Week 10 Solution.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Moodle Database: Educational Data Log Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "- [Task One: Moodle database schema understanding](#Task-One:-Moodle-database-schema-understanding)\n",
    "    - [SQL counting scripts](#SQL-counting-scripts)\n",
    "        - [Number of tables](#Number-of-tables)\n",
    "        - [The number of records in each of the tables given in the MIT section](#The-number-of-records-in-each-of-the-tables-given-in-the-MIT-section)\n",
    "        - [Number of quiz submissions by hour of day](#Number-of-quiz-submissions-by-hour-of-day)\n",
    "        - [Monthly usage time of learners who have confirmed and are not deleted](#Monthly-usage-time-of-learners-who-have-confirmed-and-are-not-deleted)\n",
    "        - [Count of log events per user](#Count-of-log-events-per-user)\n",
    "    - [Python class to pull Overall grade of learners and number of forum post](#Python-class-to-pull-Overall-grade-of-learners-and-number-of-forum-post)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Task One: Moodle database schema understanding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext sql"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%sql postgresql://gkkar:4769@localhost/moodle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SQL counting scripts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Number of tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * postgresql://gkkar:***@localhost/moodle\n",
      "1 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>448</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(448,)]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT COUNT(*) FROM information_schema.tables WHERE table_schema = 'public';"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The number of records in each of the tables given in the MIT section"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get the the number of records for each table we have to specify which schema the tables are in and get the names of the tables. We then find the names of tables in the MIT section and get their number of rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * postgresql://gkkar:***@localhost/moodle\n",
      "14 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>table_schema</th>\n",
       "        <th>table_name</th>\n",
       "        <th>rows</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_logstore_standard_log</td>\n",
       "        <td>417554.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_grade_grades_history</td>\n",
       "        <td>7108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_context</td>\n",
       "        <td>4359.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_grade_grades</td>\n",
       "        <td>3643.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_user</td>\n",
       "        <td>1052.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_grade_items_history</td>\n",
       "        <td>486.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_course_modules</td>\n",
       "        <td>290.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_forum_posts</td>\n",
       "        <td>131.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_grade_items</td>\n",
       "        <td>113.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_grade_categories_history</td>\n",
       "        <td>46.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_forum</td>\n",
       "        <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_forum_discussions</td>\n",
       "        <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_grade_categories</td>\n",
       "        <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>public</td>\n",
       "        <td>mdl_course</td>\n",
       "        <td>15.0</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('public', 'mdl_logstore_standard_log', 417554.0),\n",
       " ('public', 'mdl_grade_grades_history', 7108.0),\n",
       " ('public', 'mdl_context', 4359.0),\n",
       " ('public', 'mdl_grade_grades', 3643.0),\n",
       " ('public', 'mdl_user', 1052.0),\n",
       " ('public', 'mdl_grade_items_history', 486.0),\n",
       " ('public', 'mdl_course_modules', 290.0),\n",
       " ('public', 'mdl_forum_posts', 131.0),\n",
       " ('public', 'mdl_grade_items', 113.0),\n",
       " ('public', 'mdl_grade_categories_history', 46.0),\n",
       " ('public', 'mdl_forum', 34.0),\n",
       " ('public', 'mdl_forum_discussions', 23.0),\n",
       " ('public', 'mdl_grade_categories', 16.0),\n",
       " ('public', 'mdl_course', 15.0)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT \n",
    "    n.nspname AS table_schema,\n",
    "    c.relname AS table_name,\n",
    "    c.reltuples AS rows\n",
    "FROM pg_class c\n",
    "JOIN pg_namespace n ON n.oid = c.relnamespace\n",
    "WHERE c.relkind = 'r'\n",
    "    AND n.nspname NOT IN ('information_schema','pg_catalog')\n",
    "    AND c.relname IN ('mdl_logstore_standard_log', 'mdl_context', 'mdl_user', 'mdl_course', 'mdl_modules ', 'mdl_course_modules',\n",
    "                      'mdl_course_modules_completion ', 'mdl_grade_items', 'mdl_grade_grades', 'mdl_grade_categories', 'mdl_grade_items_history',\n",
    "                      'mdl_grade_grades_history', 'mdl_grade_categories_history', 'mdl_forum', 'mdl_forum_discussions', 'mdl_forum_posts')\n",
    "ORDER BY c.reltuples DESC;\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Number of quiz submissions by hour of day"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get the Specific Hours where submissions were made we first find the submitted actions from the mdl_logstore_standard_log table. We use EXTRACT and to_timestamp with the Hour parameter specified to get the particular hour the submission was made. We then use the COUNT function to get the the number of submissions per hour."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * postgresql://gkkar:***@localhost/moodle\n",
      "24 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>hour</th>\n",
       "        <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0.0</td>\n",
       "        <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1.0</td>\n",
       "        <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2.0</td>\n",
       "        <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3.0</td>\n",
       "        <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4.0</td>\n",
       "        <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5.0</td>\n",
       "        <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6.0</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7.0</td>\n",
       "        <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8.0</td>\n",
       "        <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9.0</td>\n",
       "        <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>10.0</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>11.0</td>\n",
       "        <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12.0</td>\n",
       "        <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>13.0</td>\n",
       "        <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>14.0</td>\n",
       "        <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>15.0</td>\n",
       "        <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>16.0</td>\n",
       "        <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>17.0</td>\n",
       "        <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>18.0</td>\n",
       "        <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>19.0</td>\n",
       "        <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>20.0</td>\n",
       "        <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>21.0</td>\n",
       "        <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>22.0</td>\n",
       "        <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>23.0</td>\n",
       "        <td>53</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[(0.0, 26),\n",
       " (1.0, 23),\n",
       " (2.0, 30),\n",
       " (3.0, 29),\n",
       " (4.0, 7),\n",
       " (5.0, 14),\n",
       " (6.0, 10),\n",
       " (7.0, 18),\n",
       " (8.0, 17),\n",
       " (9.0, 34),\n",
       " (10.0, 46),\n",
       " (11.0, 69),\n",
       " (12.0, 95),\n",
       " (13.0, 88),\n",
       " (14.0, 104),\n",
       " (15.0, 90),\n",
       " (16.0, 80),\n",
       " (17.0, 68),\n",
       " (18.0, 68),\n",
       " (19.0, 70),\n",
       " (20.0, 57),\n",
       " (21.0, 55),\n",
       " (22.0, 46),\n",
       " (23.0, 53)]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT \n",
    "    EXTRACT(HOUR FROM to_timestamp(mdl_logstore_standard_log.timecreated)) AS HOUR,\n",
    "    COUNT(*)\n",
    "FROM mdl_logstore_standard_log\n",
    "WHERE (mdl_logstore_standard_log.action = 'submitted')\n",
    "AND (mdl_logstore_standard_log.component='mod_quiz')\n",
    "GROUP BY EXTRACT(HOUR FROM to_timestamp(mdl_logstore_standard_log.timecreated))\n",
    "ORDER BY HOUR ASC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Monthly usage time of learners who have confirmed and are not deleted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By In order to get the monthly usage time for each user we substract the month when the first access occured from the month where the last access occured. Just as we did above we'll use the EXTRACT and to_timestamp function but specify we want month instead. we use WHERE to get the users who confirmed and where not deleted. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * postgresql://gkkar:***@localhost/moodle\n",
      "1044 rows affected.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>user_id</th>\n",
       "        <th>monthly_usage_time</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>266</td>\n",
       "        <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7</td>\n",
       "        <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>234</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>185</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>271</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>290</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>123</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>90</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>215</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>103</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>125</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>246</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>303</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>147</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>20</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>48</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>286</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>254</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>190</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>228</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>25</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>179</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>115</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>15</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>284</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>98</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>274</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>95</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>170</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>165</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>277</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>213</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>201</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>45</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>58</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>167</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>60</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>250</td>\n",
       "        <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>344</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>383</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>362</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>62</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>385</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>24</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>313</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>381</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>317</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>65</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>126</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>309</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>306</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>331</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>44</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>106</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>217</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>369</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>361</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>38</td>\n",
       "        <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>729</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>486</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>36</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>434</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>174</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>107</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>586</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>449</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>43</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>557</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>145</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>594</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>549</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>517</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>158</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>747</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>61</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>581</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>757</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>32</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>559</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>631</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>390</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>328</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>591</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>146</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>199</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>428</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>686</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>726</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>410</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>259</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>468</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>480</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>464</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>77</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>607</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>102</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>650</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>70</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>400</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>50</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>688</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>198</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>409</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>424</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>611</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>149</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>138</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>470</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>208</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>288</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>402</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>294</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>176</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>396</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>42</td>\n",
       "        <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>758</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>354</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>141</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>156</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>57</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>382</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>340</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>269</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>143</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>210</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>796</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>869</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>68</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>289</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>512</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>299</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>135</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>656</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>330</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>433</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>455</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>427</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>118</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>133</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>105</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>473</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>272</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>120</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>489</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>99</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>209</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>262</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>759</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>723</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>766</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>384</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>88</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>683</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>347</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>445</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>917</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>865</td>\n",
       "        <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>182</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>461</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>80</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>178</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>404</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>505</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>411</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>567</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>180</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>398</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>223</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>406</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>293</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>241</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>417</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>239</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>189</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>253</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>225</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>924</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>194</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>298</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>296</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>186</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>268</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>40</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>392</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>497</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>47</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>598</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>918</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>287</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>692</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>431</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>127</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>564</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>421</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>423</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>420</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>121</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>56</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>184</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>733</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>282</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>387</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>339</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>615</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>346</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>94</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>39</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>714</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>233</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>807</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>349</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>903</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>627</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>353</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>334</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>222</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>676</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>608</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>273</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>258</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>54</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>244</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>242</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>372</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>765</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>748</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>203</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>416</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>342</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>377</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>137</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>159</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>267</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>51</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>263</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>236</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>227</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>332</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>204</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>659</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>367</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>280</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>846</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>214</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>73</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>166</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>842</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>436</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>130</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>171</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>930</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>475</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>341</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>132</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>351</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>363</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>440</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>593</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>265</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>140</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>168</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>221</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>511</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>378</td>\n",
       "        <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>432</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>770</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>713</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>479</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>457</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>458</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>476</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>465</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>460</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>462</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>463</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>466</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>469</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>471</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>472</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>474</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>477</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>478</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>481</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>395</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>453</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>509</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>609</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>494</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>490</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>487</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>488</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>495</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>491</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>493</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>496</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>498</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>500</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>503</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>504</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>506</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>507</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>508</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>510</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>501</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>502</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>533</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>524</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>896</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>30</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>526</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>528</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>534</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>525</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>514</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>516</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>520</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>518</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>519</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>523</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>529</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>530</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>531</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>536</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>537</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>538</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>539</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>540</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>568</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>794</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>548</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>561</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>565</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>522</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>554</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>566</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>555</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>552</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>544</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>545</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>546</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>547</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>551</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>553</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>556</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>558</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>560</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>562</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>570</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>578</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>655</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>467</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>595</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>572</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>575</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>576</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>577</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>579</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>583</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>585</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>582</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>588</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>589</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>590</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>592</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>596</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>597</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>584</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>587</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>710</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>614</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>620</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>602</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>603</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>601</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>604</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>606</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>617</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>610</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>613</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>616</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>619</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>621</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>622</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>623</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>624</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>625</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>711</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>642</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>629</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>633</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>634</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>635</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>636</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>637</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>638</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>639</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>641</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>643</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>644</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>645</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>647</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>648</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>649</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>651</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>652</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>654</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>630</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>662</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>976</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>682</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>672</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>459</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>657</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>660</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>663</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>664</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>665</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>666</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>669</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>670</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>671</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>673</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>674</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>677</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>678</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>679</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>680</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>667</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>482</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>483</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>485</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>492</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>499</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>515</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>521</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>527</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>513</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>550</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>563</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>571</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>484</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>535</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>569</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>542</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>693</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>706</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>700</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>684</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>685</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>687</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>689</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>690</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>691</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>694</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>696</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>697</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>698</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>699</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>701</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>703</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>704</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>705</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>707</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>709</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>715</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>716</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>573</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>580</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>717</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>599</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>600</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>605</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>646</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>626</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>628</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>640</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>653</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>658</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>661</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>668</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>675</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>681</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>695</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>702</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>708</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>574</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>730</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>719</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>720</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>721</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>725</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>728</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>722</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>731</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>991</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>727</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>753</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>724</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>718</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>732</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>749</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>797</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>754</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>751</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>755</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>745</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>746</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>742</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>762</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>763</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>767</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>741</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>743</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>750</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>764</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>761</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>773</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>800</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>912</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>756</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>803</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>804</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>802</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>913</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>893</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>894</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>752</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>801</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>828</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>814</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>885</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>827</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>809</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>810</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>811</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>816</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>819</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>820</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>821</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>822</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>823</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>824</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>830</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>829</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>815</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>831</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>832</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>833</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>835</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>817</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>813</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>826</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>863</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>808</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>774</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>848</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>776</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>778</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>779</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>781</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>782</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>837</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>839</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>841</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>845</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>850</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>840</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>777</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>775</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>843</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>849</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>780</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>847</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>916</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>795</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>787</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>788</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>790</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>793</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>792</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>818</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>838</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>805</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>806</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>786</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>812</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>836</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>799</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>785</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>784</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>789</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>834</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>791</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>798</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>852</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>853</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>881</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>878</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>866</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>884</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>870</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>897</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1002</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>868</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>871</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>874</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>875</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>876</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>877</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>880</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>882</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>883</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>879</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>867</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>856</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>854</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>855</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>857</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>858</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>859</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>860</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>886</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>861</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>895</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>825</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>862</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>892</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>891</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>890</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>844</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>889</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>888</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>851</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>887</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>898</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>899</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>900</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>901</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>902</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>905</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>906</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>907</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>909</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>904</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>946</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>915</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>989</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>910</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>908</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>911</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1007</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>953</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>959</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>957</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>923</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>948</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>950</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>952</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>954</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>955</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>958</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>960</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>961</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>962</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>964</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>965</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>966</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>967</