   \n",
       "3                1   2    <NA>                                                \n",
       "4                2   1      85          NJ    CHEVY CORSICA                   \n",
       "...            ...  ..     ...         ...              ...             ...   \n",
       "11450821   6077299   2     962          NJ          HYUNDAI          SONATA   \n",
       "11450822   6077300   1     134          NJ           SUBARU       FORRESTER   \n",
       "11450823   6077301   1     148          NJ           TOYOTA         COROLLA   \n",
       "11450824   6077302   1     134          NJ          HYUNDAI          SONATA   \n",
       "11450825   6077302   2     962          NJ             JEEP  GRAND CHEROKEE   \n",
       "\n",
       "         color    vy state  rm_by  imp_loc  dmg_loc  type  cargo_type  cir1  \\\n",
       "id                                                                            \n",
       "0          BUR  1991    NJ   <NA>        8        7     1        <NA>    25   \n",
       "1           BK  1996    NJ      2       12       12     6           0     4   \n",
       "2          GRN  1997    NJ      1       11     <NA>     1        <NA>    25   \n",
       "3                  0         <NA>        0        0     5           0     2   \n",
       "4          PUR  1996    NJ      3        8       15     1        <NA>    25   \n",
       "...        ...   ...   ...    ...      ...      ...   ...         ...   ...   \n",
       "11450821    BK  2012    NJ      2        6        6     1        <NA>    25   \n",
       "11450822    SL  2015    NJ      1       11       11     4        <NA>    57   \n",
       "11450823    BK  2009    NJ      1       11       11     1        <NA>    57   \n",
       "11450824    BL  2013    NJ      1        1        1     1        <NA>     4   \n",
       "11450825    BL  2017    NJ      2       11       11     1        <NA>    25   \n",
       "\n",
       "          cir2  dir  act  ev1   ev2   ev3   ev4  oversize  hit_run  departure  \\\n",
       "id                                                                              \n",
       "0         <NA>    1    3   26  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "1         <NA>    2    3   26  <NA>  <NA>  <NA>         0    False          1   \n",
       "2         <NA>    3   10   28  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "3         <NA>    1    1   26  <NA>  <NA>  <NA>         0    False       <NA>   \n",
       "4         <NA>    3    1   26     1  <NA>  <NA>      <NA>    False          6   \n",
       "...        ...  ...  ...  ...   ...   ...   ...       ...      ...        ...   \n",
       "11450821  <NA>    4    3   26  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "11450822  <NA>    3    1   24  <NA>  <NA>  <NA>         2    False          1   \n",
       "11450823  <NA>    2    1   24  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "11450824  <NA>    4    1   26  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "11450825  <NA>    3    1   26  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "\n",
       "           dmg    ev  \n",
       "id                    \n",
       "0         <NA>  <NA>  \n",
       "1         <NA>  <NA>  \n",
       "2         <NA>  <NA>  \n",
       "3         <NA>  <NA>  \n",
       "4         <NA>  <NA>  \n",
       "...        ...   ...  \n",
       "11450821     3    26  \n",
       "11450822     3    24  \n",
       "11450823     3    24  \n",
       "11450824     2    26  \n",
       "11450825     2    26  \n",
       "\n",
       "[11450826 rows x 27 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "v = vehicles.load()#write_pqt=True)\n",
    "v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e6cf2fe8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Reading /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/crashes.parquet\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5.01 s, sys: 1.41 s, total: 6.42 s\n",
      "Wall time: 4.09 s\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>dt</th>\n",
       "      <th>year</th>\n",
       "      <th>cc</th>\n",
       "      <th>mc</th>\n",
       "      <th>case</th>\n",
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       "      <th>Intersection</th>\n",
       "      <th>alcohol</th>\n",
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       "      <th>crash_type</th>\n",
       "      <th>tv</th>\n",
       "      <th>road</th>\n",
       "      <th>road_direction</th>\n",
       "      <th>route</th>\n",
       "      <th>Route Suffix</th>\n",
       "      <th>sri</th>\n",
       "      <th>mp</th>\n",
       "      <th>road_system</th>\n",
       "      <th>road_character</th>\n",
       "      <th>road_surface</th>\n",
       "      <th>surface_condition</th>\n",
       "      <th>light_condition</th>\n",
       "      <th>env_condition</th>\n",
       "      <th>road_divided</th>\n",
       "      <th>ttcz</th>\n",
       "      <th>cross_street_distance</th>\n",
       "      <th>Unit Of Measurement</th>\n",
       "      <th>Direction From Cross Street</th>\n",
       "      <th>cross_street</th>\n",
       "      <th>Is Ramp</th>\n",
       "      <th>ramp_route</th>\n",
       "      <th>Ramp To/From Route Direction</th>\n",
       "      <th>speed_limit</th>\n",
       "      <th>speed_limit_cross</th>\n",
       "      <th>olat</th>\n",
       "      <th>olon</th>\n",
       "      <th>cell_phone</th>\n",
       "      <th>Other Property Damage</th>\n",
       "      <th>Reporting Badge No.</th>\n",
       "      <th>horizontal_alignment</th>\n",
       "      <th>road_grade</th>\n",
       "      <th>first_harmful_event</th>\n",
       "      <th>occ</th>\n",
       "      <th>reason</th>\n",
       "      <th>ilon</th>\n",
       "      <th>ilat</th>\n",
       "      <th>icc</th>\n",
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       "    <tr>\n",
       "      <th>id</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <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",
       "      <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",
       "      <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",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001-12-21 18:34:00</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>#2001-17846</td>\n",
       "      <td>01</td>\n",
       "      <td>Absecon City</td>\n",
       "      <td>MUNICIPAL COMP?</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>p</td>\n",
       "      <td>B</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>CALDERON AVENUE</td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>FE</td>\n",
       "      <td>N</td>\n",
       "      <td>RT 30</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>NEVER SAW V-1 MINOR DAMAGE - NO INJURIES REPOR...</td>\n",
       "      <td>830</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>No MP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2001-01-01 09:30:00</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>01-00029</td>\n",
       "      <td>1</td>\n",
       "      <td>Absecon</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>p</td>\n",
       "      <td>B</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>RITZ DRIVE</td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>836</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>No MP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2001-04-10 14:44:00</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>01-004615</td>\n",
       "      <td>1</td>\n",
       "      <td>Absecon</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>i</td>\n",
       "      <td>I</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>MORTON AVENUE</td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>AT</td>\n",
       "      <td></td>\n",
       "      <td>NEW YORK AVENUE</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>836</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>No MP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2001-04-15 13:56:00</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>01-004880</td>\n",
       "      <td>1</td>\n",
       "      <td>Absecon</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>i</td>\n",
       "      <td>B</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>RT 30</td>\n",
       "      <td></td>\n",
       "      <td>30</td>\n",
       "      <td></td>\n",
       "      <td>00000030__</td>\n",
       "      <td>51.099998</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>45</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>WITNESS-PETRIA GIBSON AND ANGELO HERSH</td>\n",
       "      <td>886</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>None</td>\n",
       "      <td>-74.512308</td>\n",
       "      <td>39.432705</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2001-04-16 10:29:00</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>01-004912</td>\n",
       "      <td>1</td>\n",
       "      <td>Absecon</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>p</td>\n",
       "      <td>I</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CR 651</td>\n",
       "      <td></td>\n",
       "      <td>651</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>AT</td>\n",
       "      <td></td>\n",
       "      <td>CR 630</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>*BETH VEHICLES-RELIANCE INSURANCE CO.(215)864-...</td>\n",
       "      <td>836</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>No MP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6077298</th>\n",
       "      <td>2021-05-26 21:08:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>B150-2021-00117A</td>\n",
       "      <td>02</td>\n",
       "      <td>New Jersey State Police</td>\n",
       "      <td>WASHINGTON - SQ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>p</td>\n",
       "      <td>I</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>WARREN COUNTY 620</td>\n",
       "      <td>N</td>\n",
       "      <td>620</td>\n",
       "      <td></td>\n",
       "      <td>21000620__</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>AT</td>\n",
       "      <td></td>\n",
       "      <td>ROUTE 519 / S BRIDGEVILLE RD</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>40.80707</td>\n",
       "      <td>-75.07559</td>\n",
       "      <td>False</td>\n",
       "      <td>Damage to 10ft of Country road guardrail.</td>\n",
       "      <td>7837</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>46</td>\n",
       "      <td>21</td>\n",
       "      <td>None</td>\n",
       "      <td>-75.075607</td>\n",
       "      <td>40.807156</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6077299</th>\n",
       "      <td>2021-05-25 07:26:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>B150-2021-00118A</td>\n",
       "      <td>02</td>\n",
       "      <td>New Jersey State Police</td>\n",
       "      <td>WASHINGTON - SQ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>p</td>\n",
       "      <td>I</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>MANUNKA CHUNK RD / UPPER SEREPTA RD **</td>\n",
       "      <td>W</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td>21231034__</td>\n",
       "      <td>1.730000</td>\n",
       "      <td>7</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>AT</td>\n",
       "      <td></td>\n",
       "      <td>MASSENATTS RD</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>40</td>\n",
       "      <td>50</td>\n",
       "      <td>40.84466</td>\n",
       "      <td>-75.05549</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>8610</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>None</td>\n",
       "      <td>-75.056122</td>\n",
       "      <td>40.844345</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6077300</th>\n",
       "      <td>2021-06-03 20:17:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>B150-2021-00128A</td>\n",
       "      <td>02</td>\n",
       "      <td>New Jersey State Police</td>\n",
       "      <td>WASHINGTON - SQ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>p</td>\n",
       "      <td>B</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>ROUTE 519</td>\n",
       "      <td>S</td>\n",
       "      <td>519</td>\n",
       "      <td></td>\n",
       "      <td>00000519__</td>\n",
       "      <td>44.000000</td>\n",
       "      <td>5</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>40.80564</td>\n",
       "      <td>-75.07627</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>8514</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>None</td>\n",
       "      <td>-75.015149</td>\n",
       "      <td>40.863108</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6077301</th>\n",
       "      <td>2021-06-06 00:00:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>B150-2021-00130A</td>\n",
       "      <td>02</td>\n",
       "      <td>New Jersey State Police</td>\n",
       "      <td>WASHINGTON - SQ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>p</td>\n",
       "      <td>B</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>US 46</td>\n",
       "      <td>E</td>\n",
       "      <td>46</td>\n",
       "      <td></td>\n",
       "      <td>00000046__</td>\n",
       "      <td>7.500000</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>40.84149</td>\n",
       "      <td>-75.04968</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>8365</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>None</td>\n",
       "      <td>-75.046404</td>\n",
       "      <td>40.840421</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6077302</th>\n",
       "      <td>2021-06-06 19:33:00</td>\n",
       "      <td>2021</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>B150-2021-00132A</td>\n",
       "      <td>02</td>\n",
       "      <td>New Jersey State Police</td>\n",
       "      <td>WASHINGTON - SQ</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>p</td>\n",
       "      <td>B</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>FIELDSTONE CT</td>\n",
       "      <td>W</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>130 COUNTY ROAD 519</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>40.81220</td>\n",
       "      <td>-75.04940</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>8395</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>21</td>\n",
       "      <td>No MP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6077303 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         dt  year  cc  mc              case pdc  \\\n",
       "id                                                                \n",
       "0       2001-12-21 18:34:00  2001   1   1       #2001-17846  01   \n",
       "1       2001-01-01 09:30:00  2001   1   1          01-00029   1   \n",
       "2       2001-04-10 14:44:00  2001   1   1         01-004615   1   \n",
       "3       2001-04-15 13:56:00  2001   1   1         01-004880   1   \n",
       "4       2001-04-16 10:29:00  2001   1   1         01-004912   1   \n",
       "...                     ...   ...  ..  ..               ...  ..   \n",
       "6077298 2021-05-26 21:08:00  2021  21  23  B150-2021-00117A  02   \n",
       "6077299 2021-05-25 07:26:00  2021  21  23  B150-2021-00118A  02   \n",
       "6077300 2021-06-03 20:17:00  2021  21  23  B150-2021-00128A  02   \n",
       "6077301 2021-06-06 00:00:00  2021  21  23  B150-2021-00130A  02   \n",
       "6077302 2021-06-06 19:33:00  2021  21  23  B150-2021-00132A  02   \n",
       "\n",
       "                             pdn          station  tk  ti  pk  pi severity  \\\n",
       "id                                                                           \n",
       "0                   Absecon City  MUNICIPAL COMP?   0   0   0   0        p   \n",
       "1                        Absecon                    0   0   0   0        p   \n",
       "2                        Absecon                    0   4   0   0        i   \n",
       "3                        Absecon                    0   1   0   0        i   \n",
       "4                        Absecon                    0   0   0   0        p   \n",
       "...                          ...              ...  ..  ..  ..  ..      ...   \n",
       "6077298  New Jersey State Police  WASHINGTON - SQ   0   0   0   0        p   \n",
       "6077299  New Jersey State Police  WASHINGTON - SQ   0   0   0   0        p   \n",
       "6077300  New Jersey State Police  WASHINGTON - SQ   0   0   0   0        p   \n",
       "6077301  New Jersey State Police  WASHINGTON - SQ   0   0   0   0        p   \n",
       "6077302  New Jersey State Police  WASHINGTON - SQ   0   0   0   0        p   \n",
       "\n",
       "        Intersection  alcohol  hazmat  crash_type  tv  \\\n",
       "id                                                      \n",
       "0                  B    False   False           3   2   \n",
       "1                  B    False   False           6   2   \n",
       "2                  I    False   False           3   2   \n",
       "3                  B    False   False           1   2   \n",
       "4                  I    False   False           1   2   \n",
       "...              ...      ...     ...         ...  ..   \n",
       "6077298            I    False   False          11   1   \n",
       "6077299            I    False   False           1   2   \n",
       "6077300            B    False   False          12   1   \n",
       "6077301            B    False   False          12   1   \n",
       "6077302            B    False   False           3   2   \n",
       "\n",
       "                                           road road_direction  route  \\\n",
       "id                                                                      \n",
       "0                               CALDERON AVENUE                  <NA>   \n",
       "1                                    RITZ DRIVE                  <NA>   \n",
       "2                                 MORTON AVENUE                  <NA>   \n",
       "3                                         RT 30                    30   \n",
       "4                                        CR 651                   651   \n",
       "...                                         ...            ...    ...   \n",
       "6077298                       WARREN COUNTY 620              N    620   \n",
       "6077299  MANUNKA CHUNK RD / UPPER SEREPTA RD **              W   <NA>   \n",
       "6077300                               ROUTE 519              S    519   \n",
       "6077301                                   US 46              E     46   \n",
       "6077302                           FIELDSTONE CT              W   <NA>   \n",
       "\n",
       "        Route Suffix         sri         mp  road_system  road_character  \\\n",
       "id                                                                         \n",
       "0                                       NaN            7               2   \n",
       "1                                       NaN            7               1   \n",
       "2                                       NaN            7               1   \n",
       "3                     00000030__  51.099998            2               1   \n",
       "4                                       NaN            5               2   \n",
       "...              ...         ...        ...          ...             ...   \n",
       "6077298               21000620__   0.000000            5            <NA>   \n",
       "6077299               21231034__   1.730000            7            <NA>   \n",
       "6077300               00000519__  44.000000            5            <NA>   \n",
       "6077301               00000046__   7.500000            2            <NA>   \n",
       "6077302                                 NaN            7            <NA>   \n",
       "\n",
       "         road_surface  surface_condition  light_condition  env_condition  \\\n",
       "id                                                                         \n",
       "0                   2                  1                6              1   \n",
       "1                   2                  3                6              1   \n",
       "2                   2                  1                1              1   \n",
       "3                   2                  1                1              1   \n",
       "4                   2                  2                1              2   \n",
       "...               ...                ...              ...            ...   \n",
       "6077298             2                  1                6              1   \n",
       "6077299             2                  1                1              1   \n",
       "6077300             2                  2                5              4   \n",
       "6077301             2                  1                7              1   \n",
