FuzzyCleaning.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['.idea', '.ipynb_checkpoints', '2438_3279.csv', 'FuzzyCleaning.ipynb']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "os.listdir()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from fuzzywuzzy import fuzz\n",
    "import pandas\n",
    "cluster_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Day</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Inwhatformatisthecollectiondate</th>\n",
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       "      <td>7 - July - VII</td>\n",
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       "      <td>The collection date is shown as a single date.</td>\n",
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       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
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       "      <td>S.B.</td>\n",
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       "    <tr>\n",
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       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501602</td>\n",
       "      <td>010156628_108834_1685214.jpg</td>\n",
       "      <td>010156628_108834_1685214</td>\n",
       "      <td>1483423</td>\n",
       "      <td>10156628</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1476092</td>\n",
       "      <td>10156629</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3327428</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>6500671</td>\n",
       "      <td>010156630_108834_1685214.jpg</td>\n",
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       "      <td>1482491</td>\n",
       "      <td>10156630</td>\n",
       "      <td>Chalcidoidea</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
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       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3327431</td>\n",
       "      <td>27</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Fred Enock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1478121</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3327432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
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       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499759</td>\n",
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       "      <td>10156635</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3327434</td>\n",
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       "      <td>8 - August - VIII</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
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       "      <td>No</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494094</td>\n",
       "      <td>010156636_108834_1685214.jpg</td>\n",
       "      <td>010156636_108834_1685214</td>\n",
       "      <td>1475774</td>\n",
       "      <td>10156636</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3327435</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>23</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>2008</td>\n",
       "      <td>6501876</td>\n",
       "      <td>010156637_108834_1685214.jpg</td>\n",
       "      <td>010156637_108834_1685214</td>\n",
       "      <td>1483697</td>\n",
       "      <td>10156637</td>\n",
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       "      <td>3279</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3327436</td>\n",
       "      <td>28</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1911</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497097</td>\n",
       "      <td>010156638_108834_1685214.jpg</td>\n",
       "      <td>010156638_108834_1685214</td>\n",
       "      <td>1478867</td>\n",
       "      <td>10156638</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3327437</td>\n",
       "      <td>12</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1914</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498222</td>\n",
       "      <td>010156641_108834_1737739.jpg</td>\n",
       "      <td>010156641_108834_1737739</td>\n",
       "      <td>1480007</td>\n",
       "      <td>10156641</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3327439</td>\n",
       "      <td>16</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>1986</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>India</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501040</td>\n",
       "      <td>010156642_108834_1737739.jpg</td>\n",
       "      <td>010156642_108834_1737739</td>\n",
       "      <td>1482861</td>\n",
       "      <td>10156642</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3327440</td>\n",
       "      <td>16</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>India</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Saed Farni[unclear][/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496010</td>\n",
       "      <td>010156643_108834_1737739.jpg</td>\n",
       "      <td>010156643_108834_1737739</td>\n",
       "      <td>1477786</td>\n",
       "      <td>10156643</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3327441</td>\n",
       "      <td>5</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>R. S. George</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>6494739</td>\n",
       "      <td>010156644_108834_1737739.jpg</td>\n",
       "      <td>010156644_108834_1737739</td>\n",
       "      <td>1476523</td>\n",
       "      <td>10156644</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3327442</td>\n",
       "      <td>5</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>6502531</td>\n",
       "      <td>010156645_108834_1737739.jpg</td>\n",
       "      <td>010156645_108834_1737739</td>\n",
       "      <td>1484352</td>\n",
       "      <td>10156645</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3327444</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>1992</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497059</td>\n",
       "      <td>010156646_108834_1737739.jpg</td>\n",
       "      <td>010156646_108834_1737739</td>\n",
       "      <td>1478830</td>\n",
       "      <td>10156646</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3327445</td>\n",
       "      <td>17</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500481</td>\n",
       "      <td>010156647_108834_1737739.jpg</td>\n",
       "      <td>010156647_108834_1737739</td>\n",
       "      <td>1482301</td>\n",
       "      <td>10156647</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3327446</td>\n",
       "      <td>5</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1910</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499666</td>\n",
       "      <td>010156649_108834_1708013.jpg</td>\n",
       "      <td>010156649_108834_1708013</td>\n",
       "      <td>1481485</td>\n",
       "      <td>10156649</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3327447</td>\n",
       "      <td>8</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1910</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Wales</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497676</td>\n",
       "      <td>010156650_108834_1708013.jpg</td>\n",
       "      <td>010156650_108834_1708013</td>\n",
       "      <td>1479457</td>\n",
       "      <td>10156650</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3327449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498513</td>\n",
       "      <td>010156651_108834_1708013.jpg</td>\n",
       "      <td>010156651_108834_1708013</td>\n",
       "      <td>1480297</td>\n",
       "      <td>10156651</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3327450</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>SB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501593</td>\n",
       "      <td>010156654_108834_1617759.jpg</td>\n",
       "      <td>010156654_108834_1617759</td>\n",
       "      <td>1483414</td>\n",
       "      <td>10156654</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3327452</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494353</td>\n",
       "      <td>010156655_108834_1617759.jpg</td>\n",
       "      <td>010156655_108834_1617759</td>\n",
       "      <td>1476084</td>\n",
       "      <td>10156655</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3327453</td>\n",
       "      <td>8</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1975</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Noyes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496516</td>\n",
       "      <td>010156657_108834_1708013.jpg</td>\n",
       "      <td>010156657_108834_1708013</td>\n",
       "      <td>1478291</td>\n",
       "      <td>10156657</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3327454</td>\n",
       "      <td>31</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1977</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>J. M. Noyes</td>\n",
       "      <td>M. Noyes</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6502315</td>\n",
       "      <td>010156658_108834_1708013.jpg</td>\n",
       "      <td>010156658_108834_1708013</td>\n",
       "      <td>1484136</td>\n",
       "      <td>10156658</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3327455</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Fred Enock</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495107</td>\n",
       "      <td>010156659_108834_1708013.jpg</td>\n",
       "      <td>010156659_108834_1708013</td>\n",
       "      <td>1476885</td>\n",
       "      <td>10156659</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3327457</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495820</td>\n",
       "      <td>010156660_108834_1708013.jpg</td>\n",
       "      <td>010156660_108834_1708013</td>\n",
       "      <td>1477596</td>\n",
       "      <td>10156660</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3327458</td>\n",
       "      <td>17</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1909</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501365</td>\n",
       "      <td>010156661_108834_1708013.jpg</td>\n",
       "      <td>010156661_108834_1708013</td>\n",
       "      <td>1483186</td>\n",
       "      <td>10156661</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3327460</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499219</td>\n",
       "      <td>010156663_108834_1708013.jpg</td>\n",
       "      <td>010156663_108834_1708013</td>\n",
       "      <td>1481014</td>\n",
       "      <td>10156663</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3327461</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>1919</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>6500129</td>\n",
       "      <td>010156664_108834_1708013.jpg</td>\n",
       "      <td>010156664_108834_1708013</td>\n",
       "      <td>1481950</td>\n",
       "      <td>10156664</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4074</th>\n",
       "      <td>3317487</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Vardy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501292</td>\n",
       "      <td>010156548_108834_1737739.jpg</td>\n",
       "      <td>010156548_108834_1737739</td>\n",
       "      <td>1483113</td>\n",
       "      <td>10156548</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4075</th>\n",
       "      <td>3317489</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6502524</td>\n",
       "      <td>010156550_108834_1737739.jpg</td>\n",
       "      <td>010156550_108834_1737739</td>\n",
       "      <td>1484345</td>\n",
       "      <td>10156550</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4076</th>\n",
       "      <td>3317490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494727</td>\n",
       "      <td>010156551_108834_1737739.jpg</td>\n",
       "      <td>010156551_108834_1737739</td>\n",
       "      <td>1476511</td>\n",
       "      <td>10156551</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4077</th>\n",
       "      <td>3317492</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Waage</td>\n",
       "      <td>Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6500486</td>\n",
       "      <td>010156552_108834_1737739.jpg</td>\n",
       "      <td>010156552_108834_1737739</td>\n",
       "      <td>1482306</td>\n",
       "      <td>10156552</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4078</th>\n",
       "      <td>3317493</td>\n",
       "      <td>27</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481382</td>\n",
       "      <td>010156585_108834_469404.jpg</td>\n",
       "      <td>010156585_108834_469404</td>\n",
       "      <td>1432015</td>\n",
       "      <td>10156585</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4079</th>\n",
       "      <td>3317494</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Weage</td>\n",
       "      <td>Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6480925</td>\n",
       "      <td>010156586_108834_469404.jpg</td>\n",
       "      <td>010156586_108834_469404</td>\n",
       "      <td>1431529</td>\n",
       "      <td>10156586</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4080</th>\n",
       "      <td>3317496</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Waage</td>\n",
       "      <td>Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6480290</td>\n",
       "      <td>010156587_108834_469404.jpg</td>\n",
       "      <td>010156587_108834_469404</td>\n",
       "      <td>1430862</td>\n",
       "      <td>10156587</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4081</th>\n",
       "      <td>3317497</td>\n",
       "      <td>15</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482648</td>\n",
       "      <td>010156589_108834_469404.jpg</td>\n",
       "      <td>010156589_108834_469404</td>\n",
       "      <td>1433390</td>\n",
       "      <td>10156589</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4082</th>\n",
       "      <td>3317498</td>\n",
       "      <td>10</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481400</td>\n",
       "      <td>010156590_108834_469404.jpg</td>\n",
       "      <td>010156590_108834_469404</td>\n",
       "      <td>1432034</td>\n",
       "      <td>10156590</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4083</th>\n",
       "      <td>3317499</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482197</td>\n",
       "      <td>010156591_108834_469404.jpg</td>\n",
       "      <td>010156591_108834_469404</td>\n",
       "      <td>1432904</td>\n",
       "      <td>10156591</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4084</th>\n",
       "      <td>3317502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6480906</td>\n",
       "      <td>010156593_108834_469404.jpg</td>\n",
       "      <td>010156593_108834_469404</td>\n",
       "      <td>1431509</td>\n",
       "      <td>10156593</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4085</th>\n",
       "      <td>3317504</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1987</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6480360</td>\n",
       "      <td>010156594_108834_469404.jpg</td>\n",
       "      <td>010156594_108834_469404</td>\n",
       "      <td>1430937</td>\n",
       "      <td>10156594</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4086</th>\n",
       "      <td>3317505</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>SCB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481104</td>\n",
       "      <td>010156595_108834_469404.jpg</td>\n",
       "      <td>010156595_108834_469404</td>\n",
       "      <td>1431720</td>\n",
       "      <td>10156595</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4087</th>\n",
       "      <td>3317506</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482023</td>\n",
       "      <td>010156596_108834_469404.jpg</td>\n",
       "      <td>010156596_108834_469404</td>\n",
       "      <td>1432716</td>\n",
       "      <td>10156596</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4088</th>\n",
       "      <td>3317508</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482590</td>\n",
       "      <td>010156597_108834_469404.jpg</td>\n",
       "      <td>010156597_108834_469404</td>\n",
       "      <td>1433331</td>\n",
       "      <td>10156597</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4089</th>\n",
       "      <td>3317509</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497968</td>\n",
       "      <td>010156601_108834_1685214.jpg</td>\n",
       "      <td>010156601_108834_1685214</td>\n",
       "      <td>1479749</td>\n",
       "      <td>10156601</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4090</th>\n",
       "      <td>3317511</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501505</td>\n",
       "      <td>010156602_108834_1685214.jpg</td>\n",
       "      <td>010156602_108834_1685214</td>\n",
       "      <td>1483326</td>\n",
       "      <td>10156602</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4091</th>\n",
       "      <td>3317512</td>\n",
       "      <td>19</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495971</td>\n",
       "      <td>010156603_108834_1685214.jpg</td>\n",
       "      <td>010156603_108834_1685214</td>\n",
       "      <td>1477747</td>\n",
       "      <td>10156603</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4092</th>\n",
       "      <td>3317513</td>\n",
       "      <td>26</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494989</td>\n",
       "      <td>010156604_108834_1685214.jpg</td>\n",
       "      <td>010156604_108834_1685214</td>\n",
       "      <td>1476769</td>\n",
       "      <td>10156604</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4093</th>\n",
       "      <td>3317515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>6480751</td>\n",
       "      <td>010156605_108834_469404.jpg</td>\n",
       "      <td>010156605_108834_469404</td>\n",
       "      <td>1431344</td>\n",
       "      <td>10156605</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4094</th>\n",
       "      <td>3317516</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501869</td>\n",
       "      <td>010156609_108834_1685214.jpg</td>\n",
       "      <td>010156609_108834_1685214</td>\n",
       "      <td>1483690</td>\n",
       "      <td>10156609</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4095</th>\n",
       "      <td>3317518</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>2011</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Trup</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495378</td>\n",
       "      <td>010156610_108834_1685214.jpg</td>\n",
       "      <td>010156610_108834_1685214</td>\n",
       "      <td>1477155</td>\n",
       "      <td>10156610</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4096</th>\n",
       "      <td>3317519</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500941</td>\n",
       "      <td>010156611_108834_1685214.jpg</td>\n",
       "      <td>010156611_108834_1685214</td>\n",
       "      <td>1482762</td>\n",
       "      <td>10156611</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4097</th>\n",
       "      <td>3317520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497513</td>\n",
       "      <td>010156612_108834_1685214.jpg</td>\n",
       "      <td>010156612_108834_1685214</td>\n",
       "      <td>1479290</td>\n",
       "      <td>10156612</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4098</th>\n",
       "      <td>3317521</td>\n",
       "      <td>7</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C.Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498858</td>\n",
       "      <td>010156613_108834_1685214.jpg</td>\n",
       "      <td>010156613_108834_1685214</td>\n",
       "      <td>1480654</td>\n",
       "      <td>10156613</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4099</th>\n",
       "      <td>3317522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494354</td>\n",
       "      <td>010156617_108834_1685214.jpg</td>\n",
       "      <td>010156617_108834_1685214</td>\n",
       "      <td>1476086</td>\n",
       "      <td>10156617</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4100</th>\n",
       "      <td>3317524</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500235</td>\n",
       "      <td>010156618_108834_1685214.jpg</td>\n",
       "      <td>010156618_108834_1685214</td>\n",
       "      <td>1482055</td>\n",
       "      <td>10156618</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4101</th>\n",
       "      <td>3317525</td>\n",
       "      <td>17</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1911</td>\n",
       "      <td>The collection date is show as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496823</td>\n",
       "      <td>010156619_108834_1685214.jpg</td>\n",
       "      <td>010156619_108834_1685214</td>\n",
       "      <td>1478595</td>\n",
       "      <td>10156619</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4102</th>\n",
       "      <td>3317527</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498247</td>\n",
       "      <td>010156620_108834_1685214.jpg</td>\n",
       "      <td>010156620_108834_1685214</td>\n",
       "      <td>1480032</td>\n",
       "      <td>10156620</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4103</th>\n",
       "      <td>3317529</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>6494694</td>\n",
       "      <td>010156625_108834_1685214.jpg</td>\n",
       "      <td>010156625_108834_1685214</td>\n",
       "      <td>1476478</td>\n",
       "      <td>10156625</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4104 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      subject_id        Day               Month                   Year  \\\n",
       "0        3327422         22      7 - July - VII                   1980   \n",
       "1        3327424          8    10 - October - X                   1981   \n",
       "2        3327425          8    10 - October - X                   1981   \n",
       "3        3327427          8    10 - October - X                   1982   \n",
       "4        3327428          8    10 - October - X                   1982   \n",
       "5        3327430          8    10 - October - X                   1981   \n",
       "6        3327431         27   8 - August - VIII  Only two digits shown   \n",
       "7        3327432        NaN                 NaN                    NaN   \n",
       "8        3327434         17   8 - August - VIII                    NaN   \n",
       "9        3327435         23                 NaN                    NaN   \n",
       "10       3327436         28      6 - June - VI                    1911   \n",
       "11       3327437         12   8 - August - VIII                   1914   \n",
       "12       3327439         16  9 - September - IX                   1986   \n",
       "13       3327440         16  9 - September - IX  Only two digits shown   \n",
       "14       3327441          5      7 - July - VII                   1982   \n",
       "15       3327442          5      7 - July - VII                   1982   \n",
       "16       3327444  Not Shown           Not Shown                   1992   \n",
       "17       3327445         17    10 - October - X                   1982   \n",
       "18       3327446          5   8 - August - VIII                   1910   \n",
       "19       3327447          8   8 - August - VIII                   1910   \n",
       "20       3327449        NaN                 NaN                    NaN   \n",
       "21       3327450          8    10 - October - X                   1981   \n",
       "22       3327452          8    10 - October - X                   1982   \n",
       "23       3327453          8      6 - June - VI                    1975   \n",
       "24       3327454         31      7 - July - VII                   1977   \n",
       "25       3327455        NaN                 NaN                    NaN   \n",
       "26       3327457          8    10 - October - X                   1981   \n",
       "27       3327458         17   8 - August - VIII                   1909   \n",
       "28       3327460        NaN                 NaN                    NaN   \n",
       "29       3327461  Not Shown           Not Shown                   1919   \n",
       "...          ...        ...                 ...                    ...   \n",
       "4074     3317487  Not Shown      7 - July - VII                   1981   \n",
       "4075     3317489        NaN                 NaN                    NaN   \n",
       "4076     3317490        NaN                 NaN                    NaN   \n",
       "4077     3317492         27      6 - June - VI                    1984   \n",
       "4078     3317493         27    10 - October - X  Only two digits shown   \n",
       "4079     3317494         27      6 - June - VI                    1984   \n",
       "4080     3317496         27      6 - June - VI                    1984   \n",
       "4081     3317497         15   8 - August - VIII  Only two digits shown   \n",
       "4082     3317498         10   8 - August - VIII                   1981   \n",
       "4083     3317499  Not Shown      7 - July - VII  Only two digits shown   \n",
       "4084     3317502        NaN                 NaN                    NaN   \n",
       "4085     3317504          8    10 - October - X                   1987   \n",
       "4086     3317505  Not Shown  9 - September - IX                    NaN   \n",
       "4087     3317506          8    10 - October - X  Only two digits shown   \n",
       "4088     3317508          8    10 - October - X  Only two digits shown   \n",
       "4089     3317509  Not Shown           Not Shown                    NaN   \n",
       "4090     3317511        NaN                 NaN                   1981   \n",
       "4091     3317512         19  9 - September - IX  Only two digits shown   \n",
       "4092     3317513         26   8 - August - VIII  Only two digits shown   \n",
       "4093     3317515        NaN                 NaN                   1981   \n",
       "4094     3317516          8    10 - October - X                   1982   \n",
       "4095     3317518  Not Shown           Not Shown                   2011   \n",
       "4096     3317519          8    10 - October - X                    NaN   \n",
       "4097     3317520        NaN                 NaN                    NaN   \n",
       "4098     3317521          7  9 - September - IX                    NaN   \n",
       "4099     3317522        NaN                 NaN                    NaN   \n",
       "4100     3317524          8    10 - October - X  Only two digits shown   \n",
       "4101     3317525         17      7 - July - VII                   1911   \n",
       "4102     3317527          8    10 - October - X                    NaN   \n",
       "4103     3317529        NaN                 NaN                    NaN   \n",
       "\n",
       "                     Inwhatformatisthecollectiondate         Country  \\\n",
       "0     The collection date is shown as a single date.         England   \n",
       "1     The collection date is shown as a single date.         England   \n",
       "2     The collection date is shown as a single date.  United Kingdom   \n",
       "3     The collection date is shown as a single date.  United Kingdom   \n",
       "4     The collection date is shown as a single date.  United Kingdom   \n",
       "5     The collection date is shown as a single date.         England   \n",
       "6     The collection date is shown as a single date.       Not Shown   \n",
       "7                       There is no collection date.             NaN   \n",
       "8     The collection date is shown as a single date.       Not Shown   \n",
       "9      The collection date is shown as a date range.       Not Shown   \n",
       "10    The collection date is shown as a single date.       Not Shown   \n",
       "11    The collection date is shown as a single date.  United Kingdom   \n",
       "12    The collection date is shown as a single date.           India   \n",
       "13    The collection date is shown as a single date.           India   \n",
       "14     The collection date is shown as a date range.        Scotland   \n",
       "15     The collection date is shown as a date range.        Scotland   \n",
       "16    The collection date is shown as a single date.             NaN   \n",
       "17    The collection date is shown as a single date.     Philippines   \n",
       "18    The collection date is shown as a single date.  United Kingdom   \n",
       "19    The collection date is shown as a single date.           Wales   \n",
       "20                      There is no collection date.       Not Shown   \n",
       "21    The collection date is shown as a single date.  United Kingdom   \n",
       "22    The collection date is shown as a single date.         England   \n",
       "23    The collection date is shown as a single date.         England   \n",
       "24    The collection date is shown as a single date.         England   \n",
       "25                      There is no collection date.       Not Shown   \n",
       "26    The collection date is shown as a single date.  United Kingdom   \n",
       "27    The collection date is shown as a single date.             NaN   \n",
       "28                      There is no collection date.       Not Shown   \n",
       "29                      There is no collection date.             NaN   \n",
       "...                                              ...             ...   \n",
       "4074  The collection date is shown as a single date.  United Kingdom   \n",
       "4075                    There is no collection date.       Not Shown   \n",
       "4076                    There is no collection date.       Not Shown   \n",
       "4077   The collection date is shown as a date range.  United Kingdom   \n",
       "4078  The collection date is shown as a single date.             NaN   \n",
       "4079   The collection date is shown as a date range.  United Kingdom   \n",
       "4080   The collection date is shown as a date range.  United Kingdom   \n",
       "4081  The collection date is shown as a single date.       Not Shown   \n",
       "4082  The collection date is shown as a single date.       Not Shown   \n",
       "4083  The collection date is shown as a single date.             NaN   \n",
       "4084                    There is no collection date.       Not Shown   \n",
       "4085  The collection date is shown as a single date.       Not Shown   \n",
       "4086  The collection date is shown as a single date.  United Kingdom   \n",
       "4087  The collection date is shown as a single date.  United Kingdom   \n",