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>968</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>970</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>951</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>945</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>925</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>927</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>928</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1009</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>932</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>933</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>934</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>935</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>936</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>937</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>938</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>942</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>944</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>947</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>949</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>931</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>940</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>941</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>929</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>926</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>939</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>956</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>963</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>969</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>943</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>922</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1015</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1045</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>996</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>997</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>998</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1000</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1011</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1012</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1013</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1014</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1017</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1018</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1001</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>999</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>986</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>992</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>972</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>973</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>974</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>975</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>977</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>978</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>979</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>980</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>981</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>982</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>984</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>985</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>988</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>993</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>994</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>987</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>990</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1003</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1048</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1006</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1008</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1030</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1031</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1032</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1016</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1033</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1034</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1035</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1036</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1049</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1050</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1051</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1052</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1005</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1010</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1004</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1037</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1038</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1039</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1040</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1042</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1043</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1044</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1046</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1029</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1041</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1025</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1028</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1027</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1019</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1047</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>914</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>13</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>28</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>14</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>17</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>18</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>21</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>23</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>22</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>26</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>27</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>29</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>19</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>31</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>318</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>304</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1020</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>769</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>41</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>995</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>49</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>53</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>16</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>46</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>69</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>72</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>59</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>75</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>37</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>148</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>55</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1021</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>63</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>66</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>74</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>52</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>71</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>81</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>64</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>919</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>734</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>771</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>86</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>96</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>768</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>397</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>67</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>83</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>93</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>85</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>101</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>87</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>89</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>735</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>91</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>97</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>270</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>113</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>543</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>129</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1022</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>920</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>119</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>112</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>104</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>128</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>131</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>109</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>114</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>117</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>116</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>193</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>122</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>152</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>391</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>772</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>160</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>712</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1023</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>162</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>157</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>139</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>153</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>155</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>136</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>150</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>142</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>144</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>172</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>164</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>541</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>175</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>188</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1024</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>169</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>173</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>177</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>181</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>183</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>187</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>192</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>211</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>202</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>219</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>389</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>220</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>315</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>196</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>197</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>200</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>206</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>212</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>216</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>218</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>205</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>618</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>238</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>736</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>251</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>232</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>243</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>240</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>224</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>237</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>229</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>230</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>247</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>231</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>248</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>249</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>235</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>320</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>737</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>256</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>84</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>264</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>257</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>260</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>276</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>279</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>278</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>291</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>100</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>82</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>285</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>292</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>301</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>79</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1026</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>300</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>297</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>92</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>78</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>111</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>760</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>163</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>154</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>207</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>191</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>226</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>134</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>124</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>195</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>413</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>261</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>110</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>281</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>283</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>302</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>388</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>252</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>275</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>295</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>739</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>324</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>325</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>326</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>245</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>255</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>108</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>744</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>437</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>864</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>612</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>873</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>740</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>333</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>329</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>872</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>335</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>336</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>337</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>338</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>386</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>632</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>357</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>350</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>356</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>971</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>343</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>345</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>352</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>358</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>373</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>360</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>364</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>365</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>366</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>348</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>921</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>305</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>375</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>374</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>308</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>310</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>312</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>314</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>316</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>370</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>371</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>376</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>307</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>311</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>380</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>321</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>323</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>327</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>355</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>368</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>319</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>322</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>783</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>359</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>379</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>983</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>419</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>418</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>425</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>426</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>430</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>532</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>393</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>394</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>738</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>399</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>401</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>407</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>403</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>405</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>408</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>412</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>415</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>429</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>422</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>414</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>443</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>435</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>438</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>439</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>451</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>441</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>442</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>452</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>444</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>448</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>446</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>447</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>450</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>454</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>456</td>\n",
       "        <td>0.0</td>\n",
       "    </tr>\n",
       "</table>"
      ],
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       " ...]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT \n",
    "    mdl_user.id AS User_Id,\n",
    "    EXTRACT(MONTH FROM to_timestamp(mdl_user.lastaccess)) - EXTRACT(MONTH FROM to_timestamp(mdl_user.firstaccess)) As monthly_usage_time\n",
    "FROM mdl_user\n",
    "WHERE (mdl_user.confirmed = 1)\n",
    "AND (mdl_user.deleted = 0)\n",
    "ORDER BY monthly_usage_time DESC;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Count of log events per user"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to get the values for each of the specified columns we have to transpose the table with the logs (mdl_logstore_standard_log) and since the columns will be too many, we specify the columns we want to target. These targeted columns are values that are in the column action from the original table and we get the corresponding column by specifying the value when transposing e.g action='loggedin'. The sum function adds all the values together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " * postgresql://gkkar:***@localhost/moodle\n",
      "1049 rows affected.\n"
     ]
    },
    {
     "data": {
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       "<table>\n",
       "    <tr>\n",
       "        <th>userid</th>\n",
       "        <th>logged_in</th>\n",
       "        <th>viewed</th>\n",
       "        <th>started</th>\n",
       "        <th>submitted</th>\n",
       "        <th>uploaded</th>\n",
       "        <th>updated</th>\n",
       "        <th>searched</th>\n",
       "        <th>resumed</th>\n",
       "        <th>answered</th>\n",
       "        <th>attempted</th>\n",
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       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
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       "        <td>1</td>\n",
       "        <td>1</td>\n",
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       "        <td>None</td>\n",
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       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>338</td>\n",
       "        <td>4984</td>\n",
       "        <td>28</td>\n",
       "        <td>42</td>\n",
       "        <td>42</td>\n",
       "        <td>5102</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>321</td>\n",
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       "        <td>6</td>\n",
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       "        <td>4401</td>\n",
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       "        <td>4</td>\n",
       "        <td>None</td>\n",
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       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5</td>\n",
       "        <td>270</td>\n",
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       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>8</td>\n",
       "        <td>16</td>\n",
       "        <td>352</td>\n",
       "        <td>8</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>8</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>9</td>\n",
       "        <td>117</td>\n",
       "        <td>3231</td>\n",
       "        <td>99</td>\n",
       "        <td>72</td>\n",
       "        <td>None</td>\n",
       "        <td>144</td>\n",
       "        <td>None</td>\n",
       "        <td>9</td>\n",
       "        <td>36</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>12</td>\n",
       "        <td>None</td>\n",
       "        <td>912</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>13</td>\n",
       "        <td>None</td>\n",
       "        <td>780</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>14</td>\n",
       "        <td>None</td>\n",
       "        <td>896</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>15</td>\n",
       "        <td>75</td>\n",
       "        <td>1275</td>\n",
       "        <td>30</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>30</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>16</td>\n",
       "        <td>80</td>\n",
       "        <td>1728</td>\n",
       "        <td>96</td>\n",
       "        <td>16</td>\n",
       "        <td>None</td>\n",
       "        <td>48</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>17</td>\n",
       "        <td>None</td>\n",
       "        <td>1071</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>18</td>\n",
       "        <td>None</td>\n",
       "        <td>1332</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>19</td>\n",
       "        <td>38</td>\n",
       "        <td>1710</td>\n",
       "        <td>76</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>57</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>20</td>\n",
       "        <td>40</td>\n",
       "        <td>1560</td>\n",
       "        <td>40</td>\n",
       "        <td>20</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>21</td>\n",
       "        <td>None</td>\n",
       "        <td>1470</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>22</td>\n",
       "        <td>22</td>\n",
       "        <td>1760</td>\n",
       "        <td>22</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>23</td>\n",
       "        <td>None</td>\n",
       "        <td>1541</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>24</td>\n",
       "        <td>72</td>\n",
       "        <td>2040</td>\n",
       "        <td>72</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>24</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>25</td>\n",
       "        <td>1150</td>\n",
       "        <td>17775</td>\n",
       "        <td>275</td>\n",
       "        <td>125</td>\n",
       "        <td>None</td>\n",
       "        <td>425</td>\n",
       "        <td>None</td>\n",
       "        <td>250</td>\n",
       "        <td>150</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>26</td>\n",
       "        <td>None</td>\n",
       "        <td>1690</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>27</td>\n",
       "        <td>None</td>\n",
       "        <td>1701</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>28</td>\n",
       "        <td>None</td>\n",
       "        <td>1680</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>29</td>\n",
       "        <td>None</td>\n",
       "        <td>2146</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>30</td>\n",
       "        <td>120</td>\n",
       "        <td>2310</td>\n",
       "        <td>60</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>31</td>\n",
       "        <td>None</td>\n",
       "        <td>1953</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>32</td>\n",
       "        <td>128</td>\n",
       "        <td>2592</td>\n",
       "        <td>96</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>64</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>36</td>\n",
       "        <td>108</td>\n",
       "        <td>3204</td>\n",
       "        <td>72</td>\n",
       "        <td>36</td>\n",
       "        <td>None</td>\n",
       "        <td>108</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>37</td>\n",
       "        <td>None</td>\n",
       "        <td>2627</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>38</td>\n",
       "        <td>266</td>\n",
       "        <td>9234</td>\n",
       "        <td>342</td>\n",
       "        <td>114</td>\n",
       "        <td>None</td>\n",
       "        <td>342</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>38</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>39</td>\n",
       "        <td>156</td>\n",
       "        <td>17316</td>\n",
       "        <td>351</td>\n",
       "        <td>195</td>\n",
       "        <td>None</td>\n",
       "        <td>351</td>\n",
       "        <td>None</td>\n",
       "        <td>156</td>\n",
       "        <td>39</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>40</td>\n",
       "        <td>760</td>\n",
       "        <td>10280</td>\n",
       "        <td>440</td>\n",
       "        <td>280</td>\n",
       "        <td>None</td>\n",
       "        <td>400</td>\n",
       "        <td>None</td>\n",
       "        <td>80</td>\n",
       "        <td>80</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>41</td>\n",
       "        <td>41</td>\n",
       "        <td>3567</td>\n",
       "        <td>82</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>41</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>42</td>\n",
       "        <td>882</td>\n",
       "        <td>20580</td>\n",
       "        <td>840</td>\n",
       "        <td>882</td>\n",
       "        <td>42</td>\n",
       "        <td>2352</td>\n",
       "        <td>None</td>\n",
       "        <td>252</td>\n",
       "        <td>84</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>43</td>\n",
       "        <td>516</td>\n",
       "        <td>26101</td>\n",
       "        <td>344</td>\n",
       "        <td>301</td>\n",
       "        <td>None</td>\n",
       "        <td>473</td>\n",
       "        <td>None</td>\n",
       "        <td>301</td>\n",
       "        <td>43</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>44</td>\n",
       "        <td>1012</td>\n",
       "        <td>23232</td>\n",
       "        <td>792</td>\n",
       "        <td>308</td>\n",
       "        <td>44</td>\n",
       "        <td>880</td>\n",
       "        <td>None</td>\n",
       "        <td>352</td>\n",
       "        <td>132</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>45</td>\n",
       "        <td>2835</td>\n",
       "        <td>93915</td>\n",
       "        <td>1350</td>\n",
       "        <td>1125</td>\n",
       "        <td>135</td>\n",
       "        <td>1935</td>\n",
       "        <td>None</td>\n",
       "        <td>855</td>\n",
       "        <td>180</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>46</td>\n",
       "        <td>92</td>\n",
       "        <td>3542</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>47</td>\n",
       "        <td>141</td>\n",
       "        <td>3290</td>\n",
       "        <td>94</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>94</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>48</td>\n",
       "        <td>1536</td>\n",
       "        <td>60048</td>\n",
       "        <td>864</td>\n",
       "        <td>336</td>\n",
       "        <td>192</td>\n",
       "        <td>1056</td>\n",
       "        <td>None</td>\n",
       "        <td>672</td>\n",
       "        <td>144</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>49</td>\n",
       "        <td>None</td>\n",
       "        <td>3822</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>50</td>\n",
       "        <td>1650</td>\n",
       "        <td>19800</td>\n",
       "        <td>350</td>\n",
       "        <td>450</td>\n",
       "        <td>200</td>\n",
       "        <td>1350</td>\n",
       "        <td>None</td>\n",
       "        <td>850</td>\n",
       "        <td>50</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>51</td>\n",
       "        <td>867</td>\n",
       "        <td>25857</td>\n",
       "        <td>408</td>\n",
       "        <td>357</td>\n",
       "        <td>None</td>\n",
       "        <td>612</td>\n",
       "        <td>None</td>\n",
       "        <td>1071</td>\n",
       "        <td>51</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>52</td>\n",
       "        <td>104</td>\n",
       "        <td>4992</td>\n",
       "        <td>156</td>\n",
       "        <td>104</td>\n",
       "        <td>None</td>\n",
       "        <td>104</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>53</td>\n",
       "        <td>None</td>\n",
       "        <td>3869</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>54</td>\n",
       "        <td>324</td>\n",
       "        <td>6264</td>\n",
       "        <td>216</td>\n",
       "        <td>108</td>\n",
       "        <td>None</td>\n",
       "        <td>162</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>55</td>\n",
       "        <td>110</td>\n",
       "        <td>5335</td>\n",
       "        <td>165</td>\n",
       "        <td>55</td>\n",
       "        <td>None</td>\n",
       "        <td>55</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>56</td>\n",
       "        <td>112</td>\n",
       "        <td>8792</td>\n",
       "        <td>504</td>\n",
       "        <td>392</td>\n",
       "        <td>None</td>\n",
       "        <td>672</td>\n",
       "        <td>None</td>\n",
       "        <td>56</td>\n",
       "        <td>112</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>57</td>\n",
       "        <td>2337</td>\n",
       "        <td>43263</td>\n",
       "        <td>2166</td>\n",
       "        <td>285</td>\n",
       "        <td>None</td>\n",
       "        <td>684</td>\n",
       "        <td>None</td>\n",
       "        <td>741</td>\n",
       "        <td>285</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>58</td>\n",
       "        <td>870</td>\n",
       "        <td>37932</td>\n",
       "        <td>696</td>\n",
       "        <td>580</td>\n",
       "        <td>116</td>\n",
       "        <td>1160</td>\n",
       "        <td>None</td>\n",
       "        <td>174</td>\n",
       "        <td>174</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>59</td>\n",
       "        <td>118</td>\n",
       "        <td>5605</td>\n",
       "        <td>118</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>118</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>60</td>\n",
       "        <td>540</td>\n",
       "        <td>10320</td>\n",
       "        <td>420</td>\n",
       "        <td>180</td>\n",
       "        <td>None</td>\n",
       "        <td>660</td>\n",
       "        <td>None</td>\n",
       "        <td>180</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>61</td>\n",
       "        <td>1159</td>\n",
       "        <td>46177</td>\n",
       "        <td>549</td>\n",
       "        <td>427</td>\n",
       "        <td>244</td>\n",
       "        <td>1159</td>\n",
       "        <td>None</td>\n",
       "        <td>1281</td>\n",
       "        <td>244</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>62</td>\n",
       "        <td>744</td>\n",
       "        <td>8990</td>\n",
       "        <td>372</td>\n",
       "        <td>62</td>\n",
       "        <td>None</td>\n",
       "        <td>496</td>\n",
       "        <td>None</td>\n",
       "        <td>124</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>63</td>\n",
       "        <td>None</td>\n",
       "        <td>4536</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>64</td>\n",
       "        <td>128</td>\n",
       "        <td>4736</td>\n",
       "        <td>192</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>64</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>65</td>\n",
       "        <td>520</td>\n",
       "        <td>8385</td>\n",
       "        <td>325</td>\n",
       "        <td>130</td>\n",
       "        <td>None</td>\n",
       "        <td>390</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>66</td>\n",
       "        <td>None</td>\n",
       "        <td>5214</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>67</td>\n",
       "        <td>804</td>\n",
       "        <td>19631</td>\n",
       "        <td>469</td>\n",
       "        <td>268</td>\n",
       "        <td>None</td>\n",
       "        <td>402</td>\n",
       "        <td>None</td>\n",
       "        <td>134</td>\n",
       "        <td>134</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>68</td>\n",
       "        <td>476</td>\n",
       "        <td>17204</td>\n",
       "        <td>408</td>\n",
       "        <td>272</td>\n",
       "        <td>None</td>\n",
       "        <td>884</td>\n",
       "        <td>None</td>\n",
       "        <td>136</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>69</td>\n",
       "        <td>207</td>\n",
       "        <td>9177</td>\n",
       "        <td>207</td>\n",
       "        <td>138</td>\n",
       "        <td>None</td>\n",
       "        <td>138</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>70</td>\n",
       "        <td>350</td>\n",
       "        <td>6090</td>\n",
       "        <td>210</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>140</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>71</td>\n",
       "        <td>142</td>\n",
       "        <td>7455</td>\n",
       "        <td>426</td>\n",
       "        <td>142</td>\n",
       "        <td>None</td>\n",
       "        <td>142</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>72</td>\n",
       "        <td>72</td>\n",
       "        <td>5472</td>\n",
       "        <td>144</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>72</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>73</td>\n",
       "        <td>584</td>\n",
       "        <td>15549</td>\n",
       "        <td>730</td>\n",
       "        <td>511</td>\n",
       "        <td>None</td>\n",
       "        <td>1095</td>\n",
       "        <td>None</td>\n",
       "        <td>365</td>\n",
       "        <td>146</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>74</td>\n",
       "        <td>296</td>\n",
       "        <td>13838</td>\n",
       "        <td>296</td>\n",
       "        <td>74</td>\n",
       "        <td>None</td>\n",
       "        <td>370</td>\n",
       "        <td>None</td>\n",
       "        <td>74</td>\n",
       "        <td>148</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>75</td>\n",
       "        <td>300</td>\n",
       "        <td>8100</td>\n",
       "        <td>750</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>225</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>76</td>\n",
       "        <td>None</td>\n",
       "        <td>228</td>\n",
       "        <td>76</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>77</td>\n",
       "        <td>539</td>\n",
       "        <td>21252</td>\n",
       "        <td>154</td>\n",
       "        <td>None</td>\n",
       "        <td>77</td>\n",
       "        <td>539</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>78</td>\n",
       "        <td>78</td>\n",
       "        <td>11622</td>\n",
       "        <td>312</td>\n",
       "        <td>468</td>\n",
       "        <td>None</td>\n",
       "        <td>546</td>\n",
       "        <td>None</td>\n",
       "        <td>546</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>79</td>\n",
       "        <td>None</td>\n",
       "        <td>5688</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>80</td>\n",
       "        <td>720</td>\n",
       "        <td>27440</td>\n",
       "        <td>800</td>\n",
       "        <td>560</td>\n",
       "        <td>None</td>\n",
       "        <td>1120</td>\n",
       "        <td>None</td>\n",
       "        <td>1200</td>\n",
       "        <td>160</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>81</td>\n",
       "        <td>162</td>\n",
       "        <td>7938</td>\n",
       "        <td>405</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>405</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>82</td>\n",
       "        <td>82</td>\n",
       "        <td>6642</td>\n",
       "        <td>164</td>\n",
       "        <td>82</td>\n",
       "        <td>None</td>\n",
       "        <td>82</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>83</td>\n",
       "        <td>166</td>\n",
       "        <td>9628</td>\n",
       "        <td>249</td>\n",
       "        <td>332</td>\n",
       "        <td>None</td>\n",
       "        <td>498</td>\n",
       "        <td>None</td>\n",
       "        <td>83</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>84</td>\n",
       "        <td>1260</td>\n",
       "        <td>14868</td>\n",
       "        <td>504</td>\n",
       "        <td>336</td>\n",
       "        <td>None</td>\n",
       "        <td>420</td>\n",
       "        <td>168</td>\n",
       "        <td>336</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>85</td>\n",
       "        <td>255</td>\n",
       "        <td>10200</td>\n",
       "        <td>340</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>255</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>170</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>86</td>\n",
       "        <td>172</td>\n",
       "        <td>11438</td>\n",
       "        <td>344</td>\n",
       "        <td>516</td>\n",
       "        <td>None</td>\n",
       "        <td>516</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>87</td>\n",
       "        <td>None</td>\n",
       "        <td>5742</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>88</td>\n",
       "        <td>616</td>\n",
       "        <td>24992</td>\n",
       "        <td>880</td>\n",
       "        <td>616</td>\n",
       "        <td>88</td>\n",
       "        <td>1320</td>\n",
       "        <td>None</td>\n",
       "        <td>88</td>\n",
       "        <td>176</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>89</td>\n",
       "        <td>None</td>\n",
       "        <td>6319</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>90</td>\n",
       "        <td>5130</td>\n",
       "        <td>82260</td>\n",
       "        <td>2790</td>\n",
       "        <td>2700</td>\n",
       "        <td>270</td>\n",
       "        <td>5580</td>\n",
       "        <td>None</td>\n",
       "        <td>540</td>\n",
       "        <td>180</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>91</td>\n",
       "        <td>None</td>\n",
       "        <td>6188</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>92</td>\n",
       "        <td>92</td>\n",
       "        <td>6624</td>\n",
       "        <td>92</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>92</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>93</td>\n",
       "        <td>186</td>\n",
       "        <td>7533</td>\n",
       "        <td>279</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>186</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>94</td>\n",
       "        <td>282</td>\n",
       "        <td>18988</td>\n",
       "        <td>376</td>\n",
       "        <td>188</td>\n",
       "        <td>None</td>\n",
       "        <td>470</td>\n",
       "        <td>None</td>\n",
       "        <td>188</td>\n",
       "        <td>94</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>95</td>\n",
       "        <td>3515</td>\n",
       "        <td>87875</td>\n",
       "        <td>3040</td>\n",
       "        <td>2185</td>\n",
       "        <td>None</td>\n",
       "        <td>4180</td>\n",
       "        <td>None</td>\n",
       "        <td>1045</td>\n",
       "        <td>190</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>96</td>\n",
       "        <td>480</td>\n",
       "        <td>17952</td>\n",
       "        <td>672</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>384</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>96</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>97</td>\n",
       "        <td>None</td>\n",
       "        <td>6790</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>98</td>\n",
       "        <td>2646</td>\n",
       "        <td>29988</td>\n",
       "        <td>686</td>\n",
       "        <td>784</td>\n",
       "        <td>98</td>\n",
       "        <td>2352</td>\n",
       "        <td>None</td>\n",
       "        <td>980</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>99</td>\n",
       "        <td>1485</td>\n",
       "        <td>53658</td>\n",
       "        <td>1683</td>\n",
       "        <td>693</td>\n",
       "        <td>None</td>\n",
       "        <td>1485</td>\n",
       "        <td>None</td>\n",
       "        <td>1089</td>\n",
       "        <td>297</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>100</td>\n",
       "        <td>500</td>\n",
       "        <td>11400</td>\n",
       "        <td>300</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>400</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>101</td>\n",
       "        <td>101</td>\n",
       "        <td>11110</td>\n",
       "        <td>101</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>101</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>102</td>\n",
       "        <td>816</td>\n",
       "        <td>34272</td>\n",
       "        <td>2040</td>\n",
       "        <td>1122</td>\n",
       "        <td>None</td>\n",
       "        <td>1734</td>\n",
       "        <td>None</td>\n",
       "        <td>408</td>\n",
       "        <td>102</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>103</td>\n",
       "        <td>1957</td>\n",
       "        <td>75499</td>\n",
       "        <td>1648</td>\n",
       "        <td>721</td>\n",
       "        <td>None</td>\n",
       "        <td>1751</td>\n",
       "        <td>None</td>\n",
       "        <td>1648</td>\n",
       "        <td>206</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>104</td>\n",
       "        <td>104</td>\n",
       "        <td>8840</td>\n",
       "        <td>208</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>104</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>105</td>\n",
       "        <td>1890</td>\n",
       "        <td>23205</td>\n",
       "        <td>420</td>\n",
       "        <td>735</td>\n",
       "        <td>None</td>\n",
       "        <td>3465</td>\n",
       "        <td>None</td>\n",
       "        <td>105</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>106</td>\n",
       "        <td>636</td>\n",
       "        <td>9116</td>\n",
       "        <td>318</td>\n",
       "        <td>424</td>\n",
       "        <td>None</td>\n",
       "        <td>1272</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>107</td>\n",
       "        <td>428</td>\n",
       "        <td>23647</td>\n",
       "        <td>856</td>\n",
       "        <td>535</td>\n",
       "        <td>None</td>\n",
       "        <td>1284</td>\n",
       "        <td>None</td>\n",
       "        <td>107</td>\n",
       "        <td>428</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>108</td>\n",
       "        <td>216</td>\n",
       "        <td>12420</td>\n",
       "        <td>324</td>\n",
       "        <td>216</td>\n",
       "        <td>None</td>\n",
       "        <td>324</td>\n",
       "        <td>None</td>\n",
       "        <td>216</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>109</td>\n",
       "        <td>None</td>\n",
       "        <td>9047</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>110</td>\n",
       "        <td>220</td>\n",
       "        <td>7590</td>\n",
       "        <td>330</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>111</td>\n",
       "        <td>None</td>\n",
       "        <td>8769</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>112</td>\n",
       "        <td>112</td>\n",
       "        <td>8736</td>\n",
       "        <td>112</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>112</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>113</td>\n",
       "        <td>226</td>\n",
       "        <td>8136</td>\n",
       "        <td>226</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>226</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>114</td>\n",
       "        <td>None</td>\n",