       "6077302             5                  1                1              1   \n",
       "\n",
       "         road_divided  ttcz  cross_street_distance Unit Of Measurement  \\\n",
       "id                                                                       \n",
       "0                   5     1                    100                  FE   \n",
       "1                   5     1                   <NA>                       \n",
       "2                   5     1                   <NA>                  AT   \n",
       "3                   5     1                   <NA>                       \n",
       "4                   5     1                   <NA>                  AT   \n",
       "...               ...   ...                    ...                 ...   \n",
       "6077298             5     1                   <NA>                  AT   \n",
       "6077299             5     1                   <NA>                  AT   \n",
       "6077300             5     1                   <NA>                       \n",
       "6077301             5     1                   <NA>                       \n",
       "6077302             5     1                   <NA>                       \n",
       "\n",
       "        Direction From Cross Street                  cross_street Is Ramp  \\\n",
       "id                                                                          \n",
       "0                                 N                         RT 30           \n",
       "1                                                                           \n",
       "2                                                 NEW YORK AVENUE           \n",
       "3                                                                           \n",
       "4                                                          CR 630           \n",
       "...                             ...                           ...     ...   \n",
       "6077298                              ROUTE 519 / S BRIDGEVILLE RD           \n",
       "6077299                                             MASSENATTS RD           \n",
       "6077300                                                                     \n",
       "6077301                                                                     \n",
       "6077302                                       130 COUNTY ROAD 519           \n",
       "\n",
       "        ramp_route Ramp To/From Route Direction  speed_limit  \\\n",
       "id                                                             \n",
       "0                                                         25   \n",
       "1                                                         25   \n",
       "2                                                         25   \n",
       "3                                                         45   \n",
       "4                                                         35   \n",
       "...            ...                          ...          ...   \n",
       "6077298                                                   50   \n",
       "6077299                                                   40   \n",
       "6077300                                                   50   \n",
       "6077301                                                   50   \n",
       "6077302                                                   15   \n",
       "\n",
       "         speed_limit_cross      olat      olon  cell_phone  \\\n",
       "id                                                           \n",
       "0                     <NA>       NaN       NaN       False   \n",
       "1                     <NA>       NaN       NaN       False   \n",
       "2                     <NA>       NaN       NaN       False   \n",
       "3                     <NA>       NaN       NaN       False   \n",
       "4                     <NA>       NaN       NaN       False   \n",
       "...                    ...       ...       ...         ...   \n",
       "6077298                 50  40.80707 -75.07559       False   \n",
       "6077299                 50  40.84466 -75.05549       False   \n",
       "6077300               <NA>  40.80564 -75.07627       False   \n",
       "6077301               <NA>  40.84149 -75.04968       False   \n",
       "6077302                  5  40.81220 -75.04940       False   \n",
       "\n",
       "                                     Other Property Damage  \\\n",
       "id                                                           \n",
       "0        NEVER SAW V-1 MINOR DAMAGE - NO INJURIES REPOR...   \n",
       "1                                                            \n",
       "2                                                            \n",
       "3                   WITNESS-PETRIA GIBSON AND ANGELO HERSH   \n",
       "4        *BETH VEHICLES-RELIANCE INSURANCE CO.(215)864-...   \n",
       "...                                                    ...   \n",
       "6077298          Damage to 10ft of Country road guardrail.   \n",
       "6077299                                                      \n",
       "6077300                                                      \n",
       "6077301                                                      \n",
       "6077302                                                      \n",
       "\n",
       "        Reporting Badge No.  horizontal_alignment  road_grade  \\\n",
       "id                                                              \n",
       "0                       830                  <NA>        <NA>   \n",
       "1                       836                  <NA>        <NA>   \n",
       "2                       836                  <NA>        <NA>   \n",
       "3                       886                  <NA>        <NA>   \n",
       "4                       836                  <NA>        <NA>   \n",
       "...                     ...                   ...         ...   \n",
       "6077298                7837                     2           4   \n",
       "6077299                8610                     1           4   \n",
       "6077300                8514                     3           4   \n",
       "6077301                8365                     1           4   \n",
       "6077302                8395                     1           4   \n",
       "\n",
       "         first_harmful_event   occ reason       ilon       ilat   icc  \n",
       "id                                                                     \n",
       "0                       <NA>  <NA>  No MP        NaN        NaN  <NA>  \n",
       "1                       <NA>  <NA>  No MP        NaN        NaN  <NA>  \n",
       "2                       <NA>  <NA>  No MP        NaN        NaN  <NA>  \n",
       "3                       <NA>  <NA>   None -74.512308  39.432705     1  \n",
       "4                       <NA>  <NA>  No MP        NaN        NaN  <NA>  \n",
       "...                      ...   ...    ...        ...        ...   ...  \n",
       "6077298                   46    21   None -75.075607  40.807156    21  \n",
       "6077299                   26    21   None -75.056122  40.844345    21  \n",
       "6077300                   24    21   None -75.015149  40.863108    21  \n",
       "6077301                   24    21   None -75.046404  40.840421    21  \n",
       "6077302                   26    21  No MP        NaN        NaN  <NA>  \n",
       "\n",
       "[6077303 rows x 54 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "c = crashes.load()#write_pqt=True)\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9367d8d3",
   "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>crash_id</th>\n",
       "      <th>vn</th>\n",
       "      <th>ins_co</th>\n",
       "      <th>owner_state</th>\n",
       "      <th>make</th>\n",
       "      <th>model</th>\n",
       "      <th>color</th>\n",
       "      <th>vy</th>\n",
       "      <th>state</th>\n",
       "      <th>rm_by</th>\n",
       "      <th>imp_loc</th>\n",
       "      <th>dmg_loc</th>\n",
       "      <th>type</th>\n",
       "      <th>cargo_type</th>\n",
       "      <th>cir1</th>\n",
       "      <th>cir2</th>\n",
       "      <th>dir</th>\n",
       "      <th>act</th>\n",
       "      <th>ev1</th>\n",
       "      <th>ev2</th>\n",
       "      <th>ev3</th>\n",
       "      <th>ev4</th>\n",
       "      <th>oversize</th>\n",
       "      <th>hit_run</th>\n",
       "      <th>departure</th>\n",
       "      <th>dmg</th>\n",
       "      <th>ev</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
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       "      <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",
       "      <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",
       "      <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>0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>426</td>\n",
       "      <td>NJ</td>\n",
       "      <td>NISSAN MAXIMA</td>\n",
       "      <td></td>\n",
       "      <td>BUR</td>\n",
       "      <td>1991</td>\n",
       "      <td>NJ</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>989</td>\n",
       "      <td>NJ</td>\n",
       "      <td>LINCOLN TOWNCAR</td>\n",
       "      <td></td>\n",
       "      <td>BK</td>\n",
       "      <td>1996</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>962</td>\n",
       "      <td>NJ</td>\n",
       "      <td>TOYOTA 4DR</td>\n",
       "      <td></td>\n",
       "      <td>GRN</td>\n",
       "      <td>1997</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>28</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>NJ</td>\n",
       "      <td>CHEVY CORSICA</td>\n",
       "      <td></td>\n",
       "      <td>PUR</td>\n",
       "      <td>1996</td>\n",
       "      <td>NJ</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450821</th>\n",
       "      <td>6077299</td>\n",
       "      <td>2</td>\n",
       "      <td>962</td>\n",
       "      <td>NJ</td>\n",
       "      <td>HYUNDAI</td>\n",
       "      <td>SONATA</td>\n",
       "      <td>BK</td>\n",
       "      <td>2012</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450822</th>\n",
       "      <td>6077300</td>\n",
       "      <td>1</td>\n",
       "      <td>134</td>\n",
       "      <td>NJ</td>\n",
       "      <td>SUBARU</td>\n",
       "      <td>FORRESTER</td>\n",
       "      <td>SL</td>\n",
       "      <td>2015</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>57</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450823</th>\n",
       "      <td>6077301</td>\n",
       "      <td>1</td>\n",
       "      <td>148</td>\n",
       "      <td>NJ</td>\n",
       "      <td>TOYOTA</td>\n",
       "      <td>COROLLA</td>\n",
       "      <td>BK</td>\n",
       "      <td>2009</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>57</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450824</th>\n",
       "      <td>6077302</td>\n",
       "      <td>1</td>\n",
       "      <td>134</td>\n",
       "      <td>NJ</td>\n",
       "      <td>HYUNDAI</td>\n",
       "      <td>SONATA</td>\n",
       "      <td>BL</td>\n",
       "      <td>2013</td>\n",
       "      <td>NJ</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>4</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450825</th>\n",
       "      <td>6077302</td>\n",
       "      <td>2</td>\n",
       "      <td>962</td>\n",
       "      <td>NJ</td>\n",
       "      <td>JEEP</td>\n",
       "      <td>GRAND CHEROKEE</td>\n",
       "      <td>BL</td>\n",
       "      <td>2017</td>\n",
       "      <td>NJ</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11450826 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          crash_id  vn  ins_co owner_state             make           model  \\\n",
       "id                                                                            \n",
       "0                0   1     426          NJ    NISSAN MAXIMA                   \n",
       "1                0   2     989          NJ  LINCOLN TOWNCAR                   \n",
       "2                1   1     962          NJ       TOYOTA 4DR                   \n",
       "3                1   2    <NA>                                                \n",
       "4                2   1      85          NJ    CHEVY CORSICA                   \n",
       "...            ...  ..     ...         ...              ...             ...   \n",
       "11450821   6077299   2     962          NJ          HYUNDAI          SONATA   \n",
       "11450822   6077300   1     134          NJ           SUBARU       FORRESTER   \n",
       "11450823   6077301   1     148          NJ           TOYOTA         COROLLA   \n",
       "11450824   6077302   1     134          NJ          HYUNDAI          SONATA   \n",
       "11450825   6077302   2     962          NJ             JEEP  GRAND CHEROKEE   \n",
       "\n",
       "         color    vy state  rm_by  imp_loc  dmg_loc  type  cargo_type  cir1  \\\n",
       "id                                                                            \n",
       "0          BUR  1991    NJ   <NA>        8        7     1        <NA>    25   \n",
       "1           BK  1996    NJ      2       12       12     6           0     4   \n",
       "2          GRN  1997    NJ      1       11     <NA>     1        <NA>    25   \n",
       "3                  0         <NA>        0        0     5           0     2   \n",
       "4          PUR  1996    NJ      3        8       15     1        <NA>    25   \n",
       "...        ...   ...   ...    ...      ...      ...   ...         ...   ...   \n",
       "11450821    BK  2012    NJ      2        6        6     1        <NA>    25   \n",
       "11450822    SL  2015    NJ      1       11       11     4        <NA>    57   \n",
       "11450823    BK  2009    NJ      1       11       11     1        <NA>    57   \n",
       "11450824    BL  2013    NJ      1        1        1     1        <NA>     4   \n",
       "11450825    BL  2017    NJ      2       11       11     1        <NA>    25   \n",
       "\n",
       "          cir2  dir  act  ev1   ev2   ev3   ev4  oversize  hit_run  departure  \\\n",
       "id                                                                              \n",
       "0         <NA>    1    3   26  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "1         <NA>    2    3   26  <NA>  <NA>  <NA>         0    False          1   \n",
       "2         <NA>    3   10   28  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "3         <NA>    1    1   26  <NA>  <NA>  <NA>         0    False       <NA>   \n",
       "4         <NA>    3    1   26     1  <NA>  <NA>      <NA>    False          6   \n",
       "...        ...  ...  ...  ...   ...   ...   ...       ...      ...        ...   \n",
       "11450821  <NA>    4    3   26  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "11450822  <NA>    3    1   24  <NA>  <NA>  <NA>         2    False          1   \n",
       "11450823  <NA>    2    1   24  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "11450824  <NA>    4    1   26  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "11450825  <NA>    3    1   26  <NA>  <NA>  <NA>      <NA>    False          1   \n",
       "\n",
       "           dmg    ev  year  \n",
       "id                          \n",
       "0         <NA>  <NA>  2001  \n",
       "1         <NA>  <NA>  2001  \n",
       "2         <NA>  <NA>  2001  \n",
       "3         <NA>  <NA>  2001  \n",
       "4         <NA>  <NA>  2001  \n",
       "...        ...   ...   ...  \n",
       "11450821     3    26  2021  \n",
       "11450822     3    24  2021  \n",
       "11450823     3    24  2021  \n",
       "11450824     2    26  2021  \n",
       "11450825     2    26  2021  \n",
       "\n",
       "[11450826 rows x 28 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vm = v.merge(c.year, how='left', left_on='crash_id', right_index=True)\n",
    "vm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "57d8266f",
   "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>has_cir2</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>has_cir1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <td>236576</td>\n",
       "      <td>10424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>9611038</td>\n",
       "      <td>1592788</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "has_cir2    False    True \n",
       "has_cir1                  \n",
       "False      236576    10424\n",
       "True      9611038  1592788"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(\n",
    "    ~v.cir1.isna().rename('has_cir1'),\n",
    "    ~v.cir2.isna().rename('has_cir2'),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "49beb814",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>num</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>has_ev1</th>\n",
       "      <th>has_ev2</th>\n",
       "      <th>has_ev3</th>\n",
       "      <th>has_ev4</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"4\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>False</th>\n",
       "      <td>56727</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>278</td>\n",
       "      <td>2001</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">True</th>\n",
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       "      <td>2021</td>\n",
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       "      <th>True</th>\n",
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       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">True</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>False</th>\n",
       "      <td>1402</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
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       "      <th>True</th>\n",
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       "      <td>2006</td>\n",
       "      <td>2021</td>\n",
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       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">True</th>\n",
       "      <th rowspan=\"4\" valign=\"top\">False</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>False</th>\n",
       "      <td>10074131</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>6851</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">True</th>\n",
       "      <th>False</th>\n",
       "      <td>2783</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>1395</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">True</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">False</th>\n",
       "      <th>False</th>\n",
       "      <td>803096</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>1132</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">True</th>\n",
       "      <th>False</th>\n",
       "      <td>307101</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>195523</td>\n",
       "      <td>2001</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      num   min   max\n",
       "has_ev1 has_ev2 has_ev3 has_ev4                      \n",
       "False   False   False   False       56727  2001  2021\n",
       "                        True          278  2001  2021\n",
       "                True    False         122  2001  2021\n",
       "                        True           34  2001  2021\n",
       "        True    False   False        1402  2001  2021\n",
       "                        True           11  2006  2021\n",
       "                True    False         159  2001  2020\n",
       "                        True           81  2001  2021\n",
       "True    False   False   False    10074131  2001  2021\n",
       "                        True         6851  2001  2021\n",
       "                True    False        2783  2001  2021\n",
       "                        True         1395  2001  2021\n",
       "        True    False   False      803096  2001  2021\n",
       "                        True         1132  2001  2021\n",
       "                True    False      307101  2001  2021\n",
       "                        True       195523  2001  2021"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "has_ev  = ~v.ev .isna().rename('has_ev' )\n",
    "has_ev1 = ~v.ev1.isna().rename('has_ev1')\n",
    "has_ev2 = ~v.ev2.isna().rename('has_ev2')\n",
    "has_ev3 = ~v.ev3.isna().rename('has_ev3')\n",
    "has_ev4 = ~v.ev4.isna().rename('has_ev4')\n",
    "has_evs = (has_ev1 | has_ev2 | has_ev3 | has_ev4 ).rename('has_evs')\n",
    "evs = sxs(\n",
    "    has_ev1,\n",
    "    has_ev2,\n",
    "    has_ev3,\n",
    "    has_ev4,\n",
    "    vm.year,\n",
    ")\n",
    "g = evs.groupby(['has_ev1', 'has_ev2', 'has_ev3', 'has_ev4'])\n",
    "gy = g['year']\n",
    "sxs(\n",
    "    g.size().rename('num'),\n",
    "    gy.min().rename('min'),\n",
    "    gy.max().rename('max'),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "364f7f4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1980304\n",
       "1     143606\n",