       "4088  The collection date is shown as a single date.             NaN   \n",
       "4089  The collection date is shown as a single date.       Not Shown   \n",
       "4090  The collection date is shown as a single date.       Not Shown   \n",
       "4091  The collection date is shown as a single date.       Not Shown   \n",
       "4092  The collection date is shown as a single date.       Not Shown   \n",
       "4093   The collection date is shown as a date range.       Not Shown   \n",
       "4094  The collection date is shown as a single date.       Not Shown   \n",
       "4095  The collection date is shown as a single date.       Not Shown   \n",
       "4096  The collection date is shown as a single date.  United Kingdom   \n",
       "4097  The collection date is shown as a single date.             NaN   \n",
       "4098  The collection date is shown as a single date.             NaN   \n",
       "4099  The collection date is shown as a single date.             NaN   \n",
       "4100  The collection date is shown as a single date.  United Kingdom   \n",
       "4101   The collection date is show as a single date.  United Kingdom   \n",
       "4102  The collection date is shown as a single date.             NaN   \n",
       "4103   The collection date is shown as a date range.  United Kingdom   \n",
       "\n",
       "     Wasthecountrynamespecificallystatedonthelabel  \\\n",
       "0                                               No   \n",
       "1                                               No   \n",
       "2                                               No   \n",
       "3                                               No   \n",
       "4                                               No   \n",
       "5                                               No   \n",
       "6                                               No   \n",
       "7                                               No   \n",
       "8                                               No   \n",
       "9                                               No   \n",
       "10                                              No   \n",
       "11                                              No   \n",
       "12                                             Yes   \n",
       "13                                             Yes   \n",
       "14                                             NaN   \n",
       "15                                             Yes   \n",
       "16                                             Yes   \n",
       "17                                             Yes   \n",
       "18                                              No   \n",
       "19                                              No   \n",
       "20                                              No   \n",
       "21                                              No   \n",
       "22                                              No   \n",
       "23                                             Yes   \n",
       "24                                             Yes   \n",
       "25                                              No   \n",
       "26                                              No   \n",
       "27                                              No   \n",
       "28                                              No   \n",
       "29                                             NaN   \n",
       "...                                            ...   \n",
       "4074                                            No   \n",
       "4075                                            No   \n",
       "4076                                            No   \n",
       "4077                                           Yes   \n",
       "4078                                            No   \n",
       "4079                                           Yes   \n",
       "4080                                           Yes   \n",
       "4081                                            No   \n",
       "4082                                            No   \n",
       "4083                                            No   \n",
       "4084                                            No   \n",
       "4085                                           NaN   \n",
       "4086                                            No   \n",
       "4087                                            No   \n",
       "4088                                            No   \n",
       "4089                                            No   \n",
       "4090                                            No   \n",
       "4091                                            No   \n",
       "4092                                            No   \n",
       "4093                                            No   \n",
       "4094                                           NaN   \n",
       "4095                                            No   \n",
       "4096                                            No   \n",
       "4097                                            No   \n",
       "4098                                            No   \n",
       "4099                                            No   \n",
       "4100                                            No   \n",
       "4101                                            No   \n",
       "4102                                            No   \n",
       "4103                                            No   \n",
       "\n",
       "     Aregeographiccoordinatespresentonthelabel                     Collector1  \\\n",
       "0                                           No                            NaN   \n",
       "1                                           No                           S.B.   \n",
       "2                                           No                          S. B.   \n",
       "3                                           No                          S. B.   \n",
       "4                                           No                           S.B.   \n",
       "5                                           No                          S. B.   \n",
       "6                                           No                     Fred Enock   \n",
       "7                                           No                            NaN   \n",
       "8                                           No            [unclear][/unclear]   \n",
       "9                                           No            [unclear][/unclear]   \n",
       "10                                          No                            NaN   \n",
       "11                                          No                  C. Waterhouse   \n",
       "12                                          No                            NaN   \n",
       "13                                          No  Saed Farni[unclear][/unclear]   \n",
       "14                                          No                   R. S. George   \n",
       "15                                          No                            NaN   \n",
       "16                                          No            [unclear][/unclear]   \n",
       "17                                          No                            NaN   \n",
       "18                                          No                  C. Waterhouse   \n",
       "19                                          No                  C. Waterhouse   \n",
       "20                                          No                            NaN   \n",
       "21                                          No                             SB   \n",
       "22                                          No                          S. B.   \n",
       "23                                          No                          Noyes   \n",
       "24                                          No                    J. M. Noyes   \n",
       "25                                          No                     Fred Enock   \n",
       "26                                          No                            NaN   \n",
       "27                                          No                  C. Waterhouse   \n",
       "28                                          No            [unclear][/unclear]   \n",
       "29                                          No            [unclear][/unclear]   \n",
       "...                                        ...                            ...   \n",
       "4074                                        No                       C. Vardy   \n",
       "4075                                        No                            NaN   \n",
       "4076                                        No                            NaN   \n",
       "4077                                        No                          Waage   \n",
       "4078                                        No                            NaN   \n",
       "4079                                        No                          Weage   \n",
       "4080                                        No                          Waage   \n",
       "4081                                        No                            NaN   \n",
       "4082                                        No                            NaN   \n",
       "4083                                        No                            NaN   \n",
       "4084                                        No                            NaN   \n",
       "4085                                       NaN                            NaN   \n",
       "4086                                        No                            SCB   \n",
       "4087                                        No                            NaN   \n",
       "4088                                        No                            NaN   \n",
       "4089                                        No                            NaN   \n",
       "4090                                        No                            NaN   \n",
       "4091                                        No                  C. Waterhouse   \n",
       "4092                                        No                  C. Waterhouse   \n",
       "4093                                        No                           S.B.   \n",
       "4094                                       NaN                            NaN   \n",
       "4095                                        No                           Trup   \n",
       "4096                                        No                            NaN   \n",
       "4097                                        No                           S.B.   \n",
       "4098                                        No                   C.Waterhouse   \n",
       "4099                                        No                          S. B.   \n",
       "4100                                        No                            NaN   \n",
       "4101                                        No                  C. Waterhouse   \n",
       "4102                                        No                           S.B.   \n",
       "4103                                        No                            S B   \n",
       "\n",
       "               Collector2  ...       Day.1          EndMonth  \\\n",
       "0                     NaN  ...         NaN               NaN   \n",
       "1                     NaN  ...         NaN               NaN   \n",
       "2                     NaN  ...         NaN               NaN   \n",
       "3                     NaN  ...         NaN               NaN   \n",
       "4                     NaN  ...   Not Shown  10 - October - X   \n",
       "5                     NaN  ...         NaN               NaN   \n",
       "6                     NaN  ...         NaN               NaN   \n",
       "7                     NaN  ...         NaN               NaN   \n",
       "8                     NaN  ...         NaN               NaN   \n",
       "9                     NaN  ...          23    7 - July - VII   \n",
       "10                    NaN  ...         NaN               NaN   \n",
       "11                    NaN  ...         NaN               NaN   \n",
       "12                    NaN  ...         NaN               NaN   \n",
       "13                    NaN  ...         NaN               NaN   \n",
       "14                    NaN  ...          10    7 - July - VII   \n",
       "15                    NaN  ...          10    7 - July - VII   \n",
       "16    [unclear][/unclear]  ...         NaN               NaN   \n",
       "17                    NaN  ...         NaN               NaN   \n",
       "18                    NaN  ...         NaN               NaN   \n",
       "19                    NaN  ...         NaN               NaN   \n",
       "20                    NaN  ...         NaN               NaN   \n",
       "21                    NaN  ...         NaN               NaN   \n",
       "22                    NaN  ...         NaN               NaN   \n",
       "23                    NaN  ...         NaN               NaN   \n",
       "24               M. Noyes  ...         NaN               NaN   \n",
       "25    [unclear][/unclear]  ...         NaN               NaN   \n",
       "26    [unclear][/unclear]  ...         NaN               NaN   \n",
       "27                    NaN  ...         NaN               NaN   \n",
       "28    [unclear][/unclear]  ...         NaN               NaN   \n",
       "29    [unclear][/unclear]  ...   Not Shown         Not Shown   \n",
       "...                   ...  ...         ...               ...   \n",
       "4074                  NaN  ...         NaN               NaN   \n",
       "4075                  NaN  ...         NaN               NaN   \n",
       "4076                  NaN  ...         NaN               NaN   \n",
       "4077             Matthews  ...           4    7 - July - VII   \n",
       "4078                  NaN  ...         NaN               NaN   \n",
       "4079             Matthews  ...           4    7 - July - VII   \n",
       "4080             Matthews  ...           4    7 - July - VII   \n",
       "4081                  NaN  ...         NaN               NaN   \n",
       "4082                  NaN  ...         NaN               NaN   \n",
       "4083                  NaN  ...         NaN               NaN   \n",
       "4084                  NaN  ...         NaN               NaN   \n",
       "4085                  NaN  ...         NaN               NaN   \n",
       "4086                  NaN  ...         NaN               NaN   \n",
       "4087                  NaN  ...         NaN               NaN   \n",
       "4088                  NaN  ...         NaN               NaN   \n",
       "4089                  NaN  ...         NaN               NaN   \n",
       "4090                  NaN  ...         NaN               NaN   \n",
       "4091                  NaN  ...         NaN               NaN   \n",
       "4092                  NaN  ...         NaN               NaN   \n",
       "4093                  NaN  ...   Not Shown  10 - October - X   \n",
       "4094                  NaN  ...         NaN               NaN   \n",
       "4095                  NaN  ...         NaN               NaN   \n",
       "4096                  NaN  ...         NaN               NaN   \n",
       "4097                  NaN  ...         NaN               NaN   \n",
       "4098                  NaN  ...         NaN               NaN   \n",
       "4099                  NaN  ...         NaN               NaN   \n",
       "4100                  NaN  ...         NaN               NaN   \n",
       "4101                  NaN  ...         NaN               NaN   \n",
       "4102                  NaN  ...         NaN               NaN   \n",
       "4103                  NaN  ...   Not Shown  10 - October - X   \n",
       "\n",
       "                    EndYear subject_CatalogueIRN  \\\n",
       "0                       NaN              6500239   \n",
       "1                       NaN              6496833   \n",
       "2                       NaN              6501602   \n",
       "3                       NaN              6494358   \n",
       "4                      1982              6500671   \n",
       "5                       NaN              6495639   \n",
       "6                       NaN              6496345   \n",
       "7                       NaN              6499759   \n",
       "8                       NaN              6494094   \n",
       "9                      2008              6501876   \n",
       "10                      NaN              6497097   \n",
       "11                      NaN              6498222   \n",
       "12                      NaN              6501040   \n",
       "13                      NaN              6496010   \n",
       "14                     1982              6494739   \n",
       "15                     1982              6502531   \n",
       "16                      NaN              6497059   \n",
       "17                      NaN              6500481   \n",
       "18                      NaN              6499666   \n",
       "19                      NaN              6497676   \n",
       "20                      NaN              6498513   \n",
       "21                      NaN              6501593   \n",
       "22                      NaN              6494353   \n",
       "23                      NaN              6496516   \n",
       "24                      NaN              6502315   \n",
       "25                      NaN              6495107   \n",
       "26                      NaN              6495820   \n",
       "27                      NaN              6501365   \n",
       "28                      NaN              6499219   \n",
       "29                Not Shown              6500129   \n",
       "...                     ...                  ...   \n",
       "4074                    NaN              6501292   \n",
       "4075                    NaN              6502524   \n",
       "4076                    NaN              6494727   \n",
       "4077                   1984              6500486   \n",
       "4078                    NaN              6481382   \n",
       "4079                   1984              6480925   \n",
       "4080                   1984              6480290   \n",
       "4081                    NaN              6482648   \n",
       "4082                    NaN              6481400   \n",
       "4083                    NaN              6482197   \n",
       "4084                    NaN              6480906   \n",
       "4085                    NaN              6480360   \n",
       "4086                    NaN              6481104   \n",
       "4087                    NaN              6482023   \n",
       "4088                    NaN              6482590   \n",
       "4089                    NaN              6497968   \n",
       "4090                    NaN              6501505   \n",
       "4091                    NaN              6495971   \n",
       "4092                    NaN              6494989   \n",
       "4093                   1981              6480751   \n",
       "4094                    NaN              6501869   \n",
       "4095                    NaN              6495378   \n",
       "4096                    NaN              6500941   \n",
       "4097                    NaN              6497513   \n",
       "4098                    NaN              6498858   \n",
       "4099                    NaN              6494354   \n",
       "4100                    NaN              6500235   \n",
       "4101                    NaN              6496823   \n",
       "4102                    NaN              6498247   \n",
       "4103  Only two digits shown              6494694   \n",
       "\n",
       "             subject_MulIdentifier          subject_MulTitle  \\\n",
       "0     010156626_108834_1685214.jpg  010156626_108834_1685214   \n",
       "1     010156627_108834_1685214.jpg  010156627_108834_1685214   \n",
       "2     010156628_108834_1685214.jpg  010156628_108834_1685214   \n",
       "3     010156629_108834_1685214.jpg  010156629_108834_1685214   \n",
       "4     010156630_108834_1685214.jpg  010156630_108834_1685214   \n",
       "5     010156631_108834_1685214.jpg  010156631_108834_1685214   \n",
       "6     010156634_108834_1685214.jpg  010156634_108834_1685214   \n",
       "7     010156635_108834_1685214.jpg  010156635_108834_1685214   \n",
       "8     010156636_108834_1685214.jpg  010156636_108834_1685214   \n",
       "9     010156637_108834_1685214.jpg  010156637_108834_1685214   \n",
       "10    010156638_108834_1685214.jpg  010156638_108834_1685214   \n",
       "11    010156641_108834_1737739.jpg  010156641_108834_1737739   \n",
       "12    010156642_108834_1737739.jpg  010156642_108834_1737739   \n",
       "13    010156643_108834_1737739.jpg  010156643_108834_1737739   \n",
       "14    010156644_108834_1737739.jpg  010156644_108834_1737739   \n",
       "15    010156645_108834_1737739.jpg  010156645_108834_1737739   \n",
       "16    010156646_108834_1737739.jpg  010156646_108834_1737739   \n",
       "17    010156647_108834_1737739.jpg  010156647_108834_1737739   \n",
       "18    010156649_108834_1708013.jpg  010156649_108834_1708013   \n",
       "19    010156650_108834_1708013.jpg  010156650_108834_1708013   \n",
       "20    010156651_108834_1708013.jpg  010156651_108834_1708013   \n",
       "21    010156654_108834_1617759.jpg  010156654_108834_1617759   \n",
       "22    010156655_108834_1617759.jpg  010156655_108834_1617759   \n",
       "23    010156657_108834_1708013.jpg  010156657_108834_1708013   \n",
       "24    010156658_108834_1708013.jpg  010156658_108834_1708013   \n",
       "25    010156659_108834_1708013.jpg  010156659_108834_1708013   \n",
       "26    010156660_108834_1708013.jpg  010156660_108834_1708013   \n",
       "27    010156661_108834_1708013.jpg  010156661_108834_1708013   \n",
       "28    010156663_108834_1708013.jpg  010156663_108834_1708013   \n",
       "29    010156664_108834_1708013.jpg  010156664_108834_1708013   \n",
       "...                            ...                       ...   \n",
       "4074  010156548_108834_1737739.jpg  010156548_108834_1737739   \n",
       "4075  010156550_108834_1737739.jpg  010156550_108834_1737739   \n",
       "4076  010156551_108834_1737739.jpg  010156551_108834_1737739   \n",
       "4077  010156552_108834_1737739.jpg  010156552_108834_1737739   \n",
       "4078   010156585_108834_469404.jpg   010156585_108834_469404   \n",
       "4079   010156586_108834_469404.jpg   010156586_108834_469404   \n",
       "4080   010156587_108834_469404.jpg   010156587_108834_469404   \n",
       "4081   010156589_108834_469404.jpg   010156589_108834_469404   \n",
       "4082   010156590_108834_469404.jpg   010156590_108834_469404   \n",
       "4083   010156591_108834_469404.jpg   010156591_108834_469404   \n",
       "4084   010156593_108834_469404.jpg   010156593_108834_469404   \n",
       "4085   010156594_108834_469404.jpg   010156594_108834_469404   \n",
       "4086   010156595_108834_469404.jpg   010156595_108834_469404   \n",
       "4087   010156596_108834_469404.jpg   010156596_108834_469404   \n",
       "4088   010156597_108834_469404.jpg   010156597_108834_469404   \n",
       "4089  010156601_108834_1685214.jpg  010156601_108834_1685214   \n",
       "4090  010156602_108834_1685214.jpg  010156602_108834_1685214   \n",
       "4091  010156603_108834_1685214.jpg  010156603_108834_1685214   \n",
       "4092  010156604_108834_1685214.jpg  010156604_108834_1685214   \n",
       "4093   010156605_108834_469404.jpg   010156605_108834_469404   \n",
       "4094  010156609_108834_1685214.jpg  010156609_108834_1685214   \n",
       "4095  010156610_108834_1685214.jpg  010156610_108834_1685214   \n",
       "4096  010156611_108834_1685214.jpg  010156611_108834_1685214   \n",
       "4097  010156612_108834_1685214.jpg  010156612_108834_1685214   \n",
       "4098  010156613_108834_1685214.jpg  010156613_108834_1685214   \n",
       "4099  010156617_108834_1685214.jpg  010156617_108834_1685214   \n",
       "4100  010156618_108834_1685214.jpg  010156618_108834_1685214   \n",
       "4101  010156619_108834_1685214.jpg  010156619_108834_1685214   \n",
       "4102  010156620_108834_1685214.jpg  010156620_108834_1685214   \n",
       "4103  010156625_108834_1685214.jpg  010156625_108834_1685214   \n",
       "\n",
       "     subject_MultimediaIRN subject_EntCatBarcode  subject_SuperFamily  Expo  \n",
       "0                  1482059              10156626         Chalcidoidea  3279  \n",
       "1                  1478605              10156627         Chalcidoidea  3279  \n",
       "2                  1483423              10156628         Chalcidoidea  3279  \n",
       "3                  1476092              10156629         Chalcidoidea  3279  \n",
       "4                  1482491              10156630         Chalcidoidea  3279  \n",
       "5                  1477415              10156631         Chalcidoidea  3279  \n",
       "6                  1478121              10156634         Chalcidoidea  3279  \n",
       "7                  1481581              10156635         Chalcidoidea  3279  \n",
       "8                  1475774              10156636         Chalcidoidea  3279  \n",
       "9                  1483697              10156637         Chalcidoidea  3279  \n",
       "10                 1478867              10156638         Chalcidoidea  3279  \n",
       "11                 1480007              10156641         Chalcidoidea  3279  \n",
       "12                 1482861              10156642         Chalcidoidea  3279  \n",
       "13                 1477786              10156643         Chalcidoidea  3279  \n",
       "14                 1476523              10156644         Chalcidoidea  3279  \n",
       "15                 1484352              10156645         Chalcidoidea  3279  \n",
       "16                 1478830              10156646         Chalcidoidea  3279  \n",
       "17                 1482301              10156647         Chalcidoidea  3279  \n",
       "18                 1481485              10156649         Chalcidoidea  3279  \n",
       "19                 1479457              10156650         Chalcidoidea  3279  \n",
       "20                 1480297              10156651         Chalcidoidea  3279  \n",
       "21                 1483414              10156654         Chalcidoidea  3279  \n",
       "22                 1476084              10156655         Chalcidoidea  3279  \n",
       "23                 1478291              10156657         Chalcidoidea  3279  \n",
       "24                 1484136              10156658         Chalcidoidea  3279  \n",
       "25                 1476885              10156659         Chalcidoidea  3279  \n",
       "26                 1477596              10156660         Chalcidoidea  3279  \n",
       "27                 1483186              10156661         Chalcidoidea  3279  \n",
       "28                 1481014              10156663         Chalcidoidea  3279  \n",
       "29                 1481950              10156664         Chalcidoidea  3279  \n",
       "...                    ...                   ...                  ...   ...  \n",
       "4074               1483113              10156548         Chalcidoidea  2438  \n",
       "4075               1484345              10156550         Chalcidoidea  2438  \n",
       "4076               1476511              10156551         Chalcidoidea  2438  \n",
       "4077               1482306              10156552         Chalcidoidea  2438  \n",
       "4078               1432015              10156585         Chalcidoidea  2438  \n",
       "4079               1431529              10156586         Chalcidoidea  2438  \n",
       "4080               1430862              10156587         Chalcidoidea  2438  \n",
       "4081               1433390              10156589         Chalcidoidea  2438  \n",
       "4082               1432034              10156590         Chalcidoidea  2438  \n",
       "4083               1432904              10156591         Chalcidoidea  2438  \n",
       "4084               1431509              10156593         Chalcidoidea  2438  \n",
       "4085               1430937              10156594         Chalcidoidea  2438  \n",
       "4086               1431720              10156595         Chalcidoidea  2438  \n",
       "4087               1432716              10156596         Chalcidoidea  2438  \n",
       "4088               1433331              10156597         Chalcidoidea  2438  \n",
       "4089               1479749              10156601         Chalcidoidea  2438  \n",
       "4090               1483326              10156602         Chalcidoidea  2438  \n",
       "4091               1477747              10156603         Chalcidoidea  2438  \n",
       "4092               1476769              10156604         Chalcidoidea  2438  \n",
       "4093               1431344              10156605         Chalcidoidea  2438  \n",
       "4094               1483690              10156609         Chalcidoidea  2438  \n",
       "4095               1477155              10156610         Chalcidoidea  2438  \n",
       "4096               1482762              10156611         Chalcidoidea  2438  \n",
       "4097               1479290              10156612         Chalcidoidea  2438  \n",
       "4098               1480654              10156613         Chalcidoidea  2438  \n",
       "4099               1476086              10156617         Chalcidoidea  2438  \n",
       "4100               1482055              10156618         Chalcidoidea  2438  \n",
       "4101               1478595              10156619         Chalcidoidea  2438  \n",
       "4102               1480032              10156620         Chalcidoidea  2438  \n",
       "4103               1476478              10156625         Chalcidoidea  2438  \n",
       "\n",
       "[4104 rows x 25 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pandas.read_csv(\"2438_3279.csv\")\n",
    "df1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Strip out [unclear] flags to stop them all clustering based on that string. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style>\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subject_id</th>\n",
       "      <th>Day</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Inwhatformatisthecollectiondate</th>\n",
       "      <th>Country</th>\n",
       "      <th>Wasthecountrynamespecificallystatedonthelabel</th>\n",
       "      <th>Aregeographiccoordinatespresentonthelabel</th>\n",
       "      <th>Collector1</th>\n",
       "      <th>Collector2</th>\n",
       "      <th>...</th>\n",
       "      <th>Day.1</th>\n",
       "      <th>EndMonth</th>\n",
       "      <th>EndYear</th>\n",
       "      <th>subject_CatalogueIRN</th>\n",