       "        <td>9462</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>115</td>\n",
       "        <td>1955</td>\n",
       "        <td>49795</td>\n",
       "        <td>1265</td>\n",
       "        <td>920</td>\n",
       "        <td>115</td>\n",
       "        <td>2300</td>\n",
       "        <td>None</td>\n",
       "        <td>230</td>\n",
       "        <td>575</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>116</td>\n",
       "        <td>348</td>\n",
       "        <td>14268</td>\n",
       "        <td>696</td>\n",
       "        <td>116</td>\n",
       "        <td>None</td>\n",
       "        <td>464</td>\n",
       "        <td>None</td>\n",
       "        <td>116</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>117</td>\n",
       "        <td>None</td>\n",
       "        <td>8307</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>118</td>\n",
       "        <td>3068</td>\n",
       "        <td>46728</td>\n",
       "        <td>1062</td>\n",
       "        <td>944</td>\n",
       "        <td>118</td>\n",
       "        <td>2360</td>\n",
       "        <td>None</td>\n",
       "        <td>826</td>\n",
       "        <td>118</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>119</td>\n",
       "        <td>357</td>\n",
       "        <td>10472</td>\n",
       "        <td>595</td>\n",
       "        <td>476</td>\n",
       "        <td>None</td>\n",
       "        <td>595</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>120</td>\n",
       "        <td>720</td>\n",
       "        <td>12720</td>\n",
       "        <td>360</td>\n",
       "        <td>480</td>\n",
       "        <td>None</td>\n",
       "        <td>720</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>121</td>\n",
       "        <td>484</td>\n",
       "        <td>25047</td>\n",
       "        <td>3388</td>\n",
       "        <td>605</td>\n",
       "        <td>None</td>\n",
       "        <td>1089</td>\n",
       "        <td>None</td>\n",
       "        <td>242</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>122</td>\n",
       "        <td>None</td>\n",
       "        <td>10004</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>123</td>\n",
       "        <td>2214</td>\n",
       "        <td>43788</td>\n",
       "        <td>1722</td>\n",
       "        <td>984</td>\n",
       "        <td>123</td>\n",
       "        <td>2214</td>\n",
       "        <td>None</td>\n",
       "        <td>1107</td>\n",
       "        <td>369</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>124</td>\n",
       "        <td>124</td>\n",
       "        <td>9796</td>\n",
       "        <td>124</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>124</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>125</td>\n",
       "        <td>500</td>\n",
       "        <td>12250</td>\n",
       "        <td>375</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>375</td>\n",
       "        <td>None</td>\n",
       "        <td>125</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>126</td>\n",
       "        <td>1638</td>\n",
       "        <td>35280</td>\n",
       "        <td>1638</td>\n",
       "        <td>882</td>\n",
       "        <td>None</td>\n",
       "        <td>2016</td>\n",
       "        <td>None</td>\n",
       "        <td>1134</td>\n",
       "        <td>252</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>127</td>\n",
       "        <td>635</td>\n",
       "        <td>48133</td>\n",
       "        <td>889</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>889</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>127</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>128</td>\n",
       "        <td>128</td>\n",
       "        <td>10752</td>\n",
       "        <td>256</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>128</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>129</td>\n",
       "        <td>387</td>\n",
       "        <td>11739</td>\n",
       "        <td>387</td>\n",
       "        <td>129</td>\n",
       "        <td>None</td>\n",
       "        <td>387</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>130</td>\n",
       "        <td>520</td>\n",
       "        <td>20800</td>\n",
       "        <td>520</td>\n",
       "        <td>910</td>\n",
       "        <td>None</td>\n",
       "        <td>1300</td>\n",
       "        <td>None</td>\n",
       "        <td>910</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>131</td>\n",
       "        <td>1310</td>\n",
       "        <td>31309</td>\n",
       "        <td>786</td>\n",
       "        <td>524</td>\n",
       "        <td>None</td>\n",
       "        <td>917</td>\n",
       "        <td>None</td>\n",
       "        <td>262</td>\n",
       "        <td>131</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>132</td>\n",
       "        <td>1188</td>\n",
       "        <td>33264</td>\n",
       "        <td>2112</td>\n",
       "        <td>924</td>\n",
       "        <td>None</td>\n",
       "        <td>1584</td>\n",
       "        <td>None</td>\n",
       "        <td>924</td>\n",
       "        <td>660</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>133</td>\n",
       "        <td>2660</td>\n",
       "        <td>68495</td>\n",
       "        <td>1596</td>\n",
       "        <td>931</td>\n",
       "        <td>None</td>\n",
       "        <td>1862</td>\n",
       "        <td>None</td>\n",
       "        <td>532</td>\n",
       "        <td>931</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>134</td>\n",
       "        <td>134</td>\n",
       "        <td>11926</td>\n",
       "        <td>268</td>\n",
       "        <td>134</td>\n",
       "        <td>None</td>\n",
       "        <td>134</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>135</td>\n",
       "        <td>1890</td>\n",
       "        <td>31860</td>\n",
       "        <td>675</td>\n",
       "        <td>810</td>\n",
       "        <td>None</td>\n",
       "        <td>1620</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>135</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>136</td>\n",
       "        <td>None</td>\n",
       "        <td>10608</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>137</td>\n",
       "        <td>411</td>\n",
       "        <td>18358</td>\n",
       "        <td>1233</td>\n",
       "        <td>274</td>\n",
       "        <td>None</td>\n",
       "        <td>822</td>\n",
       "        <td>None</td>\n",
       "        <td>137</td>\n",
       "        <td>137</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>138</td>\n",
       "        <td>1656</td>\n",
       "        <td>58236</td>\n",
       "        <td>1104</td>\n",
       "        <td>828</td>\n",
       "        <td>None</td>\n",
       "        <td>1242</td>\n",
       "        <td>None</td>\n",
       "        <td>276</td>\n",
       "        <td>690</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>139</td>\n",
       "        <td>278</td>\n",
       "        <td>14317</td>\n",
       "        <td>695</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>417</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>139</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>140</td>\n",
       "        <td>560</td>\n",
       "        <td>18480</td>\n",
       "        <td>2520</td>\n",
       "        <td>700</td>\n",
       "        <td>None</td>\n",
       "        <td>840</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>141</td>\n",
       "        <td>846</td>\n",
       "        <td>84036</td>\n",
       "        <td>846</td>\n",
       "        <td>564</td>\n",
       "        <td>None</td>\n",
       "        <td>1269</td>\n",
       "        <td>None</td>\n",
       "        <td>423</td>\n",
       "        <td>282</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>142</td>\n",
       "        <td>None</td>\n",
       "        <td>10224</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>143</td>\n",
       "        <td>2574</td>\n",
       "        <td>95238</td>\n",
       "        <td>1573</td>\n",
       "        <td>1001</td>\n",
       "        <td>None</td>\n",
       "        <td>2860</td>\n",
       "        <td>None</td>\n",
       "        <td>1144</td>\n",
       "        <td>429</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>144</td>\n",
       "        <td>864</td>\n",
       "        <td>12672</td>\n",
       "        <td>432</td>\n",
       "        <td>432</td>\n",
       "        <td>None</td>\n",
       "        <td>576</td>\n",
       "        <td>None</td>\n",
       "        <td>1584</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>145</td>\n",
       "        <td>2030</td>\n",
       "        <td>74820</td>\n",
       "        <td>2175</td>\n",
       "        <td>1160</td>\n",
       "        <td>None</td>\n",
       "        <td>2900</td>\n",
       "        <td>None</td>\n",
       "        <td>1015</td>\n",
       "        <td>580</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>146</td>\n",
       "        <td>2044</td>\n",
       "        <td>29346</td>\n",
       "        <td>876</td>\n",
       "        <td>1022</td>\n",
       "        <td>146</td>\n",
       "        <td>2482</td>\n",
       "        <td>None</td>\n",
       "        <td>584</td>\n",
       "        <td>438</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>147</td>\n",
       "        <td>2793</td>\n",
       "        <td>48510</td>\n",
       "        <td>2058</td>\n",
       "        <td>1470</td>\n",
       "        <td>None</td>\n",
       "        <td>2793</td>\n",
       "        <td>None</td>\n",
       "        <td>441</td>\n",
       "        <td>147</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>148</td>\n",
       "        <td>1036</td>\n",
       "        <td>30192</td>\n",
       "        <td>1184</td>\n",
       "        <td>888</td>\n",
       "        <td>None</td>\n",
       "        <td>1480</td>\n",
       "        <td>None</td>\n",
       "        <td>740</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>149</td>\n",
       "        <td>894</td>\n",
       "        <td>22201</td>\n",
       "        <td>1192</td>\n",
       "        <td>1043</td>\n",
       "        <td>None</td>\n",
       "        <td>1490</td>\n",
       "        <td>None</td>\n",
       "        <td>149</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>150</td>\n",
       "        <td>300</td>\n",
       "        <td>11100</td>\n",
       "        <td>300</td>\n",
       "        <td>150</td>\n",
       "        <td>None</td>\n",
       "        <td>300</td>\n",
       "        <td>None</td>\n",
       "        <td>150</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>151</td>\n",
       "        <td>302</td>\n",
       "        <td>16459</td>\n",
       "        <td>453</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>151</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>152</td>\n",
       "        <td>1216</td>\n",
       "        <td>15656</td>\n",
       "        <td>304</td>\n",
       "        <td>608</td>\n",
       "        <td>None</td>\n",
       "        <td>912</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>153</td>\n",
       "        <td>765</td>\n",
       "        <td>63648</td>\n",
       "        <td>612</td>\n",
       "        <td>765</td>\n",
       "        <td>None</td>\n",
       "        <td>1071</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>154</td>\n",
       "        <td>None</td>\n",
       "        <td>12166</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>155</td>\n",
       "        <td>155</td>\n",
       "        <td>12865</td>\n",
       "        <td>155</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>155</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>156</td>\n",
       "        <td>2340</td>\n",
       "        <td>102648</td>\n",
       "        <td>2808</td>\n",
       "        <td>1092</td>\n",
       "        <td>None</td>\n",
       "        <td>2652</td>\n",
       "        <td>None</td>\n",
       "        <td>1404</td>\n",
       "        <td>1092</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>157</td>\n",
       "        <td>314</td>\n",
       "        <td>13345</td>\n",
       "        <td>628</td>\n",
       "        <td>471</td>\n",
       "        <td>None</td>\n",
       "        <td>785</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>158</td>\n",
       "        <td>632</td>\n",
       "        <td>14062</td>\n",
       "        <td>474</td>\n",
       "        <td>158</td>\n",
       "        <td>None</td>\n",
       "        <td>158</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>159</td>\n",
       "        <td>795</td>\n",
       "        <td>19875</td>\n",
       "        <td>636</td>\n",
       "        <td>159</td>\n",
       "        <td>None</td>\n",
       "        <td>477</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>160</td>\n",
       "        <td>320</td>\n",
       "        <td>18560</td>\n",
       "        <td>640</td>\n",
       "        <td>320</td>\n",
       "        <td>None</td>\n",
       "        <td>320</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>161</td>\n",
       "        <td>805</td>\n",
       "        <td>27370</td>\n",
       "        <td>644</td>\n",
       "        <td>1127</td>\n",
       "        <td>None</td>\n",
       "        <td>1288</td>\n",
       "        <td>None</td>\n",
       "        <td>2898</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>162</td>\n",
       "        <td>162</td>\n",
       "        <td>11826</td>\n",
       "        <td>162</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>162</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>163</td>\n",
       "        <td>163</td>\n",
       "        <td>12551</td>\n",
       "        <td>163</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>163</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>164</td>\n",
       "        <td>164</td>\n",
       "        <td>12300</td>\n",
       "        <td>164</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>164</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>165</td>\n",
       "        <td>15015</td>\n",
       "        <td>296505</td>\n",
       "        <td>7425</td>\n",
       "        <td>6105</td>\n",
       "        <td>660</td>\n",
       "        <td>13695</td>\n",
       "        <td>None</td>\n",
       "        <td>3795</td>\n",
       "        <td>825</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>166</td>\n",
       "        <td>830</td>\n",
       "        <td>18260</td>\n",
       "        <td>498</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>498</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>167</td>\n",
       "        <td>2839</td>\n",
       "        <td>107047</td>\n",
       "        <td>2839</td>\n",
       "        <td>2338</td>\n",
       "        <td>167</td>\n",
       "        <td>4509</td>\n",
       "        <td>None</td>\n",
       "        <td>1336</td>\n",
       "        <td>167</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>168</td>\n",
       "        <td>1008</td>\n",
       "        <td>64176</td>\n",
       "        <td>1680</td>\n",
       "        <td>336</td>\n",
       "        <td>None</td>\n",
       "        <td>1680</td>\n",
       "        <td>None</td>\n",
       "        <td>1344</td>\n",
       "        <td>336</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>169</td>\n",
       "        <td>338</td>\n",
       "        <td>12675</td>\n",
       "        <td>338</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>338</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>170</td>\n",
       "        <td>9350</td>\n",
       "        <td>156740</td>\n",
       "        <td>3910</td>\n",
       "        <td>3910</td>\n",
       "        <td>510</td>\n",
       "        <td>5610</td>\n",
       "        <td>None</td>\n",
       "        <td>1020</td>\n",
       "        <td>850</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>171</td>\n",
       "        <td>513</td>\n",
       "        <td>11970</td>\n",
       "        <td>342</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>513</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>172</td>\n",
       "        <td>172</td>\n",
       "        <td>14104</td>\n",
       "        <td>344</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>172</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>173</td>\n",
       "        <td>None</td>\n",
       "        <td>11418</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>174</td>\n",
       "        <td>2262</td>\n",
       "        <td>76212</td>\n",
       "        <td>1566</td>\n",
       "        <td>870</td>\n",
       "        <td>None</td>\n",
       "        <td>2088</td>\n",
       "        <td>None</td>\n",
       "        <td>870</td>\n",
       "        <td>174</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>175</td>\n",
       "        <td>875</td>\n",
       "        <td>15925</td>\n",
       "        <td>175</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>175</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>176</td>\n",
       "        <td>528</td>\n",
       "        <td>15136</td>\n",
       "        <td>352</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>176</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>177</td>\n",
       "        <td>None</td>\n",
       "        <td>11682</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>178</td>\n",
       "        <td>712</td>\n",
       "        <td>38804</td>\n",
       "        <td>1780</td>\n",
       "        <td>178</td>\n",
       "        <td>None</td>\n",
       "        <td>890</td>\n",
       "        <td>None</td>\n",
       "        <td>178</td>\n",
       "        <td>178</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>179</td>\n",
       "        <td>2864</td>\n",
       "        <td>63366</td>\n",
       "        <td>2506</td>\n",
       "        <td>1253</td>\n",
       "        <td>None</td>\n",
       "        <td>1790</td>\n",
       "        <td>None</td>\n",
       "        <td>4833</td>\n",
       "        <td>895</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>180</td>\n",
       "        <td>1440</td>\n",
       "        <td>44460</td>\n",
       "        <td>1800</td>\n",
       "        <td>1080</td>\n",
       "        <td>None</td>\n",
       "        <td>2160</td>\n",
       "        <td>None</td>\n",
       "        <td>360</td>\n",
       "        <td>180</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>181</td>\n",
       "        <td>None</td>\n",
       "        <td>15023</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>182</td>\n",
       "        <td>910</td>\n",
       "        <td>25480</td>\n",
       "        <td>1092</td>\n",
       "        <td>728</td>\n",
       "        <td>None</td>\n",
       "        <td>1456</td>\n",
       "        <td>None</td>\n",
       "        <td>364</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>183</td>\n",
       "        <td>None</td>\n",
       "        <td>14457</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>184</td>\n",
       "        <td>552</td>\n",
       "        <td>55016</td>\n",
       "        <td>1472</td>\n",
       "        <td>184</td>\n",
       "        <td>None</td>\n",
       "        <td>1104</td>\n",
       "        <td>None</td>\n",
       "        <td>184</td>\n",
       "        <td>368</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>185</td>\n",
       "        <td>3515</td>\n",
       "        <td>100825</td>\n",
       "        <td>9620</td>\n",
       "        <td>1110</td>\n",
       "        <td>None</td>\n",
       "        <td>3515</td>\n",
       "        <td>None</td>\n",
       "        <td>1295</td>\n",
       "        <td>925</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>186</td>\n",
       "        <td>930</td>\n",
       "        <td>23436</td>\n",
       "        <td>1116</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>930</td>\n",
       "        <td>None</td>\n",
       "        <td>186</td>\n",
       "        <td>744</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>187</td>\n",
       "        <td>None</td>\n",
       "        <td>13277</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>188</td>\n",
       "        <td>752</td>\n",
       "        <td>23688</td>\n",
       "        <td>940</td>\n",
       "        <td>188</td>\n",
       "        <td>None</td>\n",
       "        <td>376</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>189</td>\n",
       "        <td>756</td>\n",
       "        <td>41013</td>\n",
       "        <td>1701</td>\n",
       "        <td>567</td>\n",
       "        <td>None</td>\n",
       "        <td>1701</td>\n",
       "        <td>None</td>\n",
       "        <td>567</td>\n",
       "        <td>189</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>190</td>\n",
       "        <td>9500</td>\n",
       "        <td>218310</td>\n",
       "        <td>6460</td>\n",
       "        <td>5130</td>\n",
       "        <td>None</td>\n",
       "        <td>15770</td>\n",
       "        <td>None</td>\n",
       "        <td>1900</td>\n",
       "        <td>760</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>191</td>\n",
       "        <td>None</td>\n",
       "        <td>16044</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>192</td>\n",
       "        <td>None</td>\n",
       "        <td>13440</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>193</td>\n",
       "        <td>772</td>\n",
       "        <td>17949</td>\n",
       "        <td>1737</td>\n",
       "        <td>772</td>\n",
       "        <td>None</td>\n",
       "        <td>965</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>194</td>\n",
       "        <td>582</td>\n",
       "        <td>23280</td>\n",
       "        <td>1552</td>\n",
       "        <td>388</td>\n",
       "        <td>None</td>\n",
       "        <td>776</td>\n",
       "        <td>None</td>\n",
       "        <td>194</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>195</td>\n",
       "        <td>195</td>\n",
       "        <td>18525</td>\n",
       "        <td>390</td>\n",
       "        <td>585</td>\n",
       "        <td>None</td>\n",
       "        <td>975</td>\n",
       "        <td>None</td>\n",
       "        <td>195</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>196</td>\n",
       "        <td>None</td>\n",
       "        <td>12936</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>197</td>\n",
       "        <td>None</td>\n",
       "        <td>13790</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>198</td>\n",
       "        <td>792</td>\n",
       "        <td>25938</td>\n",
       "        <td>792</td>\n",
       "        <td>792</td>\n",
       "        <td>None</td>\n",
       "        <td>1386</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>199</td>\n",
       "        <td>2189</td>\n",
       "        <td>43382</td>\n",
       "        <td>2587</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>597</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>200</td>\n",
       "        <td>None</td>\n",
       "        <td>16600</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>201</td>\n",
       "        <td>4623</td>\n",
       "        <td>173865</td>\n",
       "        <td>5025</td>\n",
       "        <td>3618</td>\n",
       "        <td>201</td>\n",
       "        <td>6030</td>\n",
       "        <td>None</td>\n",
       "        <td>3216</td>\n",
       "        <td>201</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>202</td>\n",
       "        <td>606</td>\n",
       "        <td>69084</td>\n",
       "        <td>202</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>404</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>203</td>\n",
       "        <td>812</td>\n",
       "        <td>24157</td>\n",
       "        <td>812</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>609</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>204</td>\n",
       "        <td>816</td>\n",
       "        <td>19992</td>\n",
       "        <td>816</td>\n",
       "        <td>204</td>\n",
       "        <td>None</td>\n",
       "        <td>1224</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>205</td>\n",
       "        <td>205</td>\n",
       "        <td>14965</td>\n",
       "        <td>410</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>205</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>206</td>\n",
       "        <td>None</td>\n",
       "        <td>14832</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>207</td>\n",
       "        <td>207</td>\n",
       "        <td>17595</td>\n",
       "        <td>414</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>621</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>208</td>\n",
       "        <td>416</td>\n",
       "        <td>16224</td>\n",
       "        <td>416</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>832</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>209</td>\n",
       "        <td>1672</td>\n",
       "        <td>38665</td>\n",
       "        <td>1463</td>\n",
       "        <td>836</td>\n",
       "        <td>None</td>\n",
       "        <td>1881</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>209</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>210</td>\n",
       "        <td>2730</td>\n",
       "        <td>141120</td>\n",
       "        <td>2100</td>\n",
       "        <td>1470</td>\n",
       "        <td>None</td>\n",
       "        <td>3150</td>\n",
       "        <td>None</td>\n",
       "        <td>4830</td>\n",
       "        <td>420</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>211</td>\n",
       "        <td>211</td>\n",
       "        <td>17513</td>\n",
       "        <td>422</td>\n",
       "        <td>211</td>\n",
       "        <td>None</td>\n",
       "        <td>422</td>\n",
       "        <td>None</td>\n",
       "        <td>422</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>212</td>\n",
       "        <td>None</td>\n",
       "        <td>15476</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>213</td>\n",
       "        <td>1491</td>\n",
       "        <td>44730</td>\n",
       "        <td>2130</td>\n",
       "        <td>1917</td>\n",
       "        <td>None</td>\n",
       "        <td>3621</td>\n",
       "        <td>None</td>\n",
       "        <td>213</td>\n",
       "        <td>213</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>214</td>\n",
       "        <td>642</td>\n",
       "        <td>20116</td>\n",
       "        <td>642</td>\n",
       "        <td>856</td>\n",
       "        <td>None</td>\n",
       "        <td>1070</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>215</td>\n",
       "        <td>645</td>\n",
       "        <td>18060</td>\n",
       "        <td>430</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>430</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>216</td>\n",
       "        <td>None</td>\n",
       "        <td>14688</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>217</td>\n",
       "        <td>2387</td>\n",
       "        <td>180544</td>\n",
       "        <td>6076</td>\n",
       "        <td>3689</td>\n",
       "        <td>None</td>\n",
       "        <td>9331</td>\n",
       "        <td>None</td>\n",
       "        <td>2604</td>\n",
       "        <td>1302</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>218</td>\n",
       "        <td>None</td>\n",
       "        <td>15696</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>219</td>\n",
       "        <td>657</td>\n",
       "        <td>20367</td>\n",
       "        <td>438</td>\n",
       "        <td>876</td>\n",
       "        <td>None</td>\n",
       "        <td>1095</td>\n",
       "        <td>None</td>\n",
       "        <td>219</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>220</td>\n",
       "        <td>440</td>\n",
       "        <td>19580</td>\n",
       "        <td>880</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>660</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>221</td>\n",
       "        <td>663</td>\n",
       "        <td>17680</td>\n",
       "        <td>442</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>221</td>\n",
       "        <td>None</td>\n",
       "        <td>221</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>222</td>\n",
       "        <td>2886</td>\n",
       "        <td>51060</td>\n",
       "        <td>1554</td>\n",
       "        <td>666</td>\n",
       "        <td>None</td>\n",
       "        <td>1776</td>\n",
       "        <td>None</td>\n",
       "        <td>666</td>\n",
       "        <td>222</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>223</td>\n",
       "        <td>446</td>\n",
       "        <td>30551</td>\n",
       "        <td>1338</td>\n",
       "        <td>446</td>\n",
       "        <td>None</td>\n",
       "        <td>1338</td>\n",
       "        <td>None</td>\n",
       "        <td>223</td>\n",
       "        <td>223</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>224</td>\n",
       "        <td>None</td>\n",
       "        <td>18368</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>225</td>\n",
       "        <td>1125</td>\n",
       "        <td>24750</td>\n",
       "        <td>1125</td>\n",
       "        <td>1125</td>\n",
       "        <td>None</td>\n",
       "        <td>900</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>226</td>\n",
       "        <td>226</td>\n",
       "        <td>18758</td>\n",
       "        <td>226</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>226</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>227</td>\n",
       "        <td>908</td>\n",
       "        <td>19749</td>\n",
       "        <td>454</td>\n",
       "        <td>908</td>\n",
       "        <td>None</td>\n",
       "        <td>1135</td>\n",
       "        <td>None</td>\n",
       "        <td>454</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>228</td>\n",
       "        <td>5244</td>\n",
       "        <td>148200</td>\n",
       "        <td>5928</td>\n",
       "        <td>5700</td>\n",
       "        <td>228</td>\n",
       "        <td>10260</td>\n",
       "        <td>None</td>\n",
       "        <td>456</td>\n",
       "        <td>228</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>229</td>\n",
       "        <td>None</td>\n",
       "        <td>16488</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>230</td>\n",
       "        <td>None</td>\n",
       "        <td>15640</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>231</td>\n",
       "        <td>231</td>\n",
       "        <td>18018</td>\n",
       "        <td>231</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>231</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>232</td>\n",
       "        <td>232</td>\n",
       "        <td>18560</td>\n",
       "        <td>464</td>\n",
       "        <td>232</td>\n",
       "        <td>None</td>\n",
       "        <td>464</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>233</td>\n",
       "        <td>1165</td>\n",
       "        <td>56619</td>\n",
       "        <td>2330</td>\n",
       "        <td>699</td>\n",
       "        <td>None</td>\n",
       "        <td>1864</td>\n",
       "        <td>None</td>\n",
       "        <td>1165</td>\n",
       "        <td>699</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>234</td>\n",
       "        <td>5616</td>\n",
       "        <td>93600</td>\n",
       "        <td>1872</td>\n",
       "        <td>1638</td>\n",
       "        <td>936</td>\n",
       "        <td>4212</td>\n",
       "        <td>None</td>\n",
       "        <td>7488</td>\n",
       "        <td>234</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>235</td>\n",
       "        <td>470</td>\n",
       "        <td>21150</td>\n",
       "        <td>940</td>\n",
       "        <td>235</td>\n",
       "        <td>None</td>\n",
       "        <td>705</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>236</td>\n",
       "        <td>708</td>\n",
       "        <td>33276</td>\n",
       "        <td>2832</td>\n",
       "        <td>236</td>\n",
       "        <td>None</td>\n",
       "        <td>1180</td>\n",
       "        <td>None</td>\n",
       "        <td>236</td>\n",
       "        <td>236</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>237</td>\n",
       "        <td>711</td>\n",
       "        <td>31284</td>\n",
       "        <td>711</td>\n",
       "        <td>474</td>\n",
       "        <td>None</td>\n",
       "        <td>474</td>\n",
       "        <td>None</td>\n",
       "        <td>474</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>238</td>\n",
       "        <td>238</td>\n",
       "        <td>16898</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>238</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>239</td>\n",
       "        <td>956</td>\n",
       "        <td>27724</td>\n",
       "        <td>717</td>\n",
       "        <td>478</td>\n",
       "        <td>None</td>\n",
       "        <td>717</td>\n",
       "        <td>None</td>\n",
       "        <td>478</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>240</td>\n",
       "        <td>240</td>\n",
       "        <td>21840</td>\n",
       "        <td>240</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>240</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>241</td>\n",
       "        <td>1205</td>\n",
       "        <td>92544</td>\n",
       "        <td>2651</td>\n",
       "        <td>1205</td>\n",
       "        <td>None</td>\n",
       "        <td>2410</td>\n",
       "        <td>None</td>\n",
       "        <td>3856</td>\n",
       "        <td>482</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>242</td>\n",
       "        <td>2178</td>\n",
       "        <td>99946</td>\n",
       "        <td>3630</td>\n",
       "        <td>726</td>\n",
       "        <td>None</td>\n",
       "        <td>2178</td>\n",
       "        <td>None</td>\n",
       "        <td>2178</td>\n",
       "        <td>1452</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>243</td>\n",
       "        <td>243</td>\n",
       "        <td>20898</td>\n",
       "        <td>486</td>\n",
       "        <td>243</td>\n",
       "        <td>None</td>\n",
       "        <td>486</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>244</td>\n",
       "        <td>1464</td>\n",
       "        <td>60512</td>\n",
       "        <td>1708</td>\n",
       "        <td>976</td>\n",
       "        <td>None</td>\n",
       "        <td>1708</td>\n",
       "        <td>None</td>\n",
       "        <td>1952</td>\n",
       "        <td>488</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>245</td>\n",
       "        <td>None</td>\n",
       "        <td>17885</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>246</td>\n",
       "        <td>27798</td>\n",
       "        <td>594336</td>\n",
       "        <td>9840</td>\n",
       "        <td>8856</td>\n",
       "        <td>3444</td>\n",
       "        <td>17712</td>\n",
       "        <td>246</td>\n",
       "        <td>5658</td>\n",
       "        <td>738</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>247</td>\n",
       "        <td>494</td>\n",
       "        <td>24947</td>\n",
       "        <td>741</td>\n",
       "        <td>494</td>\n",
       "        <td>None</td>\n",
       "        <td>1482</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>248</td>\n",
       "        <td>None</td>\n",
       "        <td>19344</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>249</td>\n",
       "        <td>None</td>\n",
       "        <td>16932</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>250</td>\n",
       "        <td>5000</td>\n",
       "        <td>103500</td>\n",
       "        <td>3000</td>\n",
       "        <td>1750</td>\n",
       "        <td>250</td>\n",
       "        <td>5000</td>\n",
       "        <td>None</td>\n",
       "        <td>2250</td>\n",
       "        <td>750</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>251</td>\n",
       "        <td>251</td>\n",
       "        <td>18072</td>\n",
       "        <td>251</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>251</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>252</td>\n",
       "        <td>756</td>\n",
       "        <td>22680</td>\n",
       "        <td>756</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>504</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>253</td>\n",
       "        <td>2024</td>\n",
       "        <td>41745</td>\n",
       "        <td>759</td>\n",
       "        <td>1265</td>\n",
       "        <td>253</td>\n",
       "        <td>2783</td>\n",
       "        <td>253</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>254</td>\n",
       "        <td>4826</td>\n",
       "        <td>172466</td>\n",
       "        <td>3302</td>\n",
       "        <td>2286</td>\n",
       "        <td>None</td>\n",
       "        <td>5334</td>\n",
       "        <td>None</td>\n",
       "        <td>3302</td>\n",
       "        <td>762</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>255</td>\n",
       "        <td>510</td>\n",
       "        <td>66555</td>\n",
       "        <td>1785</td>\n",
       "        <td>255</td>\n",
       "        <td>None</td>\n",
       "        <td>1275</td>\n",
       "        <td>None</td>\n",
       "        <td>255</td>\n",
       "        <td>255</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>256</td>\n",
       "        <td>512</td>\n",
       "        <td>30976</td>\n",
       "        <td>768</td>\n",
       "        <td>1280</td>\n",
       "        <td>None</td>\n",
       "        <td>1280</td>\n",
       "        <td>None</td>\n",
       "        <td>256</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>257</td>\n",
       "        <td>None</td>\n",
       "        <td>17476</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>258</td>\n",
       "        <td>1806</td>\n",
       "        <td>46698</td>\n",
       "        <td>2322</td>\n",
       "        <td>774</td>\n",
       "        <td>None</td>\n",
       "        <td>2322</td>\n",
       "        <td>None</td>\n",
       "        <td>1032</td>\n",
       "        <td>516</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>259</td>\n",
       "        <td>9324</td>\n",
       "        <td>130018</td>\n",
       "        <td>5180</td>\n",
       "        <td>4403</td>\n",
       "        <td>777</td>\n",
       "        <td>6734</td>\n",
       "        <td>None</td>\n",
       "        <td>4144</td>\n",
       "        <td>259</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>260</td>\n",
       "        <td>1040</td>\n",
       "        <td>25480</td>\n",
       "        <td>2340</td>\n",
       "        <td>520</td>\n",
       "        <td>None</td>\n",
       "        <td>1040</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>261</td>\n",
       "        <td>522</td>\n",
       "        <td>18531</td>\n",
       "        <td>261</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>522</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>262</td>\n",
       "        <td>3668</td>\n",
       "        <td>147244</td>\n",
       "        <td>2620</td>\n",
       "        <td>2358</td>\n",
       "        <td>262</td>\n",
       "        <td>6026</td>\n",
       "        <td>None</td>\n",
       "        <td>3668</td>\n",
       "        <td>262</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>263</td>\n",
       "        <td>526</td>\n",
       "        <td>75744</td>\n",
       "        <td>1315</td>\n",
       "        <td>263</td>\n",
       "        <td>None</td>\n",
       "        <td>1315</td>\n",
       "        <td>None</td>\n",
       "        <td>263</td>\n",
       "        <td>263</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>264</td>\n",
       "        <td>264</td>\n",
       "        <td>22440</td>\n",
       "        <td>264</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>264</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>265</td>\n",
       "        <td>1060</td>\n",
       "        <td>31270</td>\n",
       "        <td>1060</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>530</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>266</td>\n",
       "        <td>17024</td>\n",
       "        <td>229026</td>\n",
       "        <td>6384</td>\n",
       "        <td>6650</td>\n",
       "        <td>798</td>\n",
       "        <td>17822</td>\n",
       "        <td>532</td>\n",
       "        <td>2660</td>\n",
       "        <td>798</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>267</td>\n",
       "        <td>1869</td>\n",
       "        <td>30972</td>\n",
       "        <td>534</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>534</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>268</td>\n",
       "        <td>4288</td>\n",
       "        <td>103716</td>\n",
       "        <td>3216</td>\n",
       "        <td>1876</td>\n",
       "        <td>None</td>\n",
       "        <td>3484</td>\n",
       "        <td>None</td>\n",
       "        <td>9112</td>\n",
       "        <td>268</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>269</td>\n",
       "        <td>538</td>\n",
       "        <td>19906</td>\n",
       "        <td>269</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>270</td>\n",
       "        <td>1080</td>\n",
       "        <td>102600</td>\n",
       "        <td>2160</td>\n",
       "        <td>270</td>\n",
       "        <td>None</td>\n",
       "        <td>1080</td>\n",
       "        <td>None</td>\n",
       "        <td>270</td>\n",
       "        <td>270</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>271</td>\n",
       "        <td>4878</td>\n",
       "        <td>82384</td>\n",
       "        <td>3794</td>\n",
       "        <td>3252</td>\n",
       "        <td>None</td>\n",
       "        <td>7859</td>\n",
       "        <td>None</td>\n",
       "        <td>271</td>\n",
       "        <td>542</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>272</td>\n",
       "        <td>1904</td>\n",
       "        <td>46784</td>\n",
       "        <td>2448</td>\n",
       "        <td>1360</td>\n",
       "        <td>None</td>\n",
       "        <td>3264</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>273</td>\n",
       "        <td>1092</td>\n",
       "        <td>20748</td>\n",
       "        <td>546</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>546</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>274</td>\n",
       "        <td>7124</td>\n",
       "        <td>166044</td>\n",
       "        <td>4658</td>\n",
       "        <td>1918</td>\n",
       "        <td>822</td>\n",
       "        <td>5480</td>\n",
       "        <td>None</td>\n",
       "        <td>3014</td>\n",
       "        <td>548</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>275</td>\n",
       "        <td>825</td>\n",
       "        <td>24750</td>\n",
       "        <td>825</td>\n",
       "        <td>825</td>\n",
       "        <td>None</td>\n",
       "        <td>1375</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>276</td>\n",
       "        <td>None</td>\n",
       "        <td>19872</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>277</td>\n",
       "        <td>12742</td>\n",
       "        <td>117725</td>\n",
       "        <td>4155</td>\n",
       "        <td>1939</td>\n",
       "        <td>None</td>\n",
       "        <td>4709</td>\n",
       "        <td>None</td>\n",
       "        <td>3878</td>\n",
       "        <td>554</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>278</td>\n",
       "        <td>1668</td>\n",
       "        <td>54766</td>\n",
       "        <td>2224</td>\n",
       "        <td>1946</td>\n",
       "        <td>None</td>\n",
       "        <td>3058</td>\n",
       "        <td>None</td>\n",
       "        <td>556</td>\n",
       "        <td>834</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>279</td>\n",
       "        <td>None</td>\n",
       "        <td>18414</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>280</td>\n",
       "        <td>1400</td>\n",
       "        <td>29400</td>\n",
       "        <td>1680</td>\n",
       "        <td>1120</td>\n",
       "        <td>None</td>\n",
       "        <td>1680</td>\n",
       "        <td>None</td>\n",
       "        <td>560</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>281</td>\n",
       "        <td>562</td>\n",
       "        <td>23604</td>\n",
       "        <td>1124</td>\n",
       "        <td>281</td>\n",
       "        <td>None</td>\n",
       "        <td>1124</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>282</td>\n",
       "        <td>1692</td>\n",
       "        <td>62322</td>\n",
       "        <td>2538</td>\n",
       "        <td>1692</td>\n",
       "        <td>None</td>\n",
       "        <td>3948</td>\n",
       "        <td>None</td>\n",
       "        <td>564</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>283</td>\n",
       "        <td>None</td>\n",
       "        <td>20376</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>284</td>\n",
       "        <td>8520</td>\n",
       "        <td>194256</td>\n",
       "        <td>7100</td>\n",
       "        <td>5112</td>\n",
       "        <td>None</td>\n",
       "        <td>10792</td>\n",
       "        <td>None</td>\n",
       "        <td>6532</td>\n",
       "        <td>568</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>285</td>\n",
       "        <td>855</td>\n",
       "        <td>39900</td>\n",
       "        <td>1710</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1425</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>286</td>\n",
       "        <td>9438</td>\n",
       "        <td>90376</td>\n",
       "        <td>3146</td>\n",
       "        <td>2574</td>\n",
       "        <td>None</td>\n",
       "        <td>4004</td>\n",
       "        <td>None</td>\n",
       "        <td>4004</td>\n",
       "        <td>286</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>287</td>\n",
       "        <td>2009</td>\n",
       "        <td>31283</td>\n",
       "        <td>1435</td>\n",
       "        <td>287</td>\n",
       "        <td>None</td>\n",
       "        <td>1148</td>\n",
       "        <td>None</td>\n",
       "        <td>287</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>288</td>\n",
       "        <td>576</td>\n",
       "        <td>23616</td>\n",
       "        <td>1152</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>864</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>289</td>\n",
       "        <td>5202</td>\n",
       "        <td>143633</td>\n",
       "        <td>4913</td>\n",
       "        <td>2023</td>\n",
       "        <td>None</td>\n",
       "        <td>3757</td>\n",
       "        <td>None</td>\n",
       "        <td>6936</td>\n",
       "        <td>289</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>290</td>\n",
       "        <td>21170</td>\n",
       "        <td>470090</td>\n",
       "        <td>10730</td>\n",
       "        <td>7540</td>\n",
       "        <td>1160</td>\n",
       "        <td>21170</td>\n",
       "        <td>None</td>\n",
       "        <td>5510</td>\n",
       "        <td>870</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>291</td>\n",
       "        <td>582</td>\n",
       "        <td>28809</td>\n",
       "        <td>873</td>\n",
       "        <td>291</td>\n",
       "        <td>None</td>\n",
       "        <td>873</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>291</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>292</td>\n",
       "        <td>292</td>\n",
       "        <td>24236</td>\n",
       "        <td>292</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>292</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>293</td>\n",
       "        <td>879</td>\n",
       "        <td>21096</td>\n",
       "        <td>293</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>293</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>294</td>\n",
       "        <td>9114</td>\n",
       "        <td>140238</td>\n",
       "        <td>8232</td>\n",
       "        <td>3822</td>\n",
       "        <td>None</td>\n",
       "        <td>6468</td>\n",
       "        <td>294</td>\n",
       "        <td>4116</td>\n",
       "        <td>588</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>295</td>\n",
       "        <td>885</td>\n",