       "2      57182\n",
       "3      37396\n",
       "dtype: Int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vev = vm[~vm.ev.isna()]\n",
    "sxs(\n",
    "    vev.ev == vev.ev1,\n",
    "    vev.ev == vev.ev2,\n",
    "    vev.ev == vev.ev3,\n",
    "    vev.ev == vev.ev4,\n",
    ").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "420e2a8b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 26.9 s, sys: 544 ms, total: 27.5 s\n",
      "Wall time: 28 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "            4✅         20\n",
       "        3✅             14\n",
       "        3✅ 4✅           5\n",
       "        3❌              1\n",
       "        3❌ 4✅           1\n",
       "    2✅                 87\n",
       "    2✅     4✅           2\n",
       "    2✅ 3✅               4\n",
       "    2✅ 3✅ 4✅           13\n",
       "    2✅ 3❌               2\n",
       "    2✅ 3❌ 4❌            1\n",
       "    2❌                  1\n",
       "    2❌     4✅           1\n",
       "    2❌ 3✅               1\n",
       "    2❌ 3✅ 4✅            1\n",
       "    2❌ 3❌ 4✅            1\n",
       "1✅                1832198\n",
       "1✅         4✅        1750\n",
       "1✅         4❌         740\n",
       "1✅     3✅             535\n",
       "1✅     3✅ 4✅           78\n",
       "1✅     3✅ 4❌            4\n",
       "1✅     3❌             317\n",
       "1✅     3❌ 4✅           10\n",
       "1✅     3❌ 4❌          314\n",
       "1✅ 2✅               44830\n",
       "1✅ 2✅     4✅           69\n",
       "1✅ 2✅     4❌           28\n",
       "1✅ 2✅ 3✅             1383\n",
       "1✅ 2✅ 3✅ 4✅          9059\n",
       "1✅ 2✅ 3✅ 4❌           161\n",
       "1✅ 2✅ 3❌             1269\n",
       "1✅ 2✅ 3❌ 4✅           127\n",
       "1✅ 2✅ 3❌ 4❌           870\n",
       "1✅ 2❌               55044\n",
       "1✅ 2❌     4✅           32\n",
       "1✅ 2❌     4❌          119\n",
       "1✅ 2❌ 3✅             1594\n",
       "1✅ 2❌ 3✅ 4✅           190\n",
       "1✅ 2❌ 3✅ 4❌           386\n",
       "1✅ 2❌ 3❌            17189\n",
       "1✅ 2❌ 3❌ 4✅           620\n",
       "1✅ 2❌ 3❌ 4❌         11388\n",
       "1❌                    117\n",
       "1❌         4✅          56\n",
       "1❌         4❌           1\n",
       "1❌     3✅              20\n",
       "1❌     3✅ 4✅          123\n",
       "1❌     3❌ 4✅            9\n",
       "1❌ 2✅               55562\n",
       "1❌ 2✅     4✅           44\n",
       "1❌ 2✅     4❌           27\n",
       "1❌ 2✅ 3✅             2353\n",
       "1❌ 2✅ 3✅ 4✅         14290\n",
       "1❌ 2✅ 3✅ 4❌           454\n",
       "1❌ 2✅ 3❌             8148\n",
       "1❌ 2✅ 3❌ 4✅           977\n",
       "1❌ 2✅ 3❌ 4❌          3846\n",
       "1❌ 2❌                  16\n",
       "1❌ 2❌     4✅            7\n",
       "1❌ 2❌ 3✅            20445\n",
       "1❌ 2❌ 3✅ 4✅          1367\n",
       "1❌ 2❌ 3✅ 4❌          4702\n",
       "1❌ 2❌ 3❌                9\n",
       "1❌ 2❌ 3❌ 4✅          8544\n",
       "1❌ 2❌ 3❌ 4❌             6\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "vev.apply(lambda r: ' '.join(\n",
    "    '   ' if isna(r[f'ev{i}']) else f'{i}✅' if r.ev == r[f'ev{i}'] else f'{i}❌'\n",
    "    for i in range(1, 5)\n",
    "), axis=1).value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "769b0700",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .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>has_evs</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>has_ev</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>False</th>\n",
       "      <td>56727</td>\n",
       "      <td>9292517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>0</td>\n",
       "      <td>2101582</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "has_evs  False    True \n",
       "has_ev                 \n",
       "False    56727  9292517\n",
       "True         0  2101582"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(has_ev, has_evs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "0548c15d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ev\n",
       "True     2101582\n",
       "False     290300\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vm17 = vm[vm.year >= 2017]\n",
    "(~vm17.ev.isna()).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "80ed694b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year\n",
       "2001     50\n",
       "2002     29\n",
       "2003     17\n",
       "2004     15\n",
       "2005      7\n",
       "2006    265\n",
       "2007    200\n",
       "2008    145\n",
       "2009    167\n",
       "2010    171\n",
       "2011    106\n",
       "2012     60\n",
       "2013     76\n",
       "2014     49\n",
       "2015     47\n",
       "2016     46\n",
       "2017     73\n",
       "2018     46\n",
       "2019     36\n",
       "2020     26\n",
       "2021     22\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vm[vm.ev1.isna() & ~vm.ev2.isna()].year.value_counts().sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d1d97b36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>col_0</th>\n",
       "      <th>False</th>\n",
       "      <th>True</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>row_0</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th>False</th>\n",
       "      <td>35096</td>\n",
       "      <td>85701</td>\n",
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       "    <tr>\n",
       "      <th>True</th>\n",
       "      <td>86562</td>\n",
       "      <td>57796</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "col_0  False  True \n",
       "row_0              \n",
       "False  35096  85701\n",
       "True   86562  57796"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ev = vm[~vm.ev.isna()]\n",
    "pd.crosstab(ev.ev == ev.ev1, ev.ev == ev.ev2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1d938051",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>year</th>\n",
       "      <th>2001</th>\n",
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       "      <th>2020</th>\n",
       "      <th>2021</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ev</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td></td>\n",
       "      <td>1878</td>\n",
       "      <td>1356</td>\n",
       "      <td>3604</td>\n",
       "      <td>4810</td>\n",
       "      <td>3483</td>\n",
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       "      <td></td>\n",
       "      <td>2122</td>\n",
       "      <td>2045</td>\n",
       "      <td>1924</td>\n",
       "      <td>1818</td>\n",
       "      <td>2050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>72</td>\n",
       "      <td>75</td>\n",
       "      <td>69</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>23</td>\n",
       "      <td>33</td>\n",
       "      <td>29</td>\n",
       "      <td>22</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>61</td>\n",
       "      <td>66</td>\n",
       "      <td>44</td>\n",
       "      <td>50</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>196</td>\n",
       "      <td>243</td>\n",
       "      <td>210</td>\n",
       "      <td>192</td>\n",
       "      <td>269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>198</td>\n",
       "      <td>177</td>\n",
       "      <td>186</td>\n",
       "      <td>153</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>603</td>\n",
       "      <td>539</td>\n",
       "      <td>475</td>\n",
       "      <td>285</td>\n",
       "      <td>311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>206</td>\n",
       "      <td>199</td>\n",
       "      <td>216</td>\n",
       "      <td>150</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1048</td>\n",
       "      <td>890</td>\n",
       "      <td>1099</td>\n",
       "      <td>1088</td>\n",
       "      <td>1227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2390</td>\n",
       "      <td>2259</td>\n",
       "      <td>2242</td>\n",
       "      <td>1506</td>\n",
       "      <td>1716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9142</td>\n",
       "      <td>9889</td>\n",
       "      <td>9926</td>\n",
       "      <td>9125</td>\n",
       "      <td>8120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>433</td>\n",
       "      <td>442</td>\n",
       "      <td>529</td>\n",
       "      <td>512</td>\n",
       "      <td>552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>347940</td>\n",
       "      <td>373809</td>\n",
       "      <td>400534</td>\n",
       "      <td>258345</td>\n",
       "      <td>324486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>103</td>\n",
       "      <td>51</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>26953</td>\n",
       "      <td>29464</td>\n",
       "      <td>32298</td>\n",
       "      <td>25447</td>\n",
       "      <td>32582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>60</td>\n",
       "      <td>56</td>\n",
       "      <td>45</td>\n",
       "      <td>48</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1630</td>\n",
       "      <td>1541</td>\n",
       "      <td>1604</td>\n",
       "      <td>1070</td>\n",
       "      <td>1261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1878</td>\n",
       "      <td>2235</td>\n",
       "      <td>2184</td>\n",
       "      <td>1915</td>\n",
       "      <td>2193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>72</td>\n",
       "      <td>61</td>\n",
       "      <td>121</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>296</td>\n",
       "      <td>328</td>\n",
       "      <td>323</td>\n",
       "      <td>319</td>\n",
       "      <td>427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>73</td>\n",
       "      <td>74</td>\n",
       "      <td>82</td>\n",
       "      <td>52</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>85</td>\n",
       "      <td>106</td>\n",
       "      <td>108</td>\n",
       "      <td>77</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3914</td>\n",
       "      <td>4296</td>\n",
       "      <td>3929</td>\n",
       "      <td>3689</td>\n",
       "      <td>3591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>563</td>\n",
       "      <td>612</td>\n",
       "      <td>584</td>\n",
       "      <td>529</td>\n",
       "      <td>606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2576</td>\n",
       "      <td>2795</td>\n",
       "      <td>2523</td>\n",
       "      <td>2700</td>\n",
       "      <td>2673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>106</td>\n",
       "      <td>139</td>\n",
       "      <td>139</td>\n",
       "      <td>105</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>937</td>\n",
       "      <td>942</td>\n",
       "      <td>1095</td>\n",
       "      <td>850</td>\n",
       "      <td>900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>535</td>\n",
       "      <td>582</td>\n",
       "      <td>612</td>\n",
       "      <td>466</td>\n",
       "      <td>575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4522</td>\n",
       "      <td>4825</td>\n",
       "      <td>4633</td>\n",
       "      <td>3938</td>\n",
       "      <td>4397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>679</td>\n",
       "      <td>790</td>\n",
       "      <td>646</td>\n",
       "      <td>581</td>\n",
       "      <td>594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>865</td>\n",
       "      <td>905</td>\n",
       "      <td>954</td>\n",
       "      <td>832</td>\n",
       "      <td>846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>39</td>\n",
       "      <td>51</td>\n",
       "      <td>37</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2362</td>\n",
       "      <td>2428</td>\n",
       "      <td>2544</td>\n",
       "      <td>2319</td>\n",
       "      <td>2573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>420</td>\n",
       "      <td>523</td>\n",
       "      <td>452</td>\n",
       "      <td>399</td>\n",
       "      <td>411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>414</td>\n",
       "      <td>441</td>\n",
       "      <td>428</td>\n",
       "      <td>350</td>\n",
       "      <td>447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>706</td>\n",
       "      <td>742</td>\n",
       "      <td>739</td>\n",
       "      <td>620</td>\n",
       "      <td>687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3609</td>\n",
       "      <td>4062</td>\n",
       "      <td>3611</td>\n",
       "      <td>3173</td>\n",
       "      <td>3344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>459</td>\n",
       "      <td>502</td>\n",
       "      <td>516</td>\n",
       "      <td>425</td>\n",
       "      <td>448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>392</td>\n",
       "      <td>383</td>\n",
       "      <td>454</td>\n",
       "      <td>361</td>\n",
       "      <td>420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2708</td>\n",
       "      <td>3293</td>\n",
       "      <td>3409</td>\n",
       "      <td>2954</td>\n",
       "      <td>3362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>241</td>\n",
       "      <td>319</td>\n",
       "      <td>367</td>\n",
       "      <td>273</td>\n",
       "      <td>333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;NA&gt;</th>\n",
       "      <td>590889</td>\n",
       "      <td>606500</td>\n",
       "      <td>609439</td>\n",
       "      <td>609400</td>\n",
       "      <td>594335</td>\n",
       "      <td>555026</td>\n",
       "      <td>575330</td>\n",
       "      <td>567182</td>\n",
       "      <td>562943</td>\n",
       "      <td>562975</td>\n",
       "      <td>552103</td>\n",
       "      <td>535622</td>\n",
       "      <td>546015</td>\n",
       "      <td>547103</td>\n",
       "      <td>512028</td>\n",
       "      <td>532054</td>\n",
       "      <td>103299</td>\n",
       "      <td>83642</td>\n",
       "      <td>52698</td>\n",
       "      <td>30432</td>\n",
       "      <td>20229</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year    2001    2002    2003    2004    2005    2006    2007    2008    2009  \\\n",
       "ev                                                                             \n",
       "0                                                                              \n",
       "1                                                                              \n",
       "2                                                                              \n",
       "3                                                                              \n",
       "4                                                                              \n",
       "9                                                                              \n",
       "11                                                                             \n",
       "12                                                                             \n",
       "19                                                                             \n",
       "21                                                                             \n",
       "22                                                                             \n",
       "23                                                                             \n",
       "24                                                                             \n",
       "25                                                                             \n",
       "26                                                                             \n",
       "27                                                                             \n",
       "28                                                                             \n",
       "29                                                                             \n",
       "30                                                                             \n",
       "39                                                                             \n",
       "41                                                                             \n",
       "42                                                                             \n",
       "43                                                                             \n",
       "44                                                                             \n",
       "45                                                                             \n",
       "46                                                                             \n",
       "47                                                                             \n",
       "48                                                                             \n",
       "49                                                                             \n",
       "50                                                                             \n",
       "51                                                                             \n",
       "52                                                                             \n",
       "53                                                                             \n",
       "54                                                                             \n",
       "55                                                                             \n",
       "56                                                                             \n",
       "57                                                                             \n",
       "58                                                                             \n",
       "59                                                                             \n",
       "60                                                                             \n",
       "61                                                                             \n",
       "62                                                                             \n",
       "69                                                                             \n",
       "99                                                                             \n",
       "<NA>  590889  606500  609439  609400  594335  555026  575330  567182  562943   \n",
       "\n",
       "year    2010    2011    2012    2013    2014    2015    2016    2017    2018  \\\n",
       "ev                                                                             \n",
       "0                                                               1878    1356   \n",
       "1                                                               2122    2045   \n",
       "2                                                                 72      75   \n",
       "3                                                                 23      33   \n",
       "4                                                                 61      66   \n",
       "9                                                                196     243   \n",
       "11                                                               198     177   \n",
       "12                                                               603     539   \n",
       "19                                                               206     199   \n",
       "21                                                              1048     890   \n",
       "22                                                              2390    2259   \n",
       "23                                                                 9      14   \n",
       "24                                                              9142    9889   \n",
       "25                                                               433     442   \n",
       "26                                                            347940  373809   \n",
       "27                                                                93      94   \n",
       "28                                                             26953   29464   \n",
       "29                                                                60      56   \n",
       "30                                                              1630    1541   \n",
       "39                                                              1878    2235   \n",
       "41                                                                72      61   \n",
       "42                                                               296     328   \n",
       "43                                                                73      74   \n",
       "44                                                                17      19   \n",
       "45                                                                85     106   \n",
       "46                                                              3914    4296   \n",