       "      <th>subject_MulIdentifier</th>\n",
       "      <th>subject_MulTitle</th>\n",
       "      <th>subject_MultimediaIRN</th>\n",
       "      <th>subject_EntCatBarcode</th>\n",
       "      <th>subject_SuperFamily</th>\n",
       "      <th>Expo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3327422</td>\n",
       "      <td>22</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1980</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500239</td>\n",
       "      <td>010156626_108834_1685214.jpg</td>\n",
       "      <td>010156626_108834_1685214</td>\n",
       "      <td>1482059</td>\n",
       "      <td>10156626</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3327424</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496833</td>\n",
       "      <td>010156627_108834_1685214.jpg</td>\n",
       "      <td>010156627_108834_1685214</td>\n",
       "      <td>1478605</td>\n",
       "      <td>10156627</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3327425</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501602</td>\n",
       "      <td>010156628_108834_1685214.jpg</td>\n",
       "      <td>010156628_108834_1685214</td>\n",
       "      <td>1483423</td>\n",
       "      <td>10156628</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3327427</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494358</td>\n",
       "      <td>010156629_108834_1685214.jpg</td>\n",
       "      <td>010156629_108834_1685214</td>\n",
       "      <td>1476092</td>\n",
       "      <td>10156629</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3327428</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>6500671</td>\n",
       "      <td>010156630_108834_1685214.jpg</td>\n",
       "      <td>010156630_108834_1685214</td>\n",
       "      <td>1482491</td>\n",
       "      <td>10156630</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3327430</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495639</td>\n",
       "      <td>010156631_108834_1685214.jpg</td>\n",
       "      <td>010156631_108834_1685214</td>\n",
       "      <td>1477415</td>\n",
       "      <td>10156631</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3327431</td>\n",
       "      <td>27</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Fred Enock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496345</td>\n",
       "      <td>010156634_108834_1685214.jpg</td>\n",
       "      <td>010156634_108834_1685214</td>\n",
       "      <td>1478121</td>\n",
       "      <td>10156634</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3327432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499759</td>\n",
       "      <td>010156635_108834_1685214.jpg</td>\n",
       "      <td>010156635_108834_1685214</td>\n",
       "      <td>1481581</td>\n",
       "      <td>10156635</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3327434</td>\n",
       "      <td>17</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494094</td>\n",
       "      <td>010156636_108834_1685214.jpg</td>\n",
       "      <td>010156636_108834_1685214</td>\n",
       "      <td>1475774</td>\n",
       "      <td>10156636</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3327435</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>23</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>2008</td>\n",
       "      <td>6501876</td>\n",
       "      <td>010156637_108834_1685214.jpg</td>\n",
       "      <td>010156637_108834_1685214</td>\n",
       "      <td>1483697</td>\n",
       "      <td>10156637</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3327436</td>\n",
       "      <td>28</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1911</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497097</td>\n",
       "      <td>010156638_108834_1685214.jpg</td>\n",
       "      <td>010156638_108834_1685214</td>\n",
       "      <td>1478867</td>\n",
       "      <td>10156638</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3327437</td>\n",
       "      <td>12</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1914</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498222</td>\n",
       "      <td>010156641_108834_1737739.jpg</td>\n",
       "      <td>010156641_108834_1737739</td>\n",
       "      <td>1480007</td>\n",
       "      <td>10156641</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3327439</td>\n",
       "      <td>16</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>1986</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>India</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501040</td>\n",
       "      <td>010156642_108834_1737739.jpg</td>\n",
       "      <td>010156642_108834_1737739</td>\n",
       "      <td>1482861</td>\n",
       "      <td>10156642</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3327440</td>\n",
       "      <td>16</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>India</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Saed Farni</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496010</td>\n",
       "      <td>010156643_108834_1737739.jpg</td>\n",
       "      <td>010156643_108834_1737739</td>\n",
       "      <td>1477786</td>\n",
       "      <td>10156643</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3327441</td>\n",
       "      <td>5</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>R. S. George</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>6494739</td>\n",
       "      <td>010156644_108834_1737739.jpg</td>\n",
       "      <td>010156644_108834_1737739</td>\n",
       "      <td>1476523</td>\n",
       "      <td>10156644</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3327442</td>\n",
       "      <td>5</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>6502531</td>\n",
       "      <td>010156645_108834_1737739.jpg</td>\n",
       "      <td>010156645_108834_1737739</td>\n",
       "      <td>1484352</td>\n",
       "      <td>10156645</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3327444</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>1992</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497059</td>\n",
       "      <td>010156646_108834_1737739.jpg</td>\n",
       "      <td>010156646_108834_1737739</td>\n",
       "      <td>1478830</td>\n",
       "      <td>10156646</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3327445</td>\n",
       "      <td>17</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500481</td>\n",
       "      <td>010156647_108834_1737739.jpg</td>\n",
       "      <td>010156647_108834_1737739</td>\n",
       "      <td>1482301</td>\n",
       "      <td>10156647</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3327446</td>\n",
       "      <td>5</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1910</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499666</td>\n",
       "      <td>010156649_108834_1708013.jpg</td>\n",
       "      <td>010156649_108834_1708013</td>\n",
       "      <td>1481485</td>\n",
       "      <td>10156649</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3327447</td>\n",
       "      <td>8</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1910</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Wales</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497676</td>\n",
       "      <td>010156650_108834_1708013.jpg</td>\n",
       "      <td>010156650_108834_1708013</td>\n",
       "      <td>1479457</td>\n",
       "      <td>10156650</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3327449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498513</td>\n",
       "      <td>010156651_108834_1708013.jpg</td>\n",
       "      <td>010156651_108834_1708013</td>\n",
       "      <td>1480297</td>\n",
       "      <td>10156651</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3327450</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>SB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501593</td>\n",
       "      <td>010156654_108834_1617759.jpg</td>\n",
       "      <td>010156654_108834_1617759</td>\n",
       "      <td>1483414</td>\n",
       "      <td>10156654</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3327452</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494353</td>\n",
       "      <td>010156655_108834_1617759.jpg</td>\n",
       "      <td>010156655_108834_1617759</td>\n",
       "      <td>1476084</td>\n",
       "      <td>10156655</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3327453</td>\n",
       "      <td>8</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1975</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Noyes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496516</td>\n",
       "      <td>010156657_108834_1708013.jpg</td>\n",
       "      <td>010156657_108834_1708013</td>\n",
       "      <td>1478291</td>\n",
       "      <td>10156657</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3327454</td>\n",
       "      <td>31</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1977</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>J. M. Noyes</td>\n",
       "      <td>M. Noyes</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6502315</td>\n",
       "      <td>010156658_108834_1708013.jpg</td>\n",
       "      <td>010156658_108834_1708013</td>\n",
       "      <td>1484136</td>\n",
       "      <td>10156658</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3327455</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Fred Enock</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495107</td>\n",
       "      <td>010156659_108834_1708013.jpg</td>\n",
       "      <td>010156659_108834_1708013</td>\n",
       "      <td>1476885</td>\n",
       "      <td>10156659</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3327457</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[unclear][/unclear]</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495820</td>\n",
       "      <td>010156660_108834_1708013.jpg</td>\n",
       "      <td>010156660_108834_1708013</td>\n",
       "      <td>1477596</td>\n",
       "      <td>10156660</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3327458</td>\n",
       "      <td>17</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1909</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501365</td>\n",
       "      <td>010156661_108834_1708013.jpg</td>\n",
       "      <td>010156661_108834_1708013</td>\n",
       "      <td>1483186</td>\n",
       "      <td>10156661</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3327460</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499219</td>\n",
       "      <td>010156663_108834_1708013.jpg</td>\n",
       "      <td>010156663_108834_1708013</td>\n",
       "      <td>1481014</td>\n",
       "      <td>10156663</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3327461</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>1919</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>6500129</td>\n",
       "      <td>010156664_108834_1708013.jpg</td>\n",
       "      <td>010156664_108834_1708013</td>\n",
       "      <td>1481950</td>\n",
       "      <td>10156664</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4074</th>\n",
       "      <td>3317487</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Vardy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501292</td>\n",
       "      <td>010156548_108834_1737739.jpg</td>\n",
       "      <td>010156548_108834_1737739</td>\n",
       "      <td>1483113</td>\n",
       "      <td>10156548</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4075</th>\n",
       "      <td>3317489</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6502524</td>\n",
       "      <td>010156550_108834_1737739.jpg</td>\n",
       "      <td>010156550_108834_1737739</td>\n",
       "      <td>1484345</td>\n",
       "      <td>10156550</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4076</th>\n",
       "      <td>3317490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494727</td>\n",
       "      <td>010156551_108834_1737739.jpg</td>\n",
       "      <td>010156551_108834_1737739</td>\n",
       "      <td>1476511</td>\n",
       "      <td>10156551</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4077</th>\n",
       "      <td>3317492</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Waage</td>\n",
       "      <td>Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6500486</td>\n",
       "      <td>010156552_108834_1737739.jpg</td>\n",
       "      <td>010156552_108834_1737739</td>\n",
       "      <td>1482306</td>\n",
       "      <td>10156552</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4078</th>\n",
       "      <td>3317493</td>\n",
       "      <td>27</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481382</td>\n",
       "      <td>010156585_108834_469404.jpg</td>\n",
       "      <td>010156585_108834_469404</td>\n",
       "      <td>1432015</td>\n",
       "      <td>10156585</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4079</th>\n",
       "      <td>3317494</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Weage</td>\n",
       "      <td>Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6480925</td>\n",
       "      <td>010156586_108834_469404.jpg</td>\n",
       "      <td>010156586_108834_469404</td>\n",
       "      <td>1431529</td>\n",
       "      <td>10156586</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4080</th>\n",
       "      <td>3317496</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Waage</td>\n",
       "      <td>Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6480290</td>\n",
       "      <td>010156587_108834_469404.jpg</td>\n",
       "      <td>010156587_108834_469404</td>\n",
       "      <td>1430862</td>\n",
       "      <td>10156587</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4081</th>\n",
       "      <td>3317497</td>\n",
       "      <td>15</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482648</td>\n",
       "      <td>010156589_108834_469404.jpg</td>\n",
       "      <td>010156589_108834_469404</td>\n",
       "      <td>1433390</td>\n",
       "      <td>10156589</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4082</th>\n",
       "      <td>3317498</td>\n",
       "      <td>10</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481400</td>\n",
       "      <td>010156590_108834_469404.jpg</td>\n",
       "      <td>010156590_108834_469404</td>\n",
       "      <td>1432034</td>\n",
       "      <td>10156590</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4083</th>\n",
       "      <td>3317499</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482197</td>\n",
       "      <td>010156591_108834_469404.jpg</td>\n",
       "      <td>010156591_108834_469404</td>\n",
       "      <td>1432904</td>\n",
       "      <td>10156591</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4084</th>\n",
       "      <td>3317502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6480906</td>\n",
       "      <td>010156593_108834_469404.jpg</td>\n",
       "      <td>010156593_108834_469404</td>\n",
       "      <td>1431509</td>\n",
       "      <td>10156593</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4085</th>\n",
       "      <td>3317504</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1987</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6480360</td>\n",
       "      <td>010156594_108834_469404.jpg</td>\n",
       "      <td>010156594_108834_469404</td>\n",
       "      <td>1430937</td>\n",
       "      <td>10156594</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4086</th>\n",
       "      <td>3317505</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>SCB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481104</td>\n",
       "      <td>010156595_108834_469404.jpg</td>\n",
       "      <td>010156595_108834_469404</td>\n",
       "      <td>1431720</td>\n",
       "      <td>10156595</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4087</th>\n",
       "      <td>3317506</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482023</td>\n",
       "      <td>010156596_108834_469404.jpg</td>\n",
       "      <td>010156596_108834_469404</td>\n",
       "      <td>1432716</td>\n",
       "      <td>10156596</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4088</th>\n",
       "      <td>3317508</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482590</td>\n",
       "      <td>010156597_108834_469404.jpg</td>\n",
       "      <td>010156597_108834_469404</td>\n",
       "      <td>1433331</td>\n",
       "      <td>10156597</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4089</th>\n",
       "      <td>3317509</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497968</td>\n",
       "      <td>010156601_108834_1685214.jpg</td>\n",
       "      <td>010156601_108834_1685214</td>\n",
       "      <td>1479749</td>\n",
       "      <td>10156601</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4090</th>\n",
       "      <td>3317511</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501505</td>\n",
       "      <td>010156602_108834_1685214.jpg</td>\n",
       "      <td>010156602_108834_1685214</td>\n",
       "      <td>1483326</td>\n",
       "      <td>10156602</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4091</th>\n",
       "      <td>3317512</td>\n",
       "      <td>19</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495971</td>\n",
       "      <td>010156603_108834_1685214.jpg</td>\n",
       "      <td>010156603_108834_1685214</td>\n",
       "      <td>1477747</td>\n",
       "      <td>10156603</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4092</th>\n",
       "      <td>3317513</td>\n",
       "      <td>26</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494989</td>\n",
       "      <td>010156604_108834_1685214.jpg</td>\n",
       "      <td>010156604_108834_1685214</td>\n",
       "      <td>1476769</td>\n",
       "      <td>10156604</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4093</th>\n",
       "      <td>3317515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>6480751</td>\n",
       "      <td>010156605_108834_469404.jpg</td>\n",
       "      <td>010156605_108834_469404</td>\n",
       "      <td>1431344</td>\n",
       "      <td>10156605</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4094</th>\n",
       "      <td>3317516</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501869</td>\n",
       "      <td>010156609_108834_1685214.jpg</td>\n",
       "      <td>010156609_108834_1685214</td>\n",
       "      <td>1483690</td>\n",
       "      <td>10156609</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4095</th>\n",
       "      <td>3317518</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>2011</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Trup</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495378</td>\n",
       "      <td>010156610_108834_1685214.jpg</td>\n",
       "      <td>010156610_108834_1685214</td>\n",
       "      <td>1477155</td>\n",
       "      <td>10156610</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4096</th>\n",
       "      <td>3317519</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500941</td>\n",
       "      <td>010156611_108834_1685214.jpg</td>\n",
       "      <td>010156611_108834_1685214</td>\n",
       "      <td>1482762</td>\n",
       "      <td>10156611</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4097</th>\n",
       "      <td>3317520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497513</td>\n",
       "      <td>010156612_108834_1685214.jpg</td>\n",
       "      <td>010156612_108834_1685214</td>\n",
       "      <td>1479290</td>\n",
       "      <td>10156612</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4098</th>\n",
       "      <td>3317521</td>\n",
       "      <td>7</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C.Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498858</td>\n",
       "      <td>010156613_108834_1685214.jpg</td>\n",
       "      <td>010156613_108834_1685214</td>\n",
       "      <td>1480654</td>\n",
       "      <td>10156613</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4099</th>\n",
       "      <td>3317522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S. B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494354</td>\n",
       "      <td>010156617_108834_1685214.jpg</td>\n",
       "      <td>010156617_108834_1685214</td>\n",
       "      <td>1476086</td>\n",
       "      <td>10156617</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4100</th>\n",
       "      <td>3317524</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500235</td>\n",
       "      <td>010156618_108834_1685214.jpg</td>\n",
       "      <td>010156618_108834_1685214</td>\n",
       "      <td>1482055</td>\n",
       "      <td>10156618</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4101</th>\n",
       "      <td>3317525</td>\n",
       "      <td>17</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1911</td>\n",
       "      <td>The collection date is show as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>C. Waterhouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496823</td>\n",
       "      <td>010156619_108834_1685214.jpg</td>\n",
       "      <td>010156619_108834_1685214</td>\n",
       "      <td>1478595</td>\n",
       "      <td>10156619</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4102</th>\n",
       "      <td>3317527</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498247</td>\n",
       "      <td>010156620_108834_1685214.jpg</td>\n",
       "      <td>010156620_108834_1685214</td>\n",
       "      <td>1480032</td>\n",
       "      <td>10156620</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4103</th>\n",
       "      <td>3317529</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>6494694</td>\n",
       "      <td>010156625_108834_1685214.jpg</td>\n",
       "      <td>010156625_108834_1685214</td>\n",
       "      <td>1476478</td>\n",
       "      <td>10156625</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4104 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      subject_id        Day               Month                   Year  \\\n",
       "0        3327422         22      7 - July - VII                   1980   \n",
       "1        3327424          8    10 - October - X                   1981   \n",
       "2        3327425          8    10 - October - X                   1981   \n",
       "3        3327427          8    10 - October - X                   1982   \n",
       "4        3327428          8    10 - October - X                   1982   \n",
       "5        3327430          8    10 - October - X                   1981   \n",
       "6        3327431         27   8 - August - VIII  Only two digits shown   \n",
       "7        3327432        NaN                 NaN                    NaN   \n",
       "8        3327434         17   8 - August - VIII                    NaN   \n",
       "9        3327435         23                 NaN                    NaN   \n",
       "10       3327436         28      6 - June - VI                    1911   \n",
       "11       3327437         12   8 - August - VIII                   1914   \n",
       "12       3327439         16  9 - September - IX                   1986   \n",
       "13       3327440         16  9 - September - IX  Only two digits shown   \n",
       "14       3327441          5      7 - July - VII                   1982   \n",
       "15       3327442          5      7 - July - VII                   1982   \n",
       "16       3327444  Not Shown           Not Shown                   1992   \n",
       "17       3327445         17    10 - October - X                   1982   \n",
       "18       3327446          5   8 - August - VIII                   1910   \n",
       "19       3327447          8   8 - August - VIII                   1910   \n",
       "20       3327449        NaN                 NaN                    NaN   \n",
       "21       3327450          8    10 - October - X                   1981   \n",
       "22       3327452          8    10 - October - X                   1982   \n",
       "23       3327453          8      6 - June - VI                    1975   \n",
       "24       3327454         31      7 - July - VII                   1977   \n",
       "25       3327455        NaN                 NaN                    NaN   \n",
       "26       3327457          8    10 - October - X                   1981   \n",
       "27       3327458         17   8 - August - VIII                   1909   \n",
       "28       3327460        NaN                 NaN                    NaN   \n",
       "29       3327461  Not Shown           Not Shown                   1919   \n",
       "...          ...        ...                 ...                    ...   \n",
       "4074     3317487  Not Shown      7 - July - VII                   1981   \n",
       "4075     3317489        NaN                 NaN                    NaN   \n",
       "4076     3317490        NaN                 NaN                    NaN   \n",
       "4077     3317492         27      6 - June - VI                    1984   \n",
       "4078     3317493         27    10 - October - X  Only two digits shown   \n",
       "4079     3317494         27      6 - June - VI                    1984   \n",
       "4080     3317496         27      6 - June - VI                    1984   \n",
       "4081     3317497         15   8 - August - VIII  Only two digits shown   \n",
       "4082     3317498         10   8 - August - VIII                   1981   \n",
       "4083     3317499  Not Shown      7 - July - VII  Only two digits shown   \n",
       "4084     3317502        NaN                 NaN                    NaN   \n",
       "4085     3317504          8    10 - October - X                   1987   \n",
       "4086     3317505  Not Shown  9 - September - IX                    NaN   \n",
       "4087     3317506          8    10 - October - X  Only two digits shown   \n",
       "4088     3317508          8    10 - October - X  Only two digits shown   \n",
       "4089     3317509  Not Shown           Not Shown                    NaN   \n",
       "4090     3317511        NaN                 NaN                   1981   \n",
       "4091     3317512         19  9 - September - IX  Only two digits shown   \n",
       "4092     3317513         26   8 - August - VIII  Only two digits shown   \n",
       "4093     3317515        NaN                 NaN                   1981   \n",
       "4094     3317516          8    10 - October - X                   1982   \n",
       "4095     3317518  Not Shown           Not Shown                   2011   \n",
       "4096     3317519          8    10 - October - X                    NaN   \n",
       "4097     3317520        NaN                 NaN                    NaN   \n",
       "4098     3317521          7  9 - September - IX                    NaN   \n",
       "4099     3317522        NaN                 NaN                    NaN   \n",
       "4100     3317524          8    10 - October - X  Only two digits shown   \n",
       "4101     3317525         17      7 - July - VII                   1911   \n",
       "4102     3317527          8    10 - October - X                    NaN   \n",
       "4103     3317529        NaN                 NaN                    NaN   \n",
       "\n",
       "                     Inwhatformatisthecollectiondate         Country  \\\n",
       "0     The collection date is shown as a single date.         England   \n",
       "1     The collection date is shown as a single date.         England   \n",
       "2     The collection date is shown as a single date.  United Kingdom   \n",
       "3     The collection date is shown as a single date.  United Kingdom   \n",
       "4     The collection date is shown as a single date.  United Kingdom   \n",
       "5     The collection date is shown as a single date.         England   \n",
       "6     The collection date is shown as a single date.       Not Shown   \n",
       "7                       There is no collection date.             NaN   \n",
       "8     The collection date is shown as a single date.       Not Shown   \n",
       "9      The collection date is shown as a date range.       Not Shown   \n",
       "10    The collection date is shown as a single date.       Not Shown   \n",
       "11    The collection date is shown as a single date.  United Kingdom   \n",
       "12    The collection date is shown as a single date.           India   \n",
       "13    The collection date is shown as a single date.           India   \n",
       "14     The collection date is shown as a date range.        Scotland   \n",
       "15     The collection date is shown as a date range.        Scotland   \n",
       "16    The collection date is shown as a single date.             NaN   \n",
       "17    The collection date is shown as a single date.     Philippines   \n",
       "18    The collection date is shown as a single date.  United Kingdom   \n",
       "19    The collection date is shown as a single date.           Wales   \n",
       "20                      There is no collection date.       Not Shown   \n",
       "21    The collection date is shown as a single date.  United Kingdom   \n",
       "22    The collection date is shown as a single date.         England   \n",
       "23    The collection date is shown as a single date.         England   \n",
       "24    The collection date is shown as a single date.         England   \n",
       "25                      There is no collection date.       Not Shown   \n",
       "26    The collection date is shown as a single date.  United Kingdom   \n",
       "27    The collection date is shown as a single date.             NaN   \n",
       "28                      There is no collection date.       Not Shown   \n",
       "29                      There is no collection date.             NaN   \n",
       "...                                              ...             ...   \n",
       "4074  The collection date is shown as a single date.  United Kingdom   \n",
       "4075                    There is no collection date.       Not Shown   \n",
       "4076                    There is no collection date.       Not Shown   \n",
       "4077   The collection date is shown as a date range.  United Kingdom   \n",
       "4078  The collection date is shown as a single date.             NaN   \n",
       "4079   The collection date is shown as a date range.  United Kingdom   \n",
       "4080   The collection date is shown as a date range.  United Kingdom   \n",
       "4081  The collection date is shown as a single date.       Not Shown   \n",
       "4082  The collection date is shown as a single date.       Not Shown   \n",