       "        <td>51035</td>\n",
       "        <td>1180</td>\n",
       "        <td>590</td>\n",
       "        <td>None</td>\n",
       "        <td>1475</td>\n",
       "        <td>None</td>\n",
       "        <td>1180</td>\n",
       "        <td>295</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>296</td>\n",
       "        <td>2072</td>\n",
       "        <td>36112</td>\n",
       "        <td>2072</td>\n",
       "        <td>592</td>\n",
       "        <td>None</td>\n",
       "        <td>1480</td>\n",
       "        <td>None</td>\n",
       "        <td>592</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>297</td>\n",
       "        <td>297</td>\n",
       "        <td>31779</td>\n",
       "        <td>594</td>\n",
       "        <td>594</td>\n",
       "        <td>None</td>\n",
       "        <td>891</td>\n",
       "        <td>None</td>\n",
       "        <td>2079</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>298</td>\n",
       "        <td>1192</td>\n",
       "        <td>56620</td>\n",
       "        <td>1192</td>\n",
       "        <td>298</td>\n",
       "        <td>None</td>\n",
       "        <td>1192</td>\n",
       "        <td>None</td>\n",
       "        <td>298</td>\n",
       "        <td>596</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>299</td>\n",
       "        <td>2392</td>\n",
       "        <td>75946</td>\n",
       "        <td>2691</td>\n",
       "        <td>2392</td>\n",
       "        <td>598</td>\n",
       "        <td>4485</td>\n",
       "        <td>None</td>\n",
       "        <td>2990</td>\n",
       "        <td>1495</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>300</td>\n",
       "        <td>None</td>\n",
       "        <td>21600</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>301</td>\n",
       "        <td>2408</td>\n",
       "        <td>152306</td>\n",
       "        <td>3010</td>\n",
       "        <td>2107</td>\n",
       "        <td>None</td>\n",
       "        <td>4515</td>\n",
       "        <td>None</td>\n",
       "        <td>1806</td>\n",
       "        <td>903</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>302</td>\n",
       "        <td>302</td>\n",
       "        <td>25670</td>\n",
       "        <td>302</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>604</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>303</td>\n",
       "        <td>5151</td>\n",
       "        <td>71508</td>\n",
       "        <td>909</td>\n",
       "        <td>1818</td>\n",
       "        <td>None</td>\n",
       "        <td>1818</td>\n",
       "        <td>None</td>\n",
       "        <td>606</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>304</td>\n",
       "        <td>None</td>\n",
       "        <td>10944</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>305</td>\n",
       "        <td>915</td>\n",
       "        <td>14945</td>\n",
       "        <td>610</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>305</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>306</td>\n",
       "        <td>2142</td>\n",
       "        <td>32436</td>\n",
       "        <td>1224</td>\n",
       "        <td>1836</td>\n",
       "        <td>None</td>\n",
       "        <td>2754</td>\n",
       "        <td>None</td>\n",
       "        <td>612</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>307</td>\n",
       "        <td>614</td>\n",
       "        <td>27630</td>\n",
       "        <td>1228</td>\n",
       "        <td>1842</td>\n",
       "        <td>None</td>\n",
       "        <td>2149</td>\n",
       "        <td>None</td>\n",
       "        <td>307</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>308</td>\n",
       "        <td>308</td>\n",
       "        <td>12628</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>308</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>309</td>\n",
       "        <td>927</td>\n",
       "        <td>17613</td>\n",
       "        <td>618</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>310</td>\n",
       "        <td>None</td>\n",
       "        <td>12710</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>311</td>\n",
       "        <td>933</td>\n",
       "        <td>13684</td>\n",
       "        <td>622</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>622</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>312</td>\n",
       "        <td>None</td>\n",
       "        <td>12792</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>313</td>\n",
       "        <td>626</td>\n",
       "        <td>20032</td>\n",
       "        <td>626</td>\n",
       "        <td>313</td>\n",
       "        <td>None</td>\n",
       "        <td>1252</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>314</td>\n",
       "        <td>None</td>\n",
       "        <td>13188</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>315</td>\n",
       "        <td>630</td>\n",
       "        <td>16380</td>\n",
       "        <td>630</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>630</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>316</td>\n",
       "        <td>None</td>\n",
       "        <td>16432</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>317</td>\n",
       "        <td>951</td>\n",
       "        <td>17435</td>\n",
       "        <td>951</td>\n",
       "        <td>317</td>\n",
       "        <td>None</td>\n",
       "        <td>634</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>318</td>\n",
       "        <td>636</td>\n",
       "        <td>11766</td>\n",
       "        <td>636</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>318</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>319</td>\n",
       "        <td>2871</td>\n",
       "        <td>43065</td>\n",
       "        <td>957</td>\n",
       "        <td>1276</td>\n",
       "        <td>None</td>\n",
       "        <td>1595</td>\n",
       "        <td>None</td>\n",
       "        <td>4785</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>320</td>\n",
       "        <td>640</td>\n",
       "        <td>21760</td>\n",
       "        <td>640</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>640</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>321</td>\n",
       "        <td>None</td>\n",
       "        <td>15408</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>322</td>\n",
       "        <td>322</td>\n",
       "        <td>13524</td>\n",
       "        <td>322</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>322</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>323</td>\n",
       "        <td>None</td>\n",
       "        <td>13243</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>324</td>\n",
       "        <td>None</td>\n",
       "        <td>15228</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>325</td>\n",
       "        <td>None</td>\n",
       "        <td>13325</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>326</td>\n",
       "        <td>None</td>\n",
       "        <td>15322</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>327</td>\n",
       "        <td>None</td>\n",
       "        <td>12099</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>328</td>\n",
       "        <td>6888</td>\n",
       "        <td>169904</td>\n",
       "        <td>9840</td>\n",
       "        <td>9840</td>\n",
       "        <td>328</td>\n",
       "        <td>12792</td>\n",
       "        <td>None</td>\n",
       "        <td>2952</td>\n",
       "        <td>328</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>329</td>\n",
       "        <td>None</td>\n",
       "        <td>17108</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>330</td>\n",
       "        <td>660</td>\n",
       "        <td>16170</td>\n",
       "        <td>1980</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>330</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>331</td>\n",
       "        <td>3310</td>\n",
       "        <td>70503</td>\n",
       "        <td>2317</td>\n",
       "        <td>1986</td>\n",
       "        <td>331</td>\n",
       "        <td>4965</td>\n",
       "        <td>None</td>\n",
       "        <td>6620</td>\n",
       "        <td>1655</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>332</td>\n",
       "        <td>996</td>\n",
       "        <td>22576</td>\n",
       "        <td>664</td>\n",
       "        <td>1328</td>\n",
       "        <td>None</td>\n",
       "        <td>1660</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>333</td>\n",
       "        <td>333</td>\n",
       "        <td>17316</td>\n",
       "        <td>666</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>333</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>334</td>\n",
       "        <td>2672</td>\n",
       "        <td>22378</td>\n",
       "        <td>668</td>\n",
       "        <td>334</td>\n",
       "        <td>None</td>\n",
       "        <td>1670</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>335</td>\n",
       "        <td>None</td>\n",
       "        <td>18090</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>336</td>\n",
       "        <td>None</td>\n",
       "        <td>16128</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>337</td>\n",
       "        <td>None</td>\n",
       "        <td>13817</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>338</td>\n",
       "        <td>None</td>\n",
       "        <td>16224</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>339</td>\n",
       "        <td>1356</td>\n",
       "        <td>32883</td>\n",
       "        <td>1017</td>\n",
       "        <td>339</td>\n",
       "        <td>None</td>\n",
       "        <td>4407</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>340</td>\n",
       "        <td>3400</td>\n",
       "        <td>111180</td>\n",
       "        <td>7480</td>\n",
       "        <td>7820</td>\n",
       "        <td>340</td>\n",
       "        <td>17340</td>\n",
       "        <td>None</td>\n",
       "        <td>1700</td>\n",
       "        <td>340</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>341</td>\n",
       "        <td>8184</td>\n",
       "        <td>108779</td>\n",
       "        <td>7843</td>\n",
       "        <td>7502</td>\n",
       "        <td>None</td>\n",
       "        <td>17391</td>\n",
       "        <td>None</td>\n",
       "        <td>2046</td>\n",
       "        <td>341</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>342</td>\n",
       "        <td>1026</td>\n",
       "        <td>18468</td>\n",
       "        <td>1026</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>684</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>343</td>\n",
       "        <td>1715</td>\n",
       "        <td>18865</td>\n",
       "        <td>1715</td>\n",
       "        <td>1372</td>\n",
       "        <td>None</td>\n",
       "        <td>1715</td>\n",
       "        <td>None</td>\n",
       "        <td>343</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>344</td>\n",
       "        <td>23392</td>\n",
       "        <td>540424</td>\n",
       "        <td>15136</td>\n",
       "        <td>13416</td>\n",
       "        <td>1032</td>\n",
       "        <td>20296</td>\n",
       "        <td>None</td>\n",
       "        <td>3784</td>\n",
       "        <td>344</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>345</td>\n",
       "        <td>None</td>\n",
       "        <td>17940</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>346</td>\n",
       "        <td>4152</td>\n",
       "        <td>70584</td>\n",
       "        <td>3114</td>\n",
       "        <td>1384</td>\n",
       "        <td>None</td>\n",
       "        <td>2768</td>\n",
       "        <td>None</td>\n",
       "        <td>2422</td>\n",
       "        <td>346</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>347</td>\n",
       "        <td>9022</td>\n",
       "        <td>646114</td>\n",
       "        <td>7287</td>\n",
       "        <td>7981</td>\n",
       "        <td>2776</td>\n",
       "        <td>20820</td>\n",
       "        <td>694</td>\n",
       "        <td>5552</td>\n",
       "        <td>347</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>348</td>\n",
       "        <td>2436</td>\n",
       "        <td>78300</td>\n",
       "        <td>2784</td>\n",
       "        <td>2088</td>\n",
       "        <td>None</td>\n",
       "        <td>3480</td>\n",
       "        <td>None</td>\n",
       "        <td>4524</td>\n",
       "        <td>348</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>349</td>\n",
       "        <td>1396</td>\n",
       "        <td>61075</td>\n",
       "        <td>2792</td>\n",
       "        <td>1396</td>\n",
       "        <td>None</td>\n",
       "        <td>2792</td>\n",
       "        <td>None</td>\n",
       "        <td>1047</td>\n",
       "        <td>698</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>350</td>\n",
       "        <td>350</td>\n",
       "        <td>15400</td>\n",
       "        <td>350</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>700</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>351</td>\n",
       "        <td>2106</td>\n",
       "        <td>78273</td>\n",
       "        <td>2457</td>\n",
       "        <td>2808</td>\n",
       "        <td>351</td>\n",
       "        <td>5967</td>\n",
       "        <td>None</td>\n",
       "        <td>1053</td>\n",
       "        <td>351</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>352</td>\n",
       "        <td>None</td>\n",
       "        <td>13024</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>353</td>\n",
       "        <td>7060</td>\n",
       "        <td>93192</td>\n",
       "        <td>3883</td>\n",
       "        <td>2824</td>\n",
       "        <td>353</td>\n",
       "        <td>6354</td>\n",
       "        <td>None</td>\n",
       "        <td>4589</td>\n",
       "        <td>706</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>354</td>\n",
       "        <td>2832</td>\n",
       "        <td>52392</td>\n",
       "        <td>2832</td>\n",
       "        <td>1416</td>\n",
       "        <td>None</td>\n",
       "        <td>2832</td>\n",
       "        <td>None</td>\n",
       "        <td>354</td>\n",
       "        <td>708</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>355</td>\n",
       "        <td>None</td>\n",
       "        <td>18460</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>356</td>\n",
       "        <td>712</td>\n",
       "        <td>49840</td>\n",
       "        <td>3204</td>\n",
       "        <td>356</td>\n",
       "        <td>None</td>\n",
       "        <td>2136</td>\n",
       "        <td>None</td>\n",
       "        <td>712</td>\n",
       "        <td>712</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>357</td>\n",
       "        <td>357</td>\n",
       "        <td>13209</td>\n",
       "        <td>357</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>357</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>358</td>\n",
       "        <td>None</td>\n",
       "        <td>18616</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>359</td>\n",
       "        <td>1077</td>\n",
       "        <td>25130</td>\n",
       "        <td>1077</td>\n",
       "        <td>359</td>\n",
       "        <td>None</td>\n",
       "        <td>718</td>\n",
       "        <td>None</td>\n",
       "        <td>718</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>360</td>\n",
       "        <td>None</td>\n",
       "        <td>14760</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>361</td>\n",
       "        <td>2527</td>\n",
       "        <td>78698</td>\n",
       "        <td>4332</td>\n",
       "        <td>722</td>\n",
       "        <td>None</td>\n",
       "        <td>2527</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>362</td>\n",
       "        <td>14480</td>\n",
       "        <td>171950</td>\n",
       "        <td>5792</td>\n",
       "        <td>4706</td>\n",
       "        <td>362</td>\n",
       "        <td>7964</td>\n",
       "        <td>None</td>\n",
       "        <td>1086</td>\n",
       "        <td>362</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>363</td>\n",
       "        <td>7260</td>\n",
       "        <td>116886</td>\n",
       "        <td>7986</td>\n",
       "        <td>7623</td>\n",
       "        <td>726</td>\n",
       "        <td>13431</td>\n",
       "        <td>None</td>\n",
       "        <td>363</td>\n",
       "        <td>726</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>364</td>\n",
       "        <td>None</td>\n",
       "        <td>14560</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>365</td>\n",
       "        <td>None</td>\n",
       "        <td>17520</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>366</td>\n",
       "        <td>None</td>\n",
       "        <td>13176</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>367</td>\n",
       "        <td>1835</td>\n",
       "        <td>33030</td>\n",
       "        <td>1101</td>\n",
       "        <td>367</td>\n",
       "        <td>367</td>\n",
       "        <td>2202</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>368</td>\n",
       "        <td>None</td>\n",
       "        <td>20240</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>369</td>\n",
       "        <td>36900</td>\n",
       "        <td>319554</td>\n",
       "        <td>14022</td>\n",
       "        <td>15498</td>\n",
       "        <td>1476</td>\n",
       "        <td>30258</td>\n",
       "        <td>None</td>\n",
       "        <td>1476</td>\n",
       "        <td>738</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>370</td>\n",
       "        <td>370</td>\n",
       "        <td>19610</td>\n",
       "        <td>740</td>\n",
       "        <td>370</td>\n",
       "        <td>None</td>\n",
       "        <td>370</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>371</td>\n",
       "        <td>None</td>\n",
       "        <td>13727</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>372</td>\n",
       "        <td>2604</td>\n",
       "        <td>99696</td>\n",
       "        <td>2976</td>\n",
       "        <td>2976</td>\n",
       "        <td>None</td>\n",
       "        <td>5952</td>\n",
       "        <td>None</td>\n",
       "        <td>372</td>\n",
       "        <td>744</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>373</td>\n",
       "        <td>373</td>\n",
       "        <td>26856</td>\n",
       "        <td>1119</td>\n",
       "        <td>1119</td>\n",
       "        <td>None</td>\n",
       "        <td>1492</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>374</td>\n",
       "        <td>4114</td>\n",
       "        <td>91630</td>\n",
       "        <td>4114</td>\n",
       "        <td>1870</td>\n",
       "        <td>None</td>\n",
       "        <td>3366</td>\n",
       "        <td>None</td>\n",
       "        <td>8228</td>\n",
       "        <td>748</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>375</td>\n",
       "        <td>375</td>\n",
       "        <td>40500</td>\n",
       "        <td>1875</td>\n",
       "        <td>2250</td>\n",
       "        <td>None</td>\n",
       "        <td>3375</td>\n",
       "        <td>None</td>\n",
       "        <td>375</td>\n",
       "        <td>750</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>376</td>\n",
       "        <td>1880</td>\n",
       "        <td>65800</td>\n",
       "        <td>2632</td>\n",
       "        <td>2632</td>\n",
       "        <td>None</td>\n",
       "        <td>5640</td>\n",
       "        <td>None</td>\n",
       "        <td>3384</td>\n",
       "        <td>376</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>377</td>\n",
       "        <td>4901</td>\n",
       "        <td>189631</td>\n",
       "        <td>11687</td>\n",
       "        <td>9802</td>\n",
       "        <td>None</td>\n",
       "        <td>8671</td>\n",
       "        <td>None</td>\n",
       "        <td>3770</td>\n",
       "        <td>754</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>378</td>\n",
       "        <td>6048</td>\n",
       "        <td>128142</td>\n",
       "        <td>3402</td>\n",
       "        <td>2268</td>\n",
       "        <td>None</td>\n",
       "        <td>6804</td>\n",
       "        <td>None</td>\n",
       "        <td>8316</td>\n",
       "        <td>756</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>379</td>\n",
       "        <td>379</td>\n",
       "        <td>19329</td>\n",
       "        <td>758</td>\n",
       "        <td>1516</td>\n",
       "        <td>None</td>\n",
       "        <td>1895</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>380</td>\n",
       "        <td>None</td>\n",
       "        <td>19380</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>381</td>\n",
       "        <td>8763</td>\n",
       "        <td>123444</td>\n",
       "        <td>7239</td>\n",
       "        <td>5715</td>\n",
       "        <td>381</td>\n",
       "        <td>11049</td>\n",
       "        <td>None</td>\n",
       "        <td>381</td>\n",
       "        <td>1524</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>382</td>\n",
       "        <td>8786</td>\n",
       "        <td>159676</td>\n",
       "        <td>9932</td>\n",
       "        <td>10314</td>\n",
       "        <td>382</td>\n",
       "        <td>17954</td>\n",
       "        <td>None</td>\n",
       "        <td>6112</td>\n",
       "        <td>382</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>383</td>\n",
       "        <td>16086</td>\n",
       "        <td>339721</td>\n",
       "        <td>11873</td>\n",
       "        <td>11490</td>\n",
       "        <td>1915</td>\n",
       "        <td>30257</td>\n",
       "        <td>None</td>\n",
       "        <td>4213</td>\n",
       "        <td>766</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>384</td>\n",
       "        <td>768</td>\n",
       "        <td>21888</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>768</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>385</td>\n",
       "        <td>9240</td>\n",
       "        <td>251020</td>\n",
       "        <td>10395</td>\n",
       "        <td>11550</td>\n",
       "        <td>770</td>\n",
       "        <td>25795</td>\n",
       "        <td>1540</td>\n",
       "        <td>385</td>\n",
       "        <td>385</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>386</td>\n",
       "        <td>1158</td>\n",
       "        <td>25090</td>\n",
       "        <td>1158</td>\n",
       "        <td>1544</td>\n",
       "        <td>None</td>\n",
       "        <td>1544</td>\n",
       "        <td>None</td>\n",
       "        <td>1158</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>387</td>\n",
       "        <td>2322</td>\n",
       "        <td>109134</td>\n",
       "        <td>6192</td>\n",
       "        <td>6966</td>\n",
       "        <td>387</td>\n",
       "        <td>15093</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>388</td>\n",
       "        <td>388</td>\n",
       "        <td>21340</td>\n",
       "        <td>776</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>388</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>389</td>\n",
       "        <td>None</td>\n",
       "        <td>13615</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>390</td>\n",
       "        <td>3900</td>\n",
       "        <td>42900</td>\n",
       "        <td>2340</td>\n",
       "        <td>780</td>\n",
       "        <td>None</td>\n",
       "        <td>2340</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>391</td>\n",
       "        <td>391</td>\n",
       "        <td>391</td>\n",
       "        <td>391</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>391</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>392</td>\n",
       "        <td>784</td>\n",
       "        <td>20776</td>\n",
       "        <td>1568</td>\n",
       "        <td>784</td>\n",
       "        <td>None</td>\n",
       "        <td>2352</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>784</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>393</td>\n",
       "        <td>None</td>\n",
       "        <td>4716</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>394</td>\n",
       "        <td>788</td>\n",
       "        <td>9850</td>\n",
       "        <td>1182</td>\n",
       "        <td>394</td>\n",
       "        <td>None</td>\n",
       "        <td>788</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>395</td>\n",
       "        <td>395</td>\n",
       "        <td>7110</td>\n",
       "        <td>790</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>396</td>\n",
       "        <td>792</td>\n",
       "        <td>7920</td>\n",
       "        <td>1188</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>396</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>397</td>\n",
       "        <td>794</td>\n",
       "        <td>7146</td>\n",
       "        <td>1191</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>397</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>398</td>\n",
       "        <td>796</td>\n",
       "        <td>6368</td>\n",
       "        <td>796</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>398</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>399</td>\n",
       "        <td>None</td>\n",
       "        <td>4788</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>400</td>\n",
       "        <td>5600</td>\n",
       "        <td>44800</td>\n",
       "        <td>1200</td>\n",
       "        <td>2800</td>\n",
       "        <td>None</td>\n",
       "        <td>4000</td>\n",
       "        <td>None</td>\n",
       "        <td>3200</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>401</td>\n",
       "        <td>None</td>\n",
       "        <td>4812</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>402</td>\n",
       "        <td>804</td>\n",
       "        <td>8040</td>\n",
       "        <td>804</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1206</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>403</td>\n",
       "        <td>None</td>\n",
       "        <td>4836</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>404</td>\n",
       "        <td>808</td>\n",
       "        <td>12524</td>\n",
       "        <td>2020</td>\n",
       "        <td>404</td>\n",
       "        <td>None</td>\n",
       "        <td>808</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>405</td>\n",
       "        <td>None</td>\n",
       "        <td>4860</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>406</td>\n",
       "        <td>2030</td>\n",
       "        <td>26796</td>\n",
       "        <td>2030</td>\n",
       "        <td>812</td>\n",
       "        <td>None</td>\n",
       "        <td>1624</td>\n",
       "        <td>None</td>\n",
       "        <td>812</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>407</td>\n",
       "        <td>407</td>\n",
       "        <td>5698</td>\n",
       "        <td>814</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>407</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>408</td>\n",
       "        <td>None</td>\n",
       "        <td>4896</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>409</td>\n",
       "        <td>15542</td>\n",
       "        <td>195502</td>\n",
       "        <td>4908</td>\n",
       "        <td>3681</td>\n",
       "        <td>409</td>\n",
       "        <td>13906</td>\n",
       "        <td>None</td>\n",
       "        <td>6544</td>\n",
       "        <td>818</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>410</td>\n",
       "        <td>4510</td>\n",
       "        <td>43460</td>\n",
       "        <td>2870</td>\n",
       "        <td>2050</td>\n",
       "        <td>None</td>\n",
       "        <td>4100</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>411</td>\n",
       "        <td>3699</td>\n",
       "        <td>64116</td>\n",
       "        <td>3699</td>\n",
       "        <td>2466</td>\n",
       "        <td>None</td>\n",
       "        <td>5343</td>\n",
       "        <td>None</td>\n",
       "        <td>3288</td>\n",
       "        <td>822</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>412</td>\n",
       "        <td>None</td>\n",
       "        <td>4944</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>413</td>\n",
       "        <td>413</td>\n",
       "        <td>8260</td>\n",
       "        <td>826</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>413</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>414</td>\n",
       "        <td>414</td>\n",
       "        <td>13662</td>\n",
       "        <td>828</td>\n",
       "        <td>828</td>\n",
       "        <td>None</td>\n",
       "        <td>1242</td>\n",
       "        <td>None</td>\n",
       "        <td>414</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>415</td>\n",
       "        <td>None</td>\n",
       "        <td>4980</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>416</td>\n",
       "        <td>832</td>\n",
       "        <td>5408</td>\n",
       "        <td>416</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>417</td>\n",
       "        <td>834</td>\n",
       "        <td>8340</td>\n",
       "        <td>1251</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>417</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>418</td>\n",
       "        <td>None</td>\n",
       "        <td>5016</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>419</td>\n",
       "        <td>838</td>\n",
       "        <td>8799</td>\n",
       "        <td>838</td>\n",
       "        <td>838</td>\n",
       "        <td>None</td>\n",
       "        <td>1257</td>\n",
       "        <td>None</td>\n",
       "        <td>419</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>420</td>\n",
       "        <td>6720</td>\n",
       "        <td>131460</td>\n",
       "        <td>4200</td>\n",
       "        <td>3780</td>\n",
       "        <td>420</td>\n",
       "        <td>12600</td>\n",
       "        <td>None</td>\n",
       "        <td>6300</td>\n",
       "        <td>840</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>421</td>\n",
       "        <td>1263</td>\n",
       "        <td>12209</td>\n",
       "        <td>842</td>\n",
       "        <td>842</td>\n",
       "        <td>None</td>\n",
       "        <td>1263</td>\n",
       "        <td>None</td>\n",
       "        <td>1263</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>422</td>\n",
       "        <td>422</td>\n",
       "        <td>8862</td>\n",
       "        <td>844</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>422</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>423</td>\n",
       "        <td>2538</td>\n",
       "        <td>24957</td>\n",
       "        <td>1269</td>\n",
       "        <td>846</td>\n",
       "        <td>None</td>\n",
       "        <td>1269</td>\n",
       "        <td>None</td>\n",
       "        <td>1692</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>424</td>\n",
       "        <td>2544</td>\n",
       "        <td>27984</td>\n",
       "        <td>1696</td>\n",
       "        <td>1696</td>\n",
       "        <td>None</td>\n",
       "        <td>2544</td>\n",
       "        <td>None</td>\n",
       "        <td>3816</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>425</td>\n",
       "        <td>None</td>\n",
       "        <td>5100</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>426</td>\n",
       "        <td>None</td>\n",
       "        <td>5112</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>427</td>\n",
       "        <td>1281</td>\n",
       "        <td>88816</td>\n",
       "        <td>8967</td>\n",
       "        <td>7259</td>\n",
       "        <td>None</td>\n",
       "        <td>7686</td>\n",
       "        <td>None</td>\n",
       "        <td>2135</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>428</td>\n",
       "        <td>6848</td>\n",
       "        <td>146804</td>\n",
       "        <td>2996</td>\n",
       "        <td>2996</td>\n",
       "        <td>856</td>\n",
       "        <td>6848</td>\n",
       "        <td>None</td>\n",
       "        <td>1712</td>\n",
       "        <td>428</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>429</td>\n",
       "        <td>None</td>\n",
       "        <td>5148</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>430</td>\n",
       "        <td>None</td>\n",
       "        <td>5160</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>431</td>\n",
       "        <td>862</td>\n",
       "        <td>11637</td>\n",
       "        <td>862</td>\n",
       "        <td>862</td>\n",
       "        <td>None</td>\n",
       "        <td>1293</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>432</td>\n",
       "        <td>432</td>\n",
       "        <td>5616</td>\n",
       "        <td>432</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>432</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>433</td>\n",
       "        <td>866</td>\n",
       "        <td>11258</td>\n",
       "        <td>866</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>433</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>434</td>\n",
       "        <td>9114</td>\n",
       "        <td>130634</td>\n",
       "        <td>3906</td>\n",
       "        <td>3038</td>\n",
       "        <td>None</td>\n",
       "        <td>5642</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>868</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>435</td>\n",
       "        <td>None</td>\n",
       "        <td>5220</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>436</td>\n",
       "        <td>1744</td>\n",
       "        <td>29212</td>\n",
       "        <td>2180</td>\n",
       "        <td>2180</td>\n",
       "        <td>None</td>\n",
       "        <td>2616</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>437</td>\n",
       "        <td>1311</td>\n",
       "        <td>7429</td>\n",
       "        <td>874</td>\n",
       "        <td>437</td>\n",
       "        <td>None</td>\n",
       "        <td>874</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>438</td>\n",
       "        <td>None</td>\n",
       "        <td>5256</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>439</td>\n",
       "        <td>None</td>\n",
       "        <td>5268</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>440</td>\n",
       "        <td>2200</td>\n",
       "        <td>70400</td>\n",
       "        <td>3960</td>\n",
       "        <td>2200</td>\n",
       "        <td>None</td>\n",
       "        <td>5720</td>\n",
       "        <td>None</td>\n",
       "        <td>440</td>\n",
       "        <td>880</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>441</td>\n",
       "        <td>None</td>\n",
       "        <td>5292</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>442</td>\n",
       "        <td>None</td>\n",
       "        <td>5304</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>443</td>\n",
       "        <td>886</td>\n",
       "        <td>26580</td>\n",
       "        <td>886</td>\n",
       "        <td>1329</td>\n",
       "        <td>443</td>\n",
       "        <td>2658</td>\n",
       "        <td>None</td>\n",
       "        <td>443</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>444</td>\n",
       "        <td>None</td>\n",
       "        <td>5328</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>445</td>\n",
       "        <td>3115</td>\n",
       "        <td>27590</td>\n",
       "        <td>890</td>\n",
       "        <td>1780</td>\n",
       "        <td>None</td>\n",
       "        <td>2670</td>\n",
       "        <td>None</td>\n",
       "        <td>890</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>446</td>\n",
       "        <td>None</td>\n",
       "        <td>5352</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>447</td>\n",
       "        <td>None</td>\n",
       "        <td>5364</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>448</td>\n",
       "        <td>448</td>\n",
       "        <td>9408</td>\n",
       "        <td>896</td>\n",
       "        <td>448</td>\n",
       "        <td>None</td>\n",
       "        <td>448</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>449</td>\n",
       "        <td>11674</td>\n",
       "        <td>143680</td>\n",
       "        <td>8980</td>\n",
       "        <td>7633</td>\n",
       "        <td>449</td>\n",
       "        <td>7633</td>\n",
       "        <td>None</td>\n",
       "        <td>2694</td>\n",
       "        <td>898</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>450</td>\n",
       "        <td>None</td>\n",
       "        <td>5400</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>451</td>\n",
       "        <td>451</td>\n",
       "        <td>8569</td>\n",
       "        <td>902</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>451</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>452</td>\n",
       "        <td>452</td>\n",
       "        <td>8588</td>\n",
       "        <td>904</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>453</td>\n",
       "        <td>906</td>\n",
       "        <td>27633</td>\n",
       "        <td>2265</td>\n",
       "        <td>453</td>\n",
       "        <td>None</td>\n",
       "        <td>2265</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>906</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>454</td>\n",
       "        <td>None</td>\n",
       "        <td>5448</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>455</td>\n",
       "        <td>910</td>\n",
       "        <td>6370</td>\n",
       "        <td>455</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>456</td>\n",
       "        <td>None</td>\n",
       "        <td>5472</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>457</td>\n",
       "        <td>None</td>\n",
       "        <td>5484</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>458</td>\n",
       "        <td>None</td>\n",
       "        <td>5496</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>459</td>\n",
       "        <td>459</td>\n",
       "        <td>9639</td>\n",
       "        <td>1836</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>918</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>460</td>\n",
       "        <td>None</td>\n",
       "        <td>5520</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>461</td>\n",
       "        <td>1844</td>\n",
       "        <td>11986</td>\n",
       "        <td>922</td>\n",
       "        <td>1844</td>\n",
       "        <td>None</td>\n",
       "        <td>2305</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>462</td>\n",
       "        <td>None</td>\n",
       "        <td>5544</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>463</td>\n",
       "        <td>None</td>\n",
       "        <td>5556</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>464</td>\n",
       "        <td>6032</td>\n",
       "        <td>29696</td>\n",
       "        <td>928</td>\n",
       "        <td>2320</td>\n",
       "        <td>None</td>\n",
       "        <td>3712</td>\n",
       "        <td>None</td>\n",
       "        <td>928</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>465</td>\n",
       "        <td>465</td>\n",
       "        <td>8835</td>\n",
       "        <td>465</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>466</td>\n",
       "        <td>None</td>\n",
       "        <td>5592</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>467</td>\n",
       "        <td>467</td>\n",
       "        <td>6071</td>\n",
       "        <td>467</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>467</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>468</td>\n",
       "        <td>1404</td>\n",
       "        <td>43056</td>\n",
       "        <td>936</td>\n",
       "        <td>1872</td>\n",
       "        <td>None</td>\n",
       "        <td>2808</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>469</td>\n",
       "        <td>None</td>\n",
       "        <td>5628</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>470</td>\n",
       "        <td>2820</td>\n",
       "        <td>45590</td>\n",
       "        <td>1410</td>\n",
       "        <td>2820</td>\n",
       "        <td>None</td>\n",
       "        <td>5170</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>471</td>\n",
       "        <td>None</td>\n",
       "        <td>5652</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>472</td>\n",
       "        <td>None</td>\n",
       "        <td>5664</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>473</td>\n",
       "        <td>2365</td>\n",
       "        <td>21285</td>\n",
       "        <td>1419</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>473</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>474</td>\n",
       "        <td>None</td>\n",
       "        <td>5688</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>475</td>\n",
       "        <td>950</td>\n",
       "        <td>11400</td>\n",
       "        <td>950</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>475</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>476</td>\n",
       "        <td>952</td>\n",
       "        <td>7616</td>\n",
       "        <td>952</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>477</td>\n",
       "        <td>None</td>\n",
       "        <td>5724</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>478</td>\n",
       "        <td>None</td>\n",
       "        <td>5736</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>479</td>\n",
       "        <td>479</td>\n",
       "        <td>6706</td>\n",
       "        <td>958</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>480</td>\n",
       "        <td>9120</td>\n",
       "        <td>213600</td>\n",
       "        <td>12480</td>\n",
       "        <td>13440</td>\n",
       "        <td>1440</td>\n",
       "        <td>16320</td>\n",
       "        <td>None</td>\n",
       "        <td>480</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>481</td>\n",
       "        <td>None</td>\n",
       "        <td>5772</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>482</td>\n",
       "        <td>None</td>\n",
       "        <td>5784</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>483</td>\n",
       "        <td>None</td>\n",
       "        <td>5796</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>484</td>\n",
       "        <td>968</td>\n",
       "        <td>12584</td>\n",
       "        <td>1936</td>\n",
       "        <td>968</td>\n",
       "        <td>None</td>\n",
       "        <td>1452</td>\n",
       "        <td>None</td>\n",
       "        <td>484</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>485</td>\n",
       "        <td>None</td>\n",
       "        <td>5820</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>486</td>\n",
       "        <td>4374</td>\n",
       "        <td>111780</td>\n",
       "        <td>3888</td>\n",
       "        <td>3402</td>\n",
       "        <td>None</td>\n",
       "        <td>5832</td>\n",
       "        <td>None</td>\n",
       "        <td>3402</td>\n",
       "        <td>486</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>487</td>\n",
       "        <td>None</td>\n",
       "        <td>5844</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>488</td>\n",
       "        <td>None</td>\n",
       "        <td>5856</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>489</td>\n",
       "        <td>2934</td>\n",
       "        <td>32763</td>\n",
       "        <td>2934</td>\n",
       "        <td>489</td>\n",
       "        <td>None</td>\n",
       "        <td>3423</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>978</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>490</td>\n",
       "        <td>490</td>\n",
       "        <td>8330</td>\n",
       "        <td>980</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>490</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>491</td>\n",
       "        <td>None</td>\n",
       "        <td>5892</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>492</td>\n",
       "        <td>None</td>\n",
       "        <td>5904</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>493</td>\n",
       "        <td>None</td>\n",
       "        <td>5916</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>494</td>\n",
       "        <td>494</td>\n",
       "        <td>7410</td>\n",
       "        <td>988</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>494</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>495</td>\n",
       "        <td>495</td>\n",
       "        <td>13365</td>\n",
       "        <td>990</td>\n",
       "        <td>990</td>\n",
       "        <td>None</td>\n",
       "        <td>990</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>496</td>\n",
       "        <td>None</td>\n",
       "        <td>5952</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>497</td>\n",
       "        <td>1491</td>\n",
       "        <td>10437</td>\n",
       "        <td>1491</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>498</td>\n",
       "        <td>None</td>\n",
       "        <td>5976</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>499</td>\n",
       "        <td>None</td>\n",
       "        <td>5988</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>500</td>\n",
       "        <td>None</td>\n",
       "        <td>6000</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>501</td>\n",
       "        <td>501</td>\n",
       "        <td>10020</td>\n",
       "        <td>1503</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>501</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>502</td>\n",
       "        <td>1004</td>\n",
       "        <td>31626</td>\n",
       "        <td>2008</td>\n",
       "        <td>2008</td>\n",
       "        <td>None</td>\n",
       "        <td>2510</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>503</td>\n",
       "        <td>None</td>\n",
       "        <td>6036</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>504</td>\n",
       "        <td>None</td>\n",
       "        <td>6048</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>505</td>\n",
       "        <td>1010</td>\n",
       "        <td>8585</td>\n",
       "        <td>505</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1010</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>506</td>\n",
       "        <td>None</td>\n",
       "        <td>6072</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>507</td>\n",
       "        <td>None</td>\n",
       "        <td>6084</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>508</td>\n",
       "        <td>None</td>\n",
       "        <td>6096</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>509</td>\n",
       "        <td>509</td>\n",
       "        <td>7635</td>\n",
       "        <td>1018</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>509</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>510</td>\n",
       "        <td>None</td>\n",
       "        <td>6120</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>511</td>\n",
       "        <td>1022</td>\n",
       "        <td>10220</td>\n",
       "        <td>1022</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>511</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>512</td>\n",
       "        <td>1536</td>\n",
       "        <td>16384</td>\n",
       "        <td>1024</td>\n",
       "        <td>None</td>\n",
       "        <td>512</td>\n",
       "        <td>2048</td>\n",
       "        <td>None</td>\n",
       "        <td>512</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>513</td>\n",
       "        <td>513</td>\n",
       "        <td>8721</td>\n",
       "        <td>1026</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1539</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>514</td>\n",
       "        <td>None</td>\n",
       "        <td>6168</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>515</td>\n",
       "        <td>None</td>\n",
       "        <td>6180</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>516</td>\n",
       "        <td>516</td>\n",
       "        <td>8256</td>\n",
       "        <td>516</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>517</td>\n",
       "        <td>1034</td>\n",
       "        <td>13442</td>\n",