       "47                                                               563     612   \n",
       "48                                                              2576    2795   \n",
       "49                                                               106     139   \n",
       "50                                                               937     942   \n",
       "51                                                               535     582   \n",
       "52                                                              4522    4825   \n",
       "53                                                               679     790   \n",
       "54                                                               865     905   \n",
       "55                                                                39      51   \n",
       "56                                                              2362    2428   \n",
       "57                                                               420     523   \n",
       "58                                                               414     441   \n",
       "59                                                               706     742   \n",
       "60                                                              3609    4062   \n",
       "61                                                               459     502   \n",
       "62                                                               392     383   \n",
       "69                                                              2708    3293   \n",
       "99                                                               241     319   \n",
       "<NA>  562975  552103  535622  546015  547103  512028  532054  103299   83642   \n",
       "\n",
       "year    2019    2020    2021  \n",
       "ev                            \n",
       "0       3604    4810    3483  \n",
       "1       1924    1818    2050  \n",
       "2         69      67      80  \n",
       "3         29      22      49  \n",
       "4         44      50      46  \n",
       "9        210     192     269  \n",
       "11       186     153     155  \n",
       "12       475     285     311  \n",
       "19       216     150     153  \n",
       "21      1099    1088    1227  \n",
       "22      2242    1506    1716  \n",
       "23        10       7      21  \n",
       "24      9926    9125    8120  \n",
       "25       529     512     552  \n",
       "26    400534  258345  324486  \n",
       "27       103      51      99  \n",
       "28     32298   25447   32582  \n",
       "29        45      48      36  \n",
       "30      1604    1070    1261  \n",
       "39      2184    1915    2193  \n",
       "41       121      84      82  \n",
       "42       323     319     427  \n",
       "43        82      52      62  \n",
       "44        18      13      13  \n",
       "45       108      77     105  \n",
       "46      3929    3689    3591  \n",
       "47       584     529     606  \n",
       "48      2523    2700    2673  \n",
       "49       139     105     139  \n",
       "50      1095     850     900  \n",
       "51       612     466     575  \n",
       "52      4633    3938    4397  \n",
       "53       646     581     594  \n",
       "54       954     832     846  \n",
       "55        37      23      41  \n",
       "56      2544    2319    2573  \n",
       "57       452     399     411  \n",
       "58       428     350     447  \n",
       "59       739     620     687  \n",
       "60      3611    3173    3344  \n",
       "61       516     425     448  \n",
       "62       454     361     420  \n",
       "69      3409    2954    3362  \n",
       "99       367     273     333  \n",
       "<NA>   52698   30432   20229  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(vm.ev, vm.year, dropna=False).replace(0, '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4e1e6afc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>ev1</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>19</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>39</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "      <th>52</th>\n",
       "      <th>53</th>\n",
       "      <th>54</th>\n",
       "      <th>55</th>\n",
       "      <th>56</th>\n",
       "      <th>57</th>\n",
       "      <th>58</th>\n",
       "      <th>59</th>\n",
       "      <th>60</th>\n",
       "      <th>61</th>\n",
       "      <th>62</th>\n",
       "      <th>69</th>\n",
       "      <th>99</th>\n",
       "      <th>&lt;NA&gt;</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ev</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>0</th>\n",
       "      <td>621</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>26</td>\n",
       "      <td>189</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>12168</td>\n",
       "      <td>2</td>\n",
       "      <td>1492</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>35</td>\n",
       "      <td></td>\n",
       "      <td>27</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>32</td>\n",
       "      <td></td>\n",
       "      <td>51</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>200</td>\n",
       "      <td>29</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1915</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>14</td>\n",
       "      <td>2242</td>\n",
       "      <td>1191</td>\n",
       "      <td>37</td>\n",
       "      <td>382</td>\n",
       "      <td>34</td>\n",
       "      <td>17</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>88</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>29</td>\n",
       "      <td>6</td>\n",
       "      <td>2249</td>\n",
       "      <td>4</td>\n",
       "      <td>281</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>45</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>248</td>\n",
       "      <td>47</td>\n",
       "      <td>237</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>559</td>\n",
       "      <td>11</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>101</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>41</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>119</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>74</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>39</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>142</td>\n",
       "      <td>39</td>\n",
       "      <td>29</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>29</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1026</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>31</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>27</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>51</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>507</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>124</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>2136</td>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>31</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>817</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>27</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5081</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>229</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>55</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>9263</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>663</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>24</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>55</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>46141</td>\n",
       "      <td>3</td>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2454</td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</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>26</th>\n",
       "      <td>9</td>\n",
       "      <td>36</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>31</td>\n",
       "      <td>810</td>\n",
       "      <td>695</td>\n",
       "      <td>329</td>\n",
       "      <td>4107</td>\n",
       "      <td>34</td>\n",
       "      <td>22</td>\n",
       "      <td>36</td>\n",
       "      <td>14</td>\n",
       "      <td>282</td>\n",
       "      <td>34</td>\n",
       "      <td>119</td>\n",
       "      <td>214</td>\n",
       "      <td>44</td>\n",
       "      <td>74</td>\n",
       "      <td></td>\n",
       "      <td>86</td>\n",
       "      <td>19</td>\n",
       "      <td>1696155</td>\n",
       "      <td>20</td>\n",
       "      <td>641</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>59</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>187</td>\n",
       "      <td>6</td>\n",
       "      <td>288</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>446</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>10</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>68</td>\n",
       "      <td>350</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>585</td>\n",
       "      <td>161</td>\n",
       "      <td>18</td>\n",
       "      <td>198</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>113</td>\n",
       "      <td>54</td>\n",
       "      <td>5</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>3573</td>\n",
       "      <td>1</td>\n",
       "      <td>141342</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td></td>\n",
       "      <td>353</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>38</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>22</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>181</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>274</td>\n",
       "      <td>3</td>\n",
       "      <td>78</td>\n",
       "      <td></td>\n",
       "      <td>6701</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>405</td>\n",
       "      <td>117</td>\n",
       "      <td>3</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>283</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>9330</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>100</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>24</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>121</td>\n",
       "      <td></td>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>222</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1663</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>59</td>\n",
       "      <td>26</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>162</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>29</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>21</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>77</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>250</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>52</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>4010</td>\n",
       "      <td>4232</td>\n",
       "      <td>52</td>\n",
       "      <td>465</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>214</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>56</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>1669</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>57</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>7672</td>\n",
       "      <td>10</td>\n",
       "      <td>129</td>\n",
       "      <td>3</td>\n",
       "      <td>22</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>658</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>953</td>\n",
       "      <td>374</td>\n",
       "      <td>7</td>\n",
       "      <td>68</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>135</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>1124</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>144</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>869</td>\n",
       "      <td>2898</td>\n",
       "      <td>26</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>143</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>1527</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>47</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>120</td>\n",
       "      <td>13</td>\n",
       "      <td>7275</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>156</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>71</td>\n",
       "      <td>41</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>27</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>22</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1485</td>\n",
       "      <td>624</td>\n",
       "      <td>60</td>\n",
       "      <td>138</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>1279</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>940</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>430</td>\n",
       "      <td>117</td>\n",
       "      <td>13</td>\n",
       "      <td>34</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>194</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>1307</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>617</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>8878</td>\n",
       "      <td>1332</td>\n",
       "      <td>88</td>\n",
       "      <td>1348</td>\n",
       "      <td>7</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>108</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>52</td>\n",
       "      <td>3</td>\n",
       "      <td>939</td>\n",
       "      <td></td>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>26</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td>71</td>\n",
       "      <td>9</td>\n",
       "      <td>5601</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>5</td>\n",
       "      <td>3432</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>42</td>\n",
       "      <td>12</td>\n",
       "      <td>67</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>952</td>\n",
       "      <td>215</td>\n",
       "      <td>13</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>99</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1370</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>523</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>899</td>\n",
       "      <td>287</td>\n",
       "      <td>19</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>134</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>2156</td>\n",
       "      <td></td>\n",
       "      <td>685</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>101</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>31</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1855</td>\n",
       "      <td>942</td>\n",
       "      <td>46</td>\n",
       "      <td>426</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td></td>\n",
       "      <td>28</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>8115</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1074</td>\n",
       "      <td>396</td>\n",
       "      <td>8</td>\n",
       "      <td>172</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>65</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>88</td>\n",
       "      <td>315</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>933</td>\n",
       "      <td>431</td>\n",
       "      <td>16</td>\n",
       "      <td>201</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>26</td>\n",
       "      <td>7</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>84</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>101</td>\n",
       "      <td>4</td>\n",
       "      <td>227</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>828</td>\n",
       "      <td>314</td>\n",
       "      <td>12</td>\n",
       "      <td>176</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td></td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>548</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1389</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td></td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>7216</td>\n",
       "      <td>2891</td>\n",
       "      <td>91</td>\n",
       "      <td>1499</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>93</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td>52</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>74</td>\n",
       "      <td>8</td>\n",
       "      <td>754</td>\n",
       "      <td></td>\n",
       "      <td>50</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>68</td>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "      <td>53</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>1930</td>\n",
       "      <td>21</td>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>2663</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1077</td>\n",
       "      <td>169</td>\n",
       "      <td>6</td>\n",
       "      <td>128</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>218</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>693</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>486</td>\n",
       "      <td>94</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>51</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>477</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>787</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2161</td>\n",
       "      <td>653</td>\n",
       "      <td>38</td>\n",
       "      <td>388</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>110</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>438</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td>20</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>37</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>1435</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>34</td>\n",
       "      <td>17</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>10069</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>103</td>\n",
       "      <td>33</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>185</td>\n",
       "      <td></td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>1078</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>&lt;NA&gt;</th>\n",
       "      <td>3793</td>\n",
       "      <td>8799</td>\n",
       "      <td>314</td>\n",
       "      <td>271</td>\n",
       "      <td>837</td>\n",
       "      <td>136485</td>\n",
       "      <td>68383</td>\n",
       "      <td>7130</td>\n",
       "      <td>1578</td>\n",
       "      <td>3797</td>\n",
       "      <td>820</td>\n",
       "      <td>1794</td>\n",
       "      <td>4457</td>\n",
       "      <td>5214</td>\n",
       "      <td>92</td>\n",
       "      <td>16</td>\n",
       "      <td>7619</td>\n",
       "      <td>18308</td>\n",
       "      <td>43589</td>\n",
       "      <td>455</td>\n",
       "      <td>94819</td>\n",
       "      <td>11253</td>\n",
       "      <td>7627528</td>\n",
       "      <td>11010</td>\n",
       "      <td>874085</td>\n",
       "      <td>986</td>\n",
       "      <td>16758</td>\n",
       "      <td>30989</td>\n",
       "      <td>904</td>\n",
       "      <td>4916</td>\n",
       "      <td>1381</td>\n",
       "      <td>236</td>\n",
       "      <td>1714</td>\n",
       "      <td>20543</td>\n",
       "      <td>2561</td>\n",
       "      <td>25887</td>\n",
       "      <td>2031</td>\n",
       "      <td>6323</td>\n",
       "      <td>4140</td>\n",
       "      <td>24035</td>\n",
       "      <td>6920</td>\n",
       "      <td>12123</td>\n",
       "      <td>1693</td>\n",
       "      <td>106636</td>\n",
       "      <td>2090</td>\n",
       "      <td>3053</td>\n",
       "      <td>8918</td>\n",
       "      <td>15870</td>\n",
       "      <td>2896</td>\n",
       "      <td>2909</td>\n",
       "      <td>48830</td>\n",
       "      <td>2797</td>\n",
       "      <td>58659</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "ev1   0     1    2    3    4       5      6     7     8     9    10    11    \\\n",
       "ev                                                                            \n",
       "0      621     7    1    2           16      6     2     1     2          4   \n",
       "1        2  1915             14    2242   1191    37   382    34   17     9   \n",
       "2              2  101                41     25     1     3                    \n",
       "3              1        74           11      6           3                    \n",
       "4        1                  142      39     29           2     1              \n",
       "9              1                      2      3           1  1026    6         \n",
       "11       1    40                     51     27     1    18              507   \n",
       "12                                    1                  1     1    1         \n",
       "19             1              1      12      7     2     4     1    2         \n",
       "21                                   10      1     1    18                1   \n",
       "22                                   55      3     1    15                3   \n",
       "23                                           1                                \n",
       "24                                    3      2          10                    \n",