       "4083  The collection date is shown as a single date.             NaN   \n",
       "4084                    There is no collection date.       Not Shown   \n",
       "4085  The collection date is shown as a single date.       Not Shown   \n",
       "4086  The collection date is shown as a single date.  United Kingdom   \n",
       "4087  The collection date is shown as a single date.  United Kingdom   \n",
       "4088  The collection date is shown as a single date.             NaN   \n",
       "4089  The collection date is shown as a single date.       Not Shown   \n",
       "4090  The collection date is shown as a single date.       Not Shown   \n",
       "4091  The collection date is shown as a single date.       Not Shown   \n",
       "4092  The collection date is shown as a single date.       Not Shown   \n",
       "4093   The collection date is shown as a date range.       Not Shown   \n",
       "4094  The collection date is shown as a single date.       Not Shown   \n",
       "4095  The collection date is shown as a single date.       Not Shown   \n",
       "4096  The collection date is shown as a single date.  United Kingdom   \n",
       "4097  The collection date is shown as a single date.             NaN   \n",
       "4098  The collection date is shown as a single date.             NaN   \n",
       "4099  The collection date is shown as a single date.             NaN   \n",
       "4100  The collection date is shown as a single date.  United Kingdom   \n",
       "4101   The collection date is show as a single date.  United Kingdom   \n",
       "4102  The collection date is shown as a single date.             NaN   \n",
       "4103   The collection date is shown as a date range.  United Kingdom   \n",
       "\n",
       "     Wasthecountrynamespecificallystatedonthelabel  \\\n",
       "0                                               No   \n",
       "1                                               No   \n",
       "2                                               No   \n",
       "3                                               No   \n",
       "4                                               No   \n",
       "5                                               No   \n",
       "6                                               No   \n",
       "7                                               No   \n",
       "8                                               No   \n",
       "9                                               No   \n",
       "10                                              No   \n",
       "11                                              No   \n",
       "12                                             Yes   \n",
       "13                                             Yes   \n",
       "14                                             NaN   \n",
       "15                                             Yes   \n",
       "16                                             Yes   \n",
       "17                                             Yes   \n",
       "18                                              No   \n",
       "19                                              No   \n",
       "20                                              No   \n",
       "21                                              No   \n",
       "22                                              No   \n",
       "23                                             Yes   \n",
       "24                                             Yes   \n",
       "25                                              No   \n",
       "26                                              No   \n",
       "27                                              No   \n",
       "28                                              No   \n",
       "29                                             NaN   \n",
       "...                                            ...   \n",
       "4074                                            No   \n",
       "4075                                            No   \n",
       "4076                                            No   \n",
       "4077                                           Yes   \n",
       "4078                                            No   \n",
       "4079                                           Yes   \n",
       "4080                                           Yes   \n",
       "4081                                            No   \n",
       "4082                                            No   \n",
       "4083                                            No   \n",
       "4084                                            No   \n",
       "4085                                           NaN   \n",
       "4086                                            No   \n",
       "4087                                            No   \n",
       "4088                                            No   \n",
       "4089                                            No   \n",
       "4090                                            No   \n",
       "4091                                            No   \n",
       "4092                                            No   \n",
       "4093                                            No   \n",
       "4094                                           NaN   \n",
       "4095                                            No   \n",
       "4096                                            No   \n",
       "4097                                            No   \n",
       "4098                                            No   \n",
       "4099                                            No   \n",
       "4100                                            No   \n",
       "4101                                            No   \n",
       "4102                                            No   \n",
       "4103                                            No   \n",
       "\n",
       "     Aregeographiccoordinatespresentonthelabel     Collector1  \\\n",
       "0                                           No            NaN   \n",
       "1                                           No           S.B.   \n",
       "2                                           No          S. B.   \n",
       "3                                           No          S. B.   \n",
       "4                                           No           S.B.   \n",
       "5                                           No          S. B.   \n",
       "6                                           No     Fred Enock   \n",
       "7                                           No            NaN   \n",
       "8                                           No                  \n",
       "9                                           No                  \n",
       "10                                          No            NaN   \n",
       "11                                          No  C. Waterhouse   \n",
       "12                                          No            NaN   \n",
       "13                                          No     Saed Farni   \n",
       "14                                          No   R. S. George   \n",
       "15                                          No            NaN   \n",
       "16                                          No                  \n",
       "17                                          No            NaN   \n",
       "18                                          No  C. Waterhouse   \n",
       "19                                          No  C. Waterhouse   \n",
       "20                                          No            NaN   \n",
       "21                                          No             SB   \n",
       "22                                          No          S. B.   \n",
       "23                                          No          Noyes   \n",
       "24                                          No    J. M. Noyes   \n",
       "25                                          No     Fred Enock   \n",
       "26                                          No            NaN   \n",
       "27                                          No  C. Waterhouse   \n",
       "28                                          No                  \n",
       "29                                          No                  \n",
       "...                                        ...            ...   \n",
       "4074                                        No       C. Vardy   \n",
       "4075                                        No            NaN   \n",
       "4076                                        No            NaN   \n",
       "4077                                        No          Waage   \n",
       "4078                                        No            NaN   \n",
       "4079                                        No          Weage   \n",
       "4080                                        No          Waage   \n",
       "4081                                        No            NaN   \n",
       "4082                                        No            NaN   \n",
       "4083                                        No            NaN   \n",
       "4084                                        No            NaN   \n",
       "4085                                       NaN            NaN   \n",
       "4086                                        No            SCB   \n",
       "4087                                        No            NaN   \n",
       "4088                                        No            NaN   \n",
       "4089                                        No            NaN   \n",
       "4090                                        No            NaN   \n",
       "4091                                        No  C. Waterhouse   \n",
       "4092                                        No  C. Waterhouse   \n",
       "4093                                        No           S.B.   \n",
       "4094                                       NaN            NaN   \n",
       "4095                                        No           Trup   \n",
       "4096                                        No            NaN   \n",
       "4097                                        No           S.B.   \n",
       "4098                                        No   C.Waterhouse   \n",
       "4099                                        No          S. B.   \n",
       "4100                                        No            NaN   \n",
       "4101                                        No  C. Waterhouse   \n",
       "4102                                        No           S.B.   \n",
       "4103                                        No            S B   \n",
       "\n",
       "               Collector2  ...       Day.1          EndMonth  \\\n",
       "0                     NaN  ...         NaN               NaN   \n",
       "1                     NaN  ...         NaN               NaN   \n",
       "2                     NaN  ...         NaN               NaN   \n",
       "3                     NaN  ...         NaN               NaN   \n",
       "4                     NaN  ...   Not Shown  10 - October - X   \n",
       "5                     NaN  ...         NaN               NaN   \n",
       "6                     NaN  ...         NaN               NaN   \n",
       "7                     NaN  ...         NaN               NaN   \n",
       "8                     NaN  ...         NaN               NaN   \n",
       "9                     NaN  ...          23    7 - July - VII   \n",
       "10                    NaN  ...         NaN               NaN   \n",
       "11                    NaN  ...         NaN               NaN   \n",
       "12                    NaN  ...         NaN               NaN   \n",
       "13                    NaN  ...         NaN               NaN   \n",
       "14                    NaN  ...          10    7 - July - VII   \n",
       "15                    NaN  ...          10    7 - July - VII   \n",
       "16                         ...         NaN               NaN   \n",
       "17                    NaN  ...         NaN               NaN   \n",
       "18                    NaN  ...         NaN               NaN   \n",
       "19                    NaN  ...         NaN               NaN   \n",
       "20                    NaN  ...         NaN               NaN   \n",
       "21                    NaN  ...         NaN               NaN   \n",
       "22                    NaN  ...         NaN               NaN   \n",
       "23                    NaN  ...         NaN               NaN   \n",
       "24               M. Noyes  ...         NaN               NaN   \n",
       "25                         ...         NaN               NaN   \n",
       "26    [unclear][/unclear]  ...         NaN               NaN   \n",
       "27                    NaN  ...         NaN               NaN   \n",
       "28                         ...         NaN               NaN   \n",
       "29                         ...   Not Shown         Not Shown   \n",
       "...                   ...  ...         ...               ...   \n",
       "4074                  NaN  ...         NaN               NaN   \n",
       "4075                  NaN  ...         NaN               NaN   \n",
       "4076                  NaN  ...         NaN               NaN   \n",
       "4077             Matthews  ...           4    7 - July - VII   \n",
       "4078                  NaN  ...         NaN               NaN   \n",
       "4079             Matthews  ...           4    7 - July - VII   \n",
       "4080             Matthews  ...           4    7 - July - VII   \n",
       "4081                  NaN  ...         NaN               NaN   \n",
       "4082                  NaN  ...         NaN               NaN   \n",
       "4083                  NaN  ...         NaN               NaN   \n",
       "4084                  NaN  ...         NaN               NaN   \n",
       "4085                  NaN  ...         NaN               NaN   \n",
       "4086                  NaN  ...         NaN               NaN   \n",
       "4087                  NaN  ...         NaN               NaN   \n",
       "4088                  NaN  ...         NaN               NaN   \n",
       "4089                  NaN  ...         NaN               NaN   \n",
       "4090                  NaN  ...         NaN               NaN   \n",
       "4091                  NaN  ...         NaN               NaN   \n",
       "4092                  NaN  ...         NaN               NaN   \n",
       "4093                  NaN  ...   Not Shown  10 - October - X   \n",
       "4094                  NaN  ...         NaN               NaN   \n",
       "4095                  NaN  ...         NaN               NaN   \n",
       "4096                  NaN  ...         NaN               NaN   \n",
       "4097                  NaN  ...         NaN               NaN   \n",
       "4098                  NaN  ...         NaN               NaN   \n",
       "4099                  NaN  ...         NaN               NaN   \n",
       "4100                  NaN  ...         NaN               NaN   \n",
       "4101                  NaN  ...         NaN               NaN   \n",
       "4102                  NaN  ...         NaN               NaN   \n",
       "4103                  NaN  ...   Not Shown  10 - October - X   \n",
       "\n",
       "                    EndYear subject_CatalogueIRN  \\\n",
       "0                       NaN              6500239   \n",
       "1                       NaN              6496833   \n",
       "2                       NaN              6501602   \n",
       "3                       NaN              6494358   \n",
       "4                      1982              6500671   \n",
       "5                       NaN              6495639   \n",
       "6                       NaN              6496345   \n",
       "7                       NaN              6499759   \n",
       "8                       NaN              6494094   \n",
       "9                      2008              6501876   \n",
       "10                      NaN              6497097   \n",
       "11                      NaN              6498222   \n",
       "12                      NaN              6501040   \n",
       "13                      NaN              6496010   \n",
       "14                     1982              6494739   \n",
       "15                     1982              6502531   \n",
       "16                      NaN              6497059   \n",
       "17                      NaN              6500481   \n",
       "18                      NaN              6499666   \n",
       "19                      NaN              6497676   \n",
       "20                      NaN              6498513   \n",
       "21                      NaN              6501593   \n",
       "22                      NaN              6494353   \n",
       "23                      NaN              6496516   \n",
       "24                      NaN              6502315   \n",
       "25                      NaN              6495107   \n",
       "26                      NaN              6495820   \n",
       "27                      NaN              6501365   \n",
       "28                      NaN              6499219   \n",
       "29                Not Shown              6500129   \n",
       "...                     ...                  ...   \n",
       "4074                    NaN              6501292   \n",
       "4075                    NaN              6502524   \n",
       "4076                    NaN              6494727   \n",
       "4077                   1984              6500486   \n",
       "4078                    NaN              6481382   \n",
       "4079                   1984              6480925   \n",
       "4080                   1984              6480290   \n",
       "4081                    NaN              6482648   \n",
       "4082                    NaN              6481400   \n",
       "4083                    NaN              6482197   \n",
       "4084                    NaN              6480906   \n",
       "4085                    NaN              6480360   \n",
       "4086                    NaN              6481104   \n",
       "4087                    NaN              6482023   \n",
       "4088                    NaN              6482590   \n",
       "4089                    NaN              6497968   \n",
       "4090                    NaN              6501505   \n",
       "4091                    NaN              6495971   \n",
       "4092                    NaN              6494989   \n",
       "4093                   1981              6480751   \n",
       "4094                    NaN              6501869   \n",
       "4095                    NaN              6495378   \n",
       "4096                    NaN              6500941   \n",
       "4097                    NaN              6497513   \n",
       "4098                    NaN              6498858   \n",
       "4099                    NaN              6494354   \n",
       "4100                    NaN              6500235   \n",
       "4101                    NaN              6496823   \n",
       "4102                    NaN              6498247   \n",
       "4103  Only two digits shown              6494694   \n",
       "\n",
       "             subject_MulIdentifier          subject_MulTitle  \\\n",
       "0     010156626_108834_1685214.jpg  010156626_108834_1685214   \n",
       "1     010156627_108834_1685214.jpg  010156627_108834_1685214   \n",
       "2     010156628_108834_1685214.jpg  010156628_108834_1685214   \n",
       "3     010156629_108834_1685214.jpg  010156629_108834_1685214   \n",
       "4     010156630_108834_1685214.jpg  010156630_108834_1685214   \n",
       "5     010156631_108834_1685214.jpg  010156631_108834_1685214   \n",
       "6     010156634_108834_1685214.jpg  010156634_108834_1685214   \n",
       "7     010156635_108834_1685214.jpg  010156635_108834_1685214   \n",
       "8     010156636_108834_1685214.jpg  010156636_108834_1685214   \n",
       "9     010156637_108834_1685214.jpg  010156637_108834_1685214   \n",
       "10    010156638_108834_1685214.jpg  010156638_108834_1685214   \n",
       "11    010156641_108834_1737739.jpg  010156641_108834_1737739   \n",
       "12    010156642_108834_1737739.jpg  010156642_108834_1737739   \n",
       "13    010156643_108834_1737739.jpg  010156643_108834_1737739   \n",
       "14    010156644_108834_1737739.jpg  010156644_108834_1737739   \n",
       "15    010156645_108834_1737739.jpg  010156645_108834_1737739   \n",
       "16    010156646_108834_1737739.jpg  010156646_108834_1737739   \n",
       "17    010156647_108834_1737739.jpg  010156647_108834_1737739   \n",
       "18    010156649_108834_1708013.jpg  010156649_108834_1708013   \n",
       "19    010156650_108834_1708013.jpg  010156650_108834_1708013   \n",
       "20    010156651_108834_1708013.jpg  010156651_108834_1708013   \n",
       "21    010156654_108834_1617759.jpg  010156654_108834_1617759   \n",
       "22    010156655_108834_1617759.jpg  010156655_108834_1617759   \n",
       "23    010156657_108834_1708013.jpg  010156657_108834_1708013   \n",
       "24    010156658_108834_1708013.jpg  010156658_108834_1708013   \n",
       "25    010156659_108834_1708013.jpg  010156659_108834_1708013   \n",
       "26    010156660_108834_1708013.jpg  010156660_108834_1708013   \n",
       "27    010156661_108834_1708013.jpg  010156661_108834_1708013   \n",
       "28    010156663_108834_1708013.jpg  010156663_108834_1708013   \n",
       "29    010156664_108834_1708013.jpg  010156664_108834_1708013   \n",
       "...                            ...                       ...   \n",
       "4074  010156548_108834_1737739.jpg  010156548_108834_1737739   \n",
       "4075  010156550_108834_1737739.jpg  010156550_108834_1737739   \n",
       "4076  010156551_108834_1737739.jpg  010156551_108834_1737739   \n",
       "4077  010156552_108834_1737739.jpg  010156552_108834_1737739   \n",
       "4078   010156585_108834_469404.jpg   010156585_108834_469404   \n",
       "4079   010156586_108834_469404.jpg   010156586_108834_469404   \n",
       "4080   010156587_108834_469404.jpg   010156587_108834_469404   \n",
       "4081   010156589_108834_469404.jpg   010156589_108834_469404   \n",
       "4082   010156590_108834_469404.jpg   010156590_108834_469404   \n",
       "4083   010156591_108834_469404.jpg   010156591_108834_469404   \n",
       "4084   010156593_108834_469404.jpg   010156593_108834_469404   \n",
       "4085   010156594_108834_469404.jpg   010156594_108834_469404   \n",
       "4086   010156595_108834_469404.jpg   010156595_108834_469404   \n",
       "4087   010156596_108834_469404.jpg   010156596_108834_469404   \n",
       "4088   010156597_108834_469404.jpg   010156597_108834_469404   \n",
       "4089  010156601_108834_1685214.jpg  010156601_108834_1685214   \n",
       "4090  010156602_108834_1685214.jpg  010156602_108834_1685214   \n",
       "4091  010156603_108834_1685214.jpg  010156603_108834_1685214   \n",
       "4092  010156604_108834_1685214.jpg  010156604_108834_1685214   \n",
       "4093   010156605_108834_469404.jpg   010156605_108834_469404   \n",
       "4094  010156609_108834_1685214.jpg  010156609_108834_1685214   \n",
       "4095  010156610_108834_1685214.jpg  010156610_108834_1685214   \n",
       "4096  010156611_108834_1685214.jpg  010156611_108834_1685214   \n",
       "4097  010156612_108834_1685214.jpg  010156612_108834_1685214   \n",
       "4098  010156613_108834_1685214.jpg  010156613_108834_1685214   \n",
       "4099  010156617_108834_1685214.jpg  010156617_108834_1685214   \n",
       "4100  010156618_108834_1685214.jpg  010156618_108834_1685214   \n",
       "4101  010156619_108834_1685214.jpg  010156619_108834_1685214   \n",
       "4102  010156620_108834_1685214.jpg  010156620_108834_1685214   \n",
       "4103  010156625_108834_1685214.jpg  010156625_108834_1685214   \n",
       "\n",
       "     subject_MultimediaIRN subject_EntCatBarcode  subject_SuperFamily  Expo  \n",
       "0                  1482059              10156626         Chalcidoidea  3279  \n",
       "1                  1478605              10156627         Chalcidoidea  3279  \n",
       "2                  1483423              10156628         Chalcidoidea  3279  \n",
       "3                  1476092              10156629         Chalcidoidea  3279  \n",
       "4                  1482491              10156630         Chalcidoidea  3279  \n",
       "5                  1477415              10156631         Chalcidoidea  3279  \n",
       "6                  1478121              10156634         Chalcidoidea  3279  \n",
       "7                  1481581              10156635         Chalcidoidea  3279  \n",
       "8                  1475774              10156636         Chalcidoidea  3279  \n",
       "9                  1483697              10156637         Chalcidoidea  3279  \n",
       "10                 1478867              10156638         Chalcidoidea  3279  \n",
       "11                 1480007              10156641         Chalcidoidea  3279  \n",
       "12                 1482861              10156642         Chalcidoidea  3279  \n",
       "13                 1477786              10156643         Chalcidoidea  3279  \n",
       "14                 1476523              10156644         Chalcidoidea  3279  \n",
       "15                 1484352              10156645         Chalcidoidea  3279  \n",
       "16                 1478830              10156646         Chalcidoidea  3279  \n",
       "17                 1482301              10156647         Chalcidoidea  3279  \n",
       "18                 1481485              10156649         Chalcidoidea  3279  \n",
       "19                 1479457              10156650         Chalcidoidea  3279  \n",
       "20                 1480297              10156651         Chalcidoidea  3279  \n",
       "21                 1483414              10156654         Chalcidoidea  3279  \n",
       "22                 1476084              10156655         Chalcidoidea  3279  \n",
       "23                 1478291              10156657         Chalcidoidea  3279  \n",
       "24                 1484136              10156658         Chalcidoidea  3279  \n",
       "25                 1476885              10156659         Chalcidoidea  3279  \n",
       "26                 1477596              10156660         Chalcidoidea  3279  \n",
       "27                 1483186              10156661         Chalcidoidea  3279  \n",
       "28                 1481014              10156663         Chalcidoidea  3279  \n",
       "29                 1481950              10156664         Chalcidoidea  3279  \n",
       "...                    ...                   ...                  ...   ...  \n",
       "4074               1483113              10156548         Chalcidoidea  2438  \n",
       "4075               1484345              10156550         Chalcidoidea  2438  \n",
       "4076               1476511              10156551         Chalcidoidea  2438  \n",
       "4077               1482306              10156552         Chalcidoidea  2438  \n",
       "4078               1432015              10156585         Chalcidoidea  2438  \n",
       "4079               1431529              10156586         Chalcidoidea  2438  \n",
       "4080               1430862              10156587         Chalcidoidea  2438  \n",
       "4081               1433390              10156589         Chalcidoidea  2438  \n",
       "4082               1432034              10156590         Chalcidoidea  2438  \n",
       "4083               1432904              10156591         Chalcidoidea  2438  \n",
       "4084               1431509              10156593         Chalcidoidea  2438  \n",
       "4085               1430937              10156594         Chalcidoidea  2438  \n",
       "4086               1431720              10156595         Chalcidoidea  2438  \n",
       "4087               1432716              10156596         Chalcidoidea  2438  \n",
       "4088               1433331              10156597         Chalcidoidea  2438  \n",
       "4089               1479749              10156601         Chalcidoidea  2438  \n",
       "4090               1483326              10156602         Chalcidoidea  2438  \n",
       "4091               1477747              10156603         Chalcidoidea  2438  \n",
       "4092               1476769              10156604         Chalcidoidea  2438  \n",
       "4093               1431344              10156605         Chalcidoidea  2438  \n",
       "4094               1483690              10156609         Chalcidoidea  2438  \n",
       "4095               1477155              10156610         Chalcidoidea  2438  \n",
       "4096               1482762              10156611         Chalcidoidea  2438  \n",
       "4097               1479290              10156612         Chalcidoidea  2438  \n",
       "4098               1480654              10156613         Chalcidoidea  2438  \n",
       "4099               1476086              10156617         Chalcidoidea  2438  \n",
       "4100               1482055              10156618         Chalcidoidea  2438  \n",
       "4101               1478595              10156619         Chalcidoidea  2438  \n",
       "4102               1480032              10156620         Chalcidoidea  2438  \n",
       "4103               1476478              10156625         Chalcidoidea  2438  \n",
       "\n",
       "[4104 rows x 25 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for row in df1.index:\n",
    "    try:\n",
    "        df1.iloc[row,8] = df1.iloc[row,8].replace(\"[unclear]\", \"\")\n",
    "        df1.iloc[row,8] = df1.iloc[row,8].replace(\"[/unclear]\", \"\")\n",
    "        df1.iloc[row,9] = df1.iloc[row,9].replace(\"[unclear]\", \"\")\n",
    "        df1.iloc[row,9] = df1.iloc[row,9].replace(\"[/unclear]\", \"\")\n",
    "    except AttributeError:\n",
    "        continue\n",
    "df1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract the collector columns and get rid of any duplicates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of unique name list: 1280\n"
     ]
    }
   ],
   "source": [
    "name_set = set(df1[\"Collector1\"])\n",
    "name_set |= set(df1[\"Collector2\"])\n",
    "name_list = list(name_set)\n",
    "i = 0\n",
    "for name in name_list:\n",
    "    i+= 1\n",
    "\n",
    "print(\"Size of unique name list: \" + str(i))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function below takes the name_list we created in the last cell and clusters 'similar' names together in a new 2D list:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def token_set_clustering(input_list):\n",
    "    checked = []\n",
    "\n",
    "    for name in input_list:\n",
    "        cluster = []\n",
    "\n",
    "        # Create a new list of names we haven't encountered so far + turn into a list\n",
    "        unchecked_list = np.setdiff1d(input_list, checked, assume_unique=True).tolist()\n",