       "        <td>2068</td>\n",
       "        <td>517</td>\n",
       "        <td>None</td>\n",
       "        <td>1551</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>518</td>\n",
       "        <td>None</td>\n",
       "        <td>6216</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>519</td>\n",
       "        <td>None</td>\n",
       "        <td>6228</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>520</td>\n",
       "        <td>520</td>\n",
       "        <td>14560</td>\n",
       "        <td>1040</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>521</td>\n",
       "        <td>None</td>\n",
       "        <td>6252</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>522</td>\n",
       "        <td>1044</td>\n",
       "        <td>17226</td>\n",
       "        <td>1566</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>5742</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>523</td>\n",
       "        <td>None</td>\n",
       "        <td>6276</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>524</td>\n",
       "        <td>524</td>\n",
       "        <td>7336</td>\n",
       "        <td>524</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>524</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>525</td>\n",
       "        <td>1050</td>\n",
       "        <td>7875</td>\n",
       "        <td>1050</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>525</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>526</td>\n",
       "        <td>526</td>\n",
       "        <td>6838</td>\n",
       "        <td>526</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>526</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>527</td>\n",
       "        <td>None</td>\n",
       "        <td>6324</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>528</td>\n",
       "        <td>528</td>\n",
       "        <td>6864</td>\n",
       "        <td>528</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>528</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>529</td>\n",
       "        <td>None</td>\n",
       "        <td>6348</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>530</td>\n",
       "        <td>None</td>\n",
       "        <td>6360</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>531</td>\n",
       "        <td>None</td>\n",
       "        <td>6372</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>532</td>\n",
       "        <td>532</td>\n",
       "        <td>8512</td>\n",
       "        <td>532</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>532</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>533</td>\n",
       "        <td>533</td>\n",
       "        <td>7462</td>\n",
       "        <td>1066</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>534</td>\n",
       "        <td>534</td>\n",
       "        <td>13884</td>\n",
       "        <td>1602</td>\n",
       "        <td>2136</td>\n",
       "        <td>None</td>\n",
       "        <td>2670</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>535</td>\n",
       "        <td>535</td>\n",
       "        <td>7490</td>\n",
       "        <td>1070</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>535</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>536</td>\n",
       "        <td>None</td>\n",
       "        <td>6432</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>537</td>\n",
       "        <td>None</td>\n",
       "        <td>6444</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>538</td>\n",
       "        <td>None</td>\n",
       "        <td>6456</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>539</td>\n",
       "        <td>None</td>\n",
       "        <td>6468</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>540</td>\n",
       "        <td>None</td>\n",
       "        <td>6480</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>541</td>\n",
       "        <td>1082</td>\n",
       "        <td>29755</td>\n",
       "        <td>2705</td>\n",
       "        <td>3246</td>\n",
       "        <td>None</td>\n",
       "        <td>3787</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>542</td>\n",
       "        <td>542</td>\n",
       "        <td>7046</td>\n",
       "        <td>542</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>542</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>543</td>\n",
       "        <td>543</td>\n",
       "        <td>7059</td>\n",
       "        <td>543</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>543</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>544</td>\n",
       "        <td>None</td>\n",
       "        <td>6528</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>545</td>\n",
       "        <td>None</td>\n",
       "        <td>6540</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>546</td>\n",
       "        <td>None</td>\n",
       "        <td>6552</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>547</td>\n",
       "        <td>None</td>\n",
       "        <td>6564</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>548</td>\n",
       "        <td>1096</td>\n",
       "        <td>28496</td>\n",
       "        <td>3288</td>\n",
       "        <td>2740</td>\n",
       "        <td>None</td>\n",
       "        <td>3288</td>\n",
       "        <td>None</td>\n",
       "        <td>1096</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>549</td>\n",
       "        <td>1647</td>\n",
       "        <td>23058</td>\n",
       "        <td>1647</td>\n",
       "        <td>549</td>\n",
       "        <td>None</td>\n",
       "        <td>4392</td>\n",
       "        <td>None</td>\n",
       "        <td>549</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>550</td>\n",
       "        <td>None</td>\n",
       "        <td>6600</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>551</td>\n",
       "        <td>None</td>\n",
       "        <td>6612</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>552</td>\n",
       "        <td>552</td>\n",
       "        <td>11040</td>\n",
       "        <td>1104</td>\n",
       "        <td>552</td>\n",
       "        <td>None</td>\n",
       "        <td>1104</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>553</td>\n",
       "        <td>None</td>\n",
       "        <td>6636</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>554</td>\n",
       "        <td>554</td>\n",
       "        <td>9418</td>\n",
       "        <td>1108</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1662</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>555</td>\n",
       "        <td>555</td>\n",
       "        <td>15540</td>\n",
       "        <td>2220</td>\n",
       "        <td>1665</td>\n",
       "        <td>None</td>\n",
       "        <td>2220</td>\n",
       "        <td>None</td>\n",
       "        <td>555</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>556</td>\n",
       "        <td>None</td>\n",
       "        <td>6672</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>557</td>\n",
       "        <td>2785</td>\n",
       "        <td>22837</td>\n",
       "        <td>1671</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>2785</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>558</td>\n",
       "        <td>None</td>\n",
       "        <td>6696</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>559</td>\n",
       "        <td>1118</td>\n",
       "        <td>10062</td>\n",
       "        <td>1677</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1118</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>560</td>\n",
       "        <td>None</td>\n",
       "        <td>6720</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>561</td>\n",
       "        <td>561</td>\n",
       "        <td>11220</td>\n",
       "        <td>1122</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>561</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>562</td>\n",
       "        <td>None</td>\n",
       "        <td>6744</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>563</td>\n",
       "        <td>None</td>\n",
       "        <td>6756</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>564</td>\n",
       "        <td>1128</td>\n",
       "        <td>10716</td>\n",
       "        <td>1128</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>564</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>565</td>\n",
       "        <td>1130</td>\n",
       "        <td>11865</td>\n",
       "        <td>1130</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>565</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>566</td>\n",
       "        <td>566</td>\n",
       "        <td>9622</td>\n",
       "        <td>1132</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>566</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>567</td>\n",
       "        <td>5670</td>\n",
       "        <td>123039</td>\n",
       "        <td>7371</td>\n",
       "        <td>5670</td>\n",
       "        <td>None</td>\n",
       "        <td>6804</td>\n",
       "        <td>None</td>\n",
       "        <td>6804</td>\n",
       "        <td>1701</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>568</td>\n",
       "        <td>568</td>\n",
       "        <td>8520</td>\n",
       "        <td>568</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>569</td>\n",
       "        <td>569</td>\n",
       "        <td>7966</td>\n",
       "        <td>1138</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>570</td>\n",
       "        <td>None</td>\n",
       "        <td>6840</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>571</td>\n",
       "        <td>None</td>\n",
       "        <td>6852</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>572</td>\n",
       "        <td>None</td>\n",
       "        <td>6864</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>573</td>\n",
       "        <td>None</td>\n",
       "        <td>6876</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>574</td>\n",
       "        <td>574</td>\n",
       "        <td>8610</td>\n",
       "        <td>574</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>574</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>575</td>\n",
       "        <td>None</td>\n",
       "        <td>6900</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>576</td>\n",
       "        <td>None</td>\n",
       "        <td>6912</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>577</td>\n",
       "        <td>None</td>\n",
       "        <td>6924</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>578</td>\n",
       "        <td>1156</td>\n",
       "        <td>8092</td>\n",
       "        <td>578</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>578</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>579</td>\n",
       "        <td>None</td>\n",
       "        <td>6948</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>580</td>\n",
       "        <td>None</td>\n",
       "        <td>6960</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>581</td>\n",
       "        <td>29631</td>\n",
       "        <td>604821</td>\n",
       "        <td>34860</td>\n",
       "        <td>34279</td>\n",
       "        <td>2324</td>\n",
       "        <td>46480</td>\n",
       "        <td>None</td>\n",
       "        <td>6972</td>\n",
       "        <td>581</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>582</td>\n",
       "        <td>582</td>\n",
       "        <td>7566</td>\n",
       "        <td>582</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>582</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>583</td>\n",
       "        <td>None</td>\n",
       "        <td>6996</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>584</td>\n",
       "        <td>584</td>\n",
       "        <td>12848</td>\n",
       "        <td>1168</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>584</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>585</td>\n",
       "        <td>None</td>\n",
       "        <td>7020</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>586</td>\n",
       "        <td>21096</td>\n",
       "        <td>339294</td>\n",
       "        <td>12306</td>\n",
       "        <td>14650</td>\n",
       "        <td>1758</td>\n",
       "        <td>36332</td>\n",
       "        <td>586</td>\n",
       "        <td>7618</td>\n",
       "        <td>1172</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>587</td>\n",
       "        <td>587</td>\n",
       "        <td>10566</td>\n",
       "        <td>1174</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>3522</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>588</td>\n",
       "        <td>None</td>\n",
       "        <td>7056</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>589</td>\n",
       "        <td>None</td>\n",
       "        <td>7068</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>590</td>\n",
       "        <td>None</td>\n",
       "        <td>7080</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>591</td>\n",
       "        <td>5319</td>\n",
       "        <td>65010</td>\n",
       "        <td>5910</td>\n",
       "        <td>5319</td>\n",
       "        <td>None</td>\n",
       "        <td>13002</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>592</td>\n",
       "        <td>None</td>\n",
       "        <td>7104</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>593</td>\n",
       "        <td>1186</td>\n",
       "        <td>42103</td>\n",
       "        <td>1779</td>\n",
       "        <td>2965</td>\n",
       "        <td>None</td>\n",
       "        <td>8895</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>594</td>\n",
       "        <td>11286</td>\n",
       "        <td>319572</td>\n",
       "        <td>6534</td>\n",
       "        <td>5346</td>\n",
       "        <td>None</td>\n",
       "        <td>13662</td>\n",
       "        <td>None</td>\n",
       "        <td>5346</td>\n",
       "        <td>594</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>595</td>\n",
       "        <td>595</td>\n",
       "        <td>11305</td>\n",
       "        <td>1785</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>595</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>596</td>\n",
       "        <td>None</td>\n",
       "        <td>7152</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>597</td>\n",
       "        <td>None</td>\n",
       "        <td>7164</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>598</td>\n",
       "        <td>1196</td>\n",
       "        <td>15548</td>\n",
       "        <td>1196</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>598</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>599</td>\n",
       "        <td>None</td>\n",
       "        <td>7188</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>600</td>\n",
       "        <td>None</td>\n",
       "        <td>7200</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>601</td>\n",
       "        <td>None</td>\n",
       "        <td>7212</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>602</td>\n",
       "        <td>602</td>\n",
       "        <td>10234</td>\n",
       "        <td>602</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>603</td>\n",
       "        <td>603</td>\n",
       "        <td>13266</td>\n",
       "        <td>1206</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>603</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>604</td>\n",
       "        <td>None</td>\n",
       "        <td>7248</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>605</td>\n",
       "        <td>None</td>\n",
       "        <td>7260</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>606</td>\n",
       "        <td>None</td>\n",
       "        <td>7272</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>607</td>\n",
       "        <td>22459</td>\n",
       "        <td>225197</td>\n",
       "        <td>12747</td>\n",
       "        <td>11533</td>\n",
       "        <td>607</td>\n",
       "        <td>13354</td>\n",
       "        <td>None</td>\n",
       "        <td>3035</td>\n",
       "        <td>607</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>608</td>\n",
       "        <td>3648</td>\n",
       "        <td>26752</td>\n",
       "        <td>1216</td>\n",
       "        <td>2432</td>\n",
       "        <td>None</td>\n",
       "        <td>3040</td>\n",
       "        <td>None</td>\n",
       "        <td>1216</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>609</td>\n",
       "        <td>609</td>\n",
       "        <td>8526</td>\n",
       "        <td>609</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>610</td>\n",
       "        <td>None</td>\n",
       "        <td>7320</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>611</td>\n",
       "        <td>3055</td>\n",
       "        <td>84318</td>\n",
       "        <td>2444</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>2444</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>612</td>\n",
       "        <td>612</td>\n",
       "        <td>14688</td>\n",
       "        <td>1836</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1224</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>613</td>\n",
       "        <td>None</td>\n",
       "        <td>7356</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>614</td>\n",
       "        <td>614</td>\n",
       "        <td>8596</td>\n",
       "        <td>1228</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>615</td>\n",
       "        <td>1230</td>\n",
       "        <td>46125</td>\n",
       "        <td>1845</td>\n",
       "        <td>4305</td>\n",
       "        <td>615</td>\n",
       "        <td>7380</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>616</td>\n",
       "        <td>None</td>\n",
       "        <td>7392</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>617</td>\n",
       "        <td>617</td>\n",
       "        <td>9255</td>\n",
       "        <td>1851</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>618</td>\n",
       "        <td>618</td>\n",
       "        <td>8652</td>\n",
       "        <td>1236</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>618</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>619</td>\n",
       "        <td>None</td>\n",
       "        <td>7428</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>620</td>\n",
       "        <td>620</td>\n",
       "        <td>7440</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>621</td>\n",
       "        <td>None</td>\n",
       "        <td>7452</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>622</td>\n",
       "        <td>None</td>\n",
       "        <td>7464</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>623</td>\n",
       "        <td>None</td>\n",
       "        <td>7476</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>624</td>\n",
       "        <td>None</td>\n",
       "        <td>7488</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>625</td>\n",
       "        <td>None</td>\n",
       "        <td>7500</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>626</td>\n",
       "        <td>None</td>\n",
       "        <td>7512</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>627</td>\n",
       "        <td>1254</td>\n",
       "        <td>11286</td>\n",
       "        <td>1254</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>628</td>\n",
       "        <td>None</td>\n",
       "        <td>7536</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>629</td>\n",
       "        <td>None</td>\n",
       "        <td>7548</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>630</td>\n",
       "        <td>630</td>\n",
       "        <td>8820</td>\n",
       "        <td>1260</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>630</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>631</td>\n",
       "        <td>3155</td>\n",
       "        <td>37860</td>\n",
       "        <td>1262</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>3786</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>632</td>\n",
       "        <td>632</td>\n",
       "        <td>29072</td>\n",
       "        <td>1896</td>\n",
       "        <td>None</td>\n",
       "        <td>632</td>\n",
       "        <td>3160</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>633</td>\n",
       "        <td>None</td>\n",
       "        <td>7596</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>634</td>\n",
       "        <td>None</td>\n",
       "        <td>7608</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>635</td>\n",
       "        <td>None</td>\n",
       "        <td>7620</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>636</td>\n",
       "        <td>None</td>\n",
       "        <td>7632</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>637</td>\n",
       "        <td>None</td>\n",
       "        <td>7644</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>638</td>\n",
       "        <td>None</td>\n",
       "        <td>7656</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>639</td>\n",
       "        <td>None</td>\n",
       "        <td>7668</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>640</td>\n",
       "        <td>None</td>\n",
       "        <td>7680</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>641</td>\n",
       "        <td>None</td>\n",
       "        <td>7692</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>642</td>\n",
       "        <td>642</td>\n",
       "        <td>8346</td>\n",
       "        <td>642</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>642</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>643</td>\n",
       "        <td>None</td>\n",
       "        <td>7716</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>644</td>\n",
       "        <td>None</td>\n",
       "        <td>7728</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>645</td>\n",
       "        <td>None</td>\n",
       "        <td>7740</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>646</td>\n",
       "        <td>646</td>\n",
       "        <td>10336</td>\n",
       "        <td>646</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>646</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>647</td>\n",
       "        <td>None</td>\n",
       "        <td>7764</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>648</td>\n",
       "        <td>None</td>\n",
       "        <td>7776</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>649</td>\n",
       "        <td>None</td>\n",
       "        <td>7788</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>650</td>\n",
       "        <td>5200</td>\n",
       "        <td>55250</td>\n",
       "        <td>1300</td>\n",
       "        <td>3900</td>\n",
       "        <td>None</td>\n",
       "        <td>3250</td>\n",
       "        <td>None</td>\n",
       "        <td>1300</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>651</td>\n",
       "        <td>None</td>\n",
       "        <td>7812</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>652</td>\n",
       "        <td>None</td>\n",
       "        <td>7824</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>653</td>\n",
       "        <td>None</td>\n",
       "        <td>7836</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>654</td>\n",
       "        <td>654</td>\n",
       "        <td>12426</td>\n",
       "        <td>1308</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>654</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>655</td>\n",
       "        <td>1310</td>\n",
       "        <td>9170</td>\n",
       "        <td>655</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>655</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>656</td>\n",
       "        <td>3936</td>\n",
       "        <td>30832</td>\n",
       "        <td>1312</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>656</td>\n",
       "        <td>None</td>\n",
       "        <td>7216</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>657</td>\n",
       "        <td>None</td>\n",
       "        <td>7884</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>658</td>\n",
       "        <td>658</td>\n",
       "        <td>8554</td>\n",
       "        <td>658</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>659</td>\n",
       "        <td>1318</td>\n",
       "        <td>19770</td>\n",
       "        <td>2636</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>660</td>\n",
       "        <td>None</td>\n",
       "        <td>7920</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>661</td>\n",
       "        <td>None</td>\n",
       "        <td>7932</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>662</td>\n",
       "        <td>662</td>\n",
       "        <td>15888</td>\n",
       "        <td>1324</td>\n",
       "        <td>662</td>\n",
       "        <td>None</td>\n",
       "        <td>1324</td>\n",
       "        <td>None</td>\n",
       "        <td>662</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>663</td>\n",
       "        <td>None</td>\n",
       "        <td>7956</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>664</td>\n",
       "        <td>None</td>\n",
       "        <td>7968</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>665</td>\n",
       "        <td>None</td>\n",
       "        <td>7980</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>666</td>\n",
       "        <td>None</td>\n",
       "        <td>7992</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>667</td>\n",
       "        <td>667</td>\n",
       "        <td>18676</td>\n",
       "        <td>1334</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>667</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>668</td>\n",
       "        <td>None</td>\n",
       "        <td>8016</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>669</td>\n",
       "        <td>None</td>\n",
       "        <td>8028</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>670</td>\n",
       "        <td>670</td>\n",
       "        <td>8040</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>671</td>\n",
       "        <td>None</td>\n",
       "        <td>8052</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>672</td>\n",
       "        <td>672</td>\n",
       "        <td>9408</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>673</td>\n",
       "        <td>None</td>\n",
       "        <td>8076</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>674</td>\n",
       "        <td>None</td>\n",
       "        <td>8088</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>675</td>\n",
       "        <td>None</td>\n",
       "        <td>8100</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>676</td>\n",
       "        <td>1352</td>\n",
       "        <td>29744</td>\n",
       "        <td>1352</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1352</td>\n",
       "        <td>None</td>\n",
       "        <td>676</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>677</td>\n",
       "        <td>None</td>\n",
       "        <td>8124</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>678</td>\n",
       "        <td>None</td>\n",
       "        <td>8136</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>679</td>\n",
       "        <td>None</td>\n",
       "        <td>8148</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>680</td>\n",
       "        <td>None</td>\n",
       "        <td>8160</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>681</td>\n",
       "        <td>None</td>\n",
       "        <td>8172</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>682</td>\n",
       "        <td>682</td>\n",
       "        <td>8866</td>\n",
       "        <td>682</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>683</td>\n",
       "        <td>3415</td>\n",
       "        <td>56689</td>\n",
       "        <td>4781</td>\n",
       "        <td>1366</td>\n",
       "        <td>None</td>\n",
       "        <td>4098</td>\n",
       "        <td>None</td>\n",
       "        <td>683</td>\n",
       "        <td>683</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>684</td>\n",
       "        <td>None</td>\n",
       "        <td>8208</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>685</td>\n",
       "        <td>None</td>\n",
       "        <td>8220</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>686</td>\n",
       "        <td>19894</td>\n",
       "        <td>238042</td>\n",
       "        <td>8918</td>\n",
       "        <td>6174</td>\n",
       "        <td>686</td>\n",
       "        <td>12348</td>\n",
       "        <td>None</td>\n",
       "        <td>4116</td>\n",
       "        <td>2744</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>687</td>\n",
       "        <td>None</td>\n",
       "        <td>8244</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>688</td>\n",
       "        <td>2752</td>\n",
       "        <td>15136</td>\n",
       "        <td>1376</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>688</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>689</td>\n",
       "        <td>None</td>\n",
       "        <td>8268</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>690</td>\n",
       "        <td>None</td>\n",
       "        <td>8280</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>691</td>\n",
       "        <td>None</td>\n",
       "        <td>8292</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>692</td>\n",
       "        <td>2076</td>\n",
       "        <td>10380</td>\n",
       "        <td>692</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>692</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>693</td>\n",
       "        <td>693</td>\n",
       "        <td>8316</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>694</td>\n",
       "        <td>None</td>\n",
       "        <td>8328</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>695</td>\n",
       "        <td>None</td>\n",
       "        <td>8340</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>696</td>\n",
       "        <td>None</td>\n",
       "        <td>8352</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>697</td>\n",
       "        <td>None</td>\n",
       "        <td>8364</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>698</td>\n",
       "        <td>None</td>\n",
       "        <td>8376</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>699</td>\n",
       "        <td>None</td>\n",
       "        <td>8388</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>700</td>\n",
       "        <td>700</td>\n",
       "        <td>11200</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>2100</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>701</td>\n",
       "        <td>None</td>\n",
       "        <td>8412</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>702</td>\n",
       "        <td>None</td>\n",
       "        <td>8424</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>703</td>\n",
       "        <td>None</td>\n",
       "        <td>8436</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>704</td>\n",
       "        <td>None</td>\n",
       "        <td>8448</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>705</td>\n",
       "        <td>None</td>\n",
       "        <td>8460</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>706</td>\n",
       "        <td>1412</td>\n",
       "        <td>16238</td>\n",
       "        <td>2118</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>706</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>707</td>\n",
       "        <td>None</td>\n",
       "        <td>8484</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>708</td>\n",
       "        <td>None</td>\n",
       "        <td>8496</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>709</td>\n",
       "        <td>None</td>\n",
       "        <td>8508</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>710</td>\n",
       "        <td>None</td>\n",
       "        <td>8520</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>711</td>\n",
       "        <td>None</td>\n",
       "        <td>8532</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>712</td>\n",
       "        <td>712</td>\n",
       "        <td>9256</td>\n",
       "        <td>712</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>712</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>713</td>\n",
       "        <td>713</td>\n",
       "        <td>9269</td>\n",
       "        <td>1426</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>714</td>\n",
       "        <td>1428</td>\n",
       "        <td>27846</td>\n",
       "        <td>2142</td>\n",
       "        <td>1428</td>\n",
       "        <td>None</td>\n",
       "        <td>3570</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>715</td>\n",
       "        <td>None</td>\n",
       "        <td>8580</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>716</td>\n",
       "        <td>None</td>\n",
       "        <td>8592</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>717</td>\n",
       "        <td>None</td>\n",
       "        <td>8604</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>718</td>\n",
       "        <td>1436</td>\n",
       "        <td>12206</td>\n",
       "        <td>1436</td>\n",
       "        <td>718</td>\n",
       "        <td>None</td>\n",
       "        <td>1436</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>719</td>\n",
       "        <td>None</td>\n",
       "        <td>8628</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>720</td>\n",
       "        <td>None</td>\n",
       "        <td>8640</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>721</td>\n",
       "        <td>1442</td>\n",
       "        <td>49028</td>\n",
       "        <td>4326</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>4326</td>\n",
       "        <td>None</td>\n",
       "        <td>1442</td>\n",
       "        <td>1442</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>722</td>\n",
       "        <td>None</td>\n",
       "        <td>8664</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>723</td>\n",
       "        <td>2892</td>\n",
       "        <td>91821</td>\n",
       "        <td>5061</td>\n",
       "        <td>4338</td>\n",
       "        <td>None</td>\n",
       "        <td>7953</td>\n",
       "        <td>None</td>\n",
       "        <td>2892</td>\n",
       "        <td>723</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>724</td>\n",
       "        <td>724</td>\n",
       "        <td>11584</td>\n",
       "        <td>724</td>\n",
       "        <td>724</td>\n",
       "        <td>None</td>\n",
       "        <td>1448</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>725</td>\n",
       "        <td>None</td>\n",
       "        <td>8700</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>726</td>\n",
       "        <td>1452</td>\n",
       "        <td>28314</td>\n",
       "        <td>1452</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1452</td>\n",
       "        <td>None</td>\n",
       "        <td>2178</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>727</td>\n",
       "        <td>727</td>\n",
       "        <td>9451</td>\n",
       "        <td>727</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>727</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>728</td>\n",
       "        <td>None</td>\n",
       "        <td>8736</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>729</td>\n",
       "        <td>6561</td>\n",
       "        <td>67797</td>\n",
       "        <td>2187</td>\n",
       "        <td>3645</td>\n",
       "        <td>None</td>\n",
       "        <td>7290</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>730</td>\n",
       "        <td>730</td>\n",
       "        <td>21900</td>\n",
       "        <td>1460</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>730</td>\n",
       "        <td>None</td>\n",
       "        <td>730</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>731</td>\n",
       "        <td>None</td>\n",
       "        <td>8772</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>732</td>\n",
       "        <td>732</td>\n",
       "        <td>11712</td>\n",
       "        <td>1464</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>732</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>733</td>\n",
       "        <td>1466</td>\n",
       "        <td>21990</td>\n",
       "        <td>2199</td>\n",
       "        <td>1466</td>\n",
       "        <td>None</td>\n",
       "        <td>2199</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>734</td>\n",
       "        <td>734</td>\n",
       "        <td>16148</td>\n",
       "        <td>1468</td>\n",
       "        <td>2936</td>\n",
       "        <td>None</td>\n",
       "        <td>3670</td>\n",
       "        <td>None</td>\n",
       "        <td>734</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>735</td>\n",
       "        <td>None</td>\n",
       "        <td>8085</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>736</td>\n",
       "        <td>None</td>\n",
       "        <td>8096</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>737</td>\n",
       "        <td>737</td>\n",
       "        <td>19899</td>\n",
       "        <td>1474</td>\n",
       "        <td>737</td>\n",
       "        <td>None</td>\n",
       "        <td>2211</td>\n",
       "        <td>None</td>\n",
       "        <td>737</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>738</td>\n",
       "        <td>738</td>\n",
       "        <td>41328</td>\n",
       "        <td>3690</td>\n",
       "        <td>1476</td>\n",
       "        <td>None</td>\n",
       "        <td>5166</td>\n",
       "        <td>None</td>\n",
       "        <td>738</td>\n",
       "        <td>738</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>739</td>\n",
       "        <td>None</td>\n",
       "        <td>8129</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>740</td>\n",
       "        <td>740</td>\n",
       "        <td>8140</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>741</td>\n",
       "        <td>741</td>\n",
       "        <td>16302</td>\n",
       "        <td>1482</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>742</td>\n",
       "        <td>7420</td>\n",
       "        <td>202566</td>\n",
       "        <td>8904</td>\n",
       "        <td>6678</td>\n",
       "        <td>2226</td>\n",
       "        <td>12614</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1484</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>743</td>\n",
       "        <td>743</td>\n",
       "        <td>12631</td>\n",
       "        <td>1486</td>\n",
       "        <td>743</td>\n",
       "        <td>None</td>\n",
       "        <td>1486</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>744</td>\n",
       "        <td>744</td>\n",
       "        <td>17112</td>\n",
       "        <td>1488</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1488</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>745</td>\n",
       "        <td>745</td>\n",
       "        <td>11920</td>\n",
       "        <td>2235</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>745</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>746</td>\n",
       "        <td>None</td>\n",
       "        <td>8206</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>747</td>\n",
       "        <td>3735</td>\n",
       "        <td>59013</td>\n",
       "        <td>4482</td>\n",
       "        <td>1494</td>\n",
       "        <td>None</td>\n",
       "        <td>1494</td>\n",
       "        <td>None</td>\n",
       "        <td>14193</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>748</td>\n",
       "        <td>3740</td>\n",
       "        <td>32164</td>\n",
       "        <td>1496</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1496</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>749</td>\n",
       "        <td>2247</td>\n",
       "        <td>11984</td>\n",
       "        <td>1498</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>749</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>750</td>\n",
       "        <td>1500</td>\n",
       "        <td>44250</td>\n",
       "        <td>3000</td>\n",
       "        <td>4500</td>\n",
       "        <td>None</td>\n",
       "        <td>6000</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>751</td>\n",
       "        <td>751</td>\n",
       "        <td>9012</td>\n",
       "        <td>751</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>751</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>752</td>\n",
       "        <td>752</td>\n",
       "        <td>27824</td>\n",
       "        <td>3760</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>3008</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1504</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>753</td>\n",
       "        <td>None</td>\n",
       "        <td>8283</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>754</td>\n",
       "        <td>1508</td>\n",
       "        <td>21866</td>\n",
       "        <td>1508</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1508</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>755</td>\n",
       "        <td>None</td>\n",
       "        <td>8305</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>756</td>\n",
       "        <td>756</td>\n",
       "        <td>15876</td>\n",
       "        <td>756</td>\n",
       "        <td>None</td>\n",
       "        <td>756</td>\n",
       "        <td>756</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>757</td>\n",
       "        <td>3028</td>\n",
       "        <td>95382</td>\n",
       "        <td>5299</td>\n",
       "        <td>3785</td>\n",
       "        <td>None</td>\n",
       "        <td>6056</td>\n",
       "        <td>None</td>\n",
       "        <td>4542</td>\n",
       "        <td>1514</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>758</td>\n",
       "        <td>1516</td>\n",
       "        <td>31836</td>\n",
       "        <td>3032</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>5306</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>759</td>\n",
       "        <td>1518</td>\n",
       "        <td>18975</td>\n",
       "        <td>2277</td>\n",
       "        <td>759</td>\n",
       "        <td>None</td>\n",
       "        <td>1518</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>760</td>\n",
       "        <td>2280</td>\n",
       "        <td>36480</td>\n",
       "        <td>5320</td>\n",
       "        <td>760</td>\n",
       "        <td>None</td>\n",
       "        <td>1520</td>\n",
       "        <td>None</td>\n",
       "        <td>760</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>761</td>\n",
       "        <td>None</td>\n",
       "        <td>8371</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>762</td>\n",
       "        <td>None</td>\n",
       "        <td>8382</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>763</td>\n",
       "        <td>None</td>\n",
       "        <td>8393</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>764</td>\n",
       "        <td>764</td>\n",
       "        <td>16044</td>\n",
       "        <td>1528</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>764</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>765</td>\n",
       "        <td>1530</td>\n",
       "        <td>14535</td>\n",
       "        <td>1530</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>765</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>766</td>\n",
       "        <td>4596</td>\n",
       "        <td>40598</td>\n",
       "        <td>1532</td>\n",
       "        <td>1532</td>\n",
       "        <td>None</td>\n",
       "        <td>2298</td>\n",
       "        <td>None</td>\n",
       "        <td>766</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>767</td>\n",
       "        <td>None</td>\n",
       "        <td>8437</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>768</td>\n",
       "        <td>768</td>\n",
       "        <td>62976</td>\n",
       "        <td>768</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>768</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>769</td>\n",
       "        <td>None</td>\n",
       "        <td>8459</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>770</td>\n",
       "        <td>770</td>\n",
       "        <td>19250</td>\n",
       "        <td>1540</td>\n",
       "        <td>770</td>\n",
       "        <td>None</td>\n",
       "        <td>3080</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>771</td>\n",
       "        <td>None</td>\n",
       "        <td>8481</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>772</td>\n",
       "        <td>None</td>\n",
       "        <td>8492</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>773</td>\n",
       "        <td>None</td>\n",
       "        <td>8503</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>774</td>\n",
       "        <td>None</td>\n",
       "        <td>8514</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>775</td>\n",
       "        <td>2325</td>\n",
       "        <td>70525</td>\n",
       "        <td>6975</td>\n",
       "        <td>3875</td>\n",
       "        <td>None</td>\n",
       "        <td>7750</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>776</td>\n",
       "        <td>None</td>\n",
       "        <td>8536</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>777</td>\n",
       "        <td>777</td>\n",
       "        <td>27195</td>\n",
       "        <td>5439</td>\n",
       "        <td>2331</td>\n",
       "        <td>None</td>\n",
       "        <td>1554</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>778</td>\n",
       "        <td>None</td>\n",
       "        <td>8558</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>779</td>\n",
       "        <td>None</td>\n",
       "        <td>8569</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>780</td>\n",
       "        <td>2340</td>\n",
       "        <td>24960</td>\n",
       "        <td>2340</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1560</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>781</td>\n",
       "        <td>None</td>\n",
       "        <td>8591</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>782</td>\n",
       "        <td>None</td>\n",
       "        <td>8602</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>783</td>\n",
       "        <td>None</td>\n",
       "        <td>8613</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>784</td>\n",
       "        <td>784</td>\n",
       "        <td>8624</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>784</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>785</td>\n",
       "        <td>2355</td>\n",
       "        <td>10990</td>\n",
       "        <td>1570</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>785</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>786</td>\n",
       "        <td>1572</td>\n",
       "        <td>46374</td>\n",
       "        <td>3930</td>\n",
       "        <td>3144</td>\n",
       "        <td>None</td>\n",
       "        <td>1572</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>787</td>\n",
       "        <td>None</td>\n",
       "        <td>8657</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>788</td>\n",
       "        <td>None</td>\n",
       "        <td>8668</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>789</td>\n",
       "        <td>1578</td>\n",
       "        <td>29982</td>\n",
       "        <td>2367</td>\n",
       "        <td>3945</td>\n",
       "        <td>789</td>\n",
       "        <td>8679</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>790</td>\n",
       "        <td>None</td>\n",
       "        <td>8690</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>791</td>\n",
       "        <td>791</td>\n",
       "        <td>9492</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>792</td>\n",
       "        <td>None</td>\n",
       "        <td>8712</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>793</td>\n",
       "        <td>793</td>\n",
       "        <td>9516</td>\n",
       "        <td>793</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>793</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>794</td>\n",
       "        <td>1588</td>\n",
       "        <td>23026</td>\n",