       "25                                           1                                \n",
       "26       9    36    8   20   31     810    695   329  4107    34   22    36   \n",
       "27                                    2      4     2     7                    \n",
       "28       6     9    5    1    2     585    161    18   198    10   15    12   \n",
       "29                                   22     15           2                    \n",
       "30                                    4            1     1     3    6         \n",
       "39             1    1    1    2     405    117     3    40     5    4     1   \n",
       "41                                   24     12     1     8                    \n",
       "42                                    8      2                 4              \n",
       "43                                   59     26           9                    \n",
       "44                                   29      8           8                    \n",
       "45                            2      77     27     3    27          1         \n",
       "46            10    1    1   28    4010   4232    52   465     9   12     4   \n",
       "47                            2     953    374     7    68                2   \n",
       "48             4         1    8     869   2898    26    54     1    2     1   \n",
       "49                                   71     41     4     6                    \n",
       "50             1    1              1485    624    60   138     1    1     2   \n",
       "51                       1    1     430    117    13    34     2    1         \n",
       "52             4              5    8878   1332    88  1348     7   23     4   \n",
       "53                            3     952    215    13    35     2    3         \n",
       "54             1    1    1    2     899    287    19    99     1    3     2   \n",
       "55                                  101     23     2    12                    \n",
       "56             9         1    2    1855    942    46   426     3    6     2   \n",
       "57             1                   1074    396     8   172          1     1   \n",
       "58                                  933    431    16   201          1         \n",
       "59             1         1    1     828    314    12   176     2    3     3   \n",
       "60            12              7    7216   2891    91  1499     2    5     3   \n",
       "61             1              1    1077    169     6   128          1         \n",
       "62             2         1          486     94     4    47                1   \n",
       "69             3    1              2161    653    38   388     6   11     8   \n",
       "99       2     2    1               103     33     4    13     4    2     2   \n",
       "<NA>  3793  8799  314  271  837  136485  68383  7130  1578  3797  820  1794   \n",
       "\n",
       "ev1   12    13   14   15    19     21     22   23     24     25       26    \\\n",
       "ev                                                                           \n",
       "0        9     3               8     26    189                  6    12168   \n",
       "1        2    88    5    4    28      2      2          29      6     2249   \n",
       "2              5               2             2           3             119   \n",
       "3                   2          1                                        39   \n",
       "4              2    4          1                         2              29   \n",
       "9             31               1                                        27   \n",
       "11            11    2         14      1      1          11      4      124   \n",
       "12    2136    16                                                        31   \n",
       "19            37    1    1   817                                        27   \n",
       "21                                 5081                                229   \n",
       "22             3   10    1     3      2   9263           1             663   \n",
       "23                                               55                      5   \n",
       "24       1                            2              46141      3       20   \n",
       "25                                           1               2454        9   \n",
       "26      14   282   34  119   214     44     74          86     19  1696155   \n",
       "27                             1                                        68   \n",
       "28       2   113   54    5    22      1     23           1            3573   \n",
       "29       1     1                                                        12   \n",
       "30      13     9               2             2                  1      274   \n",
       "39      20    15    2    1     5             6           2      3      283   \n",
       "41             3               1                                       121   \n",
       "42                                                              1        6   \n",
       "43             1               2                                        19   \n",
       "44                                                       1               4   \n",
       "45             7    2          3                         1              17   \n",
       "46       6   214    8    3    56             1          17      2     1669   \n",
       "47            19         1     4                        11      2      135   \n",
       "48           143    1    2    42                        11      2     1527   \n",
       "49             2    1                                                   27   \n",
       "50            19    9          6             2           5      1      100   \n",
       "51             4               1                         1             194   \n",
       "52       5   108   20    3    36      1                 52      3      939   \n",
       "53            10    3          1                                        99   \n",
       "54            14    3         11             3           3      2      134   \n",
       "55                                                                       7   \n",
       "56       1    79    5         48      1      1           7      2      548   \n",
       "57            23    4    1     4             1           8      2       65   \n",
       "58            26    7          4                         5              84   \n",
       "59            15   12          9                         3      1       81   \n",
       "60      12    93   28    3    52             2          74      8      754   \n",
       "61            14    4          1                         1      2       12   \n",
       "62       1     5    1          2                         3              51   \n",
       "69       1   110   38    6    26             3           9      2      438   \n",
       "99      10    19    2          6             2           1             185   \n",
       "<NA>  4457  5214   92   16  7619  18308  43589  455  94819  11253  7627528   \n",
       "\n",
       "ev1    27      28   29     30     39   41    42    43   44    45     46    \\\n",
       "ev                                                                          \n",
       "0         2    1492           5     51    1     3     1                35   \n",
       "1         4     281    5      4     45    5    10     1    1     1    248   \n",
       "2                10           1      8                           2      8   \n",
       "3                 1                  1                                  2   \n",
       "4                                    2                                  4   \n",
       "9                             1                 5                           \n",
       "11                2                  6                                  3   \n",
       "12                     2      1     17                                      \n",
       "19                4                  4                                      \n",
       "21                3                                                         \n",
       "22        1      40    2      1      7                                      \n",
       "23                                                                          \n",
       "24                1          16                                             \n",
       "25                                                                          \n",
       "26       20     641    5     31     59    2     8                5    187   \n",
       "27      350       1                                                         \n",
       "28        1  141342    1      6     31                                  6   \n",
       "29                3  181      1      1                                      \n",
       "30        3      78        6701      2                                      \n",
       "39        4      17    4     12   9330                                  1   \n",
       "41               20                     222                             1   \n",
       "42                                           1663                       1   \n",
       "43                                                  162          1      6   \n",
       "44                1                                       21            1   \n",
       "45                                   2          1              250      3   \n",
       "46        2       6    5      6     57    1           1          5   7672   \n",
       "47                2    1      2      1          1                      11   \n",
       "48        1       6    3      7     47    3           1    2     1    120   \n",
       "49                                   3    1                             3   \n",
       "50                3                 10                           1      2   \n",
       "51                3           2      2                                  1   \n",
       "52               51    1      3     27    2                            26   \n",
       "53                3           1      2                                  9   \n",
       "54                8                  3                                  5   \n",
       "55                                                                      1   \n",
       "56               28           1     20                                  9   \n",
       "57                1    1             1                     1     1      7   \n",
       "58                3    1             8                                  8   \n",
       "59               24    1             1    1                             2   \n",
       "60               50           2     28    1                      3     68   \n",
       "61                1                  3                                      \n",
       "62                2                  1                                      \n",
       "69        1      62    4            20    2                            12   \n",
       "99               15    2             4                                  3   \n",
       "<NA>  11010  874085  986  16758  30989  904  4916  1381  236  1714  20543   \n",
       "\n",
       "ev1   47     48    49    50    51     52    53     54    55      56    57    \\\n",
       "ev                                                                            \n",
       "0              27    19    12     7     15    11     32            51     8   \n",
       "1       47    237    11    15     2     37     8      9     2     559    11   \n",
       "2               8     1                               1            14         \n",
       "3                           1                         1             6         \n",
       "4        1      1                                     1             3         \n",
       "9                                                     1             4         \n",
       "11              1     1                  1                         19     3   \n",
       "12              1                                                   2         \n",
       "19                                                                            \n",
       "21                                                                  5         \n",
       "22              4           1                                      24         \n",
       "23                                                                            \n",
       "24                                                                  1         \n",
       "25                                       2                                    \n",
       "26       6    288    11    13    17     14           13     1     446     1   \n",
       "27              1                        1                          2     1   \n",
       "28       2      2     4    14     6     30     3     13           353     1   \n",
       "29              1     2                                             1         \n",
       "30                                2                   1                       \n",
       "39       1      2     1     2     1      1                        100         \n",
       "41              2           1                                       4         \n",
       "42                          2                                       5         \n",
       "43              4                        1     1                   50         \n",
       "44                          1            1                          5         \n",
       "45              3                                                  52         \n",
       "46      10    129     3    22            2     4      4     2     658     2   \n",
       "47    1124      8     1     7     2      1            5           144     1   \n",
       "48      13   7275     8     6            2     2      4           156     1   \n",
       "49              1   443     1                                      22         \n",
       "50              9     5  1279     3      1            4     1     940     1   \n",
       "51             11     2     9  1307      3     1      4     1     617         \n",
       "52       5     20     2    71     9   5601     3     30     5    3432    10   \n",
       "53              9          13     1      2  1370      5     2     523         \n",
       "54       2      8           6            7         2156           685     2   \n",
       "55                          1                              31      10     1   \n",
       "56             19     1    10            9            6     1    8115     2   \n",
       "57              6           5            2            3            88   315   \n",
       "58       2      5           4     1      3            3           101     4   \n",
       "59       2      2     3    12     3      2     1      9     1     548     6   \n",
       "60      11     20     6    53     4     19     2     20     4    1930    21   \n",
       "61                          3                  1      2     2     218     3   \n",
       "62                         10     1      5     1      9     2     477         \n",
       "69       1     18     7    37     7     17     4     27     1    1435    13   \n",
       "99              1                 3                                26     1   \n",
       "<NA>  2561  25887  2031  6323  4140  24035  6920  12123  1693  106636  2090   \n",
       "\n",
       "ev1   58    59     60    61    62     69    99     <NA>  \n",
       "ev                                                       \n",
       "0        1    29     14           1    200    29     14  \n",
       "1       37     5     25     9     3     61    15      3  \n",
       "2                     1     1            2     1      1  \n",
       "3        2                               4            1  \n",
       "4                     1                  1            1  \n",
       "9                                        1               \n",
       "11                          1           10     9         \n",
       "12                                       3               \n",
       "19                                       3               \n",
       "21                                                    3  \n",
       "22             1      1                  4     3      1  \n",
       "23                                                       \n",
       "24                                             1      1  \n",
       "25             1                                         \n",
       "26       1     3     10     7     1     32    10    104  \n",
       "27                                                       \n",
       "28       1    24     17    12     3     38     3     15  \n",
       "29                                       2               \n",
       "30             1                                      2  \n",
       "39       1                  1            6     2      2  \n",
       "41                                                       \n",
       "42                                       1               \n",
       "43             1                         1               \n",
       "44                                                       \n",
       "45       1                               2               \n",
       "46       7                              12     9         \n",
       "47       1     1            3                            \n",
       "48       1     3      1                  8     4         \n",
       "49             1                         1               \n",
       "50       2            2     2            3     1         \n",
       "51       1     1            1            5               \n",
       "52      14    11     15    42    12     67               \n",
       "53       1     1      2     1            8     1         \n",
       "54       9     8      2     1     2     11     2         \n",
       "55       1                  1                            \n",
       "56       1     1      1     4            9     4      1  \n",
       "57       2     1      3     3            2     2         \n",
       "58     227            1     1                            \n",
       "59       2  1389      7     3     1     10     2         \n",
       "60      38    28   2663    33     3     36     1      3  \n",
       "61             1      2   693            3     1         \n",
       "62             2      1     5   787      8     1         \n",
       "69      19    34     17    10     2  10069     3      2  \n",
       "99                    1                  7  1078      1  \n",
       "<NA>  3053  8918  15870  2896  2909  48830  2797  58659  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(vm.ev, vm.ev1, dropna=False).replace(0, '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4c48345f",
   "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>ev2</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>19</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>39</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "      <th>52</th>\n",
       "      <th>53</th>\n",
       "      <th>54</th>\n",
       "      <th>55</th>\n",
       "      <th>56</th>\n",
       "      <th>57</th>\n",
       "      <th>58</th>\n",
       "      <th>59</th>\n",
       "      <th>60</th>\n",
       "      <th>61</th>\n",
       "      <th>62</th>\n",
       "      <th>69</th>\n",
       "      <th>99</th>\n",
       "      <th>&lt;NA&gt;</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>693</td>\n",
       "      <td>1459</td>\n",
       "      <td>94</td>\n",
       "      <td>113</td>\n",
       "      <td>213</td>\n",
       "      <td>11049</td>\n",
       "      <td>823</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "      <td>254</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1627</td>\n",
       "      <td>2716</td>\n",
       "      <td>5102</td>\n",
       "      <td>37</td>\n",
       "      <td>170</td>\n",
       "      <td>3906</td>\n",
       "      <td>164</td>\n",
       "      <td>686</td>\n",
       "      <td>5142</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2569</td>\n",
       "      <td>207</td>\n",
       "      <td>0</td>\n",
       "      <td>649</td>\n",
       "      <td>83</td>\n",
       "      <td>270</td>\n",
       "      <td>2932</td>\n",
       "      <td>0</td>\n",
       "      <td>2392</td>\n",
       "      <td>0</td>\n",
       "      <td>1515</td>\n",
       "      <td>0</td>\n",
       "      <td>3609</td>\n",
       "      <td>851</td>\n",
       "      <td>866</td>\n",
       "      <td>105</td>\n",
       "      <td>10734</td>\n",
       "      <td>424</td>\n",
       "      <td>695</td>\n",
       "      <td>1061</td>\n",
       "      <td>2611</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3602</td>\n",
       "      <td>0</td>\n",