    "\n",
    "        # Go through each 'new' name and check for similarity against current name\n",
    "        for unchecked_name in unchecked_list:\n",
    "            # Only consider if similar enough and new to this iteration\n",
    "            if (fuzz.token_set_ratio(name, unchecked_name) >= 90) and (unchecked_name not in checked):\n",
    "                checked.append(unchecked_name)\n",
    "                cluster.append(unchecked_name)\n",
    "\n",
    "        if len(cluster) != 0:\n",
    "            cluster_list.append(cluster)\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of names after clustering: 732\n",
      "['125']\n",
      "['A Chavez']\n",
      "['A Hamon']\n",
      "['A Postle']\n",
      "['A wogumi']\n",
      "['A. Aguias']\n",
      "['A. Busck']\n",
      "['A. C. Eyles', 'A.C. Eyles']\n",
      "['A. C. Jashi']\n",
      "['A. Donev']\n",
      "['A. Garido']\n",
      "['A. Harvey', 'A Harvey']\n",
      "['A. K. Waler']\n",
      "['A. Lopez-Avila']\n",
      "['A. Michelmore', 'A.Michelmore', 'A.P.G. Michelmore']\n",
      "['A. Mohyuddin', 'A, Mohyuddin CIBC leg.', 'A.Mohyuddin', 'A. Mohyuddin CIBC', 'A Mohyuddin CIBC leg', 'A. Mohyuddin CIBC leg.']\n",
      "['A. Moore']\n",
      "['A. POLASZEK', 'A. Polaszak', 'Polaszek', 'A Polaszek', 'A. Polarsek', 'A. Polaszek et al.', 'A.Polsazek', 'A. Polaszek', 'A.Polaszek', 'A. Polaslek']\n",
      "['A. Polac. E', 'A. Polac. E.']\n",
      "['A. Potos']\n",
      "['A. Singh']\n",
      "['A. T. Barron', 'A.T.BARRION', 'A.T. Barrion', 'A.T.Barrion']\n",
      "['A. Tullgren', 'A. Tullgren & Ahlberg']\n",
      "['A. Whitwell']\n",
      "['A. van Harten']\n",
      "['A.Aguiar']\n",
      "['A.Broadbank', 'A. Broodbank']\n",
      "['A.Hutson']\n",
      "['A.I. Steven', 'A.I.Steven']\n",
      "['A.K.Walker', 'AK Walker', 'collinus Walker', 'Auripes Walker', 'N.A.Walker', 'A. K. Walker', 'N.A. Walker', 'A.K. Walker', 'H. K Walker', 'regulus Walker']\n",
      "['A.O. Bachmaun']\n",
      "['A.P. Vü. g', 'A.P. col.', 'A P Prep']\n",
      "['A.Saldarriaga']\n",
      "['A.T. Barvion']\n",
      "['AP & Ehdez']\n",
      "['AP M 3i', 'Ap', 'AP']\n",
      "['Addeman']\n",
      "['Alas Project']\n",
      "['Aleuroclava Rasekh']\n",
      "['Alex. Huba']\n",
      "['Ali K. Al-Wahaibi']\n",
      "['Alvaro Chavez']\n",
      "['Andhra Prad.']\n",
      "['Antonio']\n",
      "['Atma Ram']\n",
      "['Awbridge']\n",
      "['Azad Kastir']\n",
      "['Azedarach']\n",
      "['B Calman']\n",
      "['B Pantua Jr.']\n",
      "[\"B. A. O'Connor\"]\n",
      "['B. Apostol']\n",
      "['B. Blackbourn', 'B Blackbourn']\n",
      "['B. Blackbrown']\n",
      "['B. Brown']\n",
      "['B. Firsov']\n",
      "['B. Franzman', 'B.Franzmann', 'B. Franzmann']\n",
      "['B. R. Bartlett']\n",
      "['B. R. S. Rao', 'B . R . S . Rao', 'B.R.S. Rao', 'B. R. S Rao']\n",
      "['B. R. S. Raodul', 'B.R.S. ', 'B.R.S.']\n",
      "['B. R. Subba Raodal']\n",
      "['B. R. Subba Ras', 'B. R. Subba Rae']\n",
      "['B. Reynaud']\n",
      "['B. Tripathi', 'G . Tripathi', 'G. Tripathi']\n",
      "['B.A. Holloway']\n",
      "['B.Cogan']\n",
      "['B.F.U.P. Littes', 'B.F.U.P.Litter']\n",
      "['B.G.Hill', 'B. Hill', 'B.HILL']\n",
      "['B.I.P.Barratt']\n",
      "['B.Krishnan']\n",
      "['B.M. Damar']\n",
      "['B.M.May', 'B. M. May', 'B .M. May', 'B.M. May']\n",
      "['B.Munir', 'B. Munir']\n",
      "['B.R. Subba Rao (det. 1969)', 'Subba Rao']\n",
      "['B.R. Subba Rui']\n",
      "['B.R.R.K.']\n",
      "['B.Tshumakova', 'B. Tshumakova']\n",
      "['BS']\n",
      "['Bahram Rasekh', 'Rasekh']\n",
      "[\"Baki Ali (ABdul Baki)'s #A.d.\", 'Abdul Baki', 'Baki Ali', 'Baki Ali (Abdul-Baki)', \"Baki Ali's (Abdul-Baki's)\", \"Baki Ali (Abdul-Baki)'s\"]\n",
      "['Baki Ali (Abdul-Badi)']\n",
      "['Banu Q']\n",
      "['Benjamin']\n",
      "['Boncek']\n",
      "['Bookam']\n",
      "['Bouaka']\n",
      "['Boucek,Noyes', 'Boucek', 'Nayes & Boucek']\n",
      "['Budi Agung']\n",
      "['C Dane']\n",
      "['C F Butcher', 'C.F.Butcher', 'C. F. Butcher']\n",
      "['C Wadenhouse']\n",
      "['C. Andrews']\n",
      "['C. Casiro']\n",
      "['C. Fangsia']\n",
      "['C. Ferrugia']\n",
      "['C. H. Rendell', 'M. Ashmole, H. Mendel, E. Thorpe', 'H. Elekcioglu', 'H. Evans', 'H.Steinitz', 'H. Sauke', 'H. Clebsch', 'H.Kajita', 'J.H.M', 'H. Clebsch.', 'H. Nagaraja', 'J. H. M.', 'C. H. Rendall', 'H. Compere', 'H. Disney', 'M.H. Campbell', 'J. H. Glenn', 'C.H.T. Townsend', 'C,H.T. Townsend', 'H Kajita', 'C. H. Randall', 'Cecil H. Ison.', 'H. Kajitā', 'J. J. H. Szent-Ivany', 'H. Alemansoor', 'H. Goulet', 'H.E. Box', 'H. T. Pagden', 'S H Glenn', 'C. H. T. Towsend', 'H.L. Dozier', 'G.H. Tripathi', 'H.T.Pagden', 'J.H.M.', 'H. -P. Heckroth', 'H. Steinitz', 'H Clebsch', 'H. T. Pagdeu', 'H. J. Hockings', 'H. Kajita', 'H.L.Dozier']\n",
      "['C. J. Cilliers', 'C.J.Cilliers']\n",
      "['C. Kok']\n",
      "['C. Kudagamage', 'C.Kudagamage']\n",
      "['C. Manalache']\n",
      "['C. Manolacha', 'C. Manolache']\n",
      "['C. Miguel', 'C. Migue']\n",
      "['C. Smee', 'C. Smee.']\n",
      "['C. peter', 'C. Peter']\n",
      "['C.B. WILLIAMS', 'C. B. Williams', 'C. B. Williams.', 'C.B.Williams', 'C.B Williams', 'C.B. Williams']\n",
      "['C.Chalcites']\n",
      "['C.D. Zhu']\n",
      "['C.I.B.C.', 'C.I.B.C. station', 'G.I.B.C']\n",
      "['C.J. Morning', 'C.J.Horning', 'C. J. Horning', 'C J Horning', 'C . J . Horning']\n",
      "['C.J.C. Pool', 'M. C.J.C. Pool']\n",
      "['C.L. Tan', 'C. L. Tan', 'C.L.Tan']\n",
      "['C.R.Satpathi']\n",
      "['C.V.Gannes', 'C.V. Gannes', 'G. V. Gannes']\n",
      "['CIBC St.']\n",
      "['CIBC.-1S']\n",
      "['CLC Pool']\n",
      "['CT']\n",
      "['Cent.Bio.Cont.Sta.W. Bengal', 'Cent. Bio. Cont. Sta. W. Bengal']\n",
      "['Cerbonelly Zalessi']\n",
      "['Ch Ferriere']\n",
      "['Charles Owen Waterhouse']\n",
      "['Cheke']\n",
      "['Clement Peter']\n",
      "['Cocha Harry Evans']\n",
      "['Coll M. Jagroep']\n",
      "['Coll. M. Hayak']\n",
      "['Costa Teguise']\n",
      "['CuMack ']\n",
      "['Cultack']\n",
      "['Curtis']\n",
      "['Cutlack']\n",
      "['D Briceno']\n",
      "['D Friesa']\n",
      "['D Jackson', 'D. Jackson', 'D.Jackson']\n",
      "['D Smith', 'D. Smith']\n",
      "['D. Abeeluck']\n",
      "['D. Allen']\n",
      "['D. Headrick']\n",
      "['D. J. Greathead']\n",
      "['D. J. Taylor', 'J.S.Taylor', 'J.S. Taylor']\n",
      "['D. Janzen']\n",
      "['D. P. Pielou']\n",
      "['D. Rubi']\n",
      "['D. S. Hill']\n",
      "['D. Sartiami']\n",
      "['D.Gonzalez', 'R. Gonzalez', 'A. Gonzalez']\n",
      "['D.Henshaw']\n",
      "['D.J.Atkinson']\n",
      "['D.M. Dunbar']\n",
      "['D.M. Nutt.']\n",
      "['D.N. Brown', 'D. N. Brown']\n",
      "['D.P Anneoke', 'D. P. Annecke', 'D.P.Annecke', 'D.P. Annecke']\n",
      "['D.S.Barrion']\n",
      "['D.T.Fallaway', 'D.T Fullaway', 'D.T.Fullaway']\n",
      "['DOULT']\n",
      "['DRS RAO']\n",
      "['Daffalla E. Yousof']\n",
      "['Davis']\n",
      "['Dawhenya Mob']\n",
      "['De Santis']\n",
      "['Del Pino']\n",
      "['Demerara']\n",
      "['Det. D. P. Annecke', 'D. Annecke', 'C.P. Annecke', 'annecke']\n",
      "['Dharwal']\n",
      "['Dhirkot, Azad Kashmir', 'Azad Kashmir']\n",
      "['Dietrich']\n",
      "['Dietrick']\n",
      "['Div. of Entomology.']\n",
      "['Dr Calman']\n",
      "['Dr J Meyer']\n",
      "['Dr. B. N. Blood', 'B.N. Blood', 'B.N.Blood', 'Dr B.N. Blood Coll']\n",
      "['Dr. S. Leafmans', 'Dr. S. Leefmans']\n",
      "['Dr. S. Leefmaus']\n",
      "['Druizen']\n",
      "['E C Dahms']\n",
      "['E F Riek', 'F.E.']\n",
      "['E Hasel']\n",
      "['E Hdez', 'E.Hdez', 'E. Hdez', 'E. Hdz']\n",
      "['E. CHOUVAKHINA', 'E. Chouvakhina', 'E Chouvakhina']\n",
      "['E. D. Thomas']\n",
      "['E. Danzig']\n",
      "['E. Funes']\n",
      "['E. Guerrieri']\n",
      "['E. Hernandez-Suarez', 'E. Hernandez', 'E. M. Hernandez', 'E.M. Hernandez', 'Polaszek/Hernandez-Suarez', 'E. Hernandez-Suarez col.', 'E.M. Hernandez-Suarez', 'E.Hernandez-Suarez col', 'E.Hernandez-Suarez', 'E.Hernandez', 'A. & E.M. Hernandez-Suarez', 'Hernandez-Suarez', 'E M hernandez']\n",
      "['E. Holder']\n",
      "['E. Holz']\n",
      "['E. Jacobson']\n",
      "['E. Luft Albarracin', 'E. Luft-Albarracin']\n",
      "['E. Shevtsova']\n",
      "['E. Stepanov']\n",
      "['E.B.L. Mateca']\n",
      "['E.C.G. Bedford']\n",
      "['E.D.L. Matega', 'E.D.L.Matega', 'E. D. L. Mattega']\n",
      "['E.E. Green', 'E.E.Green', 'E. E. Green']\n",
      "['E.E. Magi-Guacu']\n",
      "['E.Hoh']\n",
      "['E.J.Hambleton']\n",
      "['E.J.MacGill']\n",
      "['E.M. Fisher Colls']\n",
      "['E.R.Oatman', 'E. R. Oatman']\n",
      "['E.W. Valentine', 'E. W. Valentine', 'j.s. noyes&e.w.valentine', 'E.W.Valentie', 'E.W Valentine', 'E.W.Valentine', 'EW Valentine']\n",
      "['EC Dahms']\n",
      "['EH2+']\n",
      "['EHd']\n",
      "['EHd2']\n",
      "['EHdZ', 'EHdz']\n",
      "['EHda']\n",
      "['EHdt', 'ehdt']\n",
      "['El Hierro Frontera']\n",
      "['Encartia Transvena']\n",
      "['Encom. Div. Agric. Dept.', 'Agric', 'Entorm. Div. Agric. Dept', 'Entom. Div. Agric. Dept.']\n",
      "['Enlamia']\n",
      "['EtbH']\n",
      "['Etdt']\n",
      "['F D. Btnk']\n",
      "['F Diaz']\n",
      "['F Holz']\n",
      "['F. Aguiar']\n",
      "['F. B. Bennett', 'Merida F.D. Bennett', 'Col F D Bennett', 'F.Bennett', 'F. Bennett']\n",
      "[\"F. D. B'nk\", \"F D B'nk\"]\n",
      "['F. D. Bannett', 'F.D.BENNETT', 'F. D. Bennett', 'F.D. Bennett', 'F D Bennett', 'F.D.Bennett', 'F.D Bennett']\n",
      "['F. Enock']\n",
      "['F. Ferragut']\n",
      "['F. J. Simmonds']\n",
      "['F. O. Bink']\n",
      "['F. Plaumann', 'F. Plaumann Coll', 'F. Pllaumann', 'F Plaumann', 'F. Plaumann coll', 'F Plaumann Coll', 'F.Plaumann', 'F. Plaumann Coll.', 'F. Playumann']\n",
      "['F. Posada']\n",
      "['F. Schneider']\n",
      "['F.D. & R.W.']\n",
      "['F.D. Bok']\n",
      "['F.D.Bink', 'F. Bink', 'F.D. Bink']\n",
      "['F.D.Rennett']\n",
      "['F.Umana']\n",
      "['F.W. Quednau', 'F. W. Quednau']\n",
      "['FD Bennett']\n",
      "['Farnham C.']\n",
      "['Federal Land Dev. Authority, Pahang', 'Federal Land Dev. Authority']\n",
      "['Femes']\n",
      "['Fenster']\n",
      "['Filton']\n",
      "['Filton & Noyes', 'JS NOYES', 'J.S.Noyes', 'Rose / Noyes', 'Noyes, Hiddleston', 'J. S. Noyes', 'J.S Noyes', 'J. Noyes', 'JS Noyes', 'J.S. Noyes, PT', 'J. S. Noyes.', 'j s noyes', 'J.S. Noyes MT/YPT', 'J.Noyes', 'J.S. Noyes', 'J S Noyes', 'J Noyes']\n",
      "['Fingal', 'Hobart & Fingal']\n",
      "['Fitton']\n",
      "['Fred Bennetti']\n",
      "['Fredc Enoch', 'FREDS ENOCH', 'Fredc Encoh']\n",
      "['Frederick Enock']\n",
      "['Fritz Plaumann.', 'Fritz Plaumann']\n",
      "['Fémes']\n",
      "['G Burnip', 'G.Burnip']\n",
      "['G Kohler', 'G. Köhler', 'G Köhler']\n",
      "['G Pierrard']\n",
      "['G Tribe', 'G. Tribe']\n",
      "['G. Bolchi']\n",
      "['G. Butler']\n",
      "['G. Gordh']\n",
      "['G. J. Kerrich']\n",
      "['G. Kohles']\n",
      "['G. Kung']\n",
      "['G. Murugan of Loyola college']\n",
      "['G. R. Varlky']\n",
      "['G. Schcibelreitor']\n",
      "['G. Scheibelveiter', 'G. Scheibelreiter']\n",
      "['G. Sutechi']\n",
      "['G. TripatMi']\n",
      "['G. Viggiam']\n",
      "['G. W. Ramsay', 'G.W. Ramsay']\n",
      "['G.H. Corbett', 'G.H.Corbett.', 'G. H. Corbett', 'G.H.Corbett', 'EntDiv. per G.H.Corbett']\n",
      "['G.J. Snowball', 'G. J.Snowball', 'G.J.Snowball']\n",
      "['G.M. Das']\n",
      "['G.M. Teipathi']\n",
      "['G.R. Else']\n",
      "['G.S. Cotterell', 'G,S, Cotterell', 'G. S. Cotterell', 'G.S.Cotterell', 'G. S. Cottereli']\n",
      "['G.Salt.', 'G. Salt']\n",
      "['G.W.Watson']\n",
      "['GL Prinsloo', 'G.L. Prinsloo', 'G. L. Prinsloo']\n",
      "['GRRG']\n",
      "['GRS Ochiel']\n",
      "['GWG de Monacs']\n",
      "['GWG de Moraes']\n",
      "['Garonna']\n",
      "['Gaulet']\n",
      "['Geqiu Liang']\n",
      "['Goring']\n",
      "['Goulet']\n",
      "['Gregerie Bondar']\n",
      "['Gregorio Bondar']\n",
      "['Guia de Isora']\n",
      "['H. J. Bishop', 'HJ Bishop']\n",
      "['H. Kaji']\n",
      "['H. Roberts, MAFF', 'H. Roberts']\n",
      "['H. Seyedoleslami', 'H. Seyedoleslani']\n",
      "['H. W. Browning', 'H. Browning']\n",
      "['H.P.Insley', 'H.O Insley', 'H.P. Insley', 'HP Insley', 'H. P.', 'H. P. Insley', 'M. P. Insley', 'H P Insley', 'H.P. Insleyi', 'H.P Insley']\n",
      "['H.W.Simmons ', 'H.W.Simmonds', 'H.W. Simmonds', 'H. W. Simmonds']\n",
      "['Hack', 'C.U Hack']\n",
      "['Hagat']\n",
      "['Hall']\n",
      "['Hanifah']\n",
      "['Heyot K Verma']\n",
      "['Hizume']\n",
      "['Houcia']\n",
      "['Huda N']\n",
      "['Hym']\n",
      "['I Gould']\n",
      "['I. Gerling']\n",
      "['I. Manila']\n",
      "['I. McBurney', 'J McBurney', 'J. McBurney']\n",
      "['I. Naumann']\n",
      "['I. Naurnann']\n",
      "['I. T. S.']\n",
      "['I. WALKER', 'walker', 'Walker', 'I. Walker']\n",
      "['I.D. Gauld']\n",
      "['I.G. Varela', 'I.G.Varela', 'I. G. Varela']\n",
      "['ICIA insectary']\n",
      "['Illegible']\n",
      "['Indian Inst. Hort. Res.']\n",
      "['J B Woolley']\n",
      "['J C Watt', 'J.C.Watt', 'J.C. Watt', 'J. C. Watt']\n",
      "['J F de Villiers']\n",
      "['J H Martin', 'J.H.Martin', 'J. Martin', 'J Martin', 'J.H. Martin']\n",
      "['J Risbec', 'J. Risbec']\n",
      "['J. A. Coates Palgrave']\n",
      "['J. Allman']\n",
      "['J. Cardale', 'J Cardale']\n",
      "['J. D. Pinto']\n",
      "['J. E. ']\n",
      "['J. Erdös', 'J. Erdos']\n",
      "['J. Etienne', 'J.Etienne', 'J. Etienne leg']\n",
      "['J. F. Longworth']\n",
      "['J. Fehan']\n",
      "['J. Ghesquiere', 'J Ghesquiere', 'J. Ghesquière', 'F. Ghesquiere']\n",
      "['J. Heraty']\n",
      "['J. I. Townsend']\n",
      "['J. Irish']\n",
      "['J. L. Froggatt', 'J.L. Froggatt', 'J.L Froggott', 'J.L.Froggatt']\n",
      "['J. Lasalle']\n",
      "['J. NAYES']\n",
      "['J. Nechols']\n",
      "['J. P. Kryger', 'J.J. Kryger']\n",
      "['J. Peck', 'S & J Peck', 'J Peck', 'S&J Peck']\n",
      "['J. Pijnakker']\n",
      "['J. Rodriguez']\n",
      "['J. S. Dugdale', 'J.S. Dugdale', 'J.S.Dugdale']\n",
      "['J. Solano']\n",
      "['J. Ugaide']\n",
      "['J. W. Ismay']\n",
      "['J. Yaninek']\n",
      "['J.A. Azofeifa']\n",
      "['J.A. Ubeku']\n",
      "['J.B. Wodley', 'J.B.Wooley']\n",
      "['J.C. Hutson', 'J. C. Hutson']\n",
      "['J.C. Kershaw']\n",
      "['J.C.Charles', 'J.C. Charles']\n",
      "['J.D.Knight']\n",
      "['J.J. Dymock']\n",
      "['J.Jones']\n",
      "['J.K. Close', 'J.K Close Call']\n",
      "['J.K. Jonathan']\n",
      "['J.L. Fisher Colls']\n",
      "['J.L.T.']\n",
      "['J.Munting', 'J. Munting']\n",
      "['J.N. Thakur', 'J. N. Thakur', 'J.N.Thakur']\n",
      "['J.O.Evans']\n",
      "['J.P.Bournier']\n",
      "['J.R. Bovell', 'J.R. Borell', 'JR Bovell']\n",
      "['J.S. Noyce']\n",
      "['J.S.Edwards', 'J. S. Edwards', 'J . S . Edwards']\n",
      "['J.T. Huber', 'Huber', 'J. T. Huber', 'J.T.Huber', 'J.T Huber']\n",
      "['J.T.K ']\n",
      "['J.T.Knyger ', 'J.T.Kryger']\n",
      "['J.W. Kim']\n",
      "['JB Wooley']\n",
      "['JH Martin']\n",
      "['JHM & Ehdez', 'JHM', 'EHdez', 'Ehdez']\n",
      "['JSN']\n",
      "['Javensis Howard']\n",
      "['Jian Huang', 'Huang']\n",
      "['John D. Pinto']\n",
      "['Joshimath']\n",
      "['K. A. Sahad']\n",
      "['K. B. Reddy']\n",
      "['K. C. Chou']\n",
      "['K. Heinze']\n",
      "['K. Hoelmer']\n",
      "['K. M. VenKatesh']\n",
      "['K. Regio']\n",
      "['K. Yasumatsu']\n",
      "['K.G. Hozfade']\n",
      "['K.T. Ribeiro']\n",
      "['K.Thorpe']\n",
      "['KS CART']\n",
      "['KS Hemachandra']\n",
      "['Karen Mogensen', 'R.P. Karen Mogensen', 'R. P. Karen Mogensen', 'Karen Morgensen']\n",
      "['Kashmirensis Narayanan']\n",
      "['Kew']\n",
      "['Khan']\n",
      "['Kisii']\n",
      "['Koppert BV']\n",
      "['Kubota Sakae']\n",
      "['L A Mound', 'L. A. Mound', 'L.A. Mound', 'L.A. MOUND', 'L.A. Moud ', 'L.A.Mound']\n",
      "['L. Amorim']\n",
      "['L. Huggert']\n",
      "['L. Valencia', 'Valencia col.']\n",
      "['L.J. Jimenez']\n",
      "['L.Kirfon']\n",
      "['L.Kirton.', 'L Kirton', 'Kirton', 'L.Kirton', 'L. Kirton']\n",
      "['L.Shaltiel', 'L. Shaltiel']\n",
      "['La Aldea']\n",
      "['Lab Istad']\n",
      "['Lac Research Inst.']\n",
      "['Laumeeri']\n",
      "['Lemmi']\n",
      "['Li Chengde', 'Li Chegde']\n",
      "['Lleitrid']\n",
      "['M C Day', 'M. Day']\n",
      "['M Malhoub']\n",
      "['M. A. Ghani', 'M.A. Ghanie']\n",
      "['M. A. Oliver', 'H.A Oliver']\n",
      "['M. B. Potter', 'N.B.Potter']\n",
      "['M. Benitz']\n",
      "['M. C. Ba']\n",
      "['M. Cock', 'M.Cock']\n",
      "['M. Coombs']\n",
      "['M. Cytrynowicz']\n",
      "['M. G. Hill']\n",
      "['M. Gia']\n",
      "['M. Hayat', 'Hayat', 'm hayat', 'Coll.M.Hayat', 'M Hayat', 'M. Hayat.', 'M.Hayat', 'M hayat', 'Coll. M. Hayat.']\n",
      "['M. Hayet']\n",
      "['M. I. Chacko', 'M. J. Chacko']\n",
      "['M. Ishii - Eiterman', 'Eiterman']\n",
      "['M. Ishin ']\n",
      "['M. Ishu Eitermann']\n",
      "['M. Jones']\n",
      "['M. Kairo']\n",
      "['M. Kamal']\n",
      "['M. Karny']\n",
      "['M. Kelly']\n",
      "['M. Noyes', 'Noyes', 'J S Noyes B M 1979-518', 'J. M. Noyes', 'ME Noyes']\n",
      "['M. Perez']\n",
      "['M. Rifat Ulusay', 'M.Rifat Ulusay', 'M Rifat Ulusoy']\n",
      "['M. Sanborne']\n",
      "['M. Schamff']\n",
      "['M. Sharkey']\n",
      "['M. Stripe']\n",
      "['M. Verdu']\n",
      "['M. Verma', 'M. Verma.']\n",
      "['M. Viscarret B']\n",
      "['M. W. R. de V. Graham']\n",
      "['M. Yacoob']\n",
      "['M.A.Pexa']\n",
      "['M.B. Patel']\n",
      "['M.C. Basha']\n",
      "['M.Cadiz']\n",
      "['M.E. Schauff', 'M.Schauff']\n",
      "['M.F. Tocker', 'M. F. Tocker']\n",
      "['M.Giogn']\n",
      "['M.J. Matthews', 'M. J. Matthews', 'Matthews', 'M.J.Matthews', 'm.J. Matthews']\n",
      "['M.K.D. Cent.Biol.Cont Stn W. Bengal', 'M.K.D.']\n",
      "['M.Kole']\n",
      "['M.Lumanban']\n",
      "['M.Ota']\n",
      "['M.R. Lad', 'M R Lad']\n",
      "['M.R.Wilson']\n",
      "['M.S. Housley']\n",
      "['M.v. Helden']\n",
      "['MC Day']\n",
      "['MKD. Cent.Biol.Cont.Sta.', 'MKD Cent.Biol.Cont.Sta. W. Bengal', 'M.K.D. Cent.Biol.Cont.Sta.W.Bengal']\n",
      "['Madus, Tamburcre']\n",
      "['Maharashtra']\n",
      "['Maluise Trulp']\n",
      "['Mandli Nerchowk']\n",
      "['Marathwada Agri.Univ. Parbhani', 'Parbhani']\n",
      "['Marietta Jauensis']\n",
      "['Marner']\n",
      "['Marshall']\n",
      "['Masner', 'L. Masner']\n",
      "['Mathews']\n",
      "['Mavromoustakis', 'Mavtomoustakis']\n",
      "['McKerian']\n",
      "['Milumaban']\n",
      "['Mirafens']\n",
      "['Moyes, Rogers & Hiddleston']\n",
      "['Mr. Awibowo']\n",
      "['Mulaise']\n",
      "['Mulucse Teub']\n",
      "['Muner']\n",
      "['N. Ashmole & M. Ashmole']\n",
      "['N. Commodore']\n",
      "['N. F. Johnson', 'N.Johnson']\n",
      "['N. Hamadu']\n",
      "['N. K. Munro']\n",
      "['N. Kitito']\n",
      "['N. Martin']\n",
      "['N. Nameda']\n",
      "['N. Waloff']\n",
      "['N.C. Chatterjee', 'N.C. Chatterjee.']\n",
      "['N.J.van Ronsburg']\n",
      "['N.Larter']\n",
      "['N.S.', 'J.S.N.', 'S.N. Lopez', 'S.N LopeI', 'S.N. Thakur', 'S N Thakur', 'J S N']\n",
      "['Narayan']\n",
      "['Nebim Uygun']\n",
      "['Nedim Uygin', 'Nedim Uygun']\n",
      "['Ngad Gul']\n",
      "['Nick Larter']\n",
      "['Nova Teutonia']\n",
      "['Nowicki']\n",
      "['Noyenji']\n",
      "['Noyes, Rogers and Huddleston', 'Rogers Huddleston', 'Noyes Rogers', 'Rogers and Huddleston', 'Rogers, Huddleston', 'Noyes R. Huddleston', 'Rogers & Huddleston', 'Noyes Rogers Huddleston', 'Rogers']\n",
      "['O W Richards', 'O. W. Richzads', 'O.W. Richards', 'D.W. Richards', 'O.W.Richards']\n",
      "['O.S']\n",
      "['OC Neser']\n",
      "['Orstom']\n",
      "['P Brun, L A Soares', 'A. P.', 'A.P.', 'P Brun, La Soares']\n",
      "['P. De Barro']\n",
      "['P. Entwhistle', 'P.Entwhistle']\n",
      "['P. Hanson']\n",
      "['P. K. Bera']\n",
      "['P. Lechmere Guppy']\n",
      "['P. Neuensch']\n",
      "['P. R. Gupta']\n",
      "['P. R. Stephen']\n",
      "['P. Shishehbor']\n",
      "['P. Solmi', 'Col. P. Solmi', 'P.Solmi (Univ Bologna)']\n",
      "['P. Watanabe']\n",
      "['P. Workman']\n",
      "['P.A.Maddison', 'P.A. Maddison', 'P. A. Maddison']\n",
      "['P.A.Pedata', 'P.A. Pedata', 'P.Pedata', 'P A Pedata', 'P. A. Pedata']\n",
      "['PEET Survey']\n",
      "['Padappai']\n",
      "['Palanoon']\n",
      "['Patasson']\n",
      "['Percy Sladen Trust Exped.']\n",
      "['Ph. Rickewaert leg.', 'Ph Rickewaert']\n",
      "['Polasza, K']\n",
      "['Polaszak']\n",
      "['Poleozek']\n",
      "['Pradesh', 'Andtira Pradesh', 'Aladhra Pradesh', 'Andhra Pradesh']\n",
      "['Prapaltrella']\n",
      "['Qinquan Lin']\n",
      "['R V Southcott', 'R. V. Southcott']\n",
      "['R. A. Lever', 'R.A. Lever', 'R.A.Lever']\n",
      "['R. A. Syed', 'A.R.']\n",
      "['R. Baehrmann']\n",
      "['R. Bovly']\n",
      "['R. Brown']\n",
      "['R. Burly']\n",
      "['R. C. Henderson']\n",
      "['R. C. L. Perkins', 'R.C.L. Perkins Coll.', 'R.C.L.Perkins', 'R.C.L. Perkins']\n",
      "['R. E. Rice']\n",
      "['R. G. Fennah']\n",
      "['R. Gabarra']\n",
      "['R. Hill']\n",
      "['R. L. Kluge', 'R L Kluge', 'R L kluge', 'R.L.Kluge', 'R.L. Kluge']\n",
      "['R. M. Bull']\n",
      "['R. Menzel']\n",
      "['R. Morey']\n",
      "['R. Paiva']\n",
      "['R. Quarimo']\n",
      "['R. Querino']\n",
      "['R. R. Askew']\n",
      "['R. R. Pandey']\n",
      "['R. S. Stauffer']\n",
      "['R. Tong.']\n",
      "[\"R. W. B'nk\", \"FD. &R.W. B'nk\", \"F.D. & R.W. B'nk\", \"R W B'nk\", \"R.W. B'nK\"]\n",
      "['R. W. Bink', 'R.W Bink', 'R.W.Bink']\n",
      "['R. W. Btnk']\n",
      "['R. W. Paine']\n",
      "['R.B.Benson']\n",
      "['R.B.Kaur']\n",
      "['R.C.LPerkins Collins']\n",
      "['R.D.Eady']\n",
      "['R.E.Turner', 'Turner', 'R.E. Turner', 'R. C. Turner', 'R. E. Turner']\n",
      "['R.I. Sailer']\n",
      "['R.J Barnett']\n",
      "['R.J. Tillyard']\n",
      "['R.L. Coe Coll.']\n",
      "['R.L.Doutt', 'R.L. Doutt']\n",
      "['R.M Nik-Moen??']\n",
      "['R.M. Bink-Moenen', 'R M Bink-Moenen']\n",
      "['R.P. MacFarlane', 'R. P. Macfarlane']\n",
      "['R.S Baqnait']\n",
      "['R.S.George', 'RS George', 'R S George', 'R. S. George', 'R.S. George', 'Rs George']\n",
      "['R.W. Bok']\n",
      "['RS George Sobo26', 'RS George Sobozk', 'RS George Soborb']\n",
      "['Remo', 'El Remo']\n",
      "['Ren']\n",
      "['Richmand']\n",
      "['Richmond']\n",
      "['Rickey']\n",
      "['Rogers & Hiddleston', 'Rogers, Hiddleston']\n",
      "['Rubber Res. Inst.']\n",
      "['Russel', 'Russell']\n",
      "['Rust', 'E.W. Rust']\n",
      "['S Neser', 'S. Neser']\n",
      "['S Peck', 'S. Peck']\n",
      "['S. Abd-Rabou']\n",
      "['S. C. B', 'S.C.B.', 'S. C. B.', 'S C B']\n",
      "['S. Celebes', 'S.Celebes']\n",
      "['S. G. F. Brown', 'S. G. S. Brown', 'S. G. C. Brown', 'S.G.E BROWN']\n",
      "['S. Heydon']\n",
      "['S. J. Kazmi']\n",
      "['S. Johnson']\n",
      "['S. K. Jalali', 'S.k.', 'S. K. Jalall', 'S.K. Jalali', 'S.K', 'S.K.', 'S.K.Jalali']\n",
      "['S. Laudonia']\n",
      "['S. Leefmans', 'S . Leefmans', 's. Leefmans']\n",
      "['S. Mahmood', 'S.Mahmood']\n",
      "['S. Manzari, M. Moghaddam & Durbin', 'M. Moghaddam & Durbin', 'S.Manzari']\n",
      "['S. Nesar']\n",
      "['S. Neses']\n",
      "['S. Noviarsy']\n",
      "['S. Ovruski']\n",
      "['S. P. Singh', 'S. Singh', 'S.P. Singh']\n",
      "['S. Schmidt']\n",
      "['S. Tripitsyn', 'S. Triapitsyn']\n",
      "['S. Ulgenturk', 'S. ulgenturk']\n",
      "['S. Viggiani']\n",
      "['S. W. Wilson']\n",
      "['S. WEPS']\n",
      "['S. Weft']\n",
      "['S.B Malaise Trulp', 'Malaise Trulp']\n",
      "['S.B. Trufo', 'S B', 'S-B.', 'S.B', 'S. B', 'S.B. ', 'S. B.', 'S . B', 'S.B.']\n",
      "['S.B. Zeya', 'S B Mulluise Tufo', 'S.B.Zeya', 'S B Maguire']\n",
      "['S.C.S. Brown']\n",
      "['S.Etienne']\n",
      "['S.I. Kazmi']\n",
      "['S.M. Alan']\n",
      "['S.Nagarkatti & V.R.Phalak', 'V. R. Phalak', 'S.Nagarkatti']\n",
      "['S.S.Islam', 'S S Islam']\n",
      "['S.Triapitsyu', 'S. V. Triapitsyn', 'S. Truapitsyn']\n",
      "['SB']\n",
      "['SCB']\n",
      "['SGC Brown']\n",
      "['SGS Brown']\n",
      "['SL']\n",
      "['Saed Farni']\n",
      "['Serini']\n",
      "['Shafee']\n",
      "['Shih Yuan Tung', 'col. Shih Yuan Tung']\n",
      "['Shih, Ko']\n",
      "['Shuja Uddia']\n",
      "['Siddiv Singh']\n",
      "['Signoret']\n",
      "['Silesh G.', 'Sileshi G.']\n",
      "['Smyguis Deb']\n",
      "['Solan']\n",
      "['Srinagar.']\n",
      "['Subba Rao & Kaur']\n",
      "['Sudhir Guwabati']\n",
      "['Sudhir S']\n",
      "['Sudhir Singh']\n",
      "['Suhartawan']\n",
      "['T Sankaran']\n",
      "['T Williams', 'T. Williams']\n",
      "['T. Allawi']\n",
      "['T. F. Crowe']\n",
      "['T. L. Erwin et al.', 'et al', 'TL Erwin et al.', 'T. L. Erwin', 'T.L. Erwin']\n",
      "['T. Nadu']\n",
      "['T. Wagner']\n",
      "['T.H. Taylor Coll', 'T. H. C. Taylor', 'T.H Taylor Coll', 'T.H. Taylor', 'T.H.C. Taylor', 'T. H. Taylor', 'T.H.Taylor']\n",
      "['T.T. Yiap']\n",
      "['T.V. Subramaniam']\n",
      "['T.V.Subnakaniam']\n",
      "['T.W. K ', 'T.W.K ']\n",
      "['T.W.Kirkpatrick']\n",
      "['TL Erwin']\n",
      "['TL Erwin (and others)']\n",
      "['Thuroczy']\n",
      "['Toraut']\n",
      "['Trup']\n",
      "['Univ. Catania']\n",
      "['Univ.Milan']\n",
      "['V Natskova', 'V. Natskova']\n",
      "['V White', 'V. White']\n",
      "['V. Jasnosh']\n",
      "['V. N. Patel']\n",
      "['V. Yasnosh']\n",
      "['V.A.May']\n",
      "['V.N.Rao']\n",
      "['V.P.Mittal']\n",
      "['V.V. Berezovskiy', 'Berezovskiy', 'V. Berezovskiy']\n",
      "['Vardy', 'C Vardy', 'C.Vardy Col', 'c. vardy', 'C.Vardy', 'C. Vardy']\n",
      "['Vicciani']\n",
      "['Vig.&Hayat']\n",
      "['Vist. Ferricae']\n",
      "['Vntrlanharju']\n",
      "['W. Godavari']\n",
      "['W. Liebregts']\n",
      "['W. M Selangor']\n",
      "['W. Morjan']\n",
      "['W. Samda']\n",
      "['W. Tebragh']\n",
      "['W. Thomson']\n",
      "['W.A.Smith']\n",
      "['W.B. Whitehead']\n",
      "['W.C. Van Heurm']\n",
      "['W.D. Perreira']\n",
      "['W.H. Patterson', 'W.H.Patterson', 'h', 'W. H. Patterson']\n",
      "['W.J. Roltsch']\n",
      "['WR Ingram']\n",
      "['Waage']\n",
      "['Wadi Hayi']\n",
      "['Wadif banf']\n",
      "['Waters, M.S', 'M.S.']\n",
      "['Weage']\n",
      "['Westwood']\n",
      "['Woring']\n",
      "['Y. Ben Doy']\n",
      "['Y. Ben-Dov', 'Y.Ben-Dov', 'Y. Ben Dov']\n",
      "['Y. T. S.']\n",
      "['Z Boucek', 'Z. Boucek']\n",
      "['Zahruddin']\n",
      "['[unclear]C. Waterhouse[/unclear]', 'c. Waterhouse', '[unclear][/unclear]', 'Waterhouse.', 'Waterhouse', 'C Waterhouse', 'C. O. Waterhouse', 'C.o. Waterhouse', 'C.O.Waterhouse', 'C.Waterhouse.', 'C.O. Waterhouse', 'C. Waterhouse', 'G. Waterhouse', 'C O Waterhouse', 'O. Waterhouse', 'C.Waterhouse', 'c. waterhouse', 'C. WATERHOUSE']\n",
      "['b-- gellae[unclear][/unclear]', 'Enock[unclear][/unclear]']\n",
      "['berezovsky']\n",
      "['christchurch, ealing']\n",
      "['col m.9. hill']\n",
      "['de Sousa']\n",
      "['del Pedata']\n",
      "['det Matthews', 'Junais Matthews', 'Mattews', 'det. Matthews']\n",
      "['det. by J.S. Noges, 1981']\n",
      "['diana Girault', 'Diana']\n",
      "['fred enock', 'Frwd Enock', 'Fredc Enock', 'FRED ENOCK', 'Enock', 'Fredc. Enock', 'FREDc. ENOCK', 'Fred Enock']\n",
      "['g. kuschel', 'G. Kushel', 'G. Kuschel', 'G.Kuschel']\n",
      "['ifnaphes']\n",
      "['l. Arauz', 'L. Arauz']\n",
      "['leg. Baki Ali', 'Leg. Baki Ali']\n",
      "['nan']\n",
      "['none']\n",
      "['not shown', 'Not shown']\n",
      "['not specified']\n",
      "['risplys']\n",
      "['white lily']\n"
     ]
    }
   ],
   "source": [
    "token_set_clustering(name_list)\n",
    "print(\"Number of names after clustering: \" + str(len(cluster_list)))\n",
    "cluster_list.sort()\n",
    "\n",
    "for name_list in cluster_list:\n",
    "    print(name_list)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a dictionary using the 'best names' (here arbitrarily using the first name listed in each cluster for purposes of illustration + testing). Key should be incorrect name string, value is normalised name string. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "A. C. Eyles: A. C. Eyles\n",
      "A.C. Eyles: A. C. Eyles\n",
      "A. Harvey: A. Harvey\n",
      "A Harvey: A. Harvey\n",
      "A. Michelmore: A. Michelmore\n",
      "A.Michelmore: A. Michelmore\n",
      "A.P.G. Michelmore: A. Michelmore\n",
      "A. Mohyuddin: A. Mohyuddin\n",
      "A, Mohyuddin CIBC leg.: A. Mohyuddin\n",
      "A.Mohyuddin: A. Mohyuddin\n",
      "A. Mohyuddin CIBC: A. Mohyuddin\n",
      "A Mohyuddin CIBC leg: A. Mohyuddin\n",
      "A. Mohyuddin CIBC leg.: A. Mohyuddin\n",
      "A. POLASZEK: A. POLASZEK\n",
      "A. Polaszak: A. POLASZEK\n",
      "Polaszek: A. POLASZEK\n",
      "A Polaszek: A. POLASZEK\n",
      "A. Polarsek: A. POLASZEK\n",
      "A. Polaszek et al.: A. POLASZEK\n",
      "A.Polsazek: A. POLASZEK\n",
      "A. Polaszek: A. POLASZEK\n",
      "A.Polaszek: A. POLASZEK\n",
      "A. Polaslek: A. POLASZEK\n",
      "A. Polac. E: A. Polac. E\n",
      "A. Polac. E.: A. Polac. E\n",
      "A. T. Barron: A. T. Barron\n",
      "A.T.BARRION: A. T. Barron\n",
      "A.T. Barrion: A. T. Barron\n",
      "A.T.Barrion: A. T. Barron\n",
      "A. Tullgren: A. Tullgren\n",
      "A. Tullgren & Ahlberg: A. Tullgren\n",
      "A.Broadbank: A.Broadbank\n",
      "A. Broodbank: A.Broadbank\n",
      "A.I. Steven: A.I. Steven\n",
      "A.I.Steven: A.I. Steven\n",
      "A.K.Walker: A.K.Walker\n",
      "AK Walker: A.K.Walker\n",
      "collinus Walker: A.K.Walker\n",
      "Auripes Walker: A.K.Walker\n",
      "N.A.Walker: A.K.Walker\n",
      "A. K. Walker: A.K.Walker\n",
      "N.A. Walker: A.K.Walker\n",
      "A.K. Walker: A.K.Walker\n",
      "H. K Walker: A.K.Walker\n",
      "regulus Walker: A.K.Walker\n",
      "A.P. Vü. g: A.P. Vü. g\n",
      "A.P. col.: A.P. Vü. g\n",
      "A P Prep: A.P. Vü. g\n",
      "AP M 3i: AP M 3i\n",
      "Ap: AP M 3i\n",
      "AP: AP M 3i\n",
      "B. Blackbourn: B. Blackbourn\n",
      "B Blackbourn: B. Blackbourn\n",
      "B. Franzman: B. Franzman\n",
      "B.Franzmann: B. Franzman\n",
      "B. Franzmann: B. Franzman\n",