       "        <td>2382</td>\n",
       "        <td>None</td>\n",
       "        <td>794</td>\n",
       "        <td>4764</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>795</td>\n",
       "        <td>1590</td>\n",
       "        <td>11925</td>\n",
       "        <td>795</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>795</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>796</td>\n",
       "        <td>5572</td>\n",
       "        <td>36616</td>\n",
       "        <td>1592</td>\n",
       "        <td>3184</td>\n",
       "        <td>None</td>\n",
       "        <td>4776</td>\n",
       "        <td>None</td>\n",
       "        <td>796</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>797</td>\n",
       "        <td>None</td>\n",
       "        <td>8767</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>798</td>\n",
       "        <td>2394</td>\n",
       "        <td>13566</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>798</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>799</td>\n",
       "        <td>799</td>\n",
       "        <td>18377</td>\n",
       "        <td>3196</td>\n",
       "        <td>799</td>\n",
       "        <td>None</td>\n",
       "        <td>799</td>\n",
       "        <td>None</td>\n",
       "        <td>799</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>800</td>\n",
       "        <td>None</td>\n",
       "        <td>8800</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>801</td>\n",
       "        <td>1602</td>\n",
       "        <td>23229</td>\n",
       "        <td>3204</td>\n",
       "        <td>1602</td>\n",
       "        <td>None</td>\n",
       "        <td>1602</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>802</td>\n",
       "        <td>1604</td>\n",
       "        <td>12832</td>\n",
       "        <td>3208</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>802</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>803</td>\n",
       "        <td>None</td>\n",
       "        <td>8833</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>804</td>\n",
       "        <td>None</td>\n",
       "        <td>8844</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>805</td>\n",
       "        <td>None</td>\n",
       "        <td>8855</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>806</td>\n",
       "        <td>None</td>\n",
       "        <td>8866</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>807</td>\n",
       "        <td>1614</td>\n",
       "        <td>33087</td>\n",
       "        <td>1614</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>807</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>808</td>\n",
       "        <td>None</td>\n",
       "        <td>8888</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>809</td>\n",
       "        <td>809</td>\n",
       "        <td>9708</td>\n",
       "        <td>809</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>809</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>810</td>\n",
       "        <td>None</td>\n",
       "        <td>8910</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>811</td>\n",
       "        <td>None</td>\n",
       "        <td>8921</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>812</td>\n",
       "        <td>None</td>\n",
       "        <td>8932</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>813</td>\n",
       "        <td>813</td>\n",
       "        <td>74796</td>\n",
       "        <td>7317</td>\n",
       "        <td>1626</td>\n",
       "        <td>None</td>\n",
       "        <td>4065</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>813</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>814</td>\n",
       "        <td>814</td>\n",
       "        <td>16280</td>\n",
       "        <td>1628</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>815</td>\n",
       "        <td>2445</td>\n",
       "        <td>19560</td>\n",
       "        <td>1630</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>2445</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>816</td>\n",
       "        <td>None</td>\n",
       "        <td>8976</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>817</td>\n",
       "        <td>817</td>\n",
       "        <td>23693</td>\n",
       "        <td>1634</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>817</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>818</td>\n",
       "        <td>1636</td>\n",
       "        <td>19632</td>\n",
       "        <td>5726</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>819</td>\n",
       "        <td>None</td>\n",
       "        <td>9009</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>820</td>\n",
       "        <td>None</td>\n",
       "        <td>9020</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>821</td>\n",
       "        <td>None</td>\n",
       "        <td>9031</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>822</td>\n",
       "        <td>None</td>\n",
       "        <td>9042</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>823</td>\n",
       "        <td>None</td>\n",
       "        <td>9053</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>824</td>\n",
       "        <td>None</td>\n",
       "        <td>9064</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>825</td>\n",
       "        <td>825</td>\n",
       "        <td>14850</td>\n",
       "        <td>1650</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>825</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>826</td>\n",
       "        <td>1652</td>\n",
       "        <td>10738</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>826</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>827</td>\n",
       "        <td>None</td>\n",
       "        <td>9097</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>828</td>\n",
       "        <td>828</td>\n",
       "        <td>11592</td>\n",
       "        <td>828</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>828</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>829</td>\n",
       "        <td>None</td>\n",
       "        <td>9119</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>830</td>\n",
       "        <td>1660</td>\n",
       "        <td>26560</td>\n",
       "        <td>2490</td>\n",
       "        <td>2490</td>\n",
       "        <td>None</td>\n",
       "        <td>4150</td>\n",
       "        <td>None</td>\n",
       "        <td>830</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>831</td>\n",
       "        <td>None</td>\n",
       "        <td>9141</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>832</td>\n",
       "        <td>None</td>\n",
       "        <td>9152</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>833</td>\n",
       "        <td>None</td>\n",
       "        <td>9163</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>834</td>\n",
       "        <td>834</td>\n",
       "        <td>10008</td>\n",
       "        <td>834</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>834</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>835</td>\n",
       "        <td>None</td>\n",
       "        <td>9185</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>836</td>\n",
       "        <td>None</td>\n",
       "        <td>9196</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>837</td>\n",
       "        <td>None</td>\n",
       "        <td>9207</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>838</td>\n",
       "        <td>1676</td>\n",
       "        <td>32682</td>\n",
       "        <td>1676</td>\n",
       "        <td>3352</td>\n",
       "        <td>None</td>\n",
       "        <td>6704</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>839</td>\n",
       "        <td>None</td>\n",
       "        <td>9229</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>840</td>\n",
       "        <td>840</td>\n",
       "        <td>11760</td>\n",
       "        <td>840</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>840</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>841</td>\n",
       "        <td>None</td>\n",
       "        <td>9251</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>842</td>\n",
       "        <td>6736</td>\n",
       "        <td>106092</td>\n",
       "        <td>9262</td>\n",
       "        <td>5894</td>\n",
       "        <td>None</td>\n",
       "        <td>5052</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>843</td>\n",
       "        <td>4215</td>\n",
       "        <td>102846</td>\n",
       "        <td>5901</td>\n",
       "        <td>2529</td>\n",
       "        <td>None</td>\n",
       "        <td>7587</td>\n",
       "        <td>None</td>\n",
       "        <td>1686</td>\n",
       "        <td>843</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>844</td>\n",
       "        <td>2532</td>\n",
       "        <td>41356</td>\n",
       "        <td>2532</td>\n",
       "        <td>2532</td>\n",
       "        <td>None</td>\n",
       "        <td>3376</td>\n",
       "        <td>None</td>\n",
       "        <td>844</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>845</td>\n",
       "        <td>None</td>\n",
       "        <td>9295</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>846</td>\n",
       "        <td>5076</td>\n",
       "        <td>98136</td>\n",
       "        <td>10152</td>\n",
       "        <td>12690</td>\n",
       "        <td>None</td>\n",
       "        <td>14382</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>847</td>\n",
       "        <td>1694</td>\n",
       "        <td>20328</td>\n",
       "        <td>1694</td>\n",
       "        <td>847</td>\n",
       "        <td>None</td>\n",
       "        <td>1694</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>848</td>\n",
       "        <td>848</td>\n",
       "        <td>21200</td>\n",
       "        <td>1696</td>\n",
       "        <td>848</td>\n",
       "        <td>None</td>\n",
       "        <td>848</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>849</td>\n",
       "        <td>849</td>\n",
       "        <td>21225</td>\n",
       "        <td>1698</td>\n",
       "        <td>3396</td>\n",
       "        <td>None</td>\n",
       "        <td>4245</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>850</td>\n",
       "        <td>None</td>\n",
       "        <td>9350</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>851</td>\n",
       "        <td>1702</td>\n",
       "        <td>12765</td>\n",
       "        <td>1702</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>851</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>852</td>\n",
       "        <td>None</td>\n",
       "        <td>9372</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>853</td>\n",
       "        <td>None</td>\n",
       "        <td>9383</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>854</td>\n",
       "        <td>854</td>\n",
       "        <td>11102</td>\n",
       "        <td>1708</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>854</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>855</td>\n",
       "        <td>None</td>\n",
       "        <td>9405</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>856</td>\n",
       "        <td>4280</td>\n",
       "        <td>43656</td>\n",
       "        <td>1712</td>\n",
       "        <td>2568</td>\n",
       "        <td>None</td>\n",
       "        <td>3424</td>\n",
       "        <td>None</td>\n",
       "        <td>1712</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>857</td>\n",
       "        <td>None</td>\n",
       "        <td>9427</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>858</td>\n",
       "        <td>None</td>\n",
       "        <td>9438</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>859</td>\n",
       "        <td>None</td>\n",
       "        <td>9449</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>860</td>\n",
       "        <td>None</td>\n",
       "        <td>9460</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>861</td>\n",
       "        <td>861</td>\n",
       "        <td>11193</td>\n",
       "        <td>1722</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>861</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>862</td>\n",
       "        <td>862</td>\n",
       "        <td>14654</td>\n",
       "        <td>2586</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>862</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>863</td>\n",
       "        <td>None</td>\n",
       "        <td>9493</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>864</td>\n",
       "        <td>864</td>\n",
       "        <td>11232</td>\n",
       "        <td>864</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>864</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>865</td>\n",
       "        <td>23355</td>\n",
       "        <td>369355</td>\n",
       "        <td>21625</td>\n",
       "        <td>18165</td>\n",
       "        <td>1730</td>\n",
       "        <td>28545</td>\n",
       "        <td>None</td>\n",
       "        <td>3460</td>\n",
       "        <td>865</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>866</td>\n",
       "        <td>6062</td>\n",
       "        <td>98724</td>\n",
       "        <td>6928</td>\n",
       "        <td>5196</td>\n",
       "        <td>None</td>\n",
       "        <td>3464</td>\n",
       "        <td>None</td>\n",
       "        <td>1732</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>867</td>\n",
       "        <td>2601</td>\n",
       "        <td>25143</td>\n",
       "        <td>3468</td>\n",
       "        <td>867</td>\n",
       "        <td>None</td>\n",
       "        <td>1734</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>868</td>\n",
       "        <td>None</td>\n",
       "        <td>9548</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>869</td>\n",
       "        <td>13904</td>\n",
       "        <td>87769</td>\n",
       "        <td>2607</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>869</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>870</td>\n",
       "        <td>1740</td>\n",
       "        <td>10440</td>\n",
       "        <td>870</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>870</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>871</td>\n",
       "        <td>None</td>\n",
       "        <td>9581</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>872</td>\n",
       "        <td>None</td>\n",
       "        <td>9592</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>873</td>\n",
       "        <td>4365</td>\n",
       "        <td>29682</td>\n",
       "        <td>2619</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>2619</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>874</td>\n",
       "        <td>None</td>\n",
       "        <td>9614</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>875</td>\n",
       "        <td>None</td>\n",
       "        <td>9625</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>876</td>\n",
       "        <td>None</td>\n",
       "        <td>9636</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>877</td>\n",
       "        <td>None</td>\n",
       "        <td>9647</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>878</td>\n",
       "        <td>1756</td>\n",
       "        <td>33364</td>\n",
       "        <td>2634</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>878</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>879</td>\n",
       "        <td>3516</td>\n",
       "        <td>146793</td>\n",
       "        <td>9669</td>\n",
       "        <td>3516</td>\n",
       "        <td>1758</td>\n",
       "        <td>10548</td>\n",
       "        <td>None</td>\n",
       "        <td>2637</td>\n",
       "        <td>3516</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>880</td>\n",
       "        <td>None</td>\n",
       "        <td>9680</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>881</td>\n",
       "        <td>881</td>\n",
       "        <td>9691</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>881</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>882</td>\n",
       "        <td>None</td>\n",
       "        <td>9702</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>883</td>\n",
       "        <td>None</td>\n",
       "        <td>9713</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>884</td>\n",
       "        <td>None</td>\n",
       "        <td>9724</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>885</td>\n",
       "        <td>885</td>\n",
       "        <td>17700</td>\n",
       "        <td>1770</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>885</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>886</td>\n",
       "        <td>None</td>\n",
       "        <td>9746</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>887</td>\n",
       "        <td>887</td>\n",
       "        <td>15966</td>\n",
       "        <td>1774</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>887</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>888</td>\n",
       "        <td>888</td>\n",
       "        <td>32856</td>\n",
       "        <td>888</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>5328</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>889</td>\n",
       "        <td>889</td>\n",
       "        <td>36449</td>\n",
       "        <td>1778</td>\n",
       "        <td>889</td>\n",
       "        <td>None</td>\n",
       "        <td>1778</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>890</td>\n",
       "        <td>890</td>\n",
       "        <td>17800</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>890</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>891</td>\n",
       "        <td>891</td>\n",
       "        <td>9801</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>892</td>\n",
       "        <td>892</td>\n",
       "        <td>9812</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>893</td>\n",
       "        <td>893</td>\n",
       "        <td>27683</td>\n",
       "        <td>1786</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>20539</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>894</td>\n",
       "        <td>None</td>\n",
       "        <td>9834</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>895</td>\n",
       "        <td>895</td>\n",
       "        <td>15215</td>\n",
       "        <td>3580</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>895</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>896</td>\n",
       "        <td>896</td>\n",
       "        <td>24192</td>\n",
       "        <td>896</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>896</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>897</td>\n",
       "        <td>1794</td>\n",
       "        <td>17043</td>\n",
       "        <td>1794</td>\n",
       "        <td>897</td>\n",
       "        <td>None</td>\n",
       "        <td>897</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>898</td>\n",
       "        <td>None</td>\n",
       "        <td>9878</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>899</td>\n",
       "        <td>None</td>\n",
       "        <td>9889</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>900</td>\n",
       "        <td>None</td>\n",
       "        <td>9900</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>901</td>\n",
       "        <td>None</td>\n",
       "        <td>9911</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>902</td>\n",
       "        <td>None</td>\n",
       "        <td>9922</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>903</td>\n",
       "        <td>1806</td>\n",
       "        <td>23478</td>\n",
       "        <td>1806</td>\n",
       "        <td>903</td>\n",
       "        <td>None</td>\n",
       "        <td>1806</td>\n",
       "        <td>None</td>\n",
       "        <td>903</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>904</td>\n",
       "        <td>904</td>\n",
       "        <td>10848</td>\n",
       "        <td>904</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>904</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>905</td>\n",
       "        <td>None</td>\n",
       "        <td>9955</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>906</td>\n",
       "        <td>None</td>\n",
       "        <td>9966</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>907</td>\n",
       "        <td>None</td>\n",
       "        <td>9977</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>908</td>\n",
       "        <td>1816</td>\n",
       "        <td>15436</td>\n",
       "        <td>1816</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>908</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>909</td>\n",
       "        <td>None</td>\n",
       "        <td>9999</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>910</td>\n",
       "        <td>910</td>\n",
       "        <td>22750</td>\n",
       "        <td>910</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>910</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>911</td>\n",
       "        <td>1822</td>\n",
       "        <td>40995</td>\n",
       "        <td>1822</td>\n",
       "        <td>911</td>\n",
       "        <td>None</td>\n",
       "        <td>2733</td>\n",
       "        <td>None</td>\n",
       "        <td>911</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>912</td>\n",
       "        <td>None</td>\n",
       "        <td>10032</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>913</td>\n",
       "        <td>913</td>\n",
       "        <td>10956</td>\n",
       "        <td>913</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>913</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>914</td>\n",
       "        <td>914</td>\n",
       "        <td>86830</td>\n",
       "        <td>6398</td>\n",
       "        <td>2742</td>\n",
       "        <td>None</td>\n",
       "        <td>6398</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>914</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>915</td>\n",
       "        <td>None</td>\n",
       "        <td>10065</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>916</td>\n",
       "        <td>None</td>\n",
       "        <td>10076</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>917</td>\n",
       "        <td>43099</td>\n",
       "        <td>2056831</td>\n",
       "        <td>11004</td>\n",
       "        <td>3668</td>\n",
       "        <td>2751</td>\n",
       "        <td>150388</td>\n",
       "        <td>None</td>\n",
       "        <td>1834</td>\n",
       "        <td>1834</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>918</td>\n",
       "        <td>7344</td>\n",
       "        <td>374544</td>\n",
       "        <td>14688</td>\n",
       "        <td>14688</td>\n",
       "        <td>None</td>\n",
       "        <td>23868</td>\n",
       "        <td>None</td>\n",
       "        <td>2754</td>\n",
       "        <td>10098</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>919</td>\n",
       "        <td>919</td>\n",
       "        <td>22975</td>\n",
       "        <td>1838</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>919</td>\n",
       "        <td>None</td>\n",
       "        <td>2757</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>920</td>\n",
       "        <td>None</td>\n",
       "        <td>10120</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>921</td>\n",
       "        <td>921</td>\n",
       "        <td>16578</td>\n",
       "        <td>1842</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>921</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>922</td>\n",
       "        <td>1844</td>\n",
       "        <td>46100</td>\n",
       "        <td>5532</td>\n",
       "        <td>922</td>\n",
       "        <td>None</td>\n",
       "        <td>4610</td>\n",
       "        <td>None</td>\n",
       "        <td>922</td>\n",
       "        <td>922</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>923</td>\n",
       "        <td>None</td>\n",
       "        <td>10153</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>924</td>\n",
       "        <td>12936</td>\n",
       "        <td>401016</td>\n",
       "        <td>27720</td>\n",
       "        <td>24948</td>\n",
       "        <td>924</td>\n",
       "        <td>58212</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>2772</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>925</td>\n",
       "        <td>None</td>\n",
       "        <td>10175</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>926</td>\n",
       "        <td>926</td>\n",
       "        <td>18520</td>\n",
       "        <td>1852</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1852</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>927</td>\n",
       "        <td>None</td>\n",
       "        <td>10197</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>928</td>\n",
       "        <td>None</td>\n",
       "        <td>10208</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>929</td>\n",
       "        <td>929</td>\n",
       "        <td>11148</td>\n",
       "        <td>929</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>929</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>930</td>\n",
       "        <td>14880</td>\n",
       "        <td>346890</td>\n",
       "        <td>60450</td>\n",
       "        <td>58590</td>\n",
       "        <td>930</td>\n",
       "        <td>24180</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>931</td>\n",
       "        <td>931</td>\n",
       "        <td>16758</td>\n",
       "        <td>1862</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>931</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>932</td>\n",
       "        <td>None</td>\n",
       "        <td>10252</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>933</td>\n",
       "        <td>None</td>\n",
       "        <td>10263</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>934</td>\n",
       "        <td>None</td>\n",
       "        <td>10274</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>935</td>\n",
       "        <td>None</td>\n",
       "        <td>10285</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>936</td>\n",
       "        <td>None</td>\n",
       "        <td>10296</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>937</td>\n",
       "        <td>None</td>\n",
       "        <td>10307</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>938</td>\n",
       "        <td>None</td>\n",
       "        <td>10318</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>939</td>\n",
       "        <td>1878</td>\n",
       "        <td>30048</td>\n",
       "        <td>1878</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>4695</td>\n",
       "        <td>None</td>\n",
       "        <td>939</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>940</td>\n",
       "        <td>940</td>\n",
       "        <td>17860</td>\n",
       "        <td>1880</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>940</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>941</td>\n",
       "        <td>4705</td>\n",
       "        <td>79044</td>\n",
       "        <td>1882</td>\n",
       "        <td>4705</td>\n",
       "        <td>None</td>\n",
       "        <td>10351</td>\n",
       "        <td>None</td>\n",
       "        <td>8469</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>942</td>\n",
       "        <td>None</td>\n",
       "        <td>10362</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>943</td>\n",
       "        <td>5658</td>\n",
       "        <td>35834</td>\n",
       "        <td>5658</td>\n",
       "        <td>943</td>\n",
       "        <td>None</td>\n",
       "        <td>1886</td>\n",
       "        <td>None</td>\n",
       "        <td>943</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>944</td>\n",
       "        <td>None</td>\n",
       "        <td>10384</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>945</td>\n",
       "        <td>3780</td>\n",
       "        <td>85995</td>\n",
       "        <td>7560</td>\n",
       "        <td>5670</td>\n",
       "        <td>None</td>\n",
       "        <td>10395</td>\n",
       "        <td>None</td>\n",
       "        <td>945</td>\n",
       "        <td>1890</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>946</td>\n",
       "        <td>1892</td>\n",
       "        <td>17974</td>\n",
       "        <td>1892</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>946</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>947</td>\n",
       "        <td>None</td>\n",
       "        <td>10417</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>948</td>\n",
       "        <td>None</td>\n",
       "        <td>10428</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>949</td>\n",
       "        <td>None</td>\n",
       "        <td>10439</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>950</td>\n",
       "        <td>None</td>\n",
       "        <td>10450</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>951</td>\n",
       "        <td>951</td>\n",
       "        <td>11412</td>\n",
       "        <td>951</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>951</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>952</td>\n",
       "        <td>None</td>\n",
       "        <td>10472</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>953</td>\n",
       "        <td>953</td>\n",
       "        <td>12389</td>\n",
       "        <td>1906</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>953</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>954</td>\n",
       "        <td>None</td>\n",
       "        <td>10494</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>955</td>\n",
       "        <td>None</td>\n",
       "        <td>10505</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>956</td>\n",
       "        <td>None</td>\n",
       "        <td>10516</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>957</td>\n",
       "        <td>957</td>\n",
       "        <td>13398</td>\n",
       "        <td>1914</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>957</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>958</td>\n",
       "        <td>None</td>\n",
       "        <td>10538</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>959</td>\n",
       "        <td>1918</td>\n",
       "        <td>12467</td>\n",
       "        <td>959</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>959</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>960</td>\n",
       "        <td>None</td>\n",
       "        <td>10560</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>961</td>\n",
       "        <td>None</td>\n",
       "        <td>10571</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>962</td>\n",
       "        <td>None</td>\n",
       "        <td>10582</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>963</td>\n",
       "        <td>None</td>\n",
       "        <td>10593</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>964</td>\n",
       "        <td>964</td>\n",
       "        <td>10604</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>965</td>\n",
       "        <td>None</td>\n",
       "        <td>10615</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>966</td>\n",
       "        <td>None</td>\n",
       "        <td>10626</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>967</td>\n",
       "        <td>None</td>\n",
       "        <td>10637</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>968</td>\n",
       "        <td>None</td>\n",
       "        <td>10648</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>969</td>\n",
       "        <td>None</td>\n",
       "        <td>10659</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>970</td>\n",
       "        <td>None</td>\n",
       "        <td>10670</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>971</td>\n",
       "        <td>None</td>\n",
       "        <td>18449</td>\n",
       "        <td>971</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>972</td>\n",
       "        <td>None</td>\n",
       "        <td>9720</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>973</td>\n",
       "        <td>None</td>\n",
       "        <td>9730</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>974</td>\n",
       "        <td>None</td>\n",
       "        <td>9740</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>975</td>\n",
       "        <td>None</td>\n",
       "        <td>9750</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>976</td>\n",
       "        <td>976</td>\n",
       "        <td>12688</td>\n",
       "        <td>1952</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>976</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>977</td>\n",
       "        <td>None</td>\n",
       "        <td>9770</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>978</td>\n",
       "        <td>None</td>\n",
       "        <td>9780</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>979</td>\n",
       "        <td>None</td>\n",
       "        <td>9790</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>980</td>\n",
       "        <td>None</td>\n",
       "        <td>9800</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>981</td>\n",
       "        <td>None</td>\n",
       "        <td>9810</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>982</td>\n",
       "        <td>None</td>\n",
       "        <td>9820</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>983</td>\n",
       "        <td>None</td>\n",
       "        <td>9830</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>984</td>\n",
       "        <td>None</td>\n",
       "        <td>9840</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>985</td>\n",
       "        <td>None</td>\n",
       "        <td>9850</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>986</td>\n",
       "        <td>None</td>\n",
       "        <td>9860</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>987</td>\n",
       "        <td>987</td>\n",
       "        <td>13818</td>\n",
       "        <td>1974</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>987</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>988</td>\n",
       "        <td>988</td>\n",
       "        <td>17784</td>\n",
       "        <td>1976</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>988</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>989</td>\n",
       "        <td>12857</td>\n",
       "        <td>322414</td>\n",
       "        <td>20769</td>\n",
       "        <td>15824</td>\n",
       "        <td>None</td>\n",
       "        <td>38571</td>\n",
       "        <td>None</td>\n",
       "        <td>989</td>\n",
       "        <td>1978</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>990</td>\n",
       "        <td>1980</td>\n",
       "        <td>38610</td>\n",
       "        <td>2970</td>\n",
       "        <td>990</td>\n",
       "        <td>None</td>\n",
       "        <td>990</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>991</td>\n",
       "        <td>3964</td>\n",
       "        <td>68379</td>\n",
       "        <td>6937</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>4955</td>\n",
       "        <td>None</td>\n",
       "        <td>991</td>\n",
       "        <td>991</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>992</td>\n",
       "        <td>992</td>\n",
       "        <td>12896</td>\n",
       "        <td>992</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>992</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>993</td>\n",
       "        <td>None</td>\n",
       "        <td>9930</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>994</td>\n",
       "        <td>None</td>\n",
       "        <td>9940</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>995</td>\n",
       "        <td>None</td>\n",
       "        <td>9950</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>996</td>\n",
       "        <td>None</td>\n",
       "        <td>9960</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>997</td>\n",
       "        <td>None</td>\n",
       "        <td>9970</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>998</td>\n",
       "        <td>None</td>\n",
       "        <td>9980</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>999</td>\n",
       "        <td>1998</td>\n",
       "        <td>31968</td>\n",
       "        <td>2997</td>\n",
       "        <td>999</td>\n",
       "        <td>None</td>\n",
       "        <td>1998</td>\n",
       "        <td>None</td>\n",
       "        <td>1998</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1000</td>\n",
       "        <td>None</td>\n",
       "        <td>10000</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1001</td>\n",
       "        <td>1001</td>\n",
       "        <td>23023</td>\n",
       "        <td>2002</td>\n",
       "        <td>4004</td>\n",
       "        <td>None</td>\n",
       "        <td>5005</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1002</td>\n",
       "        <td>2004</td>\n",
       "        <td>19038</td>\n",
       "        <td>2004</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1002</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1003</td>\n",
       "        <td>None</td>\n",
       "        <td>10030</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1004</td>\n",
       "        <td>3012</td>\n",
       "        <td>34136</td>\n",
       "        <td>3012</td>\n",
       "        <td>3012</td>\n",
       "        <td>None</td>\n",
       "        <td>4016</td>\n",
       "        <td>None</td>\n",
       "        <td>2008</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1005</td>\n",
       "        <td>1005</td>\n",
       "        <td>17085</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>2010</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1006</td>\n",
       "        <td>1006</td>\n",
       "        <td>18108</td>\n",
       "        <td>3018</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>2012</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1007</td>\n",
       "        <td>2014</td>\n",
       "        <td>10070</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1008</td>\n",
       "        <td>None</td>\n",
       "        <td>10080</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1009</td>\n",
       "        <td>None</td>\n",
       "        <td>10090</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1010</td>\n",
       "        <td>3030</td>\n",
       "        <td>18180</td>\n",
       "        <td>2020</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1010</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1011</td>\n",
       "        <td>None</td>\n",
       "        <td>10110</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1012</td>\n",
       "        <td>None</td>\n",
       "        <td>10120</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1013</td>\n",
       "        <td>None</td>\n",
       "        <td>10130</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1014</td>\n",
       "        <td>None</td>\n",
       "        <td>10140</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1015</td>\n",
       "        <td>1015</td>\n",
       "        <td>18270</td>\n",
       "        <td>2030</td>\n",
       "        <td>1015</td>\n",
       "        <td>None</td>\n",
       "        <td>2030</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1016</td>\n",
       "        <td>1016</td>\n",
       "        <td>16256</td>\n",
       "        <td>2032</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1016</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1017</td>\n",
       "        <td>None</td>\n",
       "        <td>10170</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1018</td>\n",
       "        <td>None</td>\n",
       "        <td>10180</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1019</td>\n",
       "        <td>14266</td>\n",
       "        <td>142660</td>\n",
       "        <td>3057</td>\n",
       "        <td>1019</td>\n",
       "        <td>None</td>\n",
       "        <td>5095</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1020</td>\n",
       "        <td>None</td>\n",
       "        <td>9180</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1021</td>\n",
       "        <td>None</td>\n",
       "        <td>9189</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1022</td>\n",
       "        <td>None</td>\n",
       "        <td>9198</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1023</td>\n",
       "        <td>None</td>\n",
       "        <td>9207</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1024</td>\n",
       "        <td>None</td>\n",
       "        <td>9216</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1025</td>\n",
       "        <td>4100</td>\n",
       "        <td>140425</td>\n",
       "        <td>20500</td>\n",
       "        <td>16400</td>\n",
       "        <td>None</td>\n",
       "        <td>24600</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1026</td>\n",
       "        <td>None</td>\n",
       "        <td>9234</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1027</td>\n",
       "        <td>13351</td>\n",
       "        <td>416962</td>\n",
       "        <td>19513</td>\n",
       "        <td>19513</td>\n",
       "        <td>None</td>\n",
       "        <td>44161</td>\n",
       "        <td>None</td>\n",
       "        <td>2054</td>\n",
       "        <td>1027</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1028</td>\n",
       "        <td>2056</td>\n",
       "        <td>20560</td>\n",
       "        <td>2056</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1028</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1029</td>\n",
       "        <td>1029</td>\n",
       "        <td>37044</td>\n",
       "        <td>3087</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>6174</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1030</td>\n",
       "        <td>None</td>\n",
       "        <td>9270</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1031</td>\n",
       "        <td>None</td>\n",
       "        <td>9279</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1032</td>\n",
       "        <td>None</td>\n",
       "        <td>9288</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1033</td>\n",
       "        <td>None</td>\n",
       "        <td>9297</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1034</td>\n",
       "        <td>None</td>\n",
       "        <td>9306</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1035</td>\n",
       "        <td>None</td>\n",
       "        <td>9315</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1036</td>\n",
       "        <td>None</td>\n",
       "        <td>9324</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1037</td>\n",
       "        <td>None</td>\n",
       "        <td>9333</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1038</td>\n",
       "        <td>None</td>\n",
       "        <td>9342</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1039</td>\n",
       "        <td>None</td>\n",
       "        <td>9351</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1040</td>\n",
       "        <td>None</td>\n",
       "        <td>9360</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1041</td>\n",
       "        <td>2082</td>\n",
       "        <td>138453</td>\n",
       "        <td>8328</td>\n",
       "        <td>2082</td>\n",
       "        <td>None</td>\n",
       "        <td>6246</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1041</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1042</td>\n",
       "        <td>None</td>\n",
       "        <td>9378</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1043</td>\n",
       "        <td>None</td>\n",
       "        <td>9387</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1044</td>\n",
       "        <td>None</td>\n",
       "        <td>9396</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1045</td>\n",
       "        <td>None</td>\n",
       "        <td>9405</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1046</td>\n",
       "        <td>None</td>\n",
       "        <td>9414</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1047</td>\n",
       "        <td>6282</td>\n",
       "        <td>46068</td>\n",
       "        <td>2094</td>\n",
       "        <td>3141</td>\n",
       "        <td>None</td>\n",
       "        <td>4188</td>\n",
       "        <td>None</td>\n",
       "        <td>2094</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1048</td>\n",
       "        <td>1048</td>\n",
       "        <td>11528</td>\n",
       "        <td>2096</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>1048</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1049</td>\n",
       "        <td>None</td>\n",
       "        <td>9441</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1050</td>\n",
       "        <td>None</td>\n",
       "        <td>9450</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1051</td>\n",
       "        <td>None</td>\n",
       "        <td>9459</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1052</td>\n",
       "        <td>None</td>\n",
       "        <td>9468</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "        <td>None</td>\n",
       "    </tr>\n",
       "</table>"
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       " (132, Decimal('1188'), Decimal('33264'), Decimal('2112'), Decimal('924'), None, Decimal('1584'), None, Decimal('924'), Decimal('660'), None, None),\n",
       " (133, Decimal('2660'), Decimal('68495'), Decimal('1596'), Decimal('931'), None, Decimal('1862'), None, Decimal('532'), Decimal('931'), None, None),\n",
       " (134, Decimal('134'), Decimal('11926'), Decimal('268'), Decimal('134'), None, Decimal('134'), None, None, None, None, None),\n",
       " (135, Decimal('1890'), Decimal('31860'), Decimal('675'), Decimal('810'), None, Decimal('1620'), None, None, Decimal('135'), None, None),\n",
       " (136, None, Decimal('10608'), None, None, None, None, None, None, None, None, None),\n",
       " (137, Decimal('411'), Decimal('18358'), Decimal('1233'), Decimal('274'), None, Decimal('822'), None, Decimal('137'), Decimal('137'), None, None),\n",
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       " (139, Decimal('278'), Decimal('14317'), Decimal('695'), None, None, Decimal('417'), None, None, Decimal('139'), None, None),\n",
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       " (144, Decimal('864'), Decimal('12672'), Decimal('432'), Decimal('432'), None, Decimal('576'), None, Decimal('1584'), None, None, None),\n",
       " (145, Decimal('2030'), Decimal('74820'), Decimal('2175'), Decimal('1160'), None, Decimal('2900'), None, Decimal('1015'), Decimal('580'), None, None),\n",
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       " (152, Decimal('1216'), Decimal('15656'), Decimal('304'), Decimal('608'), None, Decimal('912'), None, None, None, None, None),\n",
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       " (156, Decimal('2340'), Decimal('102648'), Decimal('2808'), Decimal('1092'), None, Decimal('2652'), None, Decimal('1404'), Decimal('1092'), None, None),\n",
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       " (161, Decimal('805'), Decimal('27370'), Decimal('644'), Decimal('1127'), None, Decimal('1288'), None, Decimal('2898'), None, None, None),\n",
       " (162, Decimal('162'), Decimal('11826'), Decimal('162'), None, None, Decimal('162'), None, None, None, None, None),\n",
       " (163, Decimal('163'), Decimal('12551'), Decimal('163'), None, None, Decimal('163'), None, None, None, None, None),\n",
       " (164, Decimal('164'), Decimal('12300'), Decimal('164'), None, None, Decimal('164'), None, None, None, None, None),\n",
       " (165, Decimal('15015'), Decimal('296505'), Decimal('7425'), Decimal('6105'), Decimal('660'), Decimal('13695'), None, Decimal('3795'), Decimal('825'), None, None),\n",
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       " (167, Decimal('2839'), Decimal('107047'), Decimal('2839'), Decimal('2338'), Decimal('167'), Decimal('4509'), None, Decimal('1336'), Decimal('167'), None, None),\n",
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       " (172, Decimal('172'), Decimal('14104'), Decimal('344'), None, None, Decimal('172'), None, None, None, None, None),\n",