       "      <td>521224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>911</td>\n",
       "      <td>1216</td>\n",
       "      <td>66</td>\n",
       "      <td>52</td>\n",
       "      <td>161</td>\n",
       "      <td>13461</td>\n",
       "      <td>976</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>340</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1614</td>\n",
       "      <td>2475</td>\n",
       "      <td>5123</td>\n",
       "      <td>35</td>\n",
       "      <td>4248</td>\n",
       "      <td>557</td>\n",
       "      <td>313</td>\n",
       "      <td>470</td>\n",
       "      <td>3089</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2097</td>\n",
       "      <td>266</td>\n",
       "      <td>0</td>\n",
       "      <td>418</td>\n",
       "      <td>120</td>\n",
       "      <td>643</td>\n",
       "      <td>2948</td>\n",
       "      <td>0</td>\n",
       "      <td>2830</td>\n",
       "      <td>0</td>\n",
       "      <td>1299</td>\n",
       "      <td>0</td>\n",
       "      <td>2834</td>\n",
       "      <td>1480</td>\n",
       "      <td>671</td>\n",
       "      <td>1658</td>\n",
       "      <td>10571</td>\n",
       "      <td>675</td>\n",
       "      <td>730</td>\n",
       "      <td>1368</td>\n",
       "      <td>2643</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3009</td>\n",
       "      <td>0</td>\n",
       "      <td>534932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>1023</td>\n",
       "      <td>1170</td>\n",
       "      <td>66</td>\n",
       "      <td>56</td>\n",
       "      <td>155</td>\n",
       "      <td>16166</td>\n",
       "      <td>1250</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>311</td>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1574</td>\n",
       "      <td>2314</td>\n",
       "      <td>5077</td>\n",
       "      <td>28</td>\n",
       "      <td>5255</td>\n",
       "      <td>406</td>\n",
       "      <td>177</td>\n",
       "      <td>587</td>\n",
       "      <td>5539</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2694</td>\n",
       "      <td>230</td>\n",
       "      <td>0</td>\n",
       "      <td>497</td>\n",
       "      <td>85</td>\n",
       "      <td>387</td>\n",
       "      <td>3507</td>\n",
       "      <td>0</td>\n",
       "      <td>3278</td>\n",
       "      <td>0</td>\n",
       "      <td>1522</td>\n",
       "      <td>0</td>\n",
       "      <td>3127</td>\n",
       "      <td>1210</td>\n",
       "      <td>854</td>\n",
       "      <td>630</td>\n",
       "      <td>11922</td>\n",
       "      <td>579</td>\n",
       "      <td>813</td>\n",
       "      <td>1167</td>\n",
       "      <td>2827</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3693</td>\n",
       "      <td>0</td>\n",
       "      <td>529056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>777</td>\n",
       "      <td>1364</td>\n",
       "      <td>61</td>\n",
       "      <td>55</td>\n",
       "      <td>153</td>\n",
       "      <td>16547</td>\n",
       "      <td>1189</td>\n",
       "      <td>0</td>\n",
       "      <td>75</td>\n",
       "      <td>345</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1475</td>\n",
       "      <td>2496</td>\n",
       "      <td>5464</td>\n",
       "      <td>28</td>\n",
       "      <td>5072</td>\n",
       "      <td>343</td>\n",
       "      <td>131</td>\n",
       "      <td>512</td>\n",
       "      <td>5428</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2497</td>\n",
       "      <td>238</td>\n",
       "      <td>0</td>\n",
       "      <td>497</td>\n",
       "      <td>67</td>\n",
       "      <td>352</td>\n",
       "      <td>3427</td>\n",
       "      <td>0</td>\n",
       "      <td>3135</td>\n",
       "      <td>0</td>\n",
       "      <td>1585</td>\n",
       "      <td>0</td>\n",
       "      <td>3155</td>\n",
       "      <td>1056</td>\n",
       "      <td>925</td>\n",
       "      <td>367</td>\n",
       "      <td>12372</td>\n",
       "      <td>432</td>\n",
       "      <td>733</td>\n",
       "      <td>1109</td>\n",
       "      <td>2517</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4168</td>\n",
       "      <td>0</td>\n",
       "      <td>529128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>595</td>\n",
       "      <td>1455</td>\n",
       "      <td>65</td>\n",
       "      <td>54</td>\n",
       "      <td>135</td>\n",
       "      <td>15198</td>\n",
       "      <td>1273</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>336</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1310</td>\n",
       "      <td>2359</td>\n",
       "      <td>5482</td>\n",
       "      <td>15</td>\n",
       "      <td>3991</td>\n",
       "      <td>294</td>\n",
       "      <td>147</td>\n",
       "      <td>536</td>\n",
       "      <td>5353</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2230</td>\n",
       "      <td>224</td>\n",
       "      <td>0</td>\n",
       "      <td>463</td>\n",
       "      <td>62</td>\n",
       "      <td>280</td>\n",
       "      <td>3361</td>\n",
       "      <td>0</td>\n",
       "      <td>2806</td>\n",
       "      <td>0</td>\n",
       "      <td>1726</td>\n",
       "      <td>0</td>\n",
       "      <td>3464</td>\n",
       "      <td>1022</td>\n",
       "      <td>959</td>\n",
       "      <td>338</td>\n",
       "      <td>11995</td>\n",
       "      <td>505</td>\n",
       "      <td>737</td>\n",
       "      <td>1072</td>\n",
       "      <td>2863</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4356</td>\n",
       "      <td>0</td>\n",
       "      <td>517055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>970</td>\n",
       "      <td>1473</td>\n",
       "      <td>90</td>\n",
       "      <td>25</td>\n",
       "      <td>109</td>\n",
       "      <td>5985</td>\n",
       "      <td>3937</td>\n",
       "      <td>998</td>\n",
       "      <td>71</td>\n",
       "      <td>106</td>\n",
       "      <td>35</td>\n",
       "      <td>218</td>\n",
       "      <td>63</td>\n",
       "      <td>136</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>457</td>\n",
       "      <td>571</td>\n",
       "      <td>1924</td>\n",
       "      <td>14</td>\n",
       "      <td>382</td>\n",
       "      <td>136</td>\n",
       "      <td>11172</td>\n",
       "      <td>472</td>\n",
       "      <td>4040</td>\n",
       "      <td>96</td>\n",
       "      <td>274</td>\n",
       "      <td>593</td>\n",
       "      <td>246</td>\n",
       "      <td>40</td>\n",
       "      <td>69</td>\n",
       "      <td>19</td>\n",
       "      <td>150</td>\n",
       "      <td>3335</td>\n",
       "      <td>433</td>\n",
       "      <td>2657</td>\n",
       "      <td>146</td>\n",
       "      <td>1317</td>\n",
       "      <td>439</td>\n",
       "      <td>3398</td>\n",
       "      <td>525</td>\n",
       "      <td>1123</td>\n",
       "      <td>87</td>\n",
       "      <td>9005</td>\n",
       "      <td>587</td>\n",
       "      <td>918</td>\n",
       "      <td>1012</td>\n",
       "      <td>3259</td>\n",
       "      <td>576</td>\n",
       "      <td>345</td>\n",
       "      <td>2087</td>\n",
       "      <td>65</td>\n",
       "      <td>488841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>904</td>\n",
       "      <td>1481</td>\n",
       "      <td>86</td>\n",
       "      <td>19</td>\n",
       "      <td>75</td>\n",
       "      <td>5827</td>\n",
       "      <td>3831</td>\n",
       "      <td>933</td>\n",
       "      <td>50</td>\n",
       "      <td>84</td>\n",
       "      <td>36</td>\n",
       "      <td>175</td>\n",
       "      <td>63</td>\n",
       "      <td>99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>231</td>\n",
       "      <td>260</td>\n",
       "      <td>1043</td>\n",
       "      <td>13</td>\n",
       "      <td>177</td>\n",
       "      <td>75</td>\n",
       "      <td>10633</td>\n",
       "      <td>337</td>\n",
       "      <td>3124</td>\n",
       "      <td>83</td>\n",
       "      <td>229</td>\n",
       "      <td>562</td>\n",
       "      <td>167</td>\n",
       "      <td>12</td>\n",
       "      <td>69</td>\n",
       "      <td>16</td>\n",
       "      <td>141</td>\n",
       "      <td>3824</td>\n",
       "      <td>447</td>\n",
       "      <td>2757</td>\n",
       "      <td>160</td>\n",
       "      <td>1545</td>\n",
       "      <td>427</td>\n",
       "      <td>3669</td>\n",
       "      <td>579</td>\n",
       "      <td>1083</td>\n",
       "      <td>71</td>\n",
       "      <td>8439</td>\n",
       "      <td>648</td>\n",
       "      <td>1110</td>\n",
       "      <td>1016</td>\n",
       "      <td>3755</td>\n",
       "      <td>726</td>\n",
       "      <td>363</td>\n",
       "      <td>2166</td>\n",
       "      <td>96</td>\n",
       "      <td>511614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>997</td>\n",
       "      <td>1393</td>\n",
       "      <td>73</td>\n",
       "      <td>40</td>\n",
       "      <td>62</td>\n",
       "      <td>5441</td>\n",
       "      <td>3551</td>\n",
       "      <td>938</td>\n",
       "      <td>63</td>\n",
       "      <td>86</td>\n",
       "      <td>37</td>\n",
       "      <td>214</td>\n",
       "      <td>49</td>\n",
       "      <td>133</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>252</td>\n",
       "      <td>239</td>\n",
       "      <td>933</td>\n",
       "      <td>8</td>\n",
       "      <td>442</td>\n",
       "      <td>80</td>\n",
       "      <td>9669</td>\n",
       "      <td>297</td>\n",
       "      <td>2890</td>\n",
       "      <td>108</td>\n",
       "      <td>244</td>\n",
       "      <td>513</td>\n",
       "      <td>115</td>\n",
       "      <td>21</td>\n",
       "      <td>71</td>\n",
       "      <td>17</td>\n",
       "      <td>131</td>\n",
       "      <td>3605</td>\n",
       "      <td>451</td>\n",
       "      <td>2327</td>\n",
       "      <td>124</td>\n",
       "      <td>1470</td>\n",
       "      <td>416</td>\n",
       "      <td>3469</td>\n",
       "      <td>563</td>\n",
       "      <td>1089</td>\n",
       "      <td>82</td>\n",
       "      <td>8205</td>\n",
       "      <td>647</td>\n",
       "      <td>1053</td>\n",
       "      <td>1026</td>\n",
       "      <td>3603</td>\n",
       "      <td>678</td>\n",
       "      <td>360</td>\n",
       "      <td>2202</td>\n",
       "      <td>95</td>\n",
       "      <td>506610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>852</td>\n",
       "      <td>1233</td>\n",
       "      <td>54</td>\n",
       "      <td>38</td>\n",
       "      <td>70</td>\n",
       "      <td>5243</td>\n",
       "      <td>3612</td>\n",
       "      <td>1097</td>\n",
       "      <td>67</td>\n",
       "      <td>90</td>\n",
       "      <td>28</td>\n",
       "      <td>167</td>\n",
       "      <td>54</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>281</td>\n",
       "      <td>302</td>\n",
       "      <td>902</td>\n",
       "      <td>9</td>\n",
       "      <td>502</td>\n",
       "      <td>75</td>\n",
       "      <td>9284</td>\n",
       "      <td>261</td>\n",
       "      <td>2733</td>\n",
       "      <td>77</td>\n",
       "      <td>294</td>\n",
       "      <td>578</td>\n",
       "      <td>139</td>\n",
       "      <td>28</td>\n",
       "      <td>58</td>\n",
       "      <td>25</td>\n",
       "      <td>113</td>\n",
       "      <td>4090</td>\n",
       "      <td>407</td>\n",
       "      <td>2548</td>\n",
       "      <td>104</td>\n",
       "      <td>1558</td>\n",
       "      <td>401</td>\n",
       "      <td>3619</td>\n",
       "      <td>568</td>\n",
       "      <td>1095</td>\n",
       "      <td>81</td>\n",
       "      <td>8616</td>\n",
       "      <td>663</td>\n",
       "      <td>1052</td>\n",
       "      <td>1039</td>\n",
       "      <td>3690</td>\n",
       "      <td>739</td>\n",
       "      <td>379</td>\n",
       "      <td>2160</td>\n",
       "      <td>95</td>\n",
       "      <td>501652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>634</td>\n",
       "      <td>1371</td>\n",
       "      <td>64</td>\n",
       "      <td>31</td>\n",
       "      <td>67</td>\n",
       "      <td>4775</td>\n",
       "      <td>3157</td>\n",
       "      <td>989</td>\n",
       "      <td>57</td>\n",
       "      <td>95</td>\n",
       "      <td>46</td>\n",
       "      <td>204</td>\n",
       "      <td>56</td>\n",
       "      <td>139</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>239</td>\n",
       "      <td>181</td>\n",
       "      <td>682</td>\n",
       "      <td>5</td>\n",
       "      <td>639</td>\n",
       "      <td>91</td>\n",
       "      <td>8953</td>\n",
       "      <td>192</td>\n",
       "      <td>2568</td>\n",
       "      <td>114</td>\n",
       "      <td>282</td>\n",
       "      <td>621</td>\n",
       "      <td>127</td>\n",
       "      <td>21</td>\n",
       "      <td>53</td>\n",
       "      <td>9</td>\n",
       "      <td>96</td>\n",
       "      <td>3547</td>\n",
       "      <td>411</td>\n",
       "      <td>2204</td>\n",
       "      <td>110</td>\n",
       "      <td>1377</td>\n",
       "      <td>350</td>\n",
       "      <td>3271</td>\n",
       "      <td>486</td>\n",
       "      <td>1094</td>\n",
       "      <td>73</td>\n",
       "      <td>8067</td>\n",
       "      <td>589</td>\n",
       "      <td>964</td>\n",
       "      <td>931</td>\n",
       "      <td>3203</td>\n",
       "      <td>652</td>\n",
       "      <td>324</td>\n",
       "      <td>2048</td>\n",
       "      <td>130</td>\n",
       "      <td>506586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>572</td>\n",
       "      <td>1325</td>\n",
       "      <td>53</td>\n",
       "      <td>31</td>\n",
       "      <td>60</td>\n",
       "      <td>4957</td>\n",
       "      <td>3018</td>\n",
       "      <td>1073</td>\n",
       "      <td>49</td>\n",
       "      <td>96</td>\n",
       "      <td>26</td>\n",
       "      <td>165</td>\n",
       "      <td>64</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>225</td>\n",
       "      <td>106</td>\n",
       "      <td>489</td>\n",
       "      <td>8</td>\n",
       "      <td>735</td>\n",
       "      <td>78</td>\n",
       "      <td>8799</td>\n",
       "      <td>226</td>\n",
       "      <td>2664</td>\n",
       "      <td>93</td>\n",
       "      <td>275</td>\n",
       "      <td>609</td>\n",
       "      <td>132</td>\n",
       "      <td>17</td>\n",
       "      <td>62</td>\n",
       "      <td>15</td>\n",
       "      <td>102</td>\n",
       "      <td>3631</td>\n",
       "      <td>446</td>\n",
       "      <td>2318</td>\n",
       "      <td>98</td>\n",
       "      <td>1228</td>\n",
       "      <td>325</td>\n",
       "      <td>3200</td>\n",
       "      <td>465</td>\n",
       "      <td>1014</td>\n",
       "      <td>65</td>\n",
       "      <td>7451</td>\n",
       "      <td>645</td>\n",
       "      <td>976</td>\n",
       "      <td>852</td>\n",
       "      <td>2898</td>\n",
       "      <td>657</td>\n",
       "      <td>310</td>\n",
       "      <td>2094</td>\n",
       "      <td>103</td>\n",
       "      <td>497103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>457</td>\n",
       "      <td>1242</td>\n",
       "      <td>57</td>\n",
       "      <td>25</td>\n",
       "      <td>59</td>\n",
       "      <td>4551</td>\n",
       "      <td>2955</td>\n",
       "      <td>978</td>\n",
       "      <td>47</td>\n",
       "      <td>77</td>\n",
       "      <td>44</td>\n",
       "      <td>180</td>\n",
       "      <td>62</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>115</td>\n",
       "      <td>448</td>\n",
       "      <td>9</td>\n",
       "      <td>710</td>\n",
       "      <td>79</td>\n",
       "      <td>9999</td>\n",
       "      <td>185</td>\n",
       "      <td>2860</td>\n",
       "      <td>70</td>\n",
       "      <td>244</td>\n",
       "      <td>421</td>\n",
       "      <td>107</td>\n",
       "      <td>16</td>\n",
       "      <td>59</td>\n",
       "      <td>16</td>\n",
       "      <td>104</td>\n",
       "      <td>3266</td>\n",
       "      <td>378</td>\n",
       "      <td>2031</td>\n",
       "      <td>91</td>\n",
       "      <td>1295</td>\n",
       "      <td>386</td>\n",
       "      <td>2978</td>\n",
       "      <td>463</td>\n",
       "      <td>985</td>\n",
       "      <td>57</td>\n",
       "      <td>7768</td>\n",
       "      <td>530</td>\n",
       "      <td>776</td>\n",
       "      <td>869</td>\n",
       "      <td>2684</td>\n",
       "      <td>620</td>\n",
       "      <td>324</td>\n",
       "      <td>1915</td>\n",
       "      <td>18</td>\n",
       "      <td>481707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>729</td>\n",
       "      <td>1137</td>\n",
       "      <td>79</td>\n",
       "      <td>16</td>\n",
       "      <td>48</td>\n",
       "      <td>4560</td>\n",
       "      <td>3171</td>\n",
       "      <td>1107</td>\n",
       "      <td>53</td>\n",
       "      <td>63</td>\n",
       "      <td>32</td>\n",
       "      <td>162</td>\n",
       "      <td>57</td>\n",
       "      <td>108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>170</td>\n",
       "      <td>112</td>\n",
       "      <td>488</td>\n",
       "      <td>10</td>\n",
       "      <td>683</td>\n",
       "      <td>82</td>\n",
       "      <td>9948</td>\n",
       "      <td>140</td>\n",
       "      <td>3016</td>\n",
       "      <td>70</td>\n",
       "      <td>234</td>\n",
       "      <td>465</td>\n",
       "      <td>154</td>\n",
       "      <td>12</td>\n",
       "      <td>51</td>\n",
       "      <td>10</td>\n",
       "      <td>84</td>\n",
       "      <td>3225</td>\n",
       "      <td>464</td>\n",
       "      <td>2151</td>\n",
       "      <td>87</td>\n",
       "      <td>1285</td>\n",
       "      <td>346</td>\n",
       "      <td>3162</td>\n",
       "      <td>466</td>\n",
       "      <td>1029</td>\n",
       "      <td>69</td>\n",
       "      <td>7953</td>\n",
       "      <td>617</td>\n",
       "      <td>885</td>\n",
       "      <td>852</td>\n",
       "      <td>2903</td>\n",
       "      <td>695</td>\n",
       "      <td>305</td>\n",
       "      <td>1907</td>\n",
       "      <td>154</td>\n",
       "      <td>490409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>1156</td>\n",
       "      <td>1100</td>\n",
       "      <td>53</td>\n",
       "      <td>61</td>\n",
       "      <td>45</td>\n",
       "      <td>4130</td>\n",
       "      <td>3043</td>\n",
       "      <td>1222</td>\n",
       "      <td>52</td>\n",
       "      <td>69</td>\n",
       "      <td>32</td>\n",
       "      <td>165</td>\n",
       "      <td>63</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>151</td>\n",
       "      <td>86</td>\n",
       "      <td>409</td>\n",
       "      <td>7</td>\n",
       "      <td>149</td>\n",
       "      <td>41</td>\n",
       "      <td>9223</td>\n",
       "      <td>114</td>\n",
       "      <td>3036</td>\n",
       "      <td>99</td>\n",
       "      <td>276</td>\n",
       "      <td>580</td>\n",
       "      <td>65</td>\n",
       "      <td>19</td>\n",
       "      <td>42</td>\n",
       "      <td>8</td>\n",
       "      <td>87</td>\n",
       "      <td>3241</td>\n",
       "      <td>455</td>\n",
       "      <td>2128</td>\n",
       "      <td>100</td>\n",
       "      <td>1325</td>\n",
       "      <td>370</td>\n",
       "      <td>3185</td>\n",
       "      <td>466</td>\n",
       "      <td>965</td>\n",
       "      <td>55</td>\n",
       "      <td>7351</td>\n",
       "      <td>545</td>\n",
       "      <td>971</td>\n",
       "      <td>858</td>\n",
       "      <td>2609</td>\n",
       "      <td>678</td>\n",
       "      <td>330</td>\n",
       "      <td>1963</td>\n",
       "      <td>265</td>\n",
       "      <td>493560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>1038</td>\n",
       "      <td>1113</td>\n",
       "      <td>68</td>\n",
       "      <td>26</td>\n",
       "      <td>82</td>\n",
       "      <td>4261</td>\n",
       "      <td>3144</td>\n",
       "      <td>1286</td>\n",
       "      <td>51</td>\n",
       "      <td>59</td>\n",
       "      <td>35</td>\n",
       "      <td>156</td>\n",
       "      <td>62</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>114</td>\n",
       "      <td>45</td>\n",
       "      <td>302</td>\n",
       "      <td>4</td>\n",
       "      <td>139</td>\n",
       "      <td>30</td>\n",
       "      <td>9457</td>\n",
       "      <td>94</td>\n",
       "      <td>2806</td>\n",
       "      <td>61</td>\n",
       "      <td>305</td>\n",
       "      <td>525</td>\n",
       "      <td>112</td>\n",