      "B. R. S. Rao: B. R. S. Rao\n",
      "B . R . S . Rao: B. R. S. Rao\n",
      "B.R.S. Rao: B. R. S. Rao\n",
      "B. R. S Rao: B. R. S. Rao\n",
      "B. R. S. Raodul: B. R. S. Raodul\n",
      "B.R.S. : B. R. S. Raodul\n",
      "B.R.S.: B. R. S. Raodul\n",
      "B. R. Subba Ras: B. R. Subba Ras\n",
      "B. R. Subba Rae: B. R. Subba Ras\n",
      "B. Tripathi: B. Tripathi\n",
      "G . Tripathi: B. Tripathi\n",
      "G. Tripathi: B. Tripathi\n",
      "B.F.U.P. Littes: B.F.U.P. Littes\n",
      "B.F.U.P.Litter: B.F.U.P. Littes\n",
      "B.G.Hill: B.G.Hill\n",
      "B. Hill: B.G.Hill\n",
      "B.HILL: B.G.Hill\n",
      "B.M.May: B.M.May\n",
      "B. M. May: B.M.May\n",
      "B .M. May: B.M.May\n",
      "B.M. May: B.M.May\n",
      "B.Munir: B.Munir\n",
      "B. Munir: B.Munir\n",
      "B.R. Subba Rao (det. 1969): B.R. Subba Rao (det. 1969)\n",
      "Subba Rao: B.R. Subba Rao (det. 1969)\n",
      "B.Tshumakova: B.Tshumakova\n",
      "B. Tshumakova: B.Tshumakova\n",
      "Bahram Rasekh: Bahram Rasekh\n",
      "Rasekh: Bahram Rasekh\n",
      "Baki Ali (ABdul Baki)'s #A.d.: Baki Ali (ABdul Baki)'s #A.d.\n",
      "Abdul Baki: Baki Ali (ABdul Baki)'s #A.d.\n",
      "Baki Ali: Baki Ali (ABdul Baki)'s #A.d.\n",
      "Baki Ali (Abdul-Baki): Baki Ali (ABdul Baki)'s #A.d.\n",
      "Baki Ali's (Abdul-Baki's): Baki Ali (ABdul Baki)'s #A.d.\n",
      "Baki Ali (Abdul-Baki)'s: Baki Ali (ABdul Baki)'s #A.d.\n",
      "Boucek,Noyes: Boucek,Noyes\n",
      "Boucek: Boucek,Noyes\n",
      "Nayes & Boucek: Boucek,Noyes\n",
      "C F Butcher: C F Butcher\n",
      "C.F.Butcher: C F Butcher\n",
      "C. F. Butcher: C F Butcher\n",
      "C. H. Rendell: C. H. Rendell\n",
      "M. Ashmole, H. Mendel, E. Thorpe: C. H. Rendell\n",
      "H. Elekcioglu: C. H. Rendell\n",
      "H. Evans: C. H. Rendell\n",
      "H.Steinitz: C. H. Rendell\n",
      "H. Sauke: C. H. Rendell\n",
      "H. Clebsch: C. H. Rendell\n",
      "H.Kajita: C. H. Rendell\n",
      "J.H.M: C. H. Rendell\n",
      "H. Clebsch.: C. H. Rendell\n",
      "H. Nagaraja: C. H. Rendell\n",
      "J. H. M.: C. H. Rendell\n",
      "C. H. Rendall: C. H. Rendell\n",
      "H. Compere: C. H. Rendell\n",
      "H. Disney: C. H. Rendell\n",
      "M.H. Campbell: C. H. Rendell\n",
      "J. H. Glenn: C. H. Rendell\n",
      "C.H.T. Townsend: C. H. Rendell\n",
      "C,H.T. Townsend: C. H. Rendell\n",
      "H Kajita: C. H. Rendell\n",
      "C. H. Randall: C. H. Rendell\n",
      "Cecil H. Ison.: C. H. Rendell\n",
      "H. Kajitā: C. H. Rendell\n",
      "J. J. H. Szent-Ivany: C. H. Rendell\n",
      "H. Alemansoor: C. H. Rendell\n",
      "H. Goulet: C. H. Rendell\n",
      "H.E. Box: C. H. Rendell\n",
      "H. T. Pagden: C. H. Rendell\n",
      "S H Glenn: C. H. Rendell\n",
      "C. H. T. Towsend: C. H. Rendell\n",
      "H.L. Dozier: C. H. Rendell\n",
      "G.H. Tripathi: C. H. Rendell\n",
      "H.T.Pagden: C. H. Rendell\n",
      "J.H.M.: C. H. Rendell\n",
      "H. -P. Heckroth: C. H. Rendell\n",
      "H. Steinitz: C. H. Rendell\n",
      "H Clebsch: C. H. Rendell\n",
      "H. T. Pagdeu: C. H. Rendell\n",
      "H. J. Hockings: C. H. Rendell\n",
      "H. Kajita: C. H. Rendell\n",
      "H.L.Dozier: C. H. Rendell\n",
      "C. J. Cilliers: C. J. Cilliers\n",
      "C.J.Cilliers: C. J. Cilliers\n",
      "C. Kudagamage: C. Kudagamage\n",
      "C.Kudagamage: C. Kudagamage\n",
      "C. Manolacha: C. Manolacha\n",
      "C. Manolache: C. Manolacha\n",
      "C. Miguel: C. Miguel\n",
      "C. Migue: C. Miguel\n",
      "C. Smee: C. Smee\n",
      "C. Smee.: C. Smee\n",
      "C. peter: C. peter\n",
      "C. Peter: C. peter\n",
      "C.B. WILLIAMS: C.B. WILLIAMS\n",
      "C. B. Williams: C.B. WILLIAMS\n",
      "C. B. Williams.: C.B. WILLIAMS\n",
      "C.B.Williams: C.B. WILLIAMS\n",
      "C.B Williams: C.B. WILLIAMS\n",
      "C.B. Williams: C.B. WILLIAMS\n",
      "C.I.B.C.: C.I.B.C.\n",
      "C.I.B.C. station: C.I.B.C.\n",
      "G.I.B.C: C.I.B.C.\n",
      "C.J. Morning: C.J. Morning\n",
      "C.J.Horning: C.J. Morning\n",
      "C. J. Horning: C.J. Morning\n",
      "C J Horning: C.J. Morning\n",
      "C . J . Horning: C.J. Morning\n",
      "C.J.C. Pool: C.J.C. Pool\n",
      "M. C.J.C. Pool: C.J.C. Pool\n",
      "C.L. Tan: C.L. Tan\n",
      "C. L. Tan: C.L. Tan\n",
      "C.L.Tan: C.L. Tan\n",
      "C.V.Gannes: C.V.Gannes\n",
      "C.V. Gannes: C.V.Gannes\n",
      "G. V. Gannes: C.V.Gannes\n",
      "Cent.Bio.Cont.Sta.W. Bengal: Cent.Bio.Cont.Sta.W. Bengal\n",
      "Cent. Bio. Cont. Sta. W. Bengal: Cent.Bio.Cont.Sta.W. Bengal\n",
      "D Jackson: D Jackson\n",
      "D. Jackson: D Jackson\n",
      "D.Jackson: D Jackson\n",
      "D Smith: D Smith\n",
      "D. Smith: D Smith\n",
      "D. J. Taylor: D. J. Taylor\n",
      "J.S.Taylor: D. J. Taylor\n",
      "J.S. Taylor: D. J. Taylor\n",
      "D.Gonzalez: D.Gonzalez\n",
      "R. Gonzalez: D.Gonzalez\n",
      "A. Gonzalez: D.Gonzalez\n",
      "D.N. Brown: D.N. Brown\n",
      "D. N. Brown: D.N. Brown\n",
      "D.P Anneoke: D.P Anneoke\n",
      "D. P. Annecke: D.P Anneoke\n",
      "D.P.Annecke: D.P Anneoke\n",
      "D.P. Annecke: D.P Anneoke\n",
      "D.T.Fallaway: D.T.Fallaway\n",
      "D.T Fullaway: D.T.Fallaway\n",
      "D.T.Fullaway: D.T.Fallaway\n",
      "Det. D. P. Annecke: Det. D. P. Annecke\n",
      "D. Annecke: Det. D. P. Annecke\n",
      "C.P. Annecke: Det. D. P. Annecke\n",
      "annecke: Det. D. P. Annecke\n",
      "Dhirkot, Azad Kashmir: Dhirkot, Azad Kashmir\n",
      "Azad Kashmir: Dhirkot, Azad Kashmir\n",
      "Dr. B. N. Blood: Dr. B. N. Blood\n",
      "B.N. Blood: Dr. B. N. Blood\n",
      "B.N.Blood: Dr. B. N. Blood\n",
      "Dr B.N. Blood Coll: Dr. B. N. Blood\n",
      "Dr. S. Leafmans: Dr. S. Leafmans\n",
      "Dr. S. Leefmans: Dr. S. Leafmans\n",
      "E F Riek: E F Riek\n",
      "F.E.: E F Riek\n",
      "E Hdez: E Hdez\n",
      "E.Hdez: E Hdez\n",
      "E. Hdez: E Hdez\n",
      "E. Hdz: E Hdez\n",
      "E. CHOUVAKHINA: E. CHOUVAKHINA\n",
      "E. Chouvakhina: E. CHOUVAKHINA\n",
      "E Chouvakhina: E. CHOUVAKHINA\n",
      "E. Hernandez-Suarez: E. Hernandez-Suarez\n",
      "E. Hernandez: E. Hernandez-Suarez\n",
      "E. M. Hernandez: E. Hernandez-Suarez\n",
      "E.M. Hernandez: E. Hernandez-Suarez\n",
      "Polaszek/Hernandez-Suarez: E. Hernandez-Suarez\n",
      "E. Hernandez-Suarez col.: E. Hernandez-Suarez\n",
      "E.M. Hernandez-Suarez: E. Hernandez-Suarez\n",
      "E.Hernandez-Suarez col: E. Hernandez-Suarez\n",
      "E.Hernandez-Suarez: E. Hernandez-Suarez\n",
      "E.Hernandez: E. Hernandez-Suarez\n",
      "A. & E.M. Hernandez-Suarez: E. Hernandez-Suarez\n",
      "Hernandez-Suarez: E. Hernandez-Suarez\n",
      "E M hernandez: E. Hernandez-Suarez\n",
      "E. Luft Albarracin: E. Luft Albarracin\n",
      "E. Luft-Albarracin: E. Luft Albarracin\n",
      "E.D.L. Matega: E.D.L. Matega\n",
      "E.D.L.Matega: E.D.L. Matega\n",
      "E. D. L. Mattega: E.D.L. Matega\n",
      "E.E. Green: E.E. Green\n",
      "E.E.Green: E.E. Green\n",
      "E. E. Green: E.E. Green\n",
      "E.R.Oatman: E.R.Oatman\n",
      "E. R. Oatman: E.R.Oatman\n",
      "E.W. Valentine: E.W. Valentine\n",
      "E. W. Valentine: E.W. Valentine\n",
      "j.s. noyes&e.w.valentine: E.W. Valentine\n",
      "E.W.Valentie: E.W. Valentine\n",
      "E.W Valentine: E.W. Valentine\n",
      "E.W.Valentine: E.W. Valentine\n",
      "EW Valentine: E.W. Valentine\n",
      "EHdZ: EHdZ\n",
      "EHdz: EHdZ\n",
      "EHdt: EHdt\n",
      "ehdt: EHdt\n",
      "Encom. Div. Agric. Dept.: Encom. Div. Agric. Dept.\n",
      "Agric: Encom. Div. Agric. Dept.\n",
      "Entorm. Div. Agric. Dept: Encom. Div. Agric. Dept.\n",
      "Entom. Div. Agric. Dept.: Encom. Div. Agric. Dept.\n",
      "F. B. Bennett: F. B. Bennett\n",
      "Merida F.D. Bennett: F. B. Bennett\n",
      "Col F D Bennett: F. B. Bennett\n",
      "F.Bennett: F. B. Bennett\n",
      "F. Bennett: F. B. Bennett\n",
      "F. D. B'nk: F. D. B'nk\n",
      "F D B'nk: F. D. B'nk\n",
      "F. D. Bannett: F. D. Bannett\n",
      "F.D.BENNETT: F. D. Bannett\n",
      "F. D. Bennett: F. D. Bannett\n",
      "F.D. Bennett: F. D. Bannett\n",
      "F D Bennett: F. D. Bannett\n",
      "F.D.Bennett: F. D. Bannett\n",
      "F.D Bennett: F. D. Bannett\n",
      "F. Plaumann: F. Plaumann\n",
      "F. Plaumann Coll: F. Plaumann\n",
      "F. Pllaumann: F. Plaumann\n",
      "F Plaumann: F. Plaumann\n",
      "F. Plaumann coll: F. Plaumann\n",
      "F Plaumann Coll: F. Plaumann\n",
      "F.Plaumann: F. Plaumann\n",
      "F. Plaumann Coll.: F. Plaumann\n",
      "F. Playumann: F. Plaumann\n",
      "F.D.Bink: F.D.Bink\n",
      "F. Bink: F.D.Bink\n",
      "F.D. Bink: F.D.Bink\n",
      "F.W. Quednau: F.W. Quednau\n",
      "F. W. Quednau: F.W. Quednau\n",
      "Federal Land Dev. Authority, Pahang: Federal Land Dev. Authority, Pahang\n",
      "Federal Land Dev. Authority: Federal Land Dev. Authority, Pahang\n",
      "Filton & Noyes: Filton & Noyes\n",
      "JS NOYES: Filton & Noyes\n",
      "J.S.Noyes: Filton & Noyes\n",
      "Rose / Noyes: Filton & Noyes\n",
      "Noyes, Hiddleston: Filton & Noyes\n",
      "J. S. Noyes: Filton & Noyes\n",
      "J.S Noyes: Filton & Noyes\n",
      "J. Noyes: Filton & Noyes\n",
      "JS Noyes: Filton & Noyes\n",
      "J.S. Noyes, PT: Filton & Noyes\n",
      "J. S. Noyes.: Filton & Noyes\n",
      "j s noyes: Filton & Noyes\n",
      "J.S. Noyes MT/YPT: Filton & Noyes\n",
      "J.Noyes: Filton & Noyes\n",
      "J.S. Noyes: Filton & Noyes\n",
      "J S Noyes: Filton & Noyes\n",
      "J Noyes: Filton & Noyes\n",
      "Fingal: Fingal\n",
      "Hobart & Fingal: Fingal\n",
      "Fredc Enoch: Fredc Enoch\n",
      "FREDS ENOCH: Fredc Enoch\n",
      "Fredc Encoh: Fredc Enoch\n",
      "Fritz Plaumann.: Fritz Plaumann.\n",
      "Fritz Plaumann: Fritz Plaumann.\n",
      "G Burnip: G Burnip\n",
      "G.Burnip: G Burnip\n",
      "G Kohler: G Kohler\n",
      "G. Köhler: G Kohler\n",
      "G Köhler: G Kohler\n",
      "G Tribe: G Tribe\n",
      "G. Tribe: G Tribe\n",
      "G. Scheibelveiter: G. Scheibelveiter\n",
      "G. Scheibelreiter: G. Scheibelveiter\n",
      "G. W. Ramsay: G. W. Ramsay\n",
      "G.W. Ramsay: G. W. Ramsay\n",
      "G.H. Corbett: G.H. Corbett\n",
      "G.H.Corbett.: G.H. Corbett\n",
      "G. H. Corbett: G.H. Corbett\n",
      "G.H.Corbett: G.H. Corbett\n",
      "EntDiv. per G.H.Corbett: G.H. Corbett\n",
      "G.J. Snowball: G.J. Snowball\n",
      "G. J.Snowball: G.J. Snowball\n",
      "G.J.Snowball: G.J. Snowball\n",
      "G.S. Cotterell: G.S. Cotterell\n",
      "G,S, Cotterell: G.S. Cotterell\n",
      "G. S. Cotterell: G.S. Cotterell\n",
      "G.S.Cotterell: G.S. Cotterell\n",
      "G. S. Cottereli: G.S. Cotterell\n",
      "G.Salt.: G.Salt.\n",
      "G. Salt: G.Salt.\n",
      "GL Prinsloo: GL Prinsloo\n",
      "G.L. Prinsloo: GL Prinsloo\n",
      "G. L. Prinsloo: GL Prinsloo\n",
      "H. J. Bishop: H. J. Bishop\n",
      "HJ Bishop: H. J. Bishop\n",
      "H. Roberts, MAFF: H. Roberts, MAFF\n",
      "H. Roberts: H. Roberts, MAFF\n",
      "H. Seyedoleslami: H. Seyedoleslami\n",
      "H. Seyedoleslani: H. Seyedoleslami\n",
      "H. W. Browning: H. W. Browning\n",
      "H. Browning: H. W. Browning\n",
      "H.P.Insley: H.P.Insley\n",
      "H.O Insley: H.P.Insley\n",
      "H.P. Insley: H.P.Insley\n",
      "HP Insley: H.P.Insley\n",
      "H. P.: H.P.Insley\n",
      "H. P. Insley: H.P.Insley\n",
      "M. P. Insley: H.P.Insley\n",
      "H P Insley: H.P.Insley\n",
      "H.P. Insleyi: H.P.Insley\n",
      "H.P Insley: H.P.Insley\n",
      "H.W.Simmons : H.W.Simmons \n",
      "H.W.Simmonds: H.W.Simmons \n",
      "H.W. Simmonds: H.W.Simmons \n",
      "H. W. Simmonds: H.W.Simmons \n",
      "Hack: Hack\n",
      "C.U Hack: Hack\n",
      "I. McBurney: I. McBurney\n",
      "J McBurney: I. McBurney\n",
      "J. McBurney: I. McBurney\n",
      "I. WALKER: I. WALKER\n",
      "walker: I. WALKER\n",
      "Walker: I. WALKER\n",
      "I. Walker: I. WALKER\n",
      "I.G. Varela: I.G. Varela\n",
      "I.G.Varela: I.G. Varela\n",
      "I. G. Varela: I.G. Varela\n",
      "J C Watt: J C Watt\n",
      "J.C.Watt: J C Watt\n",
      "J.C. Watt: J C Watt\n",
      "J. C. Watt: J C Watt\n",
      "J H Martin: J H Martin\n",
      "J.H.Martin: J H Martin\n",
      "J. Martin: J H Martin\n",
      "J Martin: J H Martin\n",
      "J.H. Martin: J H Martin\n",
      "J Risbec: J Risbec\n",
      "J. Risbec: J Risbec\n",
      "J. Cardale: J. Cardale\n",
      "J Cardale: J. Cardale\n",
      "J. Erdös: J. Erdös\n",
      "J. Erdos: J. Erdös\n",
      "J. Etienne: J. Etienne\n",
      "J.Etienne: J. Etienne\n",
      "J. Etienne leg: J. Etienne\n",
      "J. Ghesquiere: J. Ghesquiere\n",
      "J Ghesquiere: J. Ghesquiere\n",
      "J. Ghesquière: J. Ghesquiere\n",
      "F. Ghesquiere: J. Ghesquiere\n",
      "J. L. Froggatt: J. L. Froggatt\n",
      "J.L. Froggatt: J. L. Froggatt\n",
      "J.L Froggott: J. L. Froggatt\n",
      "J.L.Froggatt: J. L. Froggatt\n",
      "J. P. Kryger: J. P. Kryger\n",
      "J.J. Kryger: J. P. Kryger\n",
      "J. Peck: J. Peck\n",
      "S & J Peck: J. Peck\n",
      "J Peck: J. Peck\n",
      "S&J Peck: J. Peck\n",
      "J. S. Dugdale: J. S. Dugdale\n",
      "J.S. Dugdale: J. S. Dugdale\n",
      "J.S.Dugdale: J. S. Dugdale\n",
      "J.B. Wodley: J.B. Wodley\n",
      "J.B.Wooley: J.B. Wodley\n",
      "J.C. Hutson: J.C. Hutson\n",
      "J. C. Hutson: J.C. Hutson\n",
      "J.C.Charles: J.C.Charles\n",
      "J.C. Charles: J.C.Charles\n",
      "J.K. Close: J.K. Close\n",
      "J.K Close Call: J.K. Close\n",
      "J.Munting: J.Munting\n",
      "J. Munting: J.Munting\n",
      "J.N. Thakur: J.N. Thakur\n",
      "J. N. Thakur: J.N. Thakur\n",
      "J.N.Thakur: J.N. Thakur\n",
      "J.R. Bovell: J.R. Bovell\n",
      "J.R. Borell: J.R. Bovell\n",
      "JR Bovell: J.R. Bovell\n",
      "J.S.Edwards: J.S.Edwards\n",
      "J. S. Edwards: J.S.Edwards\n",
      "J . S . Edwards: J.S.Edwards\n",
      "J.T. Huber: J.T. Huber\n",
      "Huber: J.T. Huber\n",
      "J. T. Huber: J.T. Huber\n",
      "J.T.Huber: J.T. Huber\n",
      "J.T Huber: J.T. Huber\n",
      "J.T.Knyger : J.T.Knyger \n",
      "J.T.Kryger: J.T.Knyger \n",
      "JHM & Ehdez: JHM & Ehdez\n",
      "JHM: JHM & Ehdez\n",
      "EHdez: JHM & Ehdez\n",
      "Ehdez: JHM & Ehdez\n",
      "Jian Huang: Jian Huang\n",
      "Huang: Jian Huang\n",
      "Karen Mogensen: Karen Mogensen\n",
      "R.P. Karen Mogensen: Karen Mogensen\n",
      "R. P. Karen Mogensen: Karen Mogensen\n",
      "Karen Morgensen: Karen Mogensen\n",
      "L A Mound: L A Mound\n",
      "L. A. Mound: L A Mound\n",
      "L.A. Mound: L A Mound\n",
      "L.A. MOUND: L A Mound\n",
      "L.A. Moud : L A Mound\n",
      "L.A.Mound: L A Mound\n",
      "L. Valencia: L. Valencia\n",
      "Valencia col.: L. Valencia\n",
      "L.Kirton.: L.Kirton.\n",
      "L Kirton: L.Kirton.\n",
      "Kirton: L.Kirton.\n",
      "L.Kirton: L.Kirton.\n",
      "L. Kirton: L.Kirton.\n",
      "L.Shaltiel: L.Shaltiel\n",
      "L. Shaltiel: L.Shaltiel\n",
      "Li Chengde: Li Chengde\n",
      "Li Chegde: Li Chengde\n",
      "M C Day: M C Day\n",
      "M. Day: M C Day\n",
      "M. A. Ghani: M. A. Ghani\n",
      "M.A. Ghanie: M. A. Ghani\n",
      "M. A. Oliver: M. A. Oliver\n",
      "H.A Oliver: M. A. Oliver\n",
      "M. B. Potter: M. B. Potter\n",
      "N.B.Potter: M. B. Potter\n",
      "M. Cock: M. Cock\n",
      "M.Cock: M. Cock\n",
      "M. Hayat: M. Hayat\n",
      "Hayat: M. Hayat\n",
      "m hayat: M. Hayat\n",
      "Coll.M.Hayat: M. Hayat\n",
      "M Hayat: M. Hayat\n",
      "M. Hayat.: M. Hayat\n",
      "M.Hayat: M. Hayat\n",
      "M hayat: M. Hayat\n",
      "Coll. M. Hayat.: M. Hayat\n",
      "M. I. Chacko: M. I. Chacko\n",
      "M. J. Chacko: M. I. Chacko\n",
      "M. Ishii - Eiterman: M. Ishii - Eiterman\n",
      "Eiterman: M. Ishii - Eiterman\n",
      "M. Noyes: M. Noyes\n",
      "Noyes: M. Noyes\n",
      "J S Noyes B M 1979-518: M. Noyes\n",
      "J. M. Noyes: M. Noyes\n",
      "ME Noyes: M. Noyes\n",
      "M. Rifat Ulusay: M. Rifat Ulusay\n",
      "M.Rifat Ulusay: M. Rifat Ulusay\n",
      "M Rifat Ulusoy: M. Rifat Ulusay\n",
      "M. Verma: M. Verma\n",
      "M. Verma.: M. Verma\n",
      "M.E. Schauff: M.E. Schauff\n",
      "M.Schauff: M.E. Schauff\n",
      "M.F. Tocker: M.F. Tocker\n",
      "M. F. Tocker: M.F. Tocker\n",
      "M.J. Matthews: M.J. Matthews\n",
      "M. J. Matthews: M.J. Matthews\n",
      "Matthews: M.J. Matthews\n",
      "M.J.Matthews: M.J. Matthews\n",
      "m.J. Matthews: M.J. Matthews\n",
      "M.K.D. Cent.Biol.Cont Stn W. Bengal: M.K.D. Cent.Biol.Cont Stn W. Bengal\n",
      "M.K.D.: M.K.D. Cent.Biol.Cont Stn W. Bengal\n",
      "M.R. Lad: M.R. Lad\n",
      "M R Lad: M.R. Lad\n",
      "MKD. Cent.Biol.Cont.Sta.: MKD. Cent.Biol.Cont.Sta.\n",
      "MKD Cent.Biol.Cont.Sta. W. Bengal: MKD. Cent.Biol.Cont.Sta.\n",
      "M.K.D. Cent.Biol.Cont.Sta.W.Bengal: MKD. Cent.Biol.Cont.Sta.\n",
      "Marathwada Agri.Univ. Parbhani: Marathwada Agri.Univ. Parbhani\n",
      "Parbhani: Marathwada Agri.Univ. Parbhani\n",
      "Masner: Masner\n",
      "L. Masner: Masner\n",
      "Mavromoustakis: Mavromoustakis\n",
      "Mavtomoustakis: Mavromoustakis\n",
      "N. F. Johnson: N. F. Johnson\n",
      "N.Johnson: N. F. Johnson\n",
      "N.C. Chatterjee: N.C. Chatterjee\n",
      "N.C. Chatterjee.: N.C. Chatterjee\n",
      "N.S.: N.S.\n",
      "J.S.N.: N.S.\n",
      "S.N. Lopez: N.S.\n",
      "S.N LopeI: N.S.\n",
      "S.N. Thakur: N.S.\n",
      "S N Thakur: N.S.\n",
      "J S N: N.S.\n",
      "Nedim Uygin: Nedim Uygin\n",
      "Nedim Uygun: Nedim Uygin\n",
      "Noyes, Rogers and Huddleston: Noyes, Rogers and Huddleston\n",
      "Rogers Huddleston: Noyes, Rogers and Huddleston\n",
      "Noyes Rogers: Noyes, Rogers and Huddleston\n",
      "Rogers and Huddleston: Noyes, Rogers and Huddleston\n",
      "Rogers, Huddleston: Noyes, Rogers and Huddleston\n",
      "Noyes R. Huddleston: Noyes, Rogers and Huddleston\n",
      "Rogers & Huddleston: Noyes, Rogers and Huddleston\n",
      "Noyes Rogers Huddleston: Noyes, Rogers and Huddleston\n",
      "Rogers: Noyes, Rogers and Huddleston\n",
      "O W Richards: O W Richards\n",
      "O. W. Richzads: O W Richards\n",
      "O.W. Richards: O W Richards\n",
      "D.W. Richards: O W Richards\n",
      "O.W.Richards: O W Richards\n",
      "P Brun, L A Soares: P Brun, L A Soares\n",
      "A. P.: P Brun, L A Soares\n",
      "A.P.: P Brun, L A Soares\n",
      "P Brun, La Soares: P Brun, L A Soares\n",
      "P. Entwhistle: P. Entwhistle\n",
      "P.Entwhistle: P. Entwhistle\n",
      "P. Solmi: P. Solmi\n",
      "Col. P. Solmi: P. Solmi\n",
      "P.Solmi (Univ Bologna): P. Solmi\n",
      "P.A.Maddison: P.A.Maddison\n",
      "P.A. Maddison: P.A.Maddison\n",
      "P. A. Maddison: P.A.Maddison\n",
      "P.A.Pedata: P.A.Pedata\n",
      "P.A. Pedata: P.A.Pedata\n",
      "P.Pedata: P.A.Pedata\n",
      "P A Pedata: P.A.Pedata\n",
      "P. A. Pedata: P.A.Pedata\n",
      "Ph. Rickewaert leg.: Ph. Rickewaert leg.\n",
      "Ph Rickewaert: Ph. Rickewaert leg.\n",
      "Pradesh: Pradesh\n",
      "Andtira Pradesh: Pradesh\n",
      "Aladhra Pradesh: Pradesh\n",
      "Andhra Pradesh: Pradesh\n",
      "R V Southcott: R V Southcott\n",
      "R. V. Southcott: R V Southcott\n",
      "R. A. Lever: R. A. Lever\n",
      "R.A. Lever: R. A. Lever\n",
      "R.A.Lever: R. A. Lever\n",
      "R. A. Syed: R. A. Syed\n",
      "A.R.: R. A. Syed\n",
      "R. C. L. Perkins: R. C. L. Perkins\n",
      "R.C.L. Perkins Coll.: R. C. L. Perkins\n",
      "R.C.L.Perkins: R. C. L. Perkins\n",
      "R.C.L. Perkins: R. C. L. Perkins\n",
      "R. L. Kluge: R. L. Kluge\n",
      "R L Kluge: R. L. Kluge\n",
      "R L kluge: R. L. Kluge\n",
      "R.L.Kluge: R. L. Kluge\n",
      "R.L. Kluge: R. L. Kluge\n",
      "R. W. B'nk: R. W. B'nk\n",
      "FD. &R.W. B'nk: R. W. B'nk\n",
      "F.D. & R.W. B'nk: R. W. B'nk\n",
      "R W B'nk: R. W. B'nk\n",
      "R.W. B'nK: R. W. B'nk\n",
      "R. W. Bink: R. W. Bink\n",
      "R.W Bink: R. W. Bink\n",
      "R.W.Bink: R. W. Bink\n",
      "R.E.Turner: R.E.Turner\n",
      "Turner: R.E.Turner\n",
      "R.E. Turner: R.E.Turner\n",
      "R. C. Turner: R.E.Turner\n",
      "R. E. Turner: R.E.Turner\n",
      "R.L.Doutt: R.L.Doutt\n",
      "R.L. Doutt: R.L.Doutt\n",
      "R.M. Bink-Moenen: R.M. Bink-Moenen\n",
      "R M Bink-Moenen: R.M. Bink-Moenen\n",
      "R.P. MacFarlane: R.P. MacFarlane\n",
      "R. P. Macfarlane: R.P. MacFarlane\n",
      "R.S.George: R.S.George\n",
      "RS George: R.S.George\n",
      "R S George: R.S.George\n",
      "R. S. George: R.S.George\n",
      "R.S. George: R.S.George\n",
      "Rs George: R.S.George\n",
      "RS George Sobo26: RS George Sobo26\n",
      "RS George Sobozk: RS George Sobo26\n",
      "RS George Soborb: RS George Sobo26\n",
      "Remo: Remo\n",
      "El Remo: Remo\n",
      "Rogers & Hiddleston: Rogers & Hiddleston\n",
      "Rogers, Hiddleston: Rogers & Hiddleston\n",
      "Russel: Russel\n",
      "Russell: Russel\n",
      "Rust: Rust\n",
      "E.W. Rust: Rust\n",
      "S Neser: S Neser\n",
      "S. Neser: S Neser\n",
      "S Peck: S Peck\n",
      "S. Peck: S Peck\n",
      "S. C. B: S. C. B\n",
      "S.C.B.: S. C. B\n",
      "S. C. B.: S. C. B\n",
      "S C B: S. C. B\n",
      "S. Celebes: S. Celebes\n",
      "S.Celebes: S. Celebes\n",
      "S. G. F. Brown: S. G. F. Brown\n",
      "S. G. S. Brown: S. G. F. Brown\n",
      "S. G. C. Brown: S. G. F. Brown\n",
      "S.G.E BROWN: S. G. F. Brown\n",
      "S. K. Jalali: S. K. Jalali\n",
      "S.k.: S. K. Jalali\n",
      "S. K. Jalall: S. K. Jalali\n",
      "S.K. Jalali: S. K. Jalali\n",
      "S.K: S. K. Jalali\n",
      "S.K.: S. K. Jalali\n",
      "S.K.Jalali: S. K. Jalali\n",
      "S. Leefmans: S. Leefmans\n",
      "S . Leefmans: S. Leefmans\n",
      "s. Leefmans: S. Leefmans\n",
      "S. Mahmood: S. Mahmood\n",
      "S.Mahmood: S. Mahmood\n",
      "S. Manzari, M. Moghaddam & Durbin: S. Manzari, M. Moghaddam & Durbin\n",
      "M. Moghaddam & Durbin: S. Manzari, M. Moghaddam & Durbin\n",
      "S.Manzari: S. Manzari, M. Moghaddam & Durbin\n",
      "S. P. Singh: S. P. Singh\n",
      "S. Singh: S. P. Singh\n",
      "S.P. Singh: S. P. Singh\n",
      "S. Tripitsyn: S. Tripitsyn\n",
      "S. Triapitsyn: S. Tripitsyn\n",
      "S. Ulgenturk: S. Ulgenturk\n",
      "S. ulgenturk: S. Ulgenturk\n",
      "S.B Malaise Trulp: S.B Malaise Trulp\n",
      "Malaise Trulp: S.B Malaise Trulp\n",
      "S.B. Trufo: S.B. Trufo\n",
      "S B: S.B. Trufo\n",
      "S-B.: S.B. Trufo\n",
      "S.B: S.B. Trufo\n",
      "S. B: S.B. Trufo\n",
      "S.B. : S.B. Trufo\n",
      "S. B.: S.B. Trufo\n",
      "S . B: S.B. Trufo\n",
      "S.B.: S.B. Trufo\n",
      "S.B. Zeya: S.B. Zeya\n",
      "S B Mulluise Tufo: S.B. Zeya\n",
      "S.B.Zeya: S.B. Zeya\n",
      "S B Maguire: S.B. Zeya\n",
      "S.Nagarkatti & V.R.Phalak: S.Nagarkatti & V.R.Phalak\n",
      "V. R. Phalak: S.Nagarkatti & V.R.Phalak\n",
      "S.Nagarkatti: S.Nagarkatti & V.R.Phalak\n",
      "S.S.Islam: S.S.Islam\n",
      "S S Islam: S.S.Islam\n",
      "S.Triapitsyu: S.Triapitsyu\n",
      "S. V. Triapitsyn: S.Triapitsyu\n",
      "S. Truapitsyn: S.Triapitsyu\n",
      "Shih Yuan Tung: Shih Yuan Tung\n",
      "col. Shih Yuan Tung: Shih Yuan Tung\n",
      "Silesh G.: Silesh G.\n",
      "Sileshi G.: Silesh G.\n",
      "T Williams: T Williams\n",
      "T. Williams: T Williams\n",
      "T. L. Erwin et al.: T. L. Erwin et al.\n",
      "et al: T. L. Erwin et al.\n",
      "TL Erwin et al.: T. L. Erwin et al.\n",
      "T. L. Erwin: T. L. Erwin et al.\n",
      "T.L. Erwin: T. L. Erwin et al.\n",
      "T.H. Taylor Coll: T.H. Taylor Coll\n",
      "T. H. C. Taylor: T.H. Taylor Coll\n",
      "T.H Taylor Coll: T.H. Taylor Coll\n",
      "T.H. Taylor: T.H. Taylor Coll\n",
      "T.H.C. Taylor: T.H. Taylor Coll\n",
      "T. H. Taylor: T.H. Taylor Coll\n",
      "T.H.Taylor: T.H. Taylor Coll\n",
      "T.W. K : T.W. K \n",
      "T.W.K : T.W. K \n",
      "V Natskova: V Natskova\n",
      "V. Natskova: V Natskova\n",
      "V White: V White\n",
      "V. White: V White\n",
      "V.V. Berezovskiy: V.V. Berezovskiy\n",
      "Berezovskiy: V.V. Berezovskiy\n",
      "V. Berezovskiy: V.V. Berezovskiy\n",
      "Vardy: Vardy\n",
      "C Vardy: Vardy\n",
      "C.Vardy Col: Vardy\n",
      "c. vardy: Vardy\n",
      "C.Vardy: Vardy\n",
      "C. Vardy: Vardy\n",
      "W.H. Patterson: W.H. Patterson\n",
      "W.H.Patterson: W.H. Patterson\n",
      "h: W.H. Patterson\n",
      "W. H. Patterson: W.H. Patterson\n",
      "Waters, M.S: Waters, M.S\n",
      "M.S.: Waters, M.S\n",
      "Y. Ben-Dov: Y. Ben-Dov\n",
      "Y.Ben-Dov: Y. Ben-Dov\n",
      "Y. Ben Dov: Y. Ben-Dov\n",
      "Z Boucek: Z Boucek\n",
      "Z. Boucek: Z Boucek\n",
      "[unclear]C. Waterhouse[/unclear]: [unclear]C. Waterhouse[/unclear]\n",
      "c. Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "[unclear][/unclear]: [unclear]C. Waterhouse[/unclear]\n",
      "Waterhouse.: [unclear]C. Waterhouse[/unclear]\n",
      "Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C. O. Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C.o. Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C.O.Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C.Waterhouse.: [unclear]C. Waterhouse[/unclear]\n",
      "C.O. Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C. Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "G. Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C O Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "O. Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C.Waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "c. waterhouse: [unclear]C. Waterhouse[/unclear]\n",
      "C. WATERHOUSE: [unclear]C. Waterhouse[/unclear]\n",
      "b-- gellae[unclear][/unclear]: b-- gellae[unclear][/unclear]\n",
      "Enock[unclear][/unclear]: b-- gellae[unclear][/unclear]\n",
      "det Matthews: det Matthews\n",
      "Junais Matthews: det Matthews\n",
      "Mattews: det Matthews\n",
      "det. Matthews: det Matthews\n",
      "diana Girault: diana Girault\n",
      "Diana: diana Girault\n",
      "fred enock: fred enock\n",
      "Frwd Enock: fred enock\n",
      "Fredc Enock: fred enock\n",
      "FRED ENOCK: fred enock\n",
      "Enock: fred enock\n",
      "Fredc. Enock: fred enock\n",
      "FREDc. ENOCK: fred enock\n",
      "Fred Enock: fred enock\n",
      "g. kuschel: g. kuschel\n",
      "G. Kushel: g. kuschel\n",
      "G. Kuschel: g. kuschel\n",
      "G.Kuschel: g. kuschel\n",
      "l. Arauz: l. Arauz\n",
      "L. Arauz: l. Arauz\n",
      "leg. Baki Ali: leg. Baki Ali\n",
      "Leg. Baki Ali: leg. Baki Ali\n",
      "not shown: not shown\n",
      "Not shown: not shown\n"
     ]
    }
   ],
   "source": [
    "name_dict = {}\n",
    "\n",
    "for name_list in cluster_list:\n",
    "    if len(name_list) > 1:\n",
    "        for name in name_list:\n",
    "            name_dict[name] = name_list[0]\n",
    "\n",
    "for key, value in name_dict.items():\n",
    "    print(key + \": \" + value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subject_id</th>\n",
       "      <th>Day</th>\n",
       "      <th>Month</th>\n",
       "      <th>Year</th>\n",
       "      <th>Inwhatformatisthecollectiondate</th>\n",
       "      <th>Country</th>\n",
       "      <th>Wasthecountrynamespecificallystatedonthelabel</th>\n",
       "      <th>Aregeographiccoordinatespresentonthelabel</th>\n",
       "      <th>Collector1</th>\n",
       "      <th>Collector2</th>\n",
       "      <th>...</th>\n",
       "      <th>Day.1</th>\n",
       "      <th>EndMonth</th>\n",
       "      <th>EndYear</th>\n",
       "      <th>subject_CatalogueIRN</th>\n",
       "      <th>subject_MulIdentifier</th>\n",
       "      <th>subject_MulTitle</th>\n",
       "      <th>subject_MultimediaIRN</th>\n",
       "      <th>subject_EntCatBarcode</th>\n",
       "      <th>subject_SuperFamily</th>\n",
       "      <th>Expo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3327422</td>\n",
       "      <td>22</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1980</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>010156626_108834_1685214.jpg</td>\n",
       "      <td>010156626_108834_1685214</td>\n",
       "      <td>1482059</td>\n",
       "      <td>10156626</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3327424</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496833</td>\n",
       "      <td>010156627_108834_1685214.jpg</td>\n",
       "      <td>010156627_108834_1685214</td>\n",
       "      <td>1478605</td>\n",
       "      <td>10156627</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3327425</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501602</td>\n",
       "      <td>010156628_108834_1685214.jpg</td>\n",
       "      <td>010156628_108834_1685214</td>\n",
       "      <td>1483423</td>\n",
       "      <td>10156628</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3327427</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494358</td>\n",
       "      <td>010156629_108834_1685214.jpg</td>\n",
       "      <td>010156629_108834_1685214</td>\n",
       "      <td>1476092</td>\n",
       "      <td>10156629</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3327428</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>6500671</td>\n",
       "      <td>010156630_108834_1685214.jpg</td>\n",
       "      <td>010156630_108834_1685214</td>\n",
       "      <td>1482491</td>\n",
       "      <td>10156630</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3327430</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495639</td>\n",
       "      <td>010156631_108834_1685214.jpg</td>\n",
       "      <td>010156631_108834_1685214</td>\n",
       "      <td>1477415</td>\n",
       "      <td>10156631</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3327431</td>\n",
       "      <td>27</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>fred enock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496345</td>\n",
       "      <td>010156634_108834_1685214.jpg</td>\n",
       "      <td>010156634_108834_1685214</td>\n",
       "      <td>1478121</td>\n",
       "      <td>10156634</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3327432</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499759</td>\n",
       "      <td>010156635_108834_1685214.jpg</td>\n",
       "      <td>010156635_108834_1685214</td>\n",
       "      <td>1481581</td>\n",
       "      <td>10156635</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3327434</td>\n",
       "      <td>17</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494094</td>\n",
       "      <td>010156636_108834_1685214.jpg</td>\n",
       "      <td>010156636_108834_1685214</td>\n",
       "      <td>1475774</td>\n",