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       " (176, Decimal('528'), Decimal('15136'), Decimal('352'), None, None, Decimal('176'), None, None, None, None, None),\n",
       " (177, None, Decimal('11682'), None, None, None, None, None, None, None, None, None),\n",
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       " (180, Decimal('1440'), Decimal('44460'), Decimal('1800'), Decimal('1080'), None, Decimal('2160'), None, Decimal('360'), Decimal('180'), None, None),\n",
       " (181, None, Decimal('15023'), None, None, None, None, None, None, None, None, None),\n",
       " (182, Decimal('910'), Decimal('25480'), Decimal('1092'), Decimal('728'), None, Decimal('1456'), None, Decimal('364'), None, None, None),\n",
       " (183, None, Decimal('14457'), None, None, None, None, None, None, None, None, None),\n",
       " (184, Decimal('552'), Decimal('55016'), Decimal('1472'), Decimal('184'), None, Decimal('1104'), None, Decimal('184'), Decimal('368'), None, None),\n",
       " (185, Decimal('3515'), Decimal('100825'), Decimal('9620'), Decimal('1110'), None, Decimal('3515'), None, Decimal('1295'), Decimal('925'), None, None),\n",
       " (186, Decimal('930'), Decimal('23436'), Decimal('1116'), None, None, Decimal('930'), None, Decimal('186'), Decimal('744'), None, None),\n",
       " (187, None, Decimal('13277'), None, None, None, None, None, None, None, None, None),\n",
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       " (191, None, Decimal('16044'), None, None, None, None, None, None, None, None, None),\n",
       " (192, None, Decimal('13440'), None, None, None, None, None, None, None, None, None),\n",
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       " (194, Decimal('582'), Decimal('23280'), Decimal('1552'), Decimal('388'), None, Decimal('776'), None, Decimal('194'), None, None, None),\n",
       " (195, Decimal('195'), Decimal('18525'), Decimal('390'), Decimal('585'), None, Decimal('975'), None, Decimal('195'), None, None, None),\n",
       " (196, None, Decimal('12936'), None, None, None, None, None, None, None, None, None),\n",
       " (197, None, Decimal('13790'), None, None, None, None, None, None, None, None, None),\n",
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       " (199, Decimal('2189'), Decimal('43382'), Decimal('2587'), None, None, Decimal('597'), None, None, None, None, None),\n",
       " (200, None, Decimal('16600'), None, None, None, None, None, None, None, None, None),\n",
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       " (206, None, Decimal('14832'), None, None, None, None, None, None, None, None, None),\n",
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       " (209, Decimal('1672'), Decimal('38665'), Decimal('1463'), Decimal('836'), None, Decimal('1881'), None, None, Decimal('209'), None, None),\n",
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       " (216, None, Decimal('14688'), None, None, None, None, None, None, None, None, None),\n",
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       " (218, None, Decimal('15696'), None, None, None, None, None, None, None, None, None),\n",
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       " (224, None, Decimal('18368'), None, None, None, None, None, None, None, None, None),\n",
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       " (229, None, Decimal('16488'), None, None, None, None, None, None, None, None, None),\n",
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       " (293, Decimal('879'), Decimal('21096'), Decimal('293'), None, None, Decimal('293'), None, None, None, None, None),\n",
       " (294, Decimal('9114'), Decimal('140238'), Decimal('8232'), Decimal('3822'), None, Decimal('6468'), Decimal('294'), Decimal('4116'), Decimal('588'), None, None),\n",
       " (295, Decimal('885'), Decimal('51035'), Decimal('1180'), Decimal('590'), None, Decimal('1475'), None, Decimal('1180'), Decimal('295'), None, None),\n",
       " (296, Decimal('2072'), Decimal('36112'), Decimal('2072'), Decimal('592'), None, Decimal('1480'), None, Decimal('592'), None, None, None),\n",
       " (297, Decimal('297'), Decimal('31779'), Decimal('594'), Decimal('594'), None, Decimal('891'), None, Decimal('2079'), None, None, None),\n",
       " (298, Decimal('1192'), Decimal('56620'), Decimal('1192'), Decimal('298'), None, Decimal('1192'), None, Decimal('298'), Decimal('596'), None, None),\n",
       " (299, Decimal('2392'), Decimal('75946'), Decimal('2691'), Decimal('2392'), Decimal('598'), Decimal('4485'), None, Decimal('2990'), Decimal('1495'), None, None),\n",
       " (300, None, Decimal('21600'), None, None, None, None, None, None, None, None, None),\n",
       " (301, Decimal('2408'), Decimal('152306'), Decimal('3010'), Decimal('2107'), None, Decimal('4515'), None, Decimal('1806'), Decimal('903'), None, None),\n",
       " (302, Decimal('302'), Decimal('25670'), Decimal('302'), None, None, Decimal('604'), None, None, None, None, None),\n",
       " (303, Decimal('5151'), Decimal('71508'), Decimal('909'), Decimal('1818'), None, Decimal('1818'), None, Decimal('606'), None, None, None),\n",
       " (304, None, Decimal('10944'), None, None, None, None, None, None, None, None, None),\n",
       " (305, Decimal('915'), Decimal('14945'), Decimal('610'), None, None, Decimal('305'), None, None, None, None, None),\n",
       " (306, Decimal('2142'), Decimal('32436'), Decimal('1224'), Decimal('1836'), None, Decimal('2754'), None, Decimal('612'), None, None, None),\n",
       " (307, Decimal('614'), Decimal('27630'), Decimal('1228'), Decimal('1842'), None, Decimal('2149'), None, Decimal('307'), None, None, None),\n",
       " (308, Decimal('308'), Decimal('12628'), None, None, None, Decimal('308'), None, None, None, None, None),\n",
       " (309, Decimal('927'), Decimal('17613'), Decimal('618'), None, None, None, None, None, None, None, None),\n",
       " (310, None, Decimal('12710'), None, None, None, None, None, None, None, None, None),\n",
       " (311, Decimal('933'), Decimal('13684'), Decimal('622'), None, None, Decimal('622'), None, None, None, None, None),\n",
       " (312, None, Decimal('12792'), None, None, None, None, None, None, None, None, None),\n",
       " (313, Decimal('626'), Decimal('20032'), Decimal('626'), Decimal('313'), None, Decimal('1252'), None, None, None, None, None),\n",
       " (314, None, Decimal('13188'), None, None, None, None, None, None, None, None, None),\n",
       " (315, Decimal('630'), Decimal('16380'), Decimal('630'), None, None, Decimal('630'), None, None, None, None, None),\n",
       " (316, None, Decimal('16432'), None, None, None, None, None, None, None, None, None),\n",
       " (317, Decimal('951'), Decimal('17435'), Decimal('951'), Decimal('317'), None, Decimal('634'), None, None, None, None, None),\n",
       " (318, Decimal('636'), Decimal('11766'), Decimal('636'), None, None, Decimal('318'), None, None, None, None, None),\n",
       " (319, Decimal('2871'), Decimal('43065'), Decimal('957'), Decimal('1276'), None, Decimal('1595'), None, Decimal('4785'), None, None, None),\n",
       " (320, Decimal('640'), Decimal('21760'), Decimal('640'), None, None, Decimal('640'), None, None, None, None, None),\n",
       " (321, None, Decimal('15408'), None, None, None, None, None, None, None, None, None),\n",
       " (322, Decimal('322'), Decimal('13524'), Decimal('322'), None, None, Decimal('322'), None, None, None, None, None),\n",
       " (323, None, Decimal('13243'), None, None, None, None, None, None, None, None, None),\n",
       " (324, None, Decimal('15228'), None, None, None, None, None, None, None, None, None),\n",
       " (325, None, Decimal('13325'), None, None, None, None, None, None, None, None, None),\n",
       " (326, None, Decimal('15322'), None, None, None, None, None, None, None, None, None),\n",
       " (327, None, Decimal('12099'), None, None, None, None, None, None, None, None, None),\n",
       " (328, Decimal('6888'), Decimal('169904'), Decimal('9840'), Decimal('9840'), Decimal('328'), Decimal('12792'), None, Decimal('2952'), Decimal('328'), None, None),\n",
       " (329, None, Decimal('17108'), None, None, None, None, None, None, None, None, None),\n",
       " (330, Decimal('660'), Decimal('16170'), Decimal('1980'), None, None, Decimal('330'), None, None, None, None, None),\n",
       " (331, Decimal('3310'), Decimal('70503'), Decimal('2317'), Decimal('1986'), Decimal('331'), Decimal('4965'), None, Decimal('6620'), Decimal('1655'), None, None),\n",
       " (332, Decimal('996'), Decimal('22576'), Decimal('664'), Decimal('1328'), None, Decimal('1660'), None, None, None, None, None),\n",
       " (333, Decimal('333'), Decimal('17316'), Decimal('666'), None, None, Decimal('333'), None, None, None, None, None),\n",
       " (334, Decimal('2672'), Decimal('22378'), Decimal('668'), Decimal('334'), None, Decimal('1670'), None, None, None, None, None),\n",
       " (335, None, Decimal('18090'), None, None, None, None, None, None, None, None, None),\n",
       " (336, None, Decimal('16128'), None, None, None, None, None, None, None, None, None),\n",
       " (337, None, Decimal('13817'), None, None, None, None, None, None, None, None, None),\n",
       " (338, None, Decimal('16224'), None, None, None, None, None, None, None, None, None),\n",
       " (339, Decimal('1356'), Decimal('32883'), Decimal('1017'), Decimal('339'), None, Decimal('4407'), None, None, None, None, None),\n",
       " (340, Decimal('3400'), Decimal('111180'), Decimal('7480'), Decimal('7820'), Decimal('340'), Decimal('17340'), None, Decimal('1700'), Decimal('340'), None, None),\n",
       " (341, Decimal('8184'), Decimal('108779'), Decimal('7843'), Decimal('7502'), None, Decimal('17391'), None, Decimal('2046'), Decimal('341'), None, None),\n",
       " (342, Decimal('1026'), Decimal('18468'), Decimal('1026'), None, None, Decimal('684'), None, None, None, None, None),\n",
       " (343, Decimal('1715'), Decimal('18865'), Decimal('1715'), Decimal('1372'), None, Decimal('1715'), None, Decimal('343'), None, None, None),\n",
       " (344, Decimal('23392'), Decimal('540424'), Decimal('15136'), Decimal('13416'), Decimal('1032'), Decimal('20296'), None, Decimal('3784'), Decimal('344'), None, None),\n",
       " (345, None, Decimal('17940'), None, None, None, None, None, None, None, None, None),\n",
       " (346, Decimal('4152'), Decimal('70584'), Decimal('3114'), Decimal('1384'), None, Decimal('2768'), None, Decimal('2422'), Decimal('346'), None, None),\n",
       " (347, Decimal('9022'), Decimal('646114'), Decimal('7287'), Decimal('7981'), Decimal('2776'), Decimal('20820'), Decimal('694'), Decimal('5552'), Decimal('347'), None, None),\n",
       " (348, Decimal('2436'), Decimal('78300'), Decimal('2784'), Decimal('2088'), None, Decimal('3480'), None, Decimal('4524'), Decimal('348'), None, None),\n",
       " (349, Decimal('1396'), Decimal('61075'), Decimal('2792'), Decimal('1396'), None, Decimal('2792'), None, Decimal('1047'), Decimal('698'), None, None),\n",
       " (350, Decimal('350'), Decimal('15400'), Decimal('350'), None, None, Decimal('700'), None, None, None, None, None),\n",
       " (351, Decimal('2106'), Decimal('78273'), Decimal('2457'), Decimal('2808'), Decimal('351'), Decimal('5967'), None, Decimal('1053'), Decimal('351'), None, None),\n",
       " (352, None, Decimal('13024'), None, None, None, None, None, None, None, None, None),\n",
       " (353, Decimal('7060'), Decimal('93192'), Decimal('3883'), Decimal('2824'), Decimal('353'), Decimal('6354'), None, Decimal('4589'), Decimal('706'), None, None),\n",
       " (354, Decimal('2832'), Decimal('52392'), Decimal('2832'), Decimal('1416'), None, Decimal('2832'), None, Decimal('354'), Decimal('708'), None, None),\n",
       " (355, None, Decimal('18460'), None, None, None, None, None, None, None, None, None),\n",
       " (356, Decimal('712'), Decimal('49840'), Decimal('3204'), Decimal('356'), None, Decimal('2136'), None, Decimal('712'), Decimal('712'), None, None),\n",
       " (357, Decimal('357'), Decimal('13209'), Decimal('357'), None, None, Decimal('357'), None, None, None, None, None),\n",
       " (358, None, Decimal('18616'), None, None, None, None, None, None, None, None, None),\n",
       " (359, Decimal('1077'), Decimal('25130'), Decimal('1077'), Decimal('359'), None, Decimal('718'), None, Decimal('718'), None, None, None),\n",
       " (360, None, Decimal('14760'), None, None, None, None, None, None, None, None, None),\n",
       " (361, Decimal('2527'), Decimal('78698'), Decimal('4332'), Decimal('722'), None, Decimal('2527'), None, None, None, None, None),\n",
       " (362, Decimal('14480'), Decimal('171950'), Decimal('5792'), Decimal('4706'), Decimal('362'), Decimal('7964'), None, Decimal('1086'), Decimal('362'), None, None),\n",
       " (363, Decimal('7260'), Decimal('116886'), Decimal('7986'), Decimal('7623'), Decimal('726'), Decimal('13431'), None, Decimal('363'), Decimal('726'), None, None),\n",
       " (364, None, Decimal('14560'), None, None, None, None, None, None, None, None, None),\n",
       " (365, None, Decimal('17520'), None, None, None, None, None, None, None, None, None),\n",
       " (366, None, Decimal('13176'), None, None, None, None, None, None, None, None, None),\n",
       " (367, Decimal('1835'), Decimal('33030'), Decimal('1101'), Decimal('367'), Decimal('367'), Decimal('2202'), None, None, None, None, None),\n",
       " (368, None, Decimal('20240'), None, None, None, None, None, None, None, None, None),\n",
       " (369, Decimal('36900'), Decimal('319554'), Decimal('14022'), Decimal('15498'), Decimal('1476'), Decimal('30258'), None, Decimal('1476'), Decimal('738'), None, None),\n",
       " (370, Decimal('370'), Decimal('19610'), Decimal('740'), Decimal('370'), None, Decimal('370'), None, None, None, None, None),\n",
       " (371, None, Decimal('13727'), None, None, None, None, None, None, None, None, None),\n",
       " (372, Decimal('2604'), Decimal('99696'), Decimal('2976'), Decimal('2976'), None, Decimal('5952'), None, Decimal('372'), Decimal('744'), None, None),\n",
       " (373, Decimal('373'), Decimal('26856'), Decimal('1119'), Decimal('1119'), None, Decimal('1492'), None, None, None, None, None),\n",
       " (374, Decimal('4114'), Decimal('91630'), Decimal('4114'), Decimal('1870'), None, Decimal('3366'), None, Decimal('8228'), Decimal('748'), None, None),\n",
       " (375, Decimal('375'), Decimal('40500'), Decimal('1875'), Decimal('2250'), None, Decimal('3375'), None, Decimal('375'), Decimal('750'), None, None),\n",
       " (376, Decimal('1880'), Decimal('65800'), Decimal('2632'), Decimal('2632'), None, Decimal('5640'), None, Decimal('3384'), Decimal('376'), None, None),\n",
       " (377, Decimal('4901'), Decimal('189631'), Decimal('11687'), Decimal('9802'), None, Decimal('8671'), None, Decimal('3770'), Decimal('754'), None, None),\n",
       " (378, Decimal('6048'), Decimal('128142'), Decimal('3402'), Decimal('2268'), None, Decimal('6804'), None, Decimal('8316'), Decimal('756'), None, None),\n",
       " (379, Decimal('379'), Decimal('19329'), Decimal('758'), Decimal('1516'), None, Decimal('1895'), None, None, None, None, None),\n",
       " (380, None, Decimal('19380'), None, None, None, None, None, None, None, None, None),\n",
       " (381, Decimal('8763'), Decimal('123444'), Decimal('7239'), Decimal('5715'), Decimal('381'), Decimal('11049'), None, Decimal('381'), Decimal('1524'), None, None),\n",
       " (382, Decimal('8786'), Decimal('159676'), Decimal('9932'), Decimal('10314'), Decimal('382'), Decimal('17954'), None, Decimal('6112'), Decimal('382'), None, None),\n",
       " (383, Decimal('16086'), Decimal('339721'), Decimal('11873'), Decimal('11490'), Decimal('1915'), Decimal('30257'), None, Decimal('4213'), Decimal('766'), None, None),\n",
       " (384, Decimal('768'), Decimal('21888'), None, None, None, Decimal('768'), None, None, None, None, None),\n",
       " (385, Decimal('9240'), Decimal('251020'), Decimal('10395'), Decimal('11550'), Decimal('770'), Decimal('25795'), Decimal('1540'), Decimal('385'), Decimal('385'), None, None),\n",
       " (386, Decimal('1158'), Decimal('25090'), Decimal('1158'), Decimal('1544'), None, Decimal('1544'), None, Decimal('1158'), None, None, None),\n",
       " (387, Decimal('2322'), Decimal('109134'), Decimal('6192'), Decimal('6966'), Decimal('387'), Decimal('15093'), None, None, None, None, None),\n",
       " (388, Decimal('388'), Decimal('21340'), Decimal('776'), None, None, Decimal('388'), None, None, None, None, None),\n",
       " (389, None, Decimal('13615'), None, None, None, None, None, None, None, None, None),\n",
       " (390, Decimal('3900'), Decimal('42900'), Decimal('2340'), Decimal('780'), None, Decimal('2340'), None, None, None, None, None),\n",
       " (391, Decimal('391'), Decimal('391'), Decimal('391'), None, None, Decimal('391'), None, None, None, None, None),\n",
       " (392, Decimal('784'), Decimal('20776'), Decimal('1568'), Decimal('784'), None, Decimal('2352'), None, None, Decimal('784'), None, None),\n",
       " (393, None, Decimal('4716'), None, None, None, None, None, None, None, None, None),\n",
       " (394, Decimal('788'), Decimal('9850'), Decimal('1182'), Decimal('394'), None, Decimal('788'), None, None, None, None, None),\n",
       " (395, Decimal('395'), Decimal('7110'), Decimal('790'), None, None, None, None, None, None, None, None),\n",
       " (396, Decimal('792'), Decimal('7920'), Decimal('1188'), None, None, Decimal('396'), None, None, None, None, None),\n",
       " (397, Decimal('794'), Decimal('7146'), Decimal('1191'), None, None, Decimal('397'), None, None, None, None, None),\n",
       " (398, Decimal('796'), Decimal('6368'), Decimal('796'), None, None, Decimal('398'), None, None, None, None, None),\n",
       " (399, None, Decimal('4788'), None, None, None, None, None, None, None, None, None),\n",
       " (400, Decimal('5600'), Decimal('44800'), Decimal('1200'), Decimal('2800'), None, Decimal('4000'), None, Decimal('3200'), None, None, None),\n",
       " (401, None, Decimal('4812'), None, None, None, None, None, None, None, None, None),\n",
       " (402, Decimal('804'), Decimal('8040'), Decimal('804'), None, None, Decimal('1206'), None, None, None, None, None),\n",
       " (403, None, Decimal('4836'), None, None, None, None, None, None, None, None, None),\n",
       " (404, Decimal('808'), Decimal('12524'), Decimal('2020'), Decimal('404'), None, Decimal('808'), None, None, None, None, None),\n",
       " (405, None, Decimal('4860'), None, None, None, None, None, None, None, None, None),\n",
       " (406, Decimal('2030'), Decimal('26796'), Decimal('2030'), Decimal('812'), None, Decimal('1624'), None, Decimal('812'), None, None, None),\n",
       " (407, Decimal('407'), Decimal('5698'), Decimal('814'), None, None, Decimal('407'), None, None, None, None, None),\n",
       " (408, None, Decimal('4896'), None, None, None, None, None, None, None, None, None),\n",
       " (409, Decimal('15542'), Decimal('195502'), Decimal('4908'), Decimal('3681'), Decimal('409'), Decimal('13906'), None, Decimal('6544'), Decimal('818'), None, None),\n",
       " (410, Decimal('4510'), Decimal('43460'), Decimal('2870'), Decimal('2050'), None, Decimal('4100'), None, None, None, None, None),\n",
       " (411, Decimal('3699'), Decimal('64116'), Decimal('3699'), Decimal('2466'), None, Decimal('5343'), None, Decimal('3288'), Decimal('822'), None, None),\n",
       " (412, None, Decimal('4944'), None, None, None, None, None, None, None, None, None),\n",
       " (413, Decimal('413'), Decimal('8260'), Decimal('826'), None, None, Decimal('413'), None, None, None, None, None),\n",
       " (414, Decimal('414'), Decimal('13662'), Decimal('828'), Decimal('828'), None, Decimal('1242'), None, Decimal('414'), None, None, None),\n",
       " (415, None, Decimal('4980'), None, None, None, None, None, None, None, None, None),\n",
       " (416, Decimal('832'), Decimal('5408'), Decimal('416'), None, None, None, None, None, None, None, None),\n",
       " (417, Decimal('834'), Decimal('8340'), Decimal('1251'), None, None, Decimal('417'), None, None, None, None, None),\n",
       " (418, None, Decimal('5016'), None, None, None, None, None, None, None, None, None),\n",
       " (419, Decimal('838'), Decimal('8799'), Decimal('838'), Decimal('838'), None, Decimal('1257'), None, Decimal('419'), None, None, None),\n",
       " (420, Decimal('6720'), Decimal('131460'), Decimal('4200'), Decimal('3780'), Decimal('420'), Decimal('12600'), None, Decimal('6300'), Decimal('840'), None, None),\n",
       " (421, Decimal('1263'), Decimal('12209'), Decimal('842'), Decimal('842'), None, Decimal('1263'), None, Decimal('1263'), None, None, None),\n",
       " (422, Decimal('422'), Decimal('8862'), Decimal('844'), None, None, Decimal('422'), None, None, None, None, None),\n",
       " (423, Decimal('2538'), Decimal('24957'), Decimal('1269'), Decimal('846'), None, Decimal('1269'), None, Decimal('1692'), None, None, None),\n",
       " (424, Decimal('2544'), Decimal('27984'), Decimal('1696'), Decimal('1696'), None, Decimal('2544'), None, Decimal('3816'), None, None, None),\n",
       " (425, None, Decimal('5100'), None, None, None, None, None, None, None, None, None),\n",
       " (426, None, Decimal('5112'), None, None, None, None, None, None, None, None, None),\n",
       " (427, Decimal('1281'), Decimal('88816'), Decimal('8967'), Decimal('7259'), None, Decimal('7686'), None, Decimal('2135'), None, None, None),\n",
       " (428, Decimal('6848'), Decimal('146804'), Decimal('2996'), Decimal('2996'), Decimal('856'), Decimal('6848'), None, Decimal('1712'), Decimal('428'), None, None),\n",
       " (429, None, Decimal('5148'), None, None, None, None, None, None, None, None, None),\n",
       " (430, None, Decimal('5160'), None, None, None, None, None, None, None, None, None),\n",
       " (431, Decimal('862'), Decimal('11637'), Decimal('862'), Decimal('862'), None, Decimal('1293'), None, None, None, None, None),\n",
       " (432, Decimal('432'), Decimal('5616'), Decimal('432'), None, None, Decimal('432'), None, None, None, None, None),\n",
       " (433, Decimal('866'), Decimal('11258'), Decimal('866'), None, None, Decimal('433'), None, None, None, None, None),\n",
       " (434, Decimal('9114'), Decimal('130634'), Decimal('3906'), Decimal('3038'), None, Decimal('5642'), None, None, Decimal('868'), None, None),\n",
       " (435, None, Decimal('5220'), None, None, None, None, None, None, None, None, None),\n",
       " (436, Decimal('1744'), Decimal('29212'), Decimal('2180'), Decimal('2180'), None, Decimal('2616'), None, None, None, None, None),\n",
       " (437, Decimal('1311'), Decimal('7429'), Decimal('874'), Decimal('437'), None, Decimal('874'), None, None, None, None, None),\n",
       " (438, None, Decimal('5256'), None, None, None, None, None, None, None, None, None),\n",
       " (439, None, Decimal('5268'), None, None, None, None, None, None, None, None, None),\n",
       " (440, Decimal('2200'), Decimal('70400'), Decimal('3960'), Decimal('2200'), None, Decimal('5720'), None, Decimal('440'), Decimal('880'), None, None),\n",
       " (441, None, Decimal('5292'), None, None, None, None, None, None, None, None, None),\n",
       " (442, None, Decimal('5304'), None, None, None, None, None, None, None, None, None),\n",
       " (443, Decimal('886'), Decimal('26580'), Decimal('886'), Decimal('1329'), Decimal('443'), Decimal('2658'), None, Decimal('443'), None, None, None),\n",
       " (444, None, Decimal('5328'), None, None, None, None, None, None, None, None, None),\n",
       " (445, Decimal('3115'), Decimal('27590'), Decimal('890'), Decimal('1780'), None, Decimal('2670'), None, Decimal('890'), None, None, None),\n",
       " (446, None, Decimal('5352'), None, None, None, None, None, None, None, None, None),\n",
       " (447, None, Decimal('5364'), None, None, None, None, None, None, None, None, None),\n",
       " (448, Decimal('448'), Decimal('9408'), Decimal('896'), Decimal('448'), None, Decimal('448'), None, None, None, None, None),\n",
       " (449, Decimal('11674'), Decimal('143680'), Decimal('8980'), Decimal('7633'), Decimal('449'), Decimal('7633'), None, Decimal('2694'), Decimal('898'), None, None),\n",
       " (450, None, Decimal('5400'), None, None, None, None, None, None, None, None, None),\n",
       " (451, Decimal('451'), Decimal('8569'), Decimal('902'), None, None, Decimal('451'), None, None, None, None, None),\n",
       " (452, Decimal('452'), Decimal('8588'), Decimal('904'), None, None, None, None, None, None, None, None),\n",
       " (453, Decimal('906'), Decimal('27633'), Decimal('2265'), Decimal('453'), None, Decimal('2265'), None, None, Decimal('906'), None, None),\n",
       " (454, None, Decimal('5448'), None, None, None, None, None, None, None, None, None),\n",
       " (455, Decimal('910'), Decimal('6370'), Decimal('455'), None, None, None, None, None, None, None, None),\n",
       " (456, None, Decimal('5472'), None, None, None, None, None, None, None, None, None),\n",
       " (457, None, Decimal('5484'), None, None, None, None, None, None, None, None, None),\n",
       " (458, None, Decimal('5496'), None, None, None, None, None, None, None, None, None),\n",
       " (459, Decimal('459'), Decimal('9639'), Decimal('1836'), None, None, Decimal('918'), None, None, None, None, None),\n",
       " (460, None, Decimal('5520'), None, None, None, None, None, None, None, None, None),\n",
       " (461, Decimal('1844'), Decimal('11986'), Decimal('922'), Decimal('1844'), None, Decimal('2305'), None, None, None, None, None),\n",
       " (462, None, Decimal('5544'), None, None, None, None, None, None, None, None, None),\n",
       " (463, None, Decimal('5556'), None, None, None, None, None, None, None, None, None),\n",
       " (464, Decimal('6032'), Decimal('29696'), Decimal('928'), Decimal('2320'), None, Decimal('3712'), None, Decimal('928'), None, None, None),\n",
       " (465, Decimal('465'), Decimal('8835'), Decimal('465'), None, None, None, None, None, None, None, None),\n",
       " (466, None, Decimal('5592'), None, None, None, None, None, None, None, None, None),\n",
       " (467, Decimal('467'), Decimal('6071'), Decimal('467'), None, None, Decimal('467'), None, None, None, None, None),\n",
       " (468, Decimal('1404'), Decimal('43056'), Decimal('936'), Decimal('1872'), None, Decimal('2808'), None, None, None, None, None),\n",
       " (469, None, Decimal('5628'), None, None, None, None, None, None, None, None, None),\n",
       " (470, Decimal('2820'), Decimal('45590'), Decimal('1410'), Decimal('2820'), None, Decimal('5170'), None, None, None, None, None),\n",
       " (471, None, Decimal('5652'), None, None, None, None, None, None, None, None, None),\n",
       " (472, None, Decimal('5664'), None, None, None, None, None, None, None, None, None),\n",
       " (473, Decimal('2365'), Decimal('21285'), Decimal('1419'), None, None, Decimal('473'), None, None, None, None, None),\n",
       " (474, None, Decimal('5688'), None, None, None, None, None, None, None, None, None),\n",
       " (475, Decimal('950'), Decimal('11400'), Decimal('950'), None, None, Decimal('475'), None, None, None, None, None),\n",
       " (476, Decimal('952'), Decimal('7616'), Decimal('952'), None, None, None, None, None, None, None, None),\n",
       " (477, None, Decimal('5724'), None, None, None, None, None, None, None, None, None),\n",
       " (478, None, Decimal('5736'), None, None, None, None, None, None, None, None, None),\n",
       " (479, Decimal('479'), Decimal('6706'), Decimal('958'), None, None, None, None, None, None, None, None),\n",
       " (480, Decimal('9120'), Decimal('213600'), Decimal('12480'), Decimal('13440'), Decimal('1440'), Decimal('16320'), None, Decimal('480'), None, None, None),\n",
       " (481, None, Decimal('5772'), None, None, None, None, None, None, None, None, None),\n",
       " (482, None, Decimal('5784'), None, None, None, None, None, None, None, None, None),\n",
       " (483, None, Decimal('5796'), None, None, None, None, None, None, None, None, None),\n",
       " (484, Decimal('968'), Decimal('12584'), Decimal('1936'), Decimal('968'), None, Decimal('1452'), None, Decimal('484'), None, None, None),\n",
       " (485, None, Decimal('5820'), None, None, None, None, None, None, None, None, None),\n",
       " (486, Decimal('4374'), Decimal('111780'), Decimal('3888'), Decimal('3402'), None, Decimal('5832'), None, Decimal('3402'), Decimal('486'), None, None),\n",
       " (487, None, Decimal('5844'), None, None, None, None, None, None, None, None, None),\n",
       " (488, None, Decimal('5856'), None, None, None, None, None, None, None, None, None),\n",
       " (489, Decimal('2934'), Decimal('32763'), Decimal('2934'), Decimal('489'), None, Decimal('3423'), None, None, Decimal('978'), None, None),\n",
       " (490, Decimal('490'), Decimal('8330'), Decimal('980'), None, None, Decimal('490'), None, None, None, None, None),\n",
       " (491, None, Decimal('5892'), None, None, None, None, None, None, None, None, None),\n",
       " (492, None, Decimal('5904'), None, None, None, None, None, None, None, None, None),\n",
       " (493, None, Decimal('5916'), None, None, None, None, None, None, None, None, None),\n",
       " (494, Decimal('494'), Decimal('7410'), Decimal('988'), None, None, Decimal('494'), None, None, None, None, None),\n",
       " (495, Decimal('495'), Decimal('13365'), Decimal('990'), Decimal('990'), None, Decimal('990'), None, None, None, None, None),\n",
       " (496, None, Decimal('5952'), None, None, None, None, None, None, None, None, None),\n",
       " (497, Decimal('1491'), Decimal('10437'), Decimal('1491'), None, None, None, None, None, None, None, None),\n",
       " (498, None, Decimal('5976'), None, None, None, None, None, None, None, None, None),\n",
       " (499, None, Decimal('5988'), None, None, None, None, None, None, None, None, None),\n",
       " (500, None, Decimal('6000'), None, None, None, None, None, None, None, None, None),\n",
       " (501, Decimal('501'), Decimal('10020'), Decimal('1503'), None, None, Decimal('501'), None, None, None, None, None),\n",
       " (502, Decimal('1004'), Decimal('31626'), Decimal('2008'), Decimal('2008'), None, Decimal('2510'), None, None, None, None, None),\n",
       " (503, None, Decimal('6036'), None, None, None, None, None, None, None, None, None),\n",
       " (504, None, Decimal('6048'), None, None, None, None, None, None, None, None, None),\n",
       " (505, Decimal('1010'), Decimal('8585'), Decimal('505'), None, None, Decimal('1010'), None, None, None, None, None),\n",
       " (506, None, Decimal('6072'), None, None, None, None, None, None, None, None, None),\n",
       " (507, None, Decimal('6084'), None, None, None, None, None, None, None, None, None),\n",
       " (508, None, Decimal('6096'), None, None, None, None, None, None, None, None, None),\n",
       " (509, Decimal('509'), Decimal('7635'), Decimal('1018'), None, None, Decimal('509'), None, None, None, None, None),\n",
       " (510, None, Decimal('6120'), None, None, None, None, None, None, None, None, None),\n",
       " (511, Decimal('1022'), Decimal('10220'), Decimal('1022'), None, None, Decimal('511'), None, None, None, None, None),\n",
       " (512, Decimal('1536'), Decimal('16384'), Decimal('1024'), None, Decimal('512'), Decimal('2048'), None, Decimal('512'), None, None, None),\n",
       " (513, Decimal('513'), Decimal('8721'), Decimal('1026'), None, None, Decimal('1539'), None, None, None, None, None),\n",
       " (514, None, Decimal('6168'), None, None, None, None, None, None, None, None, None),\n",
       " (515, None, Decimal('6180'), None, None, None, None, None, None, None, None, None),\n",
       " (516, Decimal('516'), Decimal('8256'), Decimal('516'), None, None, None, None, None, None, None, None),\n",
       " (517, Decimal('1034'), Decimal('13442'), Decimal('2068'), Decimal('517'), None, Decimal('1551'), None, None, None, None, None),\n",
       " (518, None, Decimal('6216'), None, None, None, None, None, None, None, None, None),\n",
       " (519, None, Decimal('6228'), None, None, None, None, None, None, None, None, None),\n",
       " (520, Decimal('520'), Decimal('14560'), Decimal('1040'), None, None, None, None, None, None, None, None),\n",
       " (521, None, Decimal('6252'), None, None, None, None, None, None, None, None, None),\n",
       " (522, Decimal('1044'), Decimal('17226'), Decimal('1566'), None, None, Decimal('5742'), None, None, None, None, None),\n",
       " (523, None, Decimal('6276'), None, None, None, None, None, None, None, None, None),\n",
       " (524, Decimal('524'), Decimal('7336'), Decimal('524'), None, None, Decimal('524'), None, None, None, None, None),\n",
       " (525, Decimal('1050'), Decimal('7875'), Decimal('1050'), None, None, Decimal('525'), None, None, None, None, None),\n",
       " (526, Decimal('526'), Decimal('6838'), Decimal('526'), None, None, Decimal('526'), None, None, None, None, None),\n",
       " (527, None, Decimal('6324'), None, None, None, None, None, None, None, None, None),\n",
       " (528, Decimal('528'), Decimal('6864'), Decimal('528'), None, None, Decimal('528'), None, None, None, None, None),\n",
       " (529, None, Decimal('6348'), None, None, None, None, None, None, None, None, None),\n",
       " (530, None, Decimal('6360'), None, None, None, None, None, None, None, None, None),\n",
       " (531, None, Decimal('6372'), None, None, None, None, None, None, None, None, None),\n",
       " (532, Decimal('532'), Decimal('8512'), Decimal('532'), None, None, Decimal('532'), None, None, None, None, None),\n",
       " (533, Decimal('533'), Decimal('7462'), Decimal('1066'), None, None, None, None, None, None, None, None),\n",
       " (534, Decimal('534'), Decimal('13884'), Decimal('1602'), Decimal('2136'), None, Decimal('2670'), None, None, None, None, None),\n",
       " (535, Decimal('535'), Decimal('7490'), Decimal('1070'), None, None, Decimal('535'), None, None, None, None, None),\n",
       " (536, None, Decimal('6432'), None, None, None, None, None, None, None, None, None),\n",
       " (537, None, Decimal('6444'), None, None, None, None, None, None, None, None, None),\n",
       " (538, None, Decimal('6456'), None, None, None, None, None, None, None, None, None),\n",
       " (539, None, Decimal('6468'), None, None, None, None, None, None, None, None, None),\n",
       " (540, None, Decimal('6480'), None, None, None, None, None, None, None, None, None),\n",
       " (541, Decimal('1082'), Decimal('29755'), Decimal('2705'), Decimal('3246'), None, Decimal('3787'), None, None, None, None, None),\n",
       " (542, Decimal('542'), Decimal('7046'), Decimal('542'), None, None, Decimal('542'), None, None, None, None, None),\n",
       " (543, Decimal('543'), Decimal('7059'), Decimal('543'), None, None, Decimal('543'), None, None, None, None, None),\n",
       " (544, None, Decimal('6528'), None, None, None, None, None, None, None, None, None),\n",
       " (545, None, Decimal('6540'), None, None, None, None, None, None, None, None, None),\n",
       " (546, None, Decimal('6552'), None, None, None, None, None, None, None, None, None),\n",
       " (547, None, Decimal('6564'), None, None, None, None, None, None, None, None, None),\n",
       " (548, Decimal('1096'), Decimal('28496'), Decimal('3288'), Decimal('2740'), None, Decimal('3288'), None, Decimal('1096'), None, None, None),\n",
       " (549, Decimal('1647'), Decimal('23058'), Decimal('1647'), Decimal('549'), None, Decimal('4392'), None, Decimal('549'), None, None, None),\n",
       " (550, None, Decimal('6600'), None, None, None, None, None, None, None, None, None),\n",
       " (551, None, Decimal('6612'), None, None, None, None, None, None, None, None, None),\n",
       " (552, Decimal('552'), Decimal('11040'), Decimal('1104'), Decimal('552'), None, Decimal('1104'), None, None, None, None, None),\n",
       " (553, None, Decimal('6636'), None, None, None, None, None, None, None, None, None),\n",
       " (554, Decimal('554'), Decimal('9418'), Decimal('1108'), None, None, Decimal('1662'), None, None, None, None, None),\n",
       " (555, Decimal('555'), Decimal('15540'), Decimal('2220'), Decimal('1665'), None, Decimal('2220'), None, Decimal('555'), None, None, None),\n",
       " (556, None, Decimal('6672'), None, None, None, None, None, None, None, None, None),\n",
       " (557, Decimal('2785'), Decimal('22837'), Decimal('1671'), None, None, Decimal('2785'), None, None, None, None, None),\n",
       " (558, None, Decimal('6696'), None, None, None, None, None, None, None, None, None),\n",
       " (559, Decimal('1118'), Decimal('10062'), Decimal('1677'), None, None, Decimal('1118'), None, None, None, None, None),\n",
       " (560, None, Decimal('6720'), None, None, None, None, None, None, None, None, None),\n",
       " (561, Decimal('561'), Decimal('11220'), Decimal('1122'), None, None, Decimal('561'), None, None, None, None, None),\n",
       " (562, None, Decimal('6744'), None, None, None, None, None, None, None, None, None),\n",
       " (563, None, Decimal('6756'), None, None, None, None, None, None, None, None, None),\n",
       " (564, Decimal('1128'), Decimal('10716'), Decimal('1128'), None, None, Decimal('564'), None, None, None, None, None),\n",
       " (565, Decimal('1130'), Decimal('11865'), Decimal('1130'), None, None, Decimal('565'), None, None, None, None, None),\n",
       " (566, Decimal('566'), Decimal('9622'), Decimal('1132'), None, None, Decimal('566'), None, None, None, None, None),\n",
       " (567, Decimal('5670'), Decimal('123039'), Decimal('7371'), Decimal('5670'), None, Decimal('6804'), None, Decimal('6804'), Decimal('1701'), None, None),\n",
       " (568, Decimal('568'), Decimal('8520'), Decimal('568'), None, None, None, None, None, None, None, None),\n",
       " (569, Decimal('569'), Decimal('7966'), Decimal('1138'), None, None, None, None, None, None, None, None),\n",
       " (570, None, Decimal('6840'), None, None, None, None, None, None, None, None, None),\n",
       " (571, None, Decimal('6852'), None, None, None, None, None, None, None, None, None),\n",
       " (572, None, Decimal('6864'), None, None, None, None, None, None, None, None, None),\n",
       " (573, None, Decimal('6876'), None, None, None, None, None, None, None, None, None),\n",
       " (574, Decimal('574'), Decimal('8610'), Decimal('574'), None, None, Decimal('574'), None, None, None, None, None),\n",
       " (575, None, Decimal('6900'), None, None, None, None, None, None, None, None, None),\n",
       " (576, None, Decimal('6912'), None, None, None, None, None, None, None, None, None),\n",
       " (577, None, Decimal('6924'), None, None, None, None, None, None, None, None, None),\n",
       " (578, Decimal('1156'), Decimal('8092'), Decimal('578'), None, None, Decimal('578'), None, None, None, None, None),\n",
       " (579, None, Decimal('6948'), None, None, None, None, None, None, None, None, None),\n",
       " (580, None, Decimal('6960'), None, None, None, None, None, None, None, None, None),\n",
       " (581, Decimal('29631'), Decimal('604821'), Decimal('34860'), Decimal('34279'), Decimal('2324'), Decimal('46480'), None, Decimal('6972'), Decimal('581'), None, None),\n",
       " (582, Decimal('582'), Decimal('7566'), Decimal('582'), None, None, Decimal('582'), None, None, None, None, None),\n",
       " (583, None, Decimal('6996'), None, None, None, None, None, None, None, None, None),\n",
       " (584, Decimal('584'), Decimal('12848'), Decimal('1168'), None, None, Decimal('584'), None, None, None, None, None),\n",
       " (585, None, Decimal('7020'), None, None, None, None, None, None, None, None, None),\n",
       " (586, Decimal('21096'), Decimal('339294'), Decimal('12306'), Decimal('14650'), Decimal('1758'), Decimal('36332'), Decimal('586'), Decimal('7618'), Decimal('1172'), None, None),\n",
       " (587, Decimal('587'), Decimal('10566'), Decimal('1174'), None, None, Decimal('3522'), None, None, None, None, None),\n",
       " (588, None, Decimal('7056'), None, None, None, None, None, None, None, None, None),\n",
       " (589, None, Decimal('7068'), None, None, None, None, None, None, None, None, None),\n",
       " (590, None, Decimal('7080'), None, None, None, None, None, None, None, None, None),\n",
       " (591, Decimal('5319'), Decimal('65010'), Decimal('5910'), Decimal('5319'), None, Decimal('13002'), None, None, None, None, None),\n",
       " (592, None, Decimal('7104'), None, None, None, None, None, None, None, None, None),\n",
       " (593, Decimal('1186'), Decimal('42103'), Decimal('1779'), Decimal('2965'), None, Decimal('8895'), None, None, None, None, None),\n",
       " (594, Decimal('11286'), Decimal('319572'), Decimal('6534'), Decimal('5346'), None, Decimal('13662'), None, Decimal('5346'), Decimal('594'), None, None),\n",
       " (595, Decimal('595'), Decimal('11305'), Decimal('1785'), None, None, Decimal('595'), None, None, None, None, None),\n",
       " (596, None, Decimal('7152'), None, None, None, None, None, None, None, None, None),\n",
       " (597, None, Decimal('7164'), None, None, None, None, None, None, None, None, None),\n",
       " (598, Decimal('1196'), Decimal('15548'), Decimal('1196'), None, None, None, None, Decimal('598'), None, None, None),\n",
       " (599, None, Decimal('7188'), None, None, None, None, None, None, None, None, None),\n",
       " (600, None, Decimal('7200'), None, None, None, None, None, None, None, None, None),\n",
       " (601, None, Decimal('7212'), None, None, None, None, None, None, None, None, None),\n",
       " (602, Decimal('602'), Decimal('10234'), Decimal('602'), None, None, None, None, None, None, None, None),\n",
       " (603, Decimal('603'), Decimal('13266'), Decimal('1206'), None, None, Decimal('603'), None, None, None, None, None),\n",
       " (604, None, Decimal('7248'), None, None, None, None, None, None, None, None, None),\n",
       " (605, None, Decimal('7260'), None, None, None, None, None, None, None, None, None),\n",
       " (606, None, Decimal('7272'), None, None, None, None, None, None, None, None, None),\n",
       " (607, Decimal('22459'), Decimal('225197'), Decimal('12747'), Decimal('11533'), Decimal('607'), Decimal('13354'), None, Decimal('3035'), Decimal('607'), None, None),\n",
       " (608, Decimal('3648'), Decimal('26752'), Decimal('1216'), Decimal('2432'), None, Decimal('3040'), None, Decimal('1216'), None, None, None),\n",
       " (609, Decimal('609'), Decimal('8526'), Decimal('609'), None, None, None, None, None, None, None, None),\n",
       " (610, None, Decimal('7320'), None, None, None, None, None, None, None, None, None),\n",
       " (611, Decimal('3055'), Decimal('84318'), Decimal('2444'), None, None, Decimal('2444'), None, None, None, None, None),\n",
       " (612, Decimal('612'), Decimal('14688'), Decimal('1836'), None, None, Decimal('1224'), None, None, None, None, None),\n",
       " (613, None, Decimal('7356'), None, None, None, None, None, None, None, None, None),\n",
       " (614, Decimal('614'), Decimal('8596'), Decimal('1228'), None, None, None, None, None, None, None, None),\n",
       " (615, Decimal('1230'), Decimal('46125'), Decimal('1845'), Decimal('4305'), Decimal('615'), Decimal('7380'), None, None, None, None, None),\n",
       " (616, None, Decimal('7392'), None, None, None, None, None, None, None, None, None),\n",
       " (617, Decimal('617'), Decimal('9255'), Decimal('1851'), None, None, None, None, None, None, None, None),\n",
       " (618, Decimal('618'), Decimal('8652'), Decimal('1236'), None, None, Decimal('618'), None, None, None, None, None),\n",
       " (619, None, Decimal('7428'), None, None, None, None, None, None, None, None, None),\n",
       " (620, Decimal('620'), Decimal('7440'), None, None, None, None, None, None, None, None, None),\n",
       " (621, None, Decimal('7452'), None, None, None, None, None, None, None, None, None),\n",
       " (622, None, Decimal('7464'), None, None, None, None, None, None, None, None, None),\n",
       " (623, None, Decimal('7476'), None, None, None, None, None, None, None, None, None),\n",
       " (624, None, Decimal('7488'), None, None, None, None, None, None, None, None, None),\n",
       " (625, None, Decimal('7500'), None, None, None, None, None, None, None, None, None),\n",
       " (626, None, Decimal('7512'), None, None, None, None, None, None, None, None, None),\n",
       " (627, Decimal('1254'), Decimal('11286'), Decimal('1254'), None, None, None, None, None, None, None, None),\n",
       " (628, None, Decimal('7536'), None, None, None, None, None, None, None, None, None),\n",
       " (629, None, Decimal('7548'), None, None, None, None, None, None, None, None, None),\n",
       " (630, Decimal('630'), Decimal('8820'), Decimal('1260'), None, None, Decimal('630'), None, None, None, None, None),\n",
       " (631, Decimal('3155'), Decimal('37860'), Decimal('1262'), None, None, Decimal('3786'), None, None, None, None, None),\n",
       " (632, Decimal('632'), Decimal('29072'), Decimal('1896'), None, Decimal('632'), Decimal('3160'), None, None, None, None, None),\n",
       " (633, None, Decimal('7596'), None, None, None, None, None, None, None, None, None),\n",
       " (634, None, Decimal('7608'), None, None, None, None, None, None, None, None, None),\n",
       " (635, None, Decimal('7620'), None, None, None, None, None, None, None, None, None),\n",
       " (636, None, Decimal('7632'), None, None, None, None, None, None, None, None, None),\n",
       " (637, None, Decimal('7644'), None, None, None, None, None, None, None, None, None),\n",
       " (638, None, Decimal('7656'), None, None, None, None, None, None, None, None, None),\n",
       " (639, None, Decimal('7668'), None, None, None, None, None, None, None, None, None),\n",
       " (640, None, Decimal('7680'), None, None, None, None, None, None, None, None, None),\n",
       " (641, None, Decimal('7692'), None, None, None, None, None, None, None, None, None),\n",
       " (642, Decimal('642'), Decimal('8346'), Decimal('642'), None, None, Decimal('642'), None, None, None, None, None),\n",
       " (643, None, Decimal('7716'), None, None, None, None, None, None, None, None, None),\n",
       " (644, None, Decimal('7728'), None, None, None, None, None, None, None, None, None),\n",
       " (645, None, Decimal('7740'), None, None, None, None, None, None, None, None, None),\n",
       " (646, Decimal('646'), Decimal('10336'), Decimal('646'), None, None, Decimal('646'), None, None, None, None, None),\n",
       " (647, None, Decimal('7764'), None, None, None, None, None, None, None, None, None),\n",
       " (648, None, Decimal('7776'), None, None, None, None, None, None, None, None, None),\n",
       " (649, None, Decimal('7788'), None, None, None, None, None, None, None, None, None),\n",
       " (650, Decimal('5200'), Decimal('55250'), Decimal('1300'), Decimal('3900'), None, Decimal('3250'), None, Decimal('1300'), None, None, None),\n",
       " (651, None, Decimal('7812'), None, None, None, None, None, None, None, None, None),\n",
       " (652, None, Decimal('7824'), None, None, None, None, None, None, None, None, None),\n",
       " (653, None, Decimal('7836'), None, None, None, None, None, None, None, None, None),\n",
       " (654, Decimal('654'), Decimal('12426'), Decimal('1308'), None, None, Decimal('654'), None, None, None, None, None),\n",
       " (655, Decimal('1310'), Decimal('9170'), Decimal('655'), None, None, Decimal('655'), None, None, None, None, None),\n",
       " (656, Decimal('3936'), Decimal('30832'), Decimal('1312'), None, None, Decimal('656'), None, Decimal('7216'), None, None, None),\n",
       " (657, None, Decimal('7884'), None, None, None, None, None, None, None, None, None),\n",
       " (658, Decimal('658'), Decimal('8554'), Decimal('658'), None, None, None, None, None, None, None, None),\n",
       " (659, Decimal('1318'), Decimal('19770'), Decimal('2636'), None, None, None, None, None, None, None, None),\n",
       " (660, None, Decimal('7920'), None, None, None, None, None, None, None, None, None),\n",
       " (661, None, Decimal('7932'), None, None, None, None, None, None, None, None, None),\n",
       " (662, Decimal('662'), Decimal('15888'), Decimal('1324'), Decimal('662'), None, Decimal('1324'), None, Decimal('662'), None, None, None),\n",
       " (663, None, Decimal('7956'), None, None, None, None, None, None, None, None, None),\n",
       " (664, None, Decimal('7968'), None, None, None, None, None, None, None, None, None),\n",
       " (665, None, Decimal('7980'), None, None, None, None, None, None, None, None, None),\n",
       " (666, None, Decimal('7992'), None, None, None, None, None, None, None, None, None),\n",
       " (667, Decimal('667'), Decimal('18676'), Decimal('1334'), None, None, Decimal('667'), None, None, None, None, None),\n",
       " (668, None, Decimal('8016'), None, None, None, None, None, None, None, None, None),\n",
       " (669, None, Decimal('8028'), None, None, None, None, None, None, None, None, None),\n",
       " (670, Decimal('670'), Decimal('8040'), None, None, None, None, None, None, None, None, None),\n",
       " (671, None, Decimal('8052'), None, None, None, None, None, None, None, None, None),\n",
       " (672, Decimal('672'), Decimal('9408'), None, None, None, None, None, None, None, None, None),\n",