       "      <td>14</td>\n",
       "      <td>52</td>\n",
       "      <td>11</td>\n",
       "      <td>80</td>\n",
       "      <td>3473</td>\n",
       "      <td>455</td>\n",
       "      <td>2147</td>\n",
       "      <td>87</td>\n",
       "      <td>1308</td>\n",
       "      <td>390</td>\n",
       "      <td>3321</td>\n",
       "      <td>406</td>\n",
       "      <td>842</td>\n",
       "      <td>59</td>\n",
       "      <td>7376</td>\n",
       "      <td>557</td>\n",
       "      <td>896</td>\n",
       "      <td>761</td>\n",
       "      <td>2687</td>\n",
       "      <td>671</td>\n",
       "      <td>335</td>\n",
       "      <td>1551</td>\n",
       "      <td>246</td>\n",
       "      <td>458823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>2991</td>\n",
       "      <td>1255</td>\n",
       "      <td>100</td>\n",
       "      <td>56</td>\n",
       "      <td>107</td>\n",
       "      <td>4256</td>\n",
       "      <td>3057</td>\n",
       "      <td>1249</td>\n",
       "      <td>38</td>\n",
       "      <td>63</td>\n",
       "      <td>35</td>\n",
       "      <td>149</td>\n",
       "      <td>48</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113</td>\n",
       "      <td>64</td>\n",
       "      <td>305</td>\n",
       "      <td>6</td>\n",
       "      <td>149</td>\n",
       "      <td>36</td>\n",
       "      <td>10074</td>\n",
       "      <td>90</td>\n",
       "      <td>3028</td>\n",
       "      <td>73</td>\n",
       "      <td>203</td>\n",
       "      <td>505</td>\n",
       "      <td>135</td>\n",
       "      <td>19</td>\n",
       "      <td>44</td>\n",
       "      <td>13</td>\n",
       "      <td>67</td>\n",
       "      <td>3223</td>\n",
       "      <td>474</td>\n",
       "      <td>2181</td>\n",
       "      <td>90</td>\n",
       "      <td>1174</td>\n",
       "      <td>392</td>\n",
       "      <td>3065</td>\n",
       "      <td>385</td>\n",
       "      <td>809</td>\n",
       "      <td>55</td>\n",
       "      <td>7448</td>\n",
       "      <td>510</td>\n",
       "      <td>762</td>\n",
       "      <td>699</td>\n",
       "      <td>2411</td>\n",
       "      <td>608</td>\n",
       "      <td>288</td>\n",
       "      <td>1441</td>\n",
       "      <td>210</td>\n",
       "      <td>477415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>4071</td>\n",
       "      <td>1297</td>\n",
       "      <td>115</td>\n",
       "      <td>86</td>\n",
       "      <td>97</td>\n",
       "      <td>4228</td>\n",
       "      <td>3243</td>\n",
       "      <td>327</td>\n",
       "      <td>1037</td>\n",
       "      <td>63</td>\n",
       "      <td>36</td>\n",
       "      <td>171</td>\n",
       "      <td>55</td>\n",
       "      <td>110</td>\n",
       "      <td>44</td>\n",
       "      <td>180</td>\n",
       "      <td>103</td>\n",
       "      <td>268</td>\n",
       "      <td>844</td>\n",
       "      <td>10</td>\n",
       "      <td>73</td>\n",
       "      <td>15</td>\n",
       "      <td>13919</td>\n",
       "      <td>90</td>\n",
       "      <td>6684</td>\n",
       "      <td>59</td>\n",
       "      <td>272</td>\n",
       "      <td>432</td>\n",
       "      <td>64</td>\n",
       "      <td>17</td>\n",
       "      <td>41</td>\n",
       "      <td>11</td>\n",
       "      <td>60</td>\n",
       "      <td>3092</td>\n",
       "      <td>397</td>\n",
       "      <td>2015</td>\n",
       "      <td>92</td>\n",
       "      <td>1193</td>\n",
       "      <td>424</td>\n",
       "      <td>3095</td>\n",
       "      <td>411</td>\n",
       "      <td>837</td>\n",
       "      <td>47</td>\n",
       "      <td>7083</td>\n",
       "      <td>518</td>\n",
       "      <td>676</td>\n",
       "      <td>693</td>\n",
       "      <td>2180</td>\n",
       "      <td>636</td>\n",
       "      <td>310</td>\n",
       "      <td>1389</td>\n",
       "      <td>179</td>\n",
       "      <td>463435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>2337</td>\n",
       "      <td>1323</td>\n",
       "      <td>115</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>4040</td>\n",
       "      <td>3148</td>\n",
       "      <td>285</td>\n",
       "      <td>925</td>\n",
       "      <td>48</td>\n",
       "      <td>74</td>\n",
       "      <td>157</td>\n",
       "      <td>48</td>\n",
       "      <td>67</td>\n",
       "      <td>41</td>\n",
       "      <td>216</td>\n",
       "      <td>96</td>\n",
       "      <td>338</td>\n",
       "      <td>873</td>\n",
       "      <td>6</td>\n",
       "      <td>109</td>\n",
       "      <td>31</td>\n",
       "      <td>13494</td>\n",
       "      <td>97</td>\n",
       "      <td>5793</td>\n",
       "      <td>63</td>\n",
       "      <td>297</td>\n",
       "      <td>511</td>\n",
       "      <td>97</td>\n",
       "      <td>10</td>\n",
       "      <td>33</td>\n",
       "      <td>16</td>\n",
       "      <td>65</td>\n",
       "      <td>3386</td>\n",
       "      <td>401</td>\n",
       "      <td>2187</td>\n",
       "      <td>115</td>\n",
       "      <td>1251</td>\n",
       "      <td>387</td>\n",
       "      <td>3118</td>\n",
       "      <td>471</td>\n",
       "      <td>756</td>\n",
       "      <td>53</td>\n",
       "      <td>6863</td>\n",
       "      <td>606</td>\n",
       "      <td>712</td>\n",
       "      <td>672</td>\n",
       "      <td>2453</td>\n",
       "      <td>619</td>\n",
       "      <td>277</td>\n",
       "      <td>1378</td>\n",
       "      <td>197</td>\n",
       "      <td>477461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>4133</td>\n",
       "      <td>1260</td>\n",
       "      <td>71</td>\n",
       "      <td>56</td>\n",
       "      <td>75</td>\n",
       "      <td>3819</td>\n",
       "      <td>2852</td>\n",
       "      <td>308</td>\n",
       "      <td>858</td>\n",
       "      <td>60</td>\n",
       "      <td>48</td>\n",
       "      <td>145</td>\n",
       "      <td>53</td>\n",
       "      <td>77</td>\n",
       "      <td>34</td>\n",
       "      <td>180</td>\n",
       "      <td>71</td>\n",
       "      <td>351</td>\n",
       "      <td>874</td>\n",
       "      <td>5</td>\n",
       "      <td>116</td>\n",
       "      <td>30</td>\n",
       "      <td>14317</td>\n",
       "      <td>84</td>\n",
       "      <td>8079</td>\n",
       "      <td>46</td>\n",
       "      <td>191</td>\n",
       "      <td>403</td>\n",
       "      <td>115</td>\n",
       "      <td>11</td>\n",
       "      <td>40</td>\n",
       "      <td>8</td>\n",
       "      <td>80</td>\n",
       "      <td>2958</td>\n",
       "      <td>414</td>\n",
       "      <td>1887</td>\n",
       "      <td>88</td>\n",
       "      <td>1227</td>\n",
       "      <td>432</td>\n",
       "      <td>2792</td>\n",
       "      <td>368</td>\n",
       "      <td>789</td>\n",
       "      <td>41</td>\n",
       "      <td>6505</td>\n",
       "      <td>489</td>\n",
       "      <td>571</td>\n",
       "      <td>611</td>\n",
       "      <td>2111</td>\n",
       "      <td>583</td>\n",
       "      <td>260</td>\n",
       "      <td>1355</td>\n",
       "      <td>229</td>\n",
       "      <td>475793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>5147</td>\n",
       "      <td>1096</td>\n",
       "      <td>71</td>\n",
       "      <td>59</td>\n",
       "      <td>53</td>\n",
       "      <td>3177</td>\n",
       "      <td>2614</td>\n",
       "      <td>225</td>\n",
       "      <td>695</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>149</td>\n",
       "      <td>44</td>\n",
       "      <td>77</td>\n",
       "      <td>30</td>\n",
       "      <td>206</td>\n",
       "      <td>61</td>\n",
       "      <td>297</td>\n",
       "      <td>627</td>\n",
       "      <td>3</td>\n",
       "      <td>140</td>\n",
       "      <td>25</td>\n",
       "      <td>9659</td>\n",
       "      <td>44</td>\n",
       "      <td>6775</td>\n",
       "      <td>44</td>\n",
       "      <td>139</td>\n",
       "      <td>310</td>\n",
       "      <td>59</td>\n",
       "      <td>17</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>62</td>\n",
       "      <td>2770</td>\n",
       "      <td>350</td>\n",
       "      <td>1906</td>\n",
       "      <td>64</td>\n",
       "      <td>1078</td>\n",
       "      <td>329</td>\n",
       "      <td>2381</td>\n",
       "      <td>325</td>\n",
       "      <td>610</td>\n",
       "      <td>31</td>\n",
       "      <td>5287</td>\n",
       "      <td>414</td>\n",
       "      <td>527</td>\n",
       "      <td>568</td>\n",
       "      <td>1805</td>\n",
       "      <td>489</td>\n",
       "      <td>217</td>\n",
       "      <td>1156</td>\n",
       "      <td>162</td>\n",
       "      <td>309746</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021</th>\n",
       "      <td>4117</td>\n",
       "      <td>1313</td>\n",
       "      <td>94</td>\n",
       "      <td>88</td>\n",
       "      <td>111</td>\n",
       "      <td>3421</td>\n",
       "      <td>2730</td>\n",
       "      <td>244</td>\n",
       "      <td>795</td>\n",
       "      <td>67</td>\n",
       "      <td>27</td>\n",
       "      <td>157</td>\n",
       "      <td>51</td>\n",
       "      <td>101</td>\n",
       "      <td>40</td>\n",
       "      <td>192</td>\n",
       "      <td>85</td>\n",
       "      <td>335</td>\n",
       "      <td>682</td>\n",
       "      <td>5</td>\n",
       "      <td>134</td>\n",
       "      <td>28</td>\n",
       "      <td>11115</td>\n",
       "      <td>58</td>\n",
       "      <td>7826</td>\n",
       "      <td>30</td>\n",
       "      <td>133</td>\n",
       "      <td>458</td>\n",
       "      <td>67</td>\n",
       "      <td>13</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>50</td>\n",
       "      <td>2623</td>\n",
       "      <td>358</td>\n",
       "      <td>1884</td>\n",
       "      <td>67</td>\n",
       "      <td>1132</td>\n",
       "      <td>354</td>\n",
       "      <td>2569</td>\n",
       "      <td>346</td>\n",
       "      <td>634</td>\n",
       "      <td>39</td>\n",
       "      <td>5706</td>\n",
       "      <td>421</td>\n",
       "      <td>617</td>\n",
       "      <td>503</td>\n",
       "      <td>1857</td>\n",
       "      <td>516</td>\n",
       "      <td>247</td>\n",
       "      <td>1329</td>\n",
       "      <td>222</td>\n",
       "      <td>370171</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "ev2   0     1     2     3     4      5     6     7     8     9     10    11    \\\n",
       "year                                                                            \n",
       "2001   693  1459    94   113   213  11049   823     0   125   254   117     0   \n",
       "2002   911  1216    66    52   161  13461   976     0    81   340   120     0   \n",
       "2003  1023  1170    66    56   155  16166  1250     0    91   311   116     0   \n",
       "2004   777  1364    61    55   153  16547  1189     0    75   345   125     0   \n",
       "2005   595  1455    65    54   135  15198  1273     0    91   336   128     0   \n",
       "2006   970  1473    90    25   109   5985  3937   998    71   106    35   218   \n",
       "2007   904  1481    86    19    75   5827  3831   933    50    84    36   175   \n",
       "2008   997  1393    73    40    62   5441  3551   938    63    86    37   214   \n",
       "2009   852  1233    54    38    70   5243  3612  1097    67    90    28   167   \n",
       "2010   634  1371    64    31    67   4775  3157   989    57    95    46   204   \n",
       "2011   572  1325    53    31    60   4957  3018  1073    49    96    26   165   \n",
       "2012   457  1242    57    25    59   4551  2955   978    47    77    44   180   \n",
       "2013   729  1137    79    16    48   4560  3171  1107    53    63    32   162   \n",
       "2014  1156  1100    53    61    45   4130  3043  1222    52    69    32   165   \n",
       "2015  1038  1113    68    26    82   4261  3144  1286    51    59    35   156   \n",
       "2016  2991  1255   100    56   107   4256  3057  1249    38    63    35   149   \n",
       "2017  4071  1297   115    86    97   4228  3243   327  1037    63    36   171   \n",
       "2018  2337  1323   115    85    85   4040  3148   285   925    48    74   157   \n",
       "2019  4133  1260    71    56    75   3819  2852   308   858    60    48   145   \n",
       "2020  5147  1096    71    59    53   3177  2614   225   695    46    25   149   \n",
       "2021  4117  1313    94    88   111   3421  2730   244   795    67    27   157   \n",
       "\n",
       "ev2   12    13    14    15    19    21    22    23    24    25     26    27    \\\n",
       "year                                                                            \n",
       "2001     0     0     0     0  1627  2716  5102    37   170  3906    164   686   \n",
       "2002     0     0     0     0  1614  2475  5123    35  4248   557    313   470   \n",
       "2003     0     0     0     0  1574  2314  5077    28  5255   406    177   587   \n",
       "2004     0     0     0     0  1475  2496  5464    28  5072   343    131   512   \n",
       "2005     0     0     0     0  1310  2359  5482    15  3991   294    147   536   \n",
       "2006    63   136     0     0   457   571  1924    14   382   136  11172   472   \n",
       "2007    63    99     0     0   231   260  1043    13   177    75  10633   337   \n",
       "2008    49   133     0     0   252   239   933     8   442    80   9669   297   \n",
       "2009    54   121     0     0   281   302   902     9   502    75   9284   261   \n",
       "2010    56   139     0     0   239   181   682     5   639    91   8953   192   \n",
       "2011    64   100     0     0   225   106   489     8   735    78   8799   226   \n",
       "2012    62    88     0     0   217   115   448     9   710    79   9999   185   \n",
       "2013    57   108     0     0   170   112   488    10   683    82   9948   140   \n",
       "2014    63   100     0     0   151    86   409     7   149    41   9223   114   \n",
       "2015    62   105     0     0   114    45   302     4   139    30   9457    94   \n",
       "2016    48    86     0     0   113    64   305     6   149    36  10074    90   \n",
       "2017    55   110    44   180   103   268   844    10    73    15  13919    90   \n",
       "2018    48    67    41   216    96   338   873     6   109    31  13494    97   \n",
       "2019    53    77    34   180    71   351   874     5   116    30  14317    84   \n",
       "2020    44    77    30   206    61   297   627     3   140    25   9659    44   \n",
       "2021    51   101    40   192    85   335   682     5   134    28  11115    58   \n",
       "\n",
       "ev2   28    29    30    39    41    42    43    44    45    46    47    48    \\\n",
       "year                                                                           \n",
       "2001  5142     0     0  2569   207     0   649    83   270  2932     0  2392   \n",
       "2002  3089     0     0  2097   266     0   418   120   643  2948     0  2830   \n",
       "2003  5539     0     0  2694   230     0   497    85   387  3507     0  3278   \n",
       "2004  5428     0     0  2497   238     0   497    67   352  3427     0  3135   \n",
       "2005  5353     0     0  2230   224     0   463    62   280  3361     0  2806   \n",
       "2006  4040    96   274   593   246    40    69    19   150  3335   433  2657   \n",
       "2007  3124    83   229   562   167    12    69    16   141  3824   447  2757   \n",
       "2008  2890   108   244   513   115    21    71    17   131  3605   451  2327   \n",
       "2009  2733    77   294   578   139    28    58    25   113  4090   407  2548   \n",
       "2010  2568   114   282   621   127    21    53     9    96  3547   411  2204   \n",
       "2011  2664    93   275   609   132    17    62    15   102  3631   446  2318   \n",
       "2012  2860    70   244   421   107    16    59    16   104  3266   378  2031   \n",
       "2013  3016    70   234   465   154    12    51    10    84  3225   464  2151   \n",
       "2014  3036    99   276   580    65    19    42     8    87  3241   455  2128   \n",
       "2015  2806    61   305   525   112    14    52    11    80  3473   455  2147   \n",
       "2016  3028    73   203   505   135    19    44    13    67  3223   474  2181   \n",
       "2017  6684    59   272   432    64    17    41    11    60  3092   397  2015   \n",
       "2018  5793    63   297   511    97    10    33    16    65  3386   401  2187   \n",
       "2019  8079    46   191   403   115    11    40     8    80  2958   414  1887   \n",
       "2020  6775    44   139   310    59    17    25     9    62  2770   350  1906   \n",
       "2021  7826    30   133   458    67    13    23     9    50  2623   358  1884   \n",
       "\n",
       "ev2   49    50    51    52    53    54    55     56    57    58    59    60    \\\n",
       "year                                                                            \n",
       "2001     0  1515     0  3609   851   866   105  10734   424   695  1061  2611   \n",
       "2002     0  1299     0  2834  1480   671  1658  10571   675   730  1368  2643   \n",
       "2003     0  1522     0  3127  1210   854   630  11922   579   813  1167  2827   \n",
       "2004     0  1585     0  3155  1056   925   367  12372   432   733  1109  2517   \n",
       "2005     0  1726     0  3464  1022   959   338  11995   505   737  1072  2863   \n",
       "2006   146  1317   439  3398   525  1123    87   9005   587   918  1012  3259   \n",
       "2007   160  1545   427  3669   579  1083    71   8439   648  1110  1016  3755   \n",
       "2008   124  1470   416  3469   563  1089    82   8205   647  1053  1026  3603   \n",
       "2009   104  1558   401  3619   568  1095    81   8616   663  1052  1039  3690   \n",
       "2010   110  1377   350  3271   486  1094    73   8067   589   964   931  3203   \n",
       "2011    98  1228   325  3200   465  1014    65   7451   645   976   852  2898   \n",
       "2012    91  1295   386  2978   463   985    57   7768   530   776   869  2684   \n",
       "2013    87  1285   346  3162   466  1029    69   7953   617   885   852  2903   \n",
       "2014   100  1325   370  3185   466   965    55   7351   545   971   858  2609   \n",
       "2015    87  1308   390  3321   406   842    59   7376   557   896   761  2687   \n",
       "2016    90  1174   392  3065   385   809    55   7448   510   762   699  2411   \n",
       "2017    92  1193   424  3095   411   837    47   7083   518   676   693  2180   \n",
       "2018   115  1251   387  3118   471   756    53   6863   606   712   672  2453   \n",
       "2019    88  1227   432  2792   368   789    41   6505   489   571   611  2111   \n",
       "2020    64  1078   329  2381   325   610    31   5287   414   527   568  1805   \n",
       "2021    67  1132   354  2569   346   634    39   5706   421   617   503  1857   \n",
       "\n",
       "ev2   61    62    69    99      <NA>  \n",
       "year                                  \n",
       "2001     0     0  3602     0  521224  \n",
       "2002     0     0  3009     0  534932  \n",
       "2003     0     0  3693     0  529056  \n",
       "2004     0     0  4168     0  529128  \n",
       "2005     0     0  4356     0  517055  \n",
       "2006   576   345  2087    65  488841  \n",
       "2007   726   363  2166    96  511614  \n",
       "2008   678   360  2202    95  506610  \n",
       "2009   739   379  2160    95  501652  \n",
       "2010   652   324  2048   130  506586  \n",
       "2011   657   310  2094   103  497103  \n",
       "2012   620   324  1915    18  481707  \n",
       "2013   695   305  1907   154  490409  \n",
       "2014   678   330  1963   265  493560  \n",
       "2015   671   335  1551   246  458823  \n",
       "2016   608   288  1441   210  477415  \n",
       "2017   636   310  1389   179  463435  \n",
       "2018   619   277  1378   197  477461  \n",
       "2019   583   260  1355   229  475793  \n",
       "2020   489   217  1156   162  309746  \n",
       "2021   516   247  1329   222  370171  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(vm.year, vm.ev2, dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3c2bcb4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>6</th>\n",
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       "</div>"
      ],
      "text/plain": [
       "departure     1       2       3      4      5        6       <NA>\n",
       "hit_run                                                          \n",
       "False      6947830  683161  481137  22333  38915  1978446  719927\n",
       "True        248744   32741    5442   3840   4810    29931  253569"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(v.hit_run, v.departure, dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "70db5553",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<NA>    9349244\n",