       "      <td>10156636</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3327435</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>23</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>2008</td>\n",
       "      <td>6501876</td>\n",
       "      <td>010156637_108834_1685214.jpg</td>\n",
       "      <td>010156637_108834_1685214</td>\n",
       "      <td>1483697</td>\n",
       "      <td>10156637</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3327436</td>\n",
       "      <td>28</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1911</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497097</td>\n",
       "      <td>010156638_108834_1685214.jpg</td>\n",
       "      <td>010156638_108834_1685214</td>\n",
       "      <td>1478867</td>\n",
       "      <td>10156638</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3327437</td>\n",
       "      <td>12</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1914</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498222</td>\n",
       "      <td>010156641_108834_1737739.jpg</td>\n",
       "      <td>010156641_108834_1737739</td>\n",
       "      <td>1480007</td>\n",
       "      <td>10156641</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3327439</td>\n",
       "      <td>16</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>1986</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>India</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501040</td>\n",
       "      <td>010156642_108834_1737739.jpg</td>\n",
       "      <td>010156642_108834_1737739</td>\n",
       "      <td>1482861</td>\n",
       "      <td>10156642</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3327440</td>\n",
       "      <td>16</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>India</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Saed Farni</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496010</td>\n",
       "      <td>010156643_108834_1737739.jpg</td>\n",
       "      <td>010156643_108834_1737739</td>\n",
       "      <td>1477786</td>\n",
       "      <td>10156643</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3327441</td>\n",
       "      <td>5</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>R.S.George</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>6494739</td>\n",
       "      <td>010156644_108834_1737739.jpg</td>\n",
       "      <td>010156644_108834_1737739</td>\n",
       "      <td>1476523</td>\n",
       "      <td>10156644</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3327442</td>\n",
       "      <td>5</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Scotland</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1982</td>\n",
       "      <td>6502531</td>\n",
       "      <td>010156645_108834_1737739.jpg</td>\n",
       "      <td>010156645_108834_1737739</td>\n",
       "      <td>1484352</td>\n",
       "      <td>10156645</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3327444</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>1992</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497059</td>\n",
       "      <td>010156646_108834_1737739.jpg</td>\n",
       "      <td>010156646_108834_1737739</td>\n",
       "      <td>1478830</td>\n",
       "      <td>10156646</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3327445</td>\n",
       "      <td>17</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500481</td>\n",
       "      <td>010156647_108834_1737739.jpg</td>\n",
       "      <td>010156647_108834_1737739</td>\n",
       "      <td>1482301</td>\n",
       "      <td>10156647</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3327446</td>\n",
       "      <td>5</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1910</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499666</td>\n",
       "      <td>010156649_108834_1708013.jpg</td>\n",
       "      <td>010156649_108834_1708013</td>\n",
       "      <td>1481485</td>\n",
       "      <td>10156649</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3327447</td>\n",
       "      <td>8</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1910</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Wales</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497676</td>\n",
       "      <td>010156650_108834_1708013.jpg</td>\n",
       "      <td>010156650_108834_1708013</td>\n",
       "      <td>1479457</td>\n",
       "      <td>10156650</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3327449</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498513</td>\n",
       "      <td>010156651_108834_1708013.jpg</td>\n",
       "      <td>010156651_108834_1708013</td>\n",
       "      <td>1480297</td>\n",
       "      <td>10156651</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3327450</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>SB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501593</td>\n",
       "      <td>010156654_108834_1617759.jpg</td>\n",
       "      <td>010156654_108834_1617759</td>\n",
       "      <td>1483414</td>\n",
       "      <td>10156654</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3327452</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494353</td>\n",
       "      <td>010156655_108834_1617759.jpg</td>\n",
       "      <td>010156655_108834_1617759</td>\n",
       "      <td>1476084</td>\n",
       "      <td>10156655</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3327453</td>\n",
       "      <td>8</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1975</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>M. Noyes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496516</td>\n",
       "      <td>010156657_108834_1708013.jpg</td>\n",
       "      <td>010156657_108834_1708013</td>\n",
       "      <td>1478291</td>\n",
       "      <td>10156657</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3327454</td>\n",
       "      <td>31</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1977</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>England</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>M. Noyes</td>\n",
       "      <td>M. Noyes</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6502315</td>\n",
       "      <td>010156658_108834_1708013.jpg</td>\n",
       "      <td>010156658_108834_1708013</td>\n",
       "      <td>1484136</td>\n",
       "      <td>10156658</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3327455</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>fred enock</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495107</td>\n",
       "      <td>010156659_108834_1708013.jpg</td>\n",
       "      <td>010156659_108834_1708013</td>\n",
       "      <td>1476885</td>\n",
       "      <td>10156659</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3327457</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495820</td>\n",
       "      <td>010156660_108834_1708013.jpg</td>\n",
       "      <td>010156660_108834_1708013</td>\n",
       "      <td>1477596</td>\n",
       "      <td>10156660</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3327458</td>\n",
       "      <td>17</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1909</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501365</td>\n",
       "      <td>010156661_108834_1708013.jpg</td>\n",
       "      <td>010156661_108834_1708013</td>\n",
       "      <td>1483186</td>\n",
       "      <td>10156661</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3327460</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6499219</td>\n",
       "      <td>010156663_108834_1708013.jpg</td>\n",
       "      <td>010156663_108834_1708013</td>\n",
       "      <td>1481014</td>\n",
       "      <td>10156663</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3327461</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>1919</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>6500129</td>\n",
       "      <td>010156664_108834_1708013.jpg</td>\n",
       "      <td>010156664_108834_1708013</td>\n",
       "      <td>1481950</td>\n",
       "      <td>10156664</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>3279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4074</th>\n",
       "      <td>3317487</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Vardy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501292</td>\n",
       "      <td>010156548_108834_1737739.jpg</td>\n",
       "      <td>010156548_108834_1737739</td>\n",
       "      <td>1483113</td>\n",
       "      <td>10156548</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4075</th>\n",
       "      <td>3317489</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6502524</td>\n",
       "      <td>010156550_108834_1737739.jpg</td>\n",
       "      <td>010156550_108834_1737739</td>\n",
       "      <td>1484345</td>\n",
       "      <td>10156550</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4076</th>\n",
       "      <td>3317490</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494727</td>\n",
       "      <td>010156551_108834_1737739.jpg</td>\n",
       "      <td>010156551_108834_1737739</td>\n",
       "      <td>1476511</td>\n",
       "      <td>10156551</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4077</th>\n",
       "      <td>3317492</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Waage</td>\n",
       "      <td>M.J. Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6500486</td>\n",
       "      <td>010156552_108834_1737739.jpg</td>\n",
       "      <td>010156552_108834_1737739</td>\n",
       "      <td>1482306</td>\n",
       "      <td>10156552</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4078</th>\n",
       "      <td>3317493</td>\n",
       "      <td>27</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481382</td>\n",
       "      <td>010156585_108834_469404.jpg</td>\n",
       "      <td>010156585_108834_469404</td>\n",
       "      <td>1432015</td>\n",
       "      <td>10156585</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4079</th>\n",
       "      <td>3317494</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Weage</td>\n",
       "      <td>M.J. Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6480925</td>\n",
       "      <td>010156586_108834_469404.jpg</td>\n",
       "      <td>010156586_108834_469404</td>\n",
       "      <td>1431529</td>\n",
       "      <td>10156586</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4080</th>\n",
       "      <td>3317496</td>\n",
       "      <td>27</td>\n",
       "      <td>6 - June - VI</td>\n",
       "      <td>1984</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Waage</td>\n",
       "      <td>M.J. Matthews</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1984</td>\n",
       "      <td>6480290</td>\n",
       "      <td>010156587_108834_469404.jpg</td>\n",
       "      <td>010156587_108834_469404</td>\n",
       "      <td>1430862</td>\n",
       "      <td>10156587</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4081</th>\n",
       "      <td>3317497</td>\n",
       "      <td>15</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482648</td>\n",
       "      <td>010156589_108834_469404.jpg</td>\n",
       "      <td>010156589_108834_469404</td>\n",
       "      <td>1433390</td>\n",
       "      <td>10156589</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4082</th>\n",
       "      <td>3317498</td>\n",
       "      <td>10</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481400</td>\n",
       "      <td>010156590_108834_469404.jpg</td>\n",
       "      <td>010156590_108834_469404</td>\n",
       "      <td>1432034</td>\n",
       "      <td>10156590</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4083</th>\n",
       "      <td>3317499</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482197</td>\n",
       "      <td>010156591_108834_469404.jpg</td>\n",
       "      <td>010156591_108834_469404</td>\n",
       "      <td>1432904</td>\n",
       "      <td>10156591</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4084</th>\n",
       "      <td>3317502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>There is no collection date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6480906</td>\n",
       "      <td>010156593_108834_469404.jpg</td>\n",
       "      <td>010156593_108834_469404</td>\n",
       "      <td>1431509</td>\n",
       "      <td>10156593</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4085</th>\n",
       "      <td>3317504</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1987</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6480360</td>\n",
       "      <td>010156594_108834_469404.jpg</td>\n",
       "      <td>010156594_108834_469404</td>\n",
       "      <td>1430937</td>\n",
       "      <td>10156594</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4086</th>\n",
       "      <td>3317505</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>SCB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6481104</td>\n",
       "      <td>010156595_108834_469404.jpg</td>\n",
       "      <td>010156595_108834_469404</td>\n",
       "      <td>1431720</td>\n",
       "      <td>10156595</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4087</th>\n",
       "      <td>3317506</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482023</td>\n",
       "      <td>010156596_108834_469404.jpg</td>\n",
       "      <td>010156596_108834_469404</td>\n",
       "      <td>1432716</td>\n",
       "      <td>10156596</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4088</th>\n",
       "      <td>3317508</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6482590</td>\n",
       "      <td>010156597_108834_469404.jpg</td>\n",
       "      <td>010156597_108834_469404</td>\n",
       "      <td>1433331</td>\n",
       "      <td>10156597</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4089</th>\n",
       "      <td>3317509</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497968</td>\n",
       "      <td>010156601_108834_1685214.jpg</td>\n",
       "      <td>010156601_108834_1685214</td>\n",
       "      <td>1479749</td>\n",
       "      <td>10156601</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4090</th>\n",
       "      <td>3317511</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501505</td>\n",
       "      <td>010156602_108834_1685214.jpg</td>\n",
       "      <td>010156602_108834_1685214</td>\n",
       "      <td>1483326</td>\n",
       "      <td>10156602</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4091</th>\n",
       "      <td>3317512</td>\n",
       "      <td>19</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495971</td>\n",
       "      <td>010156603_108834_1685214.jpg</td>\n",
       "      <td>010156603_108834_1685214</td>\n",
       "      <td>1477747</td>\n",
       "      <td>10156603</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4092</th>\n",
       "      <td>3317513</td>\n",
       "      <td>26</td>\n",
       "      <td>8 - August - VIII</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494989</td>\n",
       "      <td>010156604_108834_1685214.jpg</td>\n",
       "      <td>010156604_108834_1685214</td>\n",
       "      <td>1476769</td>\n",
       "      <td>10156604</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4093</th>\n",
       "      <td>3317515</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1981</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1981</td>\n",
       "      <td>6480751</td>\n",
       "      <td>010156605_108834_469404.jpg</td>\n",
       "      <td>010156605_108834_469404</td>\n",
       "      <td>1431344</td>\n",
       "      <td>10156605</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4094</th>\n",
       "      <td>3317516</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>1982</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6501869</td>\n",
       "      <td>010156609_108834_1685214.jpg</td>\n",
       "      <td>010156609_108834_1685214</td>\n",
       "      <td>1483690</td>\n",
       "      <td>10156609</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4095</th>\n",
       "      <td>3317518</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>2011</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Trup</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6495378</td>\n",
       "      <td>010156610_108834_1685214.jpg</td>\n",
       "      <td>010156610_108834_1685214</td>\n",
       "      <td>1477155</td>\n",
       "      <td>10156610</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4096</th>\n",
       "      <td>3317519</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500941</td>\n",
       "      <td>010156611_108834_1685214.jpg</td>\n",
       "      <td>010156611_108834_1685214</td>\n",
       "      <td>1482762</td>\n",
       "      <td>10156611</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4097</th>\n",
       "      <td>3317520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6497513</td>\n",
       "      <td>010156612_108834_1685214.jpg</td>\n",
       "      <td>010156612_108834_1685214</td>\n",
       "      <td>1479290</td>\n",
       "      <td>10156612</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4098</th>\n",
       "      <td>3317521</td>\n",
       "      <td>7</td>\n",
       "      <td>9 - September - IX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498858</td>\n",
       "      <td>010156613_108834_1685214.jpg</td>\n",
       "      <td>010156613_108834_1685214</td>\n",
       "      <td>1480654</td>\n",
       "      <td>10156613</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4099</th>\n",
       "      <td>3317522</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6494354</td>\n",
       "      <td>010156617_108834_1685214.jpg</td>\n",
       "      <td>010156617_108834_1685214</td>\n",
       "      <td>1476086</td>\n",
       "      <td>10156617</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4100</th>\n",
       "      <td>3317524</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6500235</td>\n",
       "      <td>010156618_108834_1685214.jpg</td>\n",
       "      <td>010156618_108834_1685214</td>\n",
       "      <td>1482055</td>\n",
       "      <td>10156618</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4101</th>\n",
       "      <td>3317525</td>\n",
       "      <td>17</td>\n",
       "      <td>7 - July - VII</td>\n",
       "      <td>1911</td>\n",
       "      <td>The collection date is show as a single date.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>[unclear]C. Waterhouse[/unclear]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6496823</td>\n",
       "      <td>010156619_108834_1685214.jpg</td>\n",
       "      <td>010156619_108834_1685214</td>\n",
       "      <td>1478595</td>\n",
       "      <td>10156619</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4102</th>\n",
       "      <td>3317527</td>\n",
       "      <td>8</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a single date.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6498247</td>\n",
       "      <td>010156620_108834_1685214.jpg</td>\n",
       "      <td>010156620_108834_1685214</td>\n",
       "      <td>1480032</td>\n",
       "      <td>10156620</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4103</th>\n",
       "      <td>3317529</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The collection date is shown as a date range.</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>S.B. Trufo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Not Shown</td>\n",
       "      <td>10 - October - X</td>\n",
       "      <td>Only two digits shown</td>\n",
       "      <td>6494694</td>\n",
       "      <td>010156625_108834_1685214.jpg</td>\n",
       "      <td>010156625_108834_1685214</td>\n",
       "      <td>1476478</td>\n",
       "      <td>10156625</td>\n",
       "      <td>Chalcidoidea</td>\n",
       "      <td>2438</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4104 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      subject_id        Day               Month                   Year  \\\n",
       "0        3327422         22      7 - July - VII                   1980   \n",
       "1        3327424          8    10 - October - X                   1981   \n",
       "2        3327425          8    10 - October - X                   1981   \n",
       "3        3327427          8    10 - October - X                   1982   \n",
       "4        3327428          8    10 - October - X                   1982   \n",
       "5        3327430          8    10 - October - X                   1981   \n",
       "6        3327431         27   8 - August - VIII  Only two digits shown   \n",
       "7        3327432        NaN                 NaN                    NaN   \n",
       "8        3327434         17   8 - August - VIII                    NaN   \n",
       "9        3327435         23                 NaN                    NaN   \n",
       "10       3327436         28      6 - June - VI                    1911   \n",
       "11       3327437         12   8 - August - VIII                   1914   \n",
       "12       3327439         16  9 - September - IX                   1986   \n",
       "13       3327440         16  9 - September - IX  Only two digits shown   \n",
       "14       3327441          5      7 - July - VII                   1982   \n",
       "15       3327442          5      7 - July - VII                   1982   \n",
       "16       3327444  Not Shown           Not Shown                   1992   \n",
       "17       3327445         17    10 - October - X                   1982   \n",
       "18       3327446          5   8 - August - VIII                   1910   \n",
       "19       3327447          8   8 - August - VIII                   1910   \n",
       "20       3327449        NaN                 NaN                    NaN   \n",
       "21       3327450          8    10 - October - X                   1981   \n",
       "22       3327452          8    10 - October - X                   1982   \n",
       "23       3327453          8      6 - June - VI                    1975   \n",
       "24       3327454         31      7 - July - VII                   1977   \n",
       "25       3327455        NaN                 NaN                    NaN   \n",
       "26       3327457          8    10 - October - X                   1981   \n",
       "27       3327458         17   8 - August - VIII                   1909   \n",
       "28       3327460        NaN                 NaN                    NaN   \n",
       "29       3327461  Not Shown           Not Shown                   1919   \n",
       "...          ...        ...                 ...                    ...   \n",
       "4074     3317487  Not Shown      7 - July - VII                   1981   \n",
       "4075     3317489        NaN                 NaN                    NaN   \n",
       "4076     3317490        NaN                 NaN                    NaN   \n",
       "4077     3317492         27      6 - June - VI                    1984   \n",
       "4078     3317493         27    10 - October - X  Only two digits shown   \n",
       "4079     3317494         27      6 - June - VI                    1984   \n",
       "4080     3317496         27      6 - June - VI                    1984   \n",
       "4081     3317497         15   8 - August - VIII  Only two digits shown   \n",
       "4082     3317498         10   8 - August - VIII                   1981   \n",
       "4083     3317499  Not Shown      7 - July - VII  Only two digits shown   \n",
       "4084     3317502        NaN                 NaN                    NaN   \n",
       "4085     3317504          8    10 - October - X                   1987   \n",
       "4086     3317505  Not Shown  9 - September - IX                    NaN   \n",
       "4087     3317506          8    10 - October - X  Only two digits shown   \n",
       "4088     3317508          8    10 - October - X  Only two digits shown   \n",
       "4089     3317509  Not Shown           Not Shown                    NaN   \n",
       "4090     3317511        NaN                 NaN                   1981   \n",
       "4091     3317512         19  9 - September - IX  Only two digits shown   \n",
       "4092     3317513         26   8 - August - VIII  Only two digits shown   \n",
       "4093     3317515        NaN                 NaN                   1981   \n",
       "4094     3317516          8    10 - October - X                   1982   \n",
       "4095     3317518  Not Shown           Not Shown                   2011   \n",
       "4096     3317519          8    10 - October - X                    NaN   \n",
       "4097     3317520        NaN                 NaN                    NaN   \n",
       "4098     3317521          7  9 - September - IX                    NaN   \n",
       "4099     3317522        NaN                 NaN                    NaN   \n",
       "4100     3317524          8    10 - October - X  Only two digits shown   \n",
       "4101     3317525         17      7 - July - VII                   1911   \n",
       "4102     3317527          8    10 - October - X                    NaN   \n",
       "4103     3317529        NaN                 NaN                    NaN   \n",
       "\n",
       "                     Inwhatformatisthecollectiondate         Country  \\\n",
       "0     The collection date is shown as a single date.         England   \n",
       "1     The collection date is shown as a single date.         England   \n",
       "2     The collection date is shown as a single date.  United Kingdom   \n",
       "3     The collection date is shown as a single date.  United Kingdom   \n",
       "4     The collection date is shown as a single date.  United Kingdom   \n",
       "5     The collection date is shown as a single date.         England   \n",
       "6     The collection date is shown as a single date.       Not Shown   \n",
       "7                       There is no collection date.             NaN   \n",
       "8     The collection date is shown as a single date.       Not Shown   \n",
       "9      The collection date is shown as a date range.       Not Shown   \n",
       "10    The collection date is shown as a single date.       Not Shown   \n",
       "11    The collection date is shown as a single date.  United Kingdom   \n",
       "12    The collection date is shown as a single date.           India   \n",
       "13    The collection date is shown as a single date.           India   \n",
       "14     The collection date is shown as a date range.        Scotland   \n",
       "15     The collection date is shown as a date range.        Scotland   \n",
       "16    The collection date is shown as a single date.             NaN   \n",
       "17    The collection date is shown as a single date.     Philippines   \n",
       "18    The collection date is shown as a single date.  United Kingdom   \n",
       "19    The collection date is shown as a single date.           Wales   \n",
       "20                      There is no collection date.       Not Shown   \n",
       "21    The collection date is shown as a single date.  United Kingdom   \n",
       "22    The collection date is shown as a single date.         England   \n",
       "23    The collection date is shown as a single date.         England   \n",
       "24    The collection date is shown as a single date.         England   \n",
       "25                      There is no collection date.       Not Shown   \n",
       "26    The collection date is shown as a single date.  United Kingdom   \n",
       "27    The collection date is shown as a single date.             NaN   \n",
       "28                      There is no collection date.       Not Shown   \n",
       "29                      There is no collection date.             NaN   \n",
       "...                                              ...             ...   \n",
       "4074  The collection date is shown as a single date.  United Kingdom   \n",
       "4075                    There is no collection date.       Not Shown   \n",
       "4076                    There is no collection date.       Not Shown   \n",
       "4077   The collection date is shown as a date range.  United Kingdom   \n",
       "4078  The collection date is shown as a single date.             NaN   \n",
       "4079   The collection date is shown as a date range.  United Kingdom   \n",
       "4080   The collection date is shown as a date range.  United Kingdom   \n",
       "4081  The collection date is shown as a single date.       Not Shown   \n",
       "4082  The collection date is shown as a single date.       Not Shown   \n",
       "4083  The collection date is shown as a single date.             NaN   \n",
       "4084                    There is no collection date.       Not Shown   \n",
       "4085  The collection date is shown as a single date.       Not Shown   \n",
       "4086  The collection date is shown as a single date.  United Kingdom   \n",
       "4087  The collection date is shown as a single date.  United Kingdom   \n",
       "4088  The collection date is shown as a single date.             NaN   \n",
       "4089  The collection date is shown as a single date.       Not Shown   \n",
       "4090  The collection date is shown as a single date.       Not Shown   \n",
       "4091  The collection date is shown as a single date.       Not Shown   \n",
       "4092  The collection date is shown as a single date.       Not Shown   \n",
       "4093   The collection date is shown as a date range.       Not Shown   \n",
       "4094  The collection date is shown as a single date.       Not Shown   \n",
       "4095  The collection date is shown as a single date.       Not Shown   \n",
       "4096  The collection date is shown as a single date.  United Kingdom   \n",
       "4097  The collection date is shown as a single date.             NaN   \n",
       "4098  The collection date is shown as a single date.             NaN   \n",
       "4099  The collection date is shown as a single date.             NaN   \n",
       "4100  The collection date is shown as a single date.  United Kingdom   \n",
       "4101   The collection date is show as a single date.  United Kingdom   \n",
       "4102  The collection date is shown as a single date.             NaN   \n",
       "4103   The collection date is shown as a date range.  United Kingdom   \n",
       "\n",
       "     Wasthecountrynamespecificallystatedonthelabel  \\\n",
       "0                                               No   \n",
       "1                                               No   \n",
       "2                                               No   \n",
       "3                                               No   \n",
       "4                                               No   \n",