       " (673, None, Decimal('8076'), None, None, None, None, None, None, None, None, None),\n",
       " (674, None, Decimal('8088'), None, None, None, None, None, None, None, None, None),\n",
       " (675, None, Decimal('8100'), None, None, None, None, None, None, None, None, None),\n",
       " (676, Decimal('1352'), Decimal('29744'), Decimal('1352'), None, None, Decimal('1352'), None, Decimal('676'), None, None, None),\n",
       " (677, None, Decimal('8124'), None, None, None, None, None, None, None, None, None),\n",
       " (678, None, Decimal('8136'), None, None, None, None, None, None, None, None, None),\n",
       " (679, None, Decimal('8148'), None, None, None, None, None, None, None, None, None),\n",
       " (680, None, Decimal('8160'), None, None, None, None, None, None, None, None, None),\n",
       " (681, None, Decimal('8172'), None, None, None, None, None, None, None, None, None),\n",
       " (682, Decimal('682'), Decimal('8866'), Decimal('682'), None, None, None, None, None, None, None, None),\n",
       " (683, Decimal('3415'), Decimal('56689'), Decimal('4781'), Decimal('1366'), None, Decimal('4098'), None, Decimal('683'), Decimal('683'), None, None),\n",
       " (684, None, Decimal('8208'), None, None, None, None, None, None, None, None, None),\n",
       " (685, None, Decimal('8220'), None, None, None, None, None, None, None, None, None),\n",
       " (686, Decimal('19894'), Decimal('238042'), Decimal('8918'), Decimal('6174'), Decimal('686'), Decimal('12348'), None, Decimal('4116'), Decimal('2744'), None, None),\n",
       " (687, None, Decimal('8244'), None, None, None, None, None, None, None, None, None),\n",
       " (688, Decimal('2752'), Decimal('15136'), Decimal('1376'), None, None, Decimal('688'), None, None, None, None, None),\n",
       " (689, None, Decimal('8268'), None, None, None, None, None, None, None, None, None),\n",
       " (690, None, Decimal('8280'), None, None, None, None, None, None, None, None, None),\n",
       " (691, None, Decimal('8292'), None, None, None, None, None, None, None, None, None),\n",
       " (692, Decimal('2076'), Decimal('10380'), Decimal('692'), None, None, Decimal('692'), None, None, None, None, None),\n",
       " (693, Decimal('693'), Decimal('8316'), None, None, None, None, None, None, None, None, None),\n",
       " (694, None, Decimal('8328'), None, None, None, None, None, None, None, None, None),\n",
       " (695, None, Decimal('8340'), None, None, None, None, None, None, None, None, None),\n",
       " (696, None, Decimal('8352'), None, None, None, None, None, None, None, None, None),\n",
       " (697, None, Decimal('8364'), None, None, None, None, None, None, None, None, None),\n",
       " (698, None, Decimal('8376'), None, None, None, None, None, None, None, None, None),\n",
       " (699, None, Decimal('8388'), None, None, None, None, None, None, None, None, None),\n",
       " (700, Decimal('700'), Decimal('11200'), None, None, None, Decimal('2100'), None, None, None, None, None),\n",
       " (701, None, Decimal('8412'), None, None, None, None, None, None, None, None, None),\n",
       " (702, None, Decimal('8424'), None, None, None, None, None, None, None, None, None),\n",
       " (703, None, Decimal('8436'), None, None, None, None, None, None, None, None, None),\n",
       " (704, None, Decimal('8448'), None, None, None, None, None, None, None, None, None),\n",
       " (705, None, Decimal('8460'), None, None, None, None, None, None, None, None, None),\n",
       " (706, Decimal('1412'), Decimal('16238'), Decimal('2118'), None, None, Decimal('706'), None, None, None, None, None),\n",
       " (707, None, Decimal('8484'), None, None, None, None, None, None, None, None, None),\n",
       " (708, None, Decimal('8496'), None, None, None, None, None, None, None, None, None),\n",
       " (709, None, Decimal('8508'), None, None, None, None, None, None, None, None, None),\n",
       " (710, None, Decimal('8520'), None, None, None, None, None, None, None, None, None),\n",
       " (711, None, Decimal('8532'), None, None, None, None, None, None, None, None, None),\n",
       " (712, Decimal('712'), Decimal('9256'), Decimal('712'), None, None, Decimal('712'), None, None, None, None, None),\n",
       " (713, Decimal('713'), Decimal('9269'), Decimal('1426'), None, None, None, None, None, None, None, None),\n",
       " (714, Decimal('1428'), Decimal('27846'), Decimal('2142'), Decimal('1428'), None, Decimal('3570'), None, None, None, None, None),\n",
       " (715, None, Decimal('8580'), None, None, None, None, None, None, None, None, None),\n",
       " (716, None, Decimal('8592'), None, None, None, None, None, None, None, None, None),\n",
       " (717, None, Decimal('8604'), None, None, None, None, None, None, None, None, None),\n",
       " (718, Decimal('1436'), Decimal('12206'), Decimal('1436'), Decimal('718'), None, Decimal('1436'), None, None, None, None, None),\n",
       " (719, None, Decimal('8628'), None, None, None, None, None, None, None, None, None),\n",
       " (720, None, Decimal('8640'), None, None, None, None, None, None, None, None, None),\n",
       " (721, Decimal('1442'), Decimal('49028'), Decimal('4326'), None, None, Decimal('4326'), None, Decimal('1442'), Decimal('1442'), None, None),\n",
       " (722, None, Decimal('8664'), None, None, None, None, None, None, None, None, None),\n",
       " (723, Decimal('2892'), Decimal('91821'), Decimal('5061'), Decimal('4338'), None, Decimal('7953'), None, Decimal('2892'), Decimal('723'), None, None),\n",
       " (724, Decimal('724'), Decimal('11584'), Decimal('724'), Decimal('724'), None, Decimal('1448'), None, None, None, None, None),\n",
       " (725, None, Decimal('8700'), None, None, None, None, None, None, None, None, None),\n",
       " (726, Decimal('1452'), Decimal('28314'), Decimal('1452'), None, None, Decimal('1452'), None, Decimal('2178'), None, None, None),\n",
       " (727, Decimal('727'), Decimal('9451'), Decimal('727'), None, None, Decimal('727'), None, None, None, None, None),\n",
       " (728, None, Decimal('8736'), None, None, None, None, None, None, None, None, None),\n",
       " (729, Decimal('6561'), Decimal('67797'), Decimal('2187'), Decimal('3645'), None, Decimal('7290'), None, None, None, None, None),\n",
       " (730, Decimal('730'), Decimal('21900'), Decimal('1460'), None, None, Decimal('730'), None, Decimal('730'), None, None, None),\n",
       " (731, None, Decimal('8772'), None, None, None, None, None, None, None, None, None),\n",
       " (732, Decimal('732'), Decimal('11712'), Decimal('1464'), None, None, Decimal('732'), None, None, None, None, None),\n",
       " (733, Decimal('1466'), Decimal('21990'), Decimal('2199'), Decimal('1466'), None, Decimal('2199'), None, None, None, None, None),\n",
       " (734, Decimal('734'), Decimal('16148'), Decimal('1468'), Decimal('2936'), None, Decimal('3670'), None, Decimal('734'), None, None, None),\n",
       " (735, None, Decimal('8085'), None, None, None, None, None, None, None, None, None),\n",
       " (736, None, Decimal('8096'), None, None, None, None, None, None, None, None, None),\n",
       " (737, Decimal('737'), Decimal('19899'), Decimal('1474'), Decimal('737'), None, Decimal('2211'), None, Decimal('737'), None, None, None),\n",
       " (738, Decimal('738'), Decimal('41328'), Decimal('3690'), Decimal('1476'), None, Decimal('5166'), None, Decimal('738'), Decimal('738'), None, None),\n",
       " (739, None, Decimal('8129'), None, None, None, None, None, None, None, None, None),\n",
       " (740, Decimal('740'), Decimal('8140'), None, None, None, None, None, None, None, None, None),\n",
       " (741, Decimal('741'), Decimal('16302'), Decimal('1482'), None, None, None, None, None, None, None, None),\n",
       " (742, Decimal('7420'), Decimal('202566'), Decimal('8904'), Decimal('6678'), Decimal('2226'), Decimal('12614'), None, None, Decimal('1484'), None, None),\n",
       " (743, Decimal('743'), Decimal('12631'), Decimal('1486'), Decimal('743'), None, Decimal('1486'), None, None, None, None, None),\n",
       " (744, Decimal('744'), Decimal('17112'), Decimal('1488'), None, None, Decimal('1488'), None, None, None, None, None),\n",
       " (745, Decimal('745'), Decimal('11920'), Decimal('2235'), None, None, Decimal('745'), None, None, None, None, None),\n",
       " (746, None, Decimal('8206'), None, None, None, None, None, None, None, None, None),\n",
       " (747, Decimal('3735'), Decimal('59013'), Decimal('4482'), Decimal('1494'), None, Decimal('1494'), None, Decimal('14193'), None, None, None),\n",
       " (748, Decimal('3740'), Decimal('32164'), Decimal('1496'), None, None, Decimal('1496'), None, None, None, None, None),\n",
       " (749, Decimal('2247'), Decimal('11984'), Decimal('1498'), None, None, Decimal('749'), None, None, None, None, None),\n",
       " (750, Decimal('1500'), Decimal('44250'), Decimal('3000'), Decimal('4500'), None, Decimal('6000'), None, None, None, None, None),\n",
       " (751, Decimal('751'), Decimal('9012'), Decimal('751'), None, None, Decimal('751'), None, None, None, None, None),\n",
       " (752, Decimal('752'), Decimal('27824'), Decimal('3760'), None, None, Decimal('3008'), None, None, Decimal('1504'), None, None),\n",
       " (753, None, Decimal('8283'), None, None, None, None, None, None, None, None, None),\n",
       " (754, Decimal('1508'), Decimal('21866'), Decimal('1508'), None, None, Decimal('1508'), None, None, None, None, None),\n",
       " (755, None, Decimal('8305'), None, None, None, None, None, None, None, None, None),\n",
       " (756, Decimal('756'), Decimal('15876'), Decimal('756'), None, Decimal('756'), Decimal('756'), None, None, None, None, None),\n",
       " (757, Decimal('3028'), Decimal('95382'), Decimal('5299'), Decimal('3785'), None, Decimal('6056'), None, Decimal('4542'), Decimal('1514'), None, None),\n",
       " (758, Decimal('1516'), Decimal('31836'), Decimal('3032'), None, None, Decimal('5306'), None, None, None, None, None),\n",
       " (759, Decimal('1518'), Decimal('18975'), Decimal('2277'), Decimal('759'), None, Decimal('1518'), None, None, None, None, None),\n",
       " (760, Decimal('2280'), Decimal('36480'), Decimal('5320'), Decimal('760'), None, Decimal('1520'), None, Decimal('760'), None, None, None),\n",
       " (761, None, Decimal('8371'), None, None, None, None, None, None, None, None, None),\n",
       " (762, None, Decimal('8382'), None, None, None, None, None, None, None, None, None),\n",
       " (763, None, Decimal('8393'), None, None, None, None, None, None, None, None, None),\n",
       " (764, Decimal('764'), Decimal('16044'), Decimal('1528'), None, None, Decimal('764'), None, None, None, None, None),\n",
       " (765, Decimal('1530'), Decimal('14535'), Decimal('1530'), None, None, Decimal('765'), None, None, None, None, None),\n",
       " (766, Decimal('4596'), Decimal('40598'), Decimal('1532'), Decimal('1532'), None, Decimal('2298'), None, Decimal('766'), None, None, None),\n",
       " (767, None, Decimal('8437'), None, None, None, None, None, None, None, None, None),\n",
       " (768, Decimal('768'), Decimal('62976'), Decimal('768'), None, None, Decimal('768'), None, None, None, None, None),\n",
       " (769, None, Decimal('8459'), None, None, None, None, None, None, None, None, None),\n",
       " (770, Decimal('770'), Decimal('19250'), Decimal('1540'), Decimal('770'), None, Decimal('3080'), None, None, None, None, None),\n",
       " (771, None, Decimal('8481'), None, None, None, None, None, None, None, None, None),\n",
       " (772, None, Decimal('8492'), None, None, None, None, None, None, None, None, None),\n",
       " (773, None, Decimal('8503'), None, None, None, None, None, None, None, None, None),\n",
       " (774, None, Decimal('8514'), None, None, None, None, None, None, None, None, None),\n",
       " (775, Decimal('2325'), Decimal('70525'), Decimal('6975'), Decimal('3875'), None, Decimal('7750'), None, None, None, None, None),\n",
       " (776, None, Decimal('8536'), None, None, None, None, None, None, None, None, None),\n",
       " (777, Decimal('777'), Decimal('27195'), Decimal('5439'), Decimal('2331'), None, Decimal('1554'), None, None, None, None, None),\n",
       " (778, None, Decimal('8558'), None, None, None, None, None, None, None, None, None),\n",
       " (779, None, Decimal('8569'), None, None, None, None, None, None, None, None, None),\n",
       " (780, Decimal('2340'), Decimal('24960'), Decimal('2340'), None, None, Decimal('1560'), None, None, None, None, None),\n",
       " (781, None, Decimal('8591'), None, None, None, None, None, None, None, None, None),\n",
       " (782, None, Decimal('8602'), None, None, None, None, None, None, None, None, None),\n",
       " (783, None, Decimal('8613'), None, None, None, None, None, None, None, None, None),\n",
       " (784, Decimal('784'), Decimal('8624'), None, None, None, Decimal('784'), None, None, None, None, None),\n",
       " (785, Decimal('2355'), Decimal('10990'), Decimal('1570'), None, None, Decimal('785'), None, None, None, None, None),\n",
       " (786, Decimal('1572'), Decimal('46374'), Decimal('3930'), Decimal('3144'), None, Decimal('1572'), None, None, None, None, None),\n",
       " (787, None, Decimal('8657'), None, None, None, None, None, None, None, None, None),\n",
       " (788, None, Decimal('8668'), None, None, None, None, None, None, None, None, None),\n",
       " (789, Decimal('1578'), Decimal('29982'), Decimal('2367'), Decimal('3945'), Decimal('789'), Decimal('8679'), None, None, None, None, None),\n",
       " (790, None, Decimal('8690'), None, None, None, None, None, None, None, None, None),\n",
       " (791, Decimal('791'), Decimal('9492'), None, None, None, None, None, None, None, None, None),\n",
       " (792, None, Decimal('8712'), None, None, None, None, None, None, None, None, None),\n",
       " (793, Decimal('793'), Decimal('9516'), Decimal('793'), None, None, Decimal('793'), None, None, None, None, None),\n",
       " (794, Decimal('1588'), Decimal('23026'), Decimal('2382'), None, Decimal('794'), Decimal('4764'), None, None, None, None, None),\n",
       " (795, Decimal('1590'), Decimal('11925'), Decimal('795'), None, None, Decimal('795'), None, None, None, None, None),\n",
       " (796, Decimal('5572'), Decimal('36616'), Decimal('1592'), Decimal('3184'), None, Decimal('4776'), None, Decimal('796'), None, None, None),\n",
       " (797, None, Decimal('8767'), None, None, None, None, None, None, None, None, None),\n",
       " (798, Decimal('2394'), Decimal('13566'), None, None, None, Decimal('798'), None, None, None, None, None),\n",
       " (799, Decimal('799'), Decimal('18377'), Decimal('3196'), Decimal('799'), None, Decimal('799'), None, Decimal('799'), None, None, None),\n",
       " (800, None, Decimal('8800'), None, None, None, None, None, None, None, None, None),\n",
       " (801, Decimal('1602'), Decimal('23229'), Decimal('3204'), Decimal('1602'), None, Decimal('1602'), None, None, None, None, None),\n",
       " (802, Decimal('1604'), Decimal('12832'), Decimal('3208'), None, None, Decimal('802'), None, None, None, None, None),\n",
       " (803, None, Decimal('8833'), None, None, None, None, None, None, None, None, None),\n",
       " (804, None, Decimal('8844'), None, None, None, None, None, None, None, None, None),\n",
       " (805, None, Decimal('8855'), None, None, None, None, None, None, None, None, None),\n",
       " (806, None, Decimal('8866'), None, None, None, None, None, None, None, None, None),\n",
       " (807, Decimal('1614'), Decimal('33087'), Decimal('1614'), None, None, Decimal('807'), None, None, None, None, None),\n",
       " (808, None, Decimal('8888'), None, None, None, None, None, None, None, None, None),\n",
       " (809, Decimal('809'), Decimal('9708'), Decimal('809'), None, None, Decimal('809'), None, None, None, None, None),\n",
       " (810, None, Decimal('8910'), None, None, None, None, None, None, None, None, None),\n",
       " (811, None, Decimal('8921'), None, None, None, None, None, None, None, None, None),\n",
       " (812, None, Decimal('8932'), None, None, None, None, None, None, None, None, None),\n",
       " (813, Decimal('813'), Decimal('74796'), Decimal('7317'), Decimal('1626'), None, Decimal('4065'), None, None, Decimal('813'), None, None),\n",
       " (814, Decimal('814'), Decimal('16280'), Decimal('1628'), None, None, None, None, None, None, None, None),\n",
       " (815, Decimal('2445'), Decimal('19560'), Decimal('1630'), None, None, Decimal('2445'), None, None, None, None, None),\n",
       " (816, None, Decimal('8976'), None, None, None, None, None, None, None, None, None),\n",
       " (817, Decimal('817'), Decimal('23693'), Decimal('1634'), None, None, Decimal('817'), None, None, None, None, None),\n",
       " (818, Decimal('1636'), Decimal('19632'), Decimal('5726'), None, None, None, None, None, None, None, None),\n",
       " (819, None, Decimal('9009'), None, None, None, None, None, None, None, None, None),\n",
       " (820, None, Decimal('9020'), None, None, None, None, None, None, None, None, None),\n",
       " (821, None, Decimal('9031'), None, None, None, None, None, None, None, None, None),\n",
       " (822, None, Decimal('9042'), None, None, None, None, None, None, None, None, None),\n",
       " (823, None, Decimal('9053'), None, None, None, None, None, None, None, None, None),\n",
       " (824, None, Decimal('9064'), None, None, None, None, None, None, None, None, None),\n",
       " (825, Decimal('825'), Decimal('14850'), Decimal('1650'), None, None, None, None, Decimal('825'), None, None, None),\n",
       " (826, Decimal('1652'), Decimal('10738'), None, None, None, Decimal('826'), None, None, None, None, None),\n",
       " (827, None, Decimal('9097'), None, None, None, None, None, None, None, None, None),\n",
       " (828, Decimal('828'), Decimal('11592'), Decimal('828'), None, None, Decimal('828'), None, None, None, None, None),\n",
       " (829, None, Decimal('9119'), None, None, None, None, None, None, None, None, None),\n",
       " (830, Decimal('1660'), Decimal('26560'), Decimal('2490'), Decimal('2490'), None, Decimal('4150'), None, Decimal('830'), None, None, None),\n",
       " (831, None, Decimal('9141'), None, None, None, None, None, None, None, None, None),\n",
       " (832, None, Decimal('9152'), None, None, None, None, None, None, None, None, None),\n",
       " (833, None, Decimal('9163'), None, None, None, None, None, None, None, None, None),\n",
       " (834, Decimal('834'), Decimal('10008'), Decimal('834'), None, None, Decimal('834'), None, None, None, None, None),\n",
       " (835, None, Decimal('9185'), None, None, None, None, None, None, None, None, None),\n",
       " (836, None, Decimal('9196'), None, None, None, None, None, None, None, None, None),\n",
       " (837, None, Decimal('9207'), None, None, None, None, None, None, None, None, None),\n",
       " (838, Decimal('1676'), Decimal('32682'), Decimal('1676'), Decimal('3352'), None, Decimal('6704'), None, None, None, None, None),\n",
       " (839, None, Decimal('9229'), None, None, None, None, None, None, None, None, None),\n",
       " (840, Decimal('840'), Decimal('11760'), Decimal('840'), None, None, Decimal('840'), None, None, None, None, None),\n",
       " (841, None, Decimal('9251'), None, None, None, None, None, None, None, None, None),\n",
       " (842, Decimal('6736'), Decimal('106092'), Decimal('9262'), Decimal('5894'), None, Decimal('5052'), None, None, None, None, None),\n",
       " (843, Decimal('4215'), Decimal('102846'), Decimal('5901'), Decimal('2529'), None, Decimal('7587'), None, Decimal('1686'), Decimal('843'), None, None),\n",
       " (844, Decimal('2532'), Decimal('41356'), Decimal('2532'), Decimal('2532'), None, Decimal('3376'), None, Decimal('844'), None, None, None),\n",
       " (845, None, Decimal('9295'), None, None, None, None, None, None, None, None, None),\n",
       " (846, Decimal('5076'), Decimal('98136'), Decimal('10152'), Decimal('12690'), None, Decimal('14382'), None, None, None, None, None),\n",
       " (847, Decimal('1694'), Decimal('20328'), Decimal('1694'), Decimal('847'), None, Decimal('1694'), None, None, None, None, None),\n",
       " (848, Decimal('848'), Decimal('21200'), Decimal('1696'), Decimal('848'), None, Decimal('848'), None, None, None, None, None),\n",
       " (849, Decimal('849'), Decimal('21225'), Decimal('1698'), Decimal('3396'), None, Decimal('4245'), None, None, None, None, None),\n",
       " (850, None, Decimal('9350'), None, None, None, None, None, None, None, None, None),\n",
       " (851, Decimal('1702'), Decimal('12765'), Decimal('1702'), None, None, Decimal('851'), None, None, None, None, None),\n",
       " (852, None, Decimal('9372'), None, None, None, None, None, None, None, None, None),\n",
       " (853, None, Decimal('9383'), None, None, None, None, None, None, None, None, None),\n",
       " (854, Decimal('854'), Decimal('11102'), Decimal('1708'), None, None, Decimal('854'), None, None, None, None, None),\n",
       " (855, None, Decimal('9405'), None, None, None, None, None, None, None, None, None),\n",
       " (856, Decimal('4280'), Decimal('43656'), Decimal('1712'), Decimal('2568'), None, Decimal('3424'), None, Decimal('1712'), None, None, None),\n",
       " (857, None, Decimal('9427'), None, None, None, None, None, None, None, None, None),\n",
       " (858, None, Decimal('9438'), None, None, None, None, None, None, None, None, None),\n",
       " (859, None, Decimal('9449'), None, None, None, None, None, None, None, None, None),\n",
       " (860, None, Decimal('9460'), None, None, None, None, None, None, None, None, None),\n",
       " (861, Decimal('861'), Decimal('11193'), Decimal('1722'), None, None, Decimal('861'), None, None, None, None, None),\n",
       " (862, Decimal('862'), Decimal('14654'), Decimal('2586'), None, None, Decimal('862'), None, None, None, None, None),\n",
       " (863, None, Decimal('9493'), None, None, None, None, None, None, None, None, None),\n",
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       " ...]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "SELECT mdl_logstore_standard_log.userid,\n",
    "    SUM(CASE WHEN (action='loggedin') THEN userid  ELSE NULL END) AS logged_in,\n",
    "    SUM(CASE WHEN (action='viewed') THEN userid  ELSE NULL END) AS viewed,\n",
    "    SUM(CASE WHEN (action='started') THEN userid  ELSE NULL END) AS started,\n",
    "    SUM(CASE WHEN (action='submitted') THEN userid  ELSE NULL END) AS submitted,\n",
    "    SUM(CASE WHEN (action='uploaded') THEN userid  ELSE NULL END) AS uploaded,\n",
    "    SUM(CASE WHEN (action='updated') THEN userid  ELSE NULL END) AS updated,\n",
    "    SUM(CASE WHEN (action='searched') THEN userid  ELSE NULL END) AS searched,\n",
    "    SUM(CASE WHEN (action='resumed') THEN userid  ELSE NULL END) AS resumed,\n",
    "    SUM(CASE WHEN (action='answered') THEN userid  ELSE NULL END) AS answered,\n",
    "    SUM(CASE WHEN (action='attempted') THEN userid  ELSE NULL END) AS attempted,\n",
    "    SUM(CASE WHEN (action='abandoned') THEN userid  ELSE NULL END) AS abandoned\n",
    "FROM mdl_logstore_standard_log\n",
    "GROUP BY mdl_logstore_standard_log.userid\n",
    "ORDER BY mdl_logstore_standard_log.userid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Python class to pull Overall grade of learners and number of forum post"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sqlalchemy import create_engine\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we create the engine i.e the database that we want to query into.\n",
    "engine = create_engine('postgresql://gkkar:4769@localhost/moodle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class postgresDB():\n",
    "    '''These Class queries a database passed into the class as engine and returns\n",
    "       specific values as per the defined method'''\n",
    "    def __init__(self, engine):\n",
    "        self.engine = engine\n",
    "    \n",
    "    def overallGrade(self, query):\n",
    "        df = pd.read_sql(query, self.engine)\n",
    "        df2 = df[['userid', 'itemname', 'finalgrade']]\n",
    "        df2.sort_values('userid', inplace=True)\n",
    "        return df2\n",
    "        \n",
    "        \n",
    "    def noForum(self, query):\n",
    "        df = pd.read_sql(query, self.engine)\n",
    "        df2 = df.loc[(df.mailed == 1) & (df.deleted == 0)]\n",
    "        return df2.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\gkkar\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n"
     ]
    }
   ],
   "source": [
    "# These are the queries to pass into the read_sql command from pandas\n",
    "noForumQuery = 'SELECT * FROM mdl_forum_posts;'\n",
    "overGradeQuery = 'SELECT * FROM mdl_grade_grades INNER JOIN mdl_grade_items ON mdl_grade_grades.itemid = mdl_grade_items.id;'\n",
    "\n",
    "# call the postgresDB class and the methods defined in the class\n",
    "postgres = postgresDB(engine)\n",
    "dfOverallGrade = postgres.overallGrade(overGradeQuery)\n",
    "dfNoForum = postgres.noForum(noForumQuery)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>userid</th>\n",
       "      <th>itemname</th>\n",
       "      <th>finalgrade</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>2</td>\n",
       "      <td>Twitter Mining Project</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1266</th>\n",
       "      <td>2</td>\n",
       "      <td>Course Discussion Forum</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1837</th>\n",
       "      <td>2</td>\n",
       "      <td>DSF Skill Test</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>2</td>\n",
       "      <td>Skill Evaluation</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1836</th>\n",
       "      <td>2</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3489</th>\n",
       "      <td>1041</td>\n",
       "      <td>None</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3482</th>\n",
       "      <td>1041</td>\n",
       "      <td>How will 10 Academy bridge this gap</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3473</th>\n",
       "      <td>1041</td>\n",
       "      <td>Pattern Match</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3490</th>\n",
       "      <td>1041</td>\n",
       "      <td>What do we see as the key opportunities today?</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3488</th>\n",
       "      <td>1041</td>\n",
       "      <td>10 Academy's view of the future of Africa</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3643 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      userid                                        itemname  finalgrade\n",
       "1126       2                          Twitter Mining Project         NaN\n",
       "1266       2                         Course Discussion Forum         NaN\n",
       "1837       2                                  DSF Skill Test         NaN\n",
       "1446       2                                Skill Evaluation         NaN\n",
       "1836       2                                            None         NaN\n",
       "...      ...                                             ...         ...\n",
       "3489    1041                                            None       100.0\n",
       "3482    1041             How will 10 Academy bridge this gap         NaN\n",
       "3473    1041                                   Pattern Match         2.0\n",
       "3490    1041  What do we see as the key opportunities today?       100.0\n",
       "3488    1041       10 Academy's view of the future of Africa         NaN\n",
       "\n",
       "[3643 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print the OverallGrade for each user and the project name\n",
    "dfOverallGrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Number of Forum Posts is 122\n"
     ]
    }
   ],
   "source": [
    "# print the number of forum posts\n",
    "\n",
    "print('The Number of Forum Posts is', format(dfNoForum))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Task Two : Data Extraction Transformation and Loading (ETL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This task's though process was:\n",
    "- Get the dataframe from the database and pivot it without aggregation.\n",
    "- Get columns based on the userid (from the stack unstack dataframe)\n",
    "- Get the indices of the rows where action == loggedin\n",
    "- Get the timecreated of loggedin and that of the action before the next loggedin expect last (For the last get the last index) \n",
    "- Find the difference between the two times above and create a counter\n",
    "- sum the values of each"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ETL():\n",
    "    '''This class takes in an engine(db) and calculates the dedication time'''\n",
    "    def __init__(self, engine):\n",
    "        self.engine = engine\n",
    "#         self.colList = ['loggedin', 'viewed', 'started', 'submitted', 'uploaded', 'updated',\n",
    "#                         'searched', 'resumed', 'answered', 'attempted', 'abandoned']\n",
    "    \n",
    "    def computeDed(self, query, limit):\n",
    "        df = pd.read_sql(query, self.engine)\n",
    "        # Remove all the values not in the user events(colList)\n",
    "        #df = df[df[\"action\"].isin(self.colList)]\n",
    "        \n",
    "        # sort the timecreated column so consecutive events follow each\n",
    "        df = df.sort_values('timecreated')\n",
    "        \n",
    "        # Pivot the dataframe without aggregrating the values \n",
    "        df2 = df.copy()\n",
    "        df2['g'] = df.groupby(['userid'])['userid'].cumcount()\n",
    "        df21 = df2.set_index(['g', 'userid']).stack().unstack([1,2])\n",
    "        df21 = df21.sort_index(axis=1, level=0)\n",
    "        \n",
    "        # Get the userIds from the pivoted dataframe\n",
    "        userId = df21.columns.get_level_values(0).unique().tolist()\n",
    "        \n",
    "        # list that contains all the row values\n",
    "        rowsList = []\n",
    "        \n",
    "        # Loop through the columns.\n",
    "        for Id in userId:\n",
    "            # dictionary contains an individual user's values\n",
    "            rowsdict = {}\n",
    "            \n",
    "            # get each users actions and their created times and add them to a new dataframe\n",
    "            dfAc = df21.loc[:, (Id, 'action')]\n",
    "            dfTc = df21.loc[:, (Id, 'timecreated')]\n",
    "            dfUSer = pd.DataFrame()\n",
    "            dfUSer['action'] = dfAc\n",
    "            dfUSer['timecreated'] = dfTc\n",
    "            \n",
    "            # get the index of the rows where the action is loggedin and turn it to a list\n",
    "            logIndex = dfUSer.index[dfUSer['action']== 'loggedin'].tolist()\n",
    "            \n",
    "            # list to append the session count and session duration\n",
    "            sessList = []\n",
    "            sessDuration = []\n",
    "            \n",
    "            # Loop through the logindex find the time value before the next login and substract\n",
    "            # the current time value and append the value to the list above if the above operation\n",
    "            # can't happen (due to Nan values) append a zero instead\n",
    "            for index in logIndex:\n",
    "                try:\n",
    "                    if index == logIndex[-1]:\n",
    "                        sessDur = dfUSer.iloc[45022]['timecreated'] - dfUSer.iloc[logIndex[index]]['timecreated']\n",
    "                    else:\n",
    "                        sessDur = dfUSer.iloc[logIndex[index+1] - 1]['timecreated'] - dfUSer.iloc[logIndex[index]]['timecreated']\n",
    "\n",
    "                    sessDurH = sessDur.total_seconds() / 3600\n",
    "                    \n",
    "                    # if the sessionDuration is greater than \n",
    "                    if sessDurH > limit:\n",
    "                        sessDurH = limit\n",
    "                    \n",
    "                    sessList.append(1)\n",
    "                    sessDuration.append(sessDurH)\n",
    "                except:\n",
    "                    sessList.append(0)\n",
    "                    sessDuration.append(0)\n",
    "            \n",
    "            # update the dict and add the calculated values\n",
    "            rowsdict.update({'UserId': Id,\n",
    "                            'NumberOfSessions': sum(sessList),\n",
    "                            'TotalSessionDuration(hours)': sum(sessDuration)})\n",
    "            \n",
    "            # append to the list defined before the loop\n",
    "            rowsList.append(rowsdict)\n",
    "\n",
    "        # create a new dataframe with the values\n",
    "        dfdedTime = pd.DataFrame(rowsList)\n",
    "        \n",
    "        # return a series i.e the specific columns\n",
    "        return dfdedTime, dfdedTime.NumberOfSessions, dfdedTime['TotalSessionDuration(hours)']\n",
    "        \n",
    "    \n",
    "    def countActive(self, query):\n",
    "        df = pd.read_sql(query, self.engine)\n",
    "        #df = df[df[\"action\"]isin(self.colList)]\n",
    "        \n",
    "        # pivot the table i.e turn some row into columns\n",
    "        df2 = df.pivot_table(index='userid', columns=\"action\", values='timecreated', aggfunc='count')\n",
    "        \n",
    "        # get the login count and activity count\n",
    "        countLogin = df2.loggedin\n",
    "        countActivity = df2.sum(axis=1)\n",
    "        \n",
    "        return countLogin, countActivity\n",
    "        \n",
    "    def groupPercentage(self, countQ, dedQ, limit, percentage):\n",
    "        _, noSession, durSession = self.computeDed(dedQ, limit)\n",
    "        countL, countA = self.countActive(countQ)\n",
    "        \n",
    "        # calculates the percentiles of the above series\n",
    "        percNoSes = noSession.nlargest(int((percentage/100) * len(noSession)))\n",
    "        percDurSes = durSession.nlargest(int((percentage/100) * len(durSession)))\n",
    "        percL = countL.nlargest(int((percentage/100) * len(countL)))\n",
    "        percA = countA.nlargest(int((percentage/100) * len(countA)))\n",
    "        return percNoSes, percDurSes, percL, percA\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "perc = 1\n",
    "limit = 2\n",
    "dedQuery = \"SELECT userid, action, to_timestamp(timecreated) AS timecreated FROM mdl_logstore_standard_log\"\n",
    "countQuery = \"SELECT userid, action, to_timestamp(timecreated) AS timecreated FROM mdl_logstore_standard_log\"\n",
    "\n",
    "etl = ETL(engine)\n",
    "dfded, _, _ = etl.computeDed(dedQuery, limit)\n",
    "onePerCountSes, onePerDurSes, onePerCountLog, onePerCountAct = etl.groupPercentage(countQuery,dedQuery, limit, perc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UserId</th>\n",
       "      <th>NumberOfSessions</th>\n",
       "      <th>TotalSessionDuration(hours)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>29.343333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>1048</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1045</th>\n",
       "      <td>1049</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1046</th>\n",
       "      <td>1050</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1047</th>\n",
       "      <td>1051</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>1052</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1049 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      UserId  NumberOfSessions  TotalSessionDuration(hours)\n",
       "0        -10                 0                     0.000000\n",
       "1         -1                 0                     0.000000\n",
       "2          0                 0                     0.000000\n",
       "3          1                 1                          NaN\n",
       "4          2                19                    29.343333\n",
       "...      ...               ...                          ...\n",
       "1044    1048                 0                     0.000000\n",
       "1045    1049                 0                     0.000000\n",
       "1046    1050                 0                     0.000000\n",
       "1047    1051                 0                     0.000000\n",
       "1048    1052                 0                     0.000000\n",
       "\n",
       "[1049 rows x 3 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfded"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4      19\n",
       "161     6\n",
       "5       5\n",
       "262     5\n",
       "286     5\n",
       "340     5\n",
       "365     5\n",
       "926     5\n",
       "53      4\n",
       "86      4\n",
       "Name: NumberOfSessions, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 1 % in number of sessions\n",
    "onePerCountSes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4      29.343333\n",
       "161     6.977500\n",
       "242     5.690833\n",
       "340     5.682500\n",
       "262     4.834722\n",
       "5       4.289444\n",
       "405     4.186389\n",
       "290     4.171389\n",
       "913     4.060000\n",
       "91      4.000000\n",
       "Name: TotalSessionDuration(hours), dtype: float64"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 1 % in duration of sessions\n",
    "onePerDurSes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid\n",
       "2      169.0\n",
       "246    113.0\n",
       "3      107.0\n",
       "369    100.0\n",
       "165     91.0\n",
       "290     73.0\n",
       "344     68.0\n",
       "266     64.0\n",
       "45      63.0\n",
       "90      57.0\n",
       "Name: loggedin, dtype: float64"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 1 % in Number of Logins\n",
    "onePerCountLog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid\n",
       "2      45023.0\n",
       "246    13917.0\n",
       "3      12922.0\n",
       "917    10696.0\n",
       "581    10533.0\n",
       "290     8558.0\n",
       "347     7320.0\n",
       "0       7257.0\n",
       "607     6461.0\n",
       "344     6019.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 1 % in Number of Activities\n",
    "onePerCountAct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "perc = 5\n",
    "fivePerCountSes, fivePerDurSes, fivePerCountLog, fivePerCountAct = etl.groupPercentage(countQuery,dedQuery, limit, perc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4      19\n",
       "161     6\n",
       "5       5\n",
       "262     5\n",
       "286     5\n",
       "340     5\n",
       "365     5\n",
       "926     5\n",
       "53      4\n",
       "86      4\n",
       "7       3\n",
       "24      3\n",
       "40      3\n",
       "41      3\n",
       "114     3\n",
       "186     3\n",
       "242     3\n",
       "273     3\n",
       "290     3\n",
       "377     3\n",
       "405     3\n",
       "603     3\n",
       "865     3\n",
       "913     3\n",
       "31      2\n",
       "38      2\n",
       "54      2\n",
       "76      2\n",
       "80      2\n",
       "84      2\n",
       "91      2\n",
       "95      2\n",
       "99      2\n",
       "141     2\n",
       "148     2\n",
       "152     2\n",
       "163     2\n",
       "166     2\n",
       "181     2\n",
       "255     2\n",
       "280     2\n",
       "282     2\n",
       "327     2\n",
       "343     2\n",
       "358     2\n",
       "374     2\n",
       "396     2\n",
       "406     2\n",
       "416     2\n",
       "430     2\n",
       "590     2\n",
       "861     2\n",
       "Name: NumberOfSessions, dtype: int64"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 5 % in number of sessions\n",
    "fivePerCountSes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4       29.343333\n",
       "161      6.977500\n",
       "242      5.690833\n",
       "340      5.682500\n",
       "262      4.834722\n",
       "5        4.289444\n",
       "405      4.186389\n",
       "290      4.171389\n",
       "913      4.060000\n",
       "91       4.000000\n",
       "141      4.000000\n",
       "163      4.000000\n",
       "255      4.000000\n",
       "590      4.000000\n",
       "365      3.743611\n",
       "926      3.496944\n",
       "99       3.486944\n",
       "343      3.404444\n",
       "186      3.393333\n",
       "152      3.253056\n",
       "86       3.231944\n",
       "41       3.106389\n",
       "38       3.016389\n",
       "53       2.898889\n",
       "861      2.634444\n",
       "603      2.574167\n",
       "282      2.454444\n",
       "114      2.213611\n",
       "166      2.185278\n",
       "273      2.160000\n",
       "84       2.079722\n",
       "280      2.073611\n",
       "76       2.063889\n",
       "54       2.059167\n",
       "31       2.055556\n",
       "40       2.054167\n",
       "95       2.052222\n",
       "24       2.032778\n",
       "406      2.031111\n",
       "396      2.015278\n",
       "374      2.013611\n",
       "327      2.004167\n",
       "1043     2.000556\n",
       "148      2.000278\n",
       "358      2.000278\n",
       "8        2.000000\n",
       "9        2.000000\n",
       "14       2.000000\n",
       "15       2.000000\n",
       "34       2.000000\n",
       "35       2.000000\n",
       "44       2.000000\n",
       "Name: TotalSessionDuration(hours), dtype: float64"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 5 % in duration of sessions\n",
    "fivePerDurSes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid\n",
       "2      169.0\n",
       "246    113.0\n",
       "3      107.0\n",
       "369    100.0\n",
       "165     91.0\n",
       "290     73.0\n",
       "344     68.0\n",
       "266     64.0\n",
       "45      63.0\n",
       "90      57.0\n",
       "170     55.0\n",
       "5       54.0\n",
       "581     51.0\n",
       "190     50.0\n",
       "917     47.0\n",
       "25      46.0\n",
       "277     46.0\n",
       "383     42.0\n",
       "57      41.0\n",
       "362     40.0\n",
       "409     38.0\n",
       "95      37.0\n",
       "607     37.0\n",
       "259     36.0\n",
       "586     36.0\n",
       "50      33.0\n",
       "286     33.0\n",
       "48      32.0\n",
       "294     31.0\n",
       "284     30.0\n",
       "686     29.0\n",
       "98      27.0\n",
       "865     27.0\n",
       "118     26.0\n",
       "274     26.0\n",
       "347     26.0\n",
       "449     26.0\n",
       "234     24.0\n",
       "341     24.0\n",
       "385     24.0\n",
       "44      23.0\n",
       "201     23.0\n",
       "228     23.0\n",
       "381     23.0\n",
       "382     23.0\n",
       "42      21.0\n",
       "328     21.0\n",
       "434     21.0\n",
       "133     20.0\n",
       "250     20.0\n",
       "353     20.0\n",
       "363     20.0\n",
       "Name: loggedin, dtype: float64"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 5 % in Number of Logins\n",
    "fivePerCountLog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid\n",
       " 2       45023.0\n",
       " 246     13917.0\n",
       " 3       12922.0\n",
       " 917     10696.0\n",
       " 581     10533.0\n",
       " 290      8558.0\n",
       " 347      7320.0\n",
       " 0        7257.0\n",
       " 607      6461.0\n",
       " 344      6019.0\n",
       " 165      6015.0\n",
       " 228      5063.0\n",
       " 201      4964.0\n",
       " 42       4916.0\n",
       " 90       4644.0\n",
       " 369      4608.0\n",
       " 328      4297.0\n",
       " 45       4241.0\n",
       " 480      4232.0\n",
       " 742      4220.0\n",
       " 95       4004.0\n",
       " 266      3902.0\n",
       " 586      3857.0\n",
       " 77       3832.0\n",
       " 879      3725.0\n",
       " 786      3692.0\n",
       " 377      3459.0\n",
       " 1025     3404.0\n",
       " 567      3345.0\n",
       " 210      3075.0\n",
       " 382      2994.0\n",
       " 449      2921.0\n",
       " 866      2863.0\n",
       " 57       2836.0\n",
       " 390      2794.0\n",
       " 846      2792.0\n",
       " 48       2710.0\n",
       " 61       2669.0\n",
       " 777      2608.0\n",
       " 185      2522.0\n",
       " 170      2450.0\n",
       " 385      2373.0\n",
       " 383      2260.0\n",
       " 58       2241.0\n",
       " 259      2211.0\n",
       "-1        2170.0\n",
       " 686      2080.0\n",
       " 340      2016.0\n",
       " 842      1980.0\n",
       " 428      1939.0\n",
       " 420      1927.0\n",
       " 98       1910.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 5 % in Number of Activities\n",
    "fivePerCountAct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "perc = 10\n",
    "tenPerCountSes, tenPerDurSes, tenPerCountLog, tenPerCountAct = etl.groupPercentage(countQuery,dedQuery, limit, perc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4      19\n",
       "161     6\n",
       "5       5\n",
       "262     5\n",
       "286     5\n",
       "       ..\n",
       "108     1\n",
       "109     1\n",
       "111     1\n",
       "116     1\n",
       "119     1\n",
       "Name: NumberOfSessions, Length: 104, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 10 % in number of sessions\n",
    "tenPerCountSes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4      29.343333\n",
       "161     6.977500\n",
       "242     5.690833\n",
       "340     5.682500\n",
       "262     4.834722\n",
       "         ...    \n",
       "230     2.000000\n",
       "233     2.000000\n",
       "237     2.000000\n",
       "243     2.000000\n",
       "246     2.000000\n",
       "Name: TotalSessionDuration(hours), Length: 104, dtype: float64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 10 % in duration of sessions\n",
    "tenPerDurSes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid\n",
       "2      169.0\n",
       "246    113.0\n",
       "3      107.0\n",
       "369    100.0\n",
       "165     91.0\n",
       "       ...  \n",
       "138     12.0\n",
       "346     12.0\n",
       "199     11.0\n",
       "217     11.0\n",
       "374     11.0\n",
       "Name: loggedin, Length: 104, dtype: float64"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 10 % in Number of Logins\n",
    "tenPerCountLog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid\n",
       "2       45023.0\n",
       "246     13917.0\n",
       "3       12922.0\n",
       "917     10696.0\n",
       "581     10533.0\n",
       "         ...   \n",
       "250       908.0\n",
       "1019      907.0\n",
       "301       903.0\n",
       "51        900.0\n",
       "759       896.0\n",
       "Length: 104, dtype: float64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 10 % in Number of Activities\n",
    "tenPerCountAct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "perc = 25\n",
    "twofivePerCountSes, twofivePerDurSes, twofivePerCountLog, twofivePerCountAct = etl.groupPercentage(countQuery,dedQuery, limit, perc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4      19\n",
       "161     6\n",
       "5       5\n",
       "262     5\n",
       "286     5\n",
       "       ..\n",
       "391     0\n",
       "392     0\n",
       "393     0\n",
       "394     0\n",
       "395     0\n",
       "Name: NumberOfSessions, Length: 524, dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 25 % in number of sessions\n",
    "twofivePerCountSes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4      29.343333\n",
       "161     6.977500\n",
       "242     5.690833\n",
       "340     5.682500\n",
       "262     4.834722\n",
       "         ...    \n",
       "464     0.000000\n",
       "465     0.000000\n",
       "467     0.000000\n",
       "468     0.000000\n",
       "470     0.000000\n",
       "Name: TotalSessionDuration(hours), Length: 524, dtype: float64"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 25 % in duration of sessions\n",
    "twofivePerDurSes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid\n",
       "2      169.0\n",
       "246    113.0\n",
       "3      107.0\n",
       "369    100.0\n",
       "165     91.0\n",
       "       ...  \n",
       "667      1.0\n",
       "670      1.0\n",
       "672      1.0\n",
       "682      1.0\n",
       "693      1.0\n",
       "Name: loggedin, Length: 524, dtype: float64"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 25 % in Number of Logins\n",
    "twofivePerCountLog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "userid\n",
       "2      45023.0\n",
       "246    13917.0\n",
       "3      12922.0\n",
       "917    10696.0\n",
       "581    10533.0\n",
       "        ...   \n",
       "314       42.0\n",
       "323       42.0\n",
       "475       42.0\n",
       "662       42.0\n",
       "310       41.0\n",
       "Length: 524, dtype: float64"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top 25 % in Number of Activities\n",
    "twofivePerCountAct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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