       "Name: count, dtype: Int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v.ev.value_counts(dropna=False).sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "811a8b2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dmg\n",
       "<NA>    481559\n",
       "0        43072\n",
       "2        20725\n",
       "3        17546\n",
       "4        11497\n",
       "1         4678\n",
       "Name: count, dtype: Int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hr = v[v.hit_run]\n",
    "hr.dmg.value_counts(dropna=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0b903d69",
   "metadata": {},
   "outputs": [],
   "source": [
    "assert (c[pk_base].sort_values(pk_base) == c[pk_base]).all().all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b52e510f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing\n",
      "Merging drivers with crashes\n",
      "Reading /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/crashes.parquet\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 13s, sys: 10.2 s, total: 1min 24s\n",
      "Wall time: 1min 25s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Wrote /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/drivers.parquet (11450826 rows, 206.5 MB)\n"
     ]
    },
    {
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "    <tr>\n",
       "      <th>11450822</th>\n",
       "      <td>6077300</td>\n",
       "      <td>1</td>\n",
       "      <td>LANDING</td>\n",
       "      <td>NJ</td>\n",
       "      <td>07850</td>\n",
       "      <td>NJ</td>\n",
       "      <td></td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450823</th>\n",
       "      <td>6077301</td>\n",
       "      <td>1</td>\n",
       "      <td>BELVIDERE</td>\n",
       "      <td>NJ</td>\n",
       "      <td>07823</td>\n",
       "      <td>NJ</td>\n",
       "      <td></td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450824</th>\n",
       "      <td>6077302</td>\n",
       "      <td>1</td>\n",
       "      <td>PHILLIPSBURG</td>\n",
       "      <td>NJ</td>\n",
       "      <td>08865</td>\n",
       "      <td>NJ</td>\n",
       "      <td></td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11450825</th>\n",
       "      <td>6077302</td>\n",
       "      <td>2</td>\n",
       "      <td>BELVIDERE</td>\n",
       "      <td>NJ</td>\n",
       "      <td>07823</td>\n",
       "      <td>NJ</td>\n",
       "      <td></td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11450826 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          crash_id  vn            city state    zip license_state         dob  \\\n",
       "id                                                                              \n",
       "0                0   1  GALLOWAY TWSP.    NJ  08205            NJ  02/06/1963   \n",
       "1                0   2   ATLANTIC CITY    NJ  08401            NJ  06/30/1938   \n",
       "2                1   1                                                          \n",
       "3                1   2                                                          \n",
       "4                2   1         ABSECON    NJ  08201            NJ  07/03/1971   \n",
       "...            ...  ..             ...   ...    ...           ...         ...   \n",
       "11450821   6077299   2       BELVIDERE    NJ  07823            NJ               \n",
       "11450822   6077300   1         LANDING    NJ  07850            NJ               \n",
       "11450823   6077301   1       BELVIDERE    NJ  07823            NJ               \n",
       "11450824   6077302   1    PHILLIPSBURG    NJ  08865            NJ               \n",
       "11450825   6077302   2       BELVIDERE    NJ  07823            NJ               \n",
       "\n",
       "         sex alc_test_given alc_test_type alc_test_results  \\\n",
       "id                                                           \n",
       "0          M              N                                  \n",
       "1          F              N                                  \n",
       "2                                                            \n",
       "3                         N                                  \n",
       "4          F              N                                  \n",
       "...       ..            ...           ...              ...   \n",
       "11450821   F              N                                  \n",
       "11450822   M              N                                  \n",
       "11450823   M              N                                  \n",
       "11450824   M              N                                  \n",
       "11450825   F              N                                  \n",
       "\n",
       "                           charge1 summons1  status1 charge2 summons2 charge3  \\\n",
       "id                                                                              \n",
       "0                                                  1                            \n",
       "1                39:4-144 #A046899                 1                            \n",
       "2                                               <NA>                            \n",
       "3                                                  0                            \n",
       "4         39:3-76.2E (2) A046071 2                 1                            \n",
       "...                            ...      ...      ...     ...      ...     ...   \n",
       "11450821                                        <NA>                            \n",
       "11450822                                        <NA>                            \n",
       "11450823                                        <NA>                            \n",
       "11450824                                        <NA>                            \n",
       "11450825                                        <NA>                            \n",
       "\n",
       "         summons3 charge4 summons4  status2  \n",
       "id                                           \n",
       "0                                      <NA>  \n",
       "1                                      <NA>  \n",
       "2                                      <NA>  \n",
       "3                                      <NA>  \n",
       "4                                      <NA>  \n",
       "...           ...     ...      ...      ...  \n",
       "11450821                               <NA>  \n",
       "11450822                               <NA>  \n",
       "11450823                               <NA>  \n",
       "11450824                               <NA>  \n",
       "11450825                               <NA>  \n",
       "\n",
       "[11450826 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "d = drivers.load(write_pqt=True)\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1772e6d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing\n",
      "Merging pedestrians with crashes\n",
      "Reading /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/crashes.parquet\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 10.4 s, sys: 1.09 s, total: 11.5 s\n",
      "Wall time: 11.6 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Wrote /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/pedestrians.parquet (178521 rows, 4.6 MB)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>crash_id</th>\n",
       "      <th>pn</th>\n",
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       "      <th>state</th>\n",
       "      <th>zip</th>\n",
       "      <th>dob</th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>alc_test_given</th>\n",
       "      <th>alc_test_type</th>\n",
       "      <th>alc_test_results</th>\n",
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       "      <th>cir1</th>\n",
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       "      <th>med_refused</th>\n",
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       "      <td>ABSECON</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <th>1</th>\n",
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       "      <td>ABSECON</td>\n",
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       "      <td></td>\n",
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       "      <td></td>\n",
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       "      <td>4</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
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       "      <th>2</th>\n",
       "      <td>76</td>\n",
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       "      <td>NJ</td>\n",
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       "      <td>11/16/1952</td>\n",
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       "      <td></td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>GALLOWAY TWP.</td>\n",
       "      <td>NJ</td>\n",
       "      <td>08205</td>\n",
       "      <td>03/31/1959</td>\n",
       "      <td>42</td>\n",
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       "      <td></td>\n",
       "      <td>SUBPOENA</td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>49</td>\n",
       "      <td>7</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>1</td>\n",
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       "      <td>ABSECON</td>\n",
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       "      <td>08201</td>\n",
       "      <td>04/18/1953</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "      <td></td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>178516</th>\n",
       "      <td>6076961</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>NJ</td>\n",
       "      <td>07882</td>\n",
       "      <td></td>\n",
       "      <td>74</td>\n",
       "      <td>F</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>43</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>7102</td>\n",
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       "      <td>False</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178517</th>\n",
       "      <td>6076969</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>NJ</td>\n",
       "      <td>07882</td>\n",
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       "      <td>17</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "    <tr>\n",
       "      <th>178518</th>\n",
       "      <td>6076973</td>\n",
       "      <td>1</td>\n",
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       "      <td>4</td>\n",
       "      <td>73</td>\n",
       "      <td>89</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178519</th>\n",
       "      <td>6077021</td>\n",
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       "      <td>WASHINGTON</td>\n",
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       "      <td>65</td>\n",
       "      <td>M</td>\n",
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       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>89</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>99</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
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       "    <tr>\n",
       "      <th>178520</th>\n",
       "      <td>6077192</td>\n",
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       "      <td>3</td>\n",
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       "      <td>07204</td>\n",
       "      <td></td>\n",
       "      <td>24</td>\n",
       "      <td>M</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>7102</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>178521 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        crash_id  pn  condition             city state    zip         dob  \\\n",
       "id                                                                          \n",
       "0              7   1          3          ABSECON    NJ  08201  07/28/1990   \n",
       "1             48  31          3          ABSECON    NJ  08201  01/16/1967   \n",
       "2             76   1          2  EGG HARBOR TWP.    NJ  08234  11/16/1952   \n",
       "3            114   1          4    GALLOWAY TWP.    NJ  08205  03/31/1959   \n",
       "4            236   1          4          ABSECON    NJ  08201  04/18/1953   \n",
       "...          ...  ..        ...              ...   ...    ...         ...   \n",
       "178516   6076961   1          4       WASHINGTON    NJ  07882               \n",
       "178517   6076969  31          3       WASHINGTON    NJ  07882               \n",
       "178518   6076973   1          1      PORT MURRAY    NJ  07865               \n",
       "178519   6077021   1          2       WASHINGTON    NJ  07882               \n",
       "178520   6077192   1          3     ROSELLE PARK    NJ  07204               \n",
       "\n",
       "        age sex alc_test_given alc_test_type alc_test_results   charge1  \\\n",
       "id                                                                        \n",
       "0        10   M                                                           \n",
       "1        34   M                                                           \n",
       "2        48   F              N                                            \n",
       "3        42   F              N                                 SUBPOENA   \n",
       "4        48   M              N                                            \n",
       "...     ...  ..            ...           ...              ...       ...   \n",
       "178516   74   F              N                                            \n",
       "178517   17   M              N                                            \n",
       "178518   59   M              N                                            \n",
       "178519   65   M              N                                            \n",
       "178520   24   M                                                           \n",
       "\n",
       "       summons1  traffic_controls  cir1  cir2   dir   act  inj_loc  inj_type  \\\n",
       "id                                                                             \n",
       "0                            <NA>  <NA>  <NA>  <NA>    41        1         5   \n",
       "1                            <NA>  <NA>  <NA>  <NA>  <NA>        1         4   \n",
       "2                            <NA>  <NA>  <NA>  <NA>    46       12         3   \n",
       "3                            <NA>  <NA>  <NA>  <NA>    49        7      <NA>   \n",
       "4                            <NA>  <NA>  <NA>  <NA>    43        1         4   \n",
       "...         ...               ...   ...   ...   ...   ...      ...       ...   \n",
       "178516                          5    25  <NA>     3    43        6         8   \n",
       "178517                          4    25  <NA>     2     3       11         5   \n",
       "178518                          4    73    89     0    36       12         3   \n",
       "178519                         11    89  <NA>     3    42       12         3   \n",
       "178520                       <NA>  <NA>  <NA>  <NA>  <NA>        7         5   \n",
       "\n",
       "        med_refused  safety_used hospital  status1  cyclist  other charge2  \\\n",
       "id                                                                           \n",
       "0              <NA>         <NA>                 1    False  False           \n",
       "1              <NA>         <NA>              <NA>     True  False           \n",
       "2              <NA>         <NA>                 1    False  False           \n",
       "3              <NA>         <NA>                 1    False  False           \n",
       "4              <NA>         <NA>                 1    False  False           \n",
       "...             ...          ...      ...      ...      ...    ...     ...   \n",
       "178516            2            1     7102        1    False  False           \n",
       "178517            1            8                 1     True  False           \n",
       "178518         <NA>         <NA>     7102        2    False  False           \n",
       "178519            2         <NA>       99        1    False  False           \n",
       "178520            0         <NA>     7102     <NA>    False  False           \n",
       "\n",
       "       summons2 charge3 summons3 charge4 summons4  status2  \n",
       "id                                                          \n",
       "0                                                     <NA>  \n",
       "1                                                     <NA>  \n",
       "2                                                     <NA>  \n",
       "3                                                     <NA>  \n",
       "4                                                     <NA>  \n",
       "...         ...     ...      ...     ...      ...      ...  \n",
       "178516                                                <NA>  \n",
       "178517                                                <NA>  \n",
       "178518                                                <NA>  \n",
       "178519                                                <NA>  \n",
       "178520                                                <NA>  \n",
       "\n",
       "[178521 rows x 34 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "p = pedestrians.load(write_pqt=True)\n",
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5a527f61",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Computing\n",
      "Merging occupants with crashes\n",
      "Reading /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/crashes.parquet\n",
      "Crash 12410270: fixing bad vehicle num, 25 → 2\n",
      "Merging occupants with vehicles\n",
      "Reading /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/vehicles.parquet\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min 26s, sys: 8.82 s, total: 1min 35s\n",
      "Wall time: 1min 36s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Wrote /Users/ryan/c/neighbor-ryan/nj-crashes/njdot/data/occupants.parquet (13756726 rows, 215.7 MB)\n"
     ]
    },
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>crash_id</th>\n",
       "      <th>vehicle_id</th>\n",
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       "</table>\n",
       "<p>13756726 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          crash_id  vehicle_id  on  condition   pos  eject   age sex  inj_loc  \\\n",
       "id                                                                              \n",
       "0                0           0   1       <NA>     1      1    38   M     <NA>   \n",
       "1                0           1   2       <NA>     1      1    63   F     <NA>   \n",
       "2                1           2   1       <NA>  <NA>   <NA>  <NA>         <NA>   \n",
       "3                2           4   1          3     1      1    29   F        6   \n",
       "4                2           4   2          3     3      1     7   M        8   \n",
       "...            ...         ...  ..        ...   ...    ...   ...  ..      ...   \n",
       "13756721   6077301    11450823   1          5     1      1    74   M     <NA>   \n",
       "13756722   6077302    11450824   1          5     1      1    23   M     <NA>   \n",
       "13756723   6077302    11450824   2          5     3      1    23   F     <NA>   \n",
       "13756724   6077302    11450824   3          5     6      1    25   M     <NA>   \n",
       "13756725   6077302    11450825   4          5     1      1    17   F     <NA>   \n",
       "\n",
       "          inj_type med_refused  safety_avail  safety_used  airbag hospital  \n",
       "id                                                                          \n",
       "0             <NA>                         4            4    <NA>           \n",
       "1             <NA>                         4            4    <NA>           \n",
       "2             <NA>                      <NA>         <NA>    <NA>           \n",
       "3                8                         4            4    <NA>           \n",
       "4                5                         4            4    <NA>           \n",
       "...            ...         ...           ...          ...     ...      ...  \n",
       "13756721      <NA>          01            11            4    <NA>           \n",
       "13756722      <NA>                        11            4    <NA>           \n",
       "13756723      <NA>                        11            4    <NA>           \n",
       "13756724      <NA>                        11            4    <NA>           \n",
       "13756725      <NA>                        11            4    <NA>           \n",
       "\n",
       "[13756726 rows x 15 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "o = occupants.load(write_pqt=True)\n",
    "o"
   ]
  }
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