       "5                                               No   \n",
       "6                                               No   \n",
       "7                                               No   \n",
       "8                                               No   \n",
       "9                                               No   \n",
       "10                                              No   \n",
       "11                                              No   \n",
       "12                                             Yes   \n",
       "13                                             Yes   \n",
       "14                                             NaN   \n",
       "15                                             Yes   \n",
       "16                                             Yes   \n",
       "17                                             Yes   \n",
       "18                                              No   \n",
       "19                                              No   \n",
       "20                                              No   \n",
       "21                                              No   \n",
       "22                                              No   \n",
       "23                                             Yes   \n",
       "24                                             Yes   \n",
       "25                                              No   \n",
       "26                                              No   \n",
       "27                                              No   \n",
       "28                                              No   \n",
       "29                                             NaN   \n",
       "...                                            ...   \n",
       "4074                                            No   \n",
       "4075                                            No   \n",
       "4076                                            No   \n",
       "4077                                           Yes   \n",
       "4078                                            No   \n",
       "4079                                           Yes   \n",
       "4080                                           Yes   \n",
       "4081                                            No   \n",
       "4082                                            No   \n",
       "4083                                            No   \n",
       "4084                                            No   \n",
       "4085                                           NaN   \n",
       "4086                                            No   \n",
       "4087                                            No   \n",
       "4088                                            No   \n",
       "4089                                            No   \n",
       "4090                                            No   \n",
       "4091                                            No   \n",
       "4092                                            No   \n",
       "4093                                            No   \n",
       "4094                                           NaN   \n",
       "4095                                            No   \n",
       "4096                                            No   \n",
       "4097                                            No   \n",
       "4098                                            No   \n",
       "4099                                            No   \n",
       "4100                                            No   \n",
       "4101                                            No   \n",
       "4102                                            No   \n",
       "4103                                            No   \n",
       "\n",
       "     Aregeographiccoordinatespresentonthelabel  \\\n",
       "0                                           No   \n",
       "1                                           No   \n",
       "2                                           No   \n",
       "3                                           No   \n",
       "4                                           No   \n",
       "5                                           No   \n",
       "6                                           No   \n",
       "7                                           No   \n",
       "8                                           No   \n",
       "9                                           No   \n",
       "10                                          No   \n",
       "11                                          No   \n",
       "12                                          No   \n",
       "13                                          No   \n",
       "14                                          No   \n",
       "15                                          No   \n",
       "16                                          No   \n",
       "17                                          No   \n",
       "18                                          No   \n",
       "19                                          No   \n",
       "20                                          No   \n",
       "21                                          No   \n",
       "22                                          No   \n",
       "23                                          No   \n",
       "24                                          No   \n",
       "25                                          No   \n",
       "26                                          No   \n",
       "27                                          No   \n",
       "28                                          No   \n",
       "29                                          No   \n",
       "...                                        ...   \n",
       "4074                                        No   \n",
       "4075                                        No   \n",
       "4076                                        No   \n",
       "4077                                        No   \n",
       "4078                                        No   \n",
       "4079                                        No   \n",
       "4080                                        No   \n",
       "4081                                        No   \n",
       "4082                                        No   \n",
       "4083                                        No   \n",
       "4084                                        No   \n",
       "4085                                       NaN   \n",
       "4086                                        No   \n",
       "4087                                        No   \n",
       "4088                                        No   \n",
       "4089                                        No   \n",
       "4090                                        No   \n",
       "4091                                        No   \n",
       "4092                                        No   \n",
       "4093                                        No   \n",
       "4094                                       NaN   \n",
       "4095                                        No   \n",
       "4096                                        No   \n",
       "4097                                        No   \n",
       "4098                                        No   \n",
       "4099                                        No   \n",
       "4100                                        No   \n",
       "4101                                        No   \n",
       "4102                                        No   \n",
       "4103                                        No   \n",
       "\n",
       "                            Collector1                        Collector2  \\\n",
       "0                                  NaN                               NaN   \n",
       "1                           S.B. Trufo                               NaN   \n",
       "2                           S.B. Trufo                               NaN   \n",
       "3                           S.B. Trufo                               NaN   \n",
       "4                           S.B. Trufo                               NaN   \n",
       "5                           S.B. Trufo                               NaN   \n",
       "6                           fred enock                               NaN   \n",
       "7                                  NaN                               NaN   \n",
       "8                                                                    NaN   \n",
       "9                                                                    NaN   \n",
       "10                                 NaN                               NaN   \n",
       "11    [unclear]C. Waterhouse[/unclear]                               NaN   \n",
       "12                                 NaN                               NaN   \n",
       "13                          Saed Farni                               NaN   \n",
       "14                          R.S.George                               NaN   \n",
       "15                                 NaN                               NaN   \n",
       "16                                                                         \n",
       "17                                 NaN                               NaN   \n",
       "18    [unclear]C. Waterhouse[/unclear]                               NaN   \n",
       "19    [unclear]C. Waterhouse[/unclear]                               NaN   \n",
       "20                                 NaN                               NaN   \n",
       "21                                  SB                               NaN   \n",
       "22                          S.B. Trufo                               NaN   \n",
       "23                            M. Noyes                               NaN   \n",
       "24                            M. Noyes                          M. Noyes   \n",
       "25                          fred enock                                     \n",
       "26                                 NaN  [unclear]C. Waterhouse[/unclear]   \n",
       "27    [unclear]C. Waterhouse[/unclear]                               NaN   \n",
       "28                                                                         \n",
       "29                                                                         \n",
       "...                                ...                               ...   \n",
       "4074                             Vardy                               NaN   \n",
       "4075                               NaN                               NaN   \n",
       "4076                               NaN                               NaN   \n",
       "4077                             Waage                     M.J. Matthews   \n",
       "4078                               NaN                               NaN   \n",
       "4079                             Weage                     M.J. Matthews   \n",
       "4080                             Waage                     M.J. Matthews   \n",
       "4081                               NaN                               NaN   \n",
       "4082                               NaN                               NaN   \n",
       "4083                               NaN                               NaN   \n",
       "4084                               NaN                               NaN   \n",
       "4085                               NaN                               NaN   \n",
       "4086                               SCB                               NaN   \n",
       "4087                               NaN                               NaN   \n",
       "4088                               NaN                               NaN   \n",
       "4089                               NaN                               NaN   \n",
       "4090                               NaN                               NaN   \n",
       "4091  [unclear]C. Waterhouse[/unclear]                               NaN   \n",
       "4092  [unclear]C. Waterhouse[/unclear]                               NaN   \n",
       "4093                        S.B. Trufo                               NaN   \n",
       "4094                               NaN                               NaN   \n",
       "4095                              Trup                               NaN   \n",
       "4096                               NaN                               NaN   \n",
       "4097                        S.B. Trufo                               NaN   \n",
       "4098  [unclear]C. Waterhouse[/unclear]                               NaN   \n",
       "4099                        S.B. Trufo                               NaN   \n",
       "4100                               NaN                               NaN   \n",
       "4101  [unclear]C. Waterhouse[/unclear]                               NaN   \n",
       "4102                        S.B. Trufo                               NaN   \n",
       "4103                        S.B. Trufo                               NaN   \n",
       "\n",
       "      ...       Day.1          EndMonth                EndYear  \\\n",
       "0     ...         NaN               NaN                    NaN   \n",
       "1     ...         NaN               NaN                    NaN   \n",
       "2     ...         NaN               NaN                    NaN   \n",
       "3     ...         NaN               NaN                    NaN   \n",
       "4     ...   Not Shown  10 - October - X                   1982   \n",
       "5     ...         NaN               NaN                    NaN   \n",
       "6     ...         NaN               NaN                    NaN   \n",
       "7     ...         NaN               NaN                    NaN   \n",
       "8     ...         NaN               NaN                    NaN   \n",
       "9     ...          23    7 - July - VII                   2008   \n",
       "10    ...         NaN               NaN                    NaN   \n",
       "11    ...         NaN               NaN                    NaN   \n",
       "12    ...         NaN               NaN                    NaN   \n",
       "13    ...         NaN               NaN                    NaN   \n",
       "14    ...          10    7 - July - VII                   1982   \n",
       "15    ...          10    7 - July - VII                   1982   \n",
       "16    ...         NaN               NaN                    NaN   \n",
       "17    ...         NaN               NaN                    NaN   \n",
       "18    ...         NaN               NaN                    NaN   \n",
       "19    ...         NaN               NaN                    NaN   \n",
       "20    ...         NaN               NaN                    NaN   \n",
       "21    ...         NaN               NaN                    NaN   \n",
       "22    ...         NaN               NaN                    NaN   \n",
       "23    ...         NaN               NaN                    NaN   \n",
       "24    ...         NaN               NaN                    NaN   \n",
       "25    ...         NaN               NaN                    NaN   \n",
       "26    ...         NaN               NaN                    NaN   \n",
       "27    ...         NaN               NaN                    NaN   \n",
       "28    ...         NaN               NaN                    NaN   \n",
       "29    ...   Not Shown         Not Shown              Not Shown   \n",
       "...   ...         ...               ...                    ...   \n",
       "4074  ...         NaN               NaN                    NaN   \n",
       "4075  ...         NaN               NaN                    NaN   \n",
       "4076  ...         NaN               NaN                    NaN   \n",
       "4077  ...           4    7 - July - VII                   1984   \n",
       "4078  ...         NaN               NaN                    NaN   \n",
       "4079  ...           4    7 - July - VII                   1984   \n",
       "4080  ...           4    7 - July - VII                   1984   \n",
       "4081  ...         NaN               NaN                    NaN   \n",
       "4082  ...         NaN               NaN                    NaN   \n",
       "4083  ...         NaN               NaN                    NaN   \n",
       "4084  ...         NaN               NaN                    NaN   \n",
       "4085  ...         NaN               NaN                    NaN   \n",
       "4086  ...         NaN               NaN                    NaN   \n",
       "4087  ...         NaN               NaN                    NaN   \n",
       "4088  ...         NaN               NaN                    NaN   \n",
       "4089  ...         NaN               NaN                    NaN   \n",
       "4090  ...         NaN               NaN                    NaN   \n",
       "4091  ...         NaN               NaN                    NaN   \n",
       "4092  ...         NaN               NaN                    NaN   \n",
       "4093  ...   Not Shown  10 - October - X                   1981   \n",
       "4094  ...         NaN               NaN                    NaN   \n",
       "4095  ...         NaN               NaN                    NaN   \n",
       "4096  ...         NaN               NaN                    NaN   \n",
       "4097  ...         NaN               NaN                    NaN   \n",
       "4098  ...         NaN               NaN                    NaN   \n",
       "4099  ...         NaN               NaN                    NaN   \n",
       "4100  ...         NaN               NaN                    NaN   \n",
       "4101  ...         NaN               NaN                    NaN   \n",
       "4102  ...         NaN               NaN                    NaN   \n",
       "4103  ...   Not Shown  10 - October - X  Only two digits shown   \n",
       "\n",
       "     subject_CatalogueIRN         subject_MulIdentifier  \\\n",
       "0                 6500239  010156626_108834_1685214.jpg   \n",
       "1                 6496833  010156627_108834_1685214.jpg   \n",
       "2                 6501602  010156628_108834_1685214.jpg   \n",
       "3                 6494358  010156629_108834_1685214.jpg   \n",
       "4                 6500671  010156630_108834_1685214.jpg   \n",
       "5                 6495639  010156631_108834_1685214.jpg   \n",
       "6                 6496345  010156634_108834_1685214.jpg   \n",
       "7                 6499759  010156635_108834_1685214.jpg   \n",
       "8                 6494094  010156636_108834_1685214.jpg   \n",
       "9                 6501876  010156637_108834_1685214.jpg   \n",
       "10                6497097  010156638_108834_1685214.jpg   \n",
       "11                6498222  010156641_108834_1737739.jpg   \n",
       "12                6501040  010156642_108834_1737739.jpg   \n",
       "13                6496010  010156643_108834_1737739.jpg   \n",
       "14                6494739  010156644_108834_1737739.jpg   \n",
       "15                6502531  010156645_108834_1737739.jpg   \n",
       "16                6497059  010156646_108834_1737739.jpg   \n",
       "17                6500481  010156647_108834_1737739.jpg   \n",
       "18                6499666  010156649_108834_1708013.jpg   \n",
       "19                6497676  010156650_108834_1708013.jpg   \n",
       "20                6498513  010156651_108834_1708013.jpg   \n",
       "21                6501593  010156654_108834_1617759.jpg   \n",
       "22                6494353  010156655_108834_1617759.jpg   \n",
       "23                6496516  010156657_108834_1708013.jpg   \n",
       "24                6502315  010156658_108834_1708013.jpg   \n",
       "25                6495107  010156659_108834_1708013.jpg   \n",
       "26                6495820  010156660_108834_1708013.jpg   \n",
       "27                6501365  010156661_108834_1708013.jpg   \n",
       "28                6499219  010156663_108834_1708013.jpg   \n",
       "29                6500129  010156664_108834_1708013.jpg   \n",
       "...                   ...                           ...   \n",
       "4074              6501292  010156548_108834_1737739.jpg   \n",
       "4075              6502524  010156550_108834_1737739.jpg   \n",
       "4076              6494727  010156551_108834_1737739.jpg   \n",
       "4077              6500486  010156552_108834_1737739.jpg   \n",
       "4078              6481382   010156585_108834_469404.jpg   \n",
       "4079              6480925   010156586_108834_469404.jpg   \n",
       "4080              6480290   010156587_108834_469404.jpg   \n",
       "4081              6482648   010156589_108834_469404.jpg   \n",
       "4082              6481400   010156590_108834_469404.jpg   \n",
       "4083              6482197   010156591_108834_469404.jpg   \n",
       "4084              6480906   010156593_108834_469404.jpg   \n",
       "4085              6480360   010156594_108834_469404.jpg   \n",
       "4086              6481104   010156595_108834_469404.jpg   \n",
       "4087              6482023   010156596_108834_469404.jpg   \n",
       "4088              6482590   010156597_108834_469404.jpg   \n",
       "4089              6497968  010156601_108834_1685214.jpg   \n",
       "4090              6501505  010156602_108834_1685214.jpg   \n",
       "4091              6495971  010156603_108834_1685214.jpg   \n",
       "4092              6494989  010156604_108834_1685214.jpg   \n",
       "4093              6480751   010156605_108834_469404.jpg   \n",
       "4094              6501869  010156609_108834_1685214.jpg   \n",
       "4095              6495378  010156610_108834_1685214.jpg   \n",
       "4096              6500941  010156611_108834_1685214.jpg   \n",
       "4097              6497513  010156612_108834_1685214.jpg   \n",
       "4098              6498858  010156613_108834_1685214.jpg   \n",
       "4099              6494354  010156617_108834_1685214.jpg   \n",
       "4100              6500235  010156618_108834_1685214.jpg   \n",
       "4101              6496823  010156619_108834_1685214.jpg   \n",
       "4102              6498247  010156620_108834_1685214.jpg   \n",
       "4103              6494694  010156625_108834_1685214.jpg   \n",
       "\n",
       "              subject_MulTitle subject_MultimediaIRN subject_EntCatBarcode  \\\n",
       "0     010156626_108834_1685214               1482059              10156626   \n",
       "1     010156627_108834_1685214               1478605              10156627   \n",
       "2     010156628_108834_1685214               1483423              10156628   \n",
       "3     010156629_108834_1685214               1476092              10156629   \n",
       "4     010156630_108834_1685214               1482491              10156630   \n",
       "5     010156631_108834_1685214               1477415              10156631   \n",
       "6     010156634_108834_1685214               1478121              10156634   \n",
       "7     010156635_108834_1685214               1481581              10156635   \n",
       "8     010156636_108834_1685214               1475774              10156636   \n",
       "9     010156637_108834_1685214               1483697              10156637   \n",
       "10    010156638_108834_1685214               1478867              10156638   \n",
       "11    010156641_108834_1737739               1480007              10156641   \n",
       "12    010156642_108834_1737739               1482861              10156642   \n",
       "13    010156643_108834_1737739               1477786              10156643   \n",
       "14    010156644_108834_1737739               1476523              10156644   \n",
       "15    010156645_108834_1737739               1484352              10156645   \n",
       "16    010156646_108834_1737739               1478830              10156646   \n",
       "17    010156647_108834_1737739               1482301              10156647   \n",
       "18    010156649_108834_1708013               1481485              10156649   \n",
       "19    010156650_108834_1708013               1479457              10156650   \n",
       "20    010156651_108834_1708013               1480297              10156651   \n",
       "21    010156654_108834_1617759               1483414              10156654   \n",
       "22    010156655_108834_1617759               1476084              10156655   \n",
       "23    010156657_108834_1708013               1478291              10156657   \n",
       "24    010156658_108834_1708013               1484136              10156658   \n",
       "25    010156659_108834_1708013               1476885              10156659   \n",
       "26    010156660_108834_1708013               1477596              10156660   \n",
       "27    010156661_108834_1708013               1483186              10156661   \n",
       "28    010156663_108834_1708013               1481014              10156663   \n",
       "29    010156664_108834_1708013               1481950              10156664   \n",
       "...                        ...                   ...                   ...   \n",
       "4074  010156548_108834_1737739               1483113              10156548   \n",
       "4075  010156550_108834_1737739               1484345              10156550   \n",
       "4076  010156551_108834_1737739               1476511              10156551   \n",
       "4077  010156552_108834_1737739               1482306              10156552   \n",
       "4078   010156585_108834_469404               1432015              10156585   \n",
       "4079   010156586_108834_469404               1431529              10156586   \n",
       "4080   010156587_108834_469404               1430862              10156587   \n",
       "4081   010156589_108834_469404               1433390              10156589   \n",
       "4082   010156590_108834_469404               1432034              10156590   \n",
       "4083   010156591_108834_469404               1432904              10156591   \n",
       "4084   010156593_108834_469404               1431509              10156593   \n",
       "4085   010156594_108834_469404               1430937              10156594   \n",
       "4086   010156595_108834_469404               1431720              10156595   \n",
       "4087   010156596_108834_469404               1432716              10156596   \n",
       "4088   010156597_108834_469404               1433331              10156597   \n",
       "4089  010156601_108834_1685214               1479749              10156601   \n",
       "4090  010156602_108834_1685214               1483326              10156602   \n",
       "4091  010156603_108834_1685214               1477747              10156603   \n",
       "4092  010156604_108834_1685214               1476769              10156604   \n",
       "4093   010156605_108834_469404               1431344              10156605   \n",
       "4094  010156609_108834_1685214               1483690              10156609   \n",
       "4095  010156610_108834_1685214               1477155              10156610   \n",
       "4096  010156611_108834_1685214               1482762              10156611   \n",
       "4097  010156612_108834_1685214               1479290              10156612   \n",
       "4098  010156613_108834_1685214               1480654              10156613   \n",
       "4099  010156617_108834_1685214               1476086              10156617   \n",
       "4100  010156618_108834_1685214               1482055              10156618   \n",
       "4101  010156619_108834_1685214               1478595              10156619   \n",
       "4102  010156620_108834_1685214               1480032              10156620   \n",
       "4103  010156625_108834_1685214               1476478              10156625   \n",
       "\n",
       "      subject_SuperFamily  Expo  \n",
       "0            Chalcidoidea  3279  \n",
       "1            Chalcidoidea  3279  \n",
       "2            Chalcidoidea  3279  \n",
       "3            Chalcidoidea  3279  \n",
       "4            Chalcidoidea  3279  \n",
       "5            Chalcidoidea  3279  \n",
       "6            Chalcidoidea  3279  \n",
       "7            Chalcidoidea  3279  \n",
       "8            Chalcidoidea  3279  \n",
       "9            Chalcidoidea  3279  \n",
       "10           Chalcidoidea  3279  \n",
       "11           Chalcidoidea  3279  \n",
       "12           Chalcidoidea  3279  \n",
       "13           Chalcidoidea  3279  \n",
       "14           Chalcidoidea  3279  \n",
       "15           Chalcidoidea  3279  \n",
       "16           Chalcidoidea  3279  \n",
       "17           Chalcidoidea  3279  \n",
       "18           Chalcidoidea  3279  \n",
       "19           Chalcidoidea  3279  \n",
       "20           Chalcidoidea  3279  \n",
       "21           Chalcidoidea  3279  \n",
       "22           Chalcidoidea  3279  \n",
       "23           Chalcidoidea  3279  \n",
       "24           Chalcidoidea  3279  \n",
       "25           Chalcidoidea  3279  \n",
       "26           Chalcidoidea  3279  \n",
       "27           Chalcidoidea  3279  \n",
       "28           Chalcidoidea  3279  \n",
       "29           Chalcidoidea  3279  \n",
       "...                   ...   ...  \n",
       "4074         Chalcidoidea  2438  \n",
       "4075         Chalcidoidea  2438  \n",
       "4076         Chalcidoidea  2438  \n",
       "4077         Chalcidoidea  2438  \n",
       "4078         Chalcidoidea  2438  \n",
       "4079         Chalcidoidea  2438  \n",
       "4080         Chalcidoidea  2438  \n",
       "4081         Chalcidoidea  2438  \n",
       "4082         Chalcidoidea  2438  \n",
       "4083         Chalcidoidea  2438  \n",
       "4084         Chalcidoidea  2438  \n",
       "4085         Chalcidoidea  2438  \n",
       "4086         Chalcidoidea  2438  \n",
       "4087         Chalcidoidea  2438  \n",
       "4088         Chalcidoidea  2438  \n",
       "4089         Chalcidoidea  2438  \n",
       "4090         Chalcidoidea  2438  \n",
       "4091         Chalcidoidea  2438  \n",
       "4092         Chalcidoidea  2438  \n",
       "4093         Chalcidoidea  2438  \n",
       "4094         Chalcidoidea  2438  \n",
       "4095         Chalcidoidea  2438  \n",
       "4096         Chalcidoidea  2438  \n",
       "4097         Chalcidoidea  2438  \n",
       "4098         Chalcidoidea  2438  \n",
       "4099         Chalcidoidea  2438  \n",
       "4100         Chalcidoidea  2438  \n",
       "4101         Chalcidoidea  2438  \n",
       "4102         Chalcidoidea  2438  \n",
       "4103         Chalcidoidea  2438  \n",
       "\n",
       "[4104 rows x 25 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for row in df1.index:\n",
    "    try:\n",
    "        df1.iloc[row,8] = name_dict.get(df1.iloc[row,8], df1.iloc[row,8])\n",
    "        df1.iloc[row,9] = name_dict.get(df1.iloc[row,9], df1.iloc[row,9])\n",
    "    except AttributeError:\n",
    "        continue\n",
    "df1"
   ]
  }
 ],
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