1. Classifying Partial Permits.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Goal 1\n",
    "## Given a partial permit, can we predict what classification it belongs to?\n",
    "\n",
    "Trade permits can be messy and incomplete. Can we use this partial data to successfully predict which Purpose code the permit should belong to?\n",
    "\n",
    "### Getting Started\n",
    "- Open up the CITES trade database at https://trade.cites.org/\n",
    "- Select a year range and click *Search*\n",
    "- Download a Comparative Tabulation report and place it in `data/`\n",
    "- Install requirements with `pip install -r requirements.txt`\n",
    "- Run this notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout, Activation\n",
    "from keras.wrappers.scikit_learn import KerasClassifier\n",
    "from keras.utils import np_utils\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.pipeline import Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed = 1\n",
    "np.random.seed(seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing our data\n",
    "Let's import our data into a pandas dataframe and take a look at it. We're using a comparative tabulation report from the CITES database website for a single year for all countries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>App.</th>\n",
       "      <th>Taxon</th>\n",
       "      <th>Class</th>\n",
       "      <th>Order</th>\n",
       "      <th>Family</th>\n",
       "      <th>Genus</th>\n",
       "      <th>Importer</th>\n",
       "      <th>Exporter</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Importer reported quantity</th>\n",
       "      <th>Exporter reported quantity</th>\n",
       "      <th>Term</th>\n",
       "      <th>Unit</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>Source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Aquila heliaca</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Aquila</td>\n",
       "      <td>TR</td>\n",
       "      <td>NL</td>\n",
       "      <td>CZ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Aquila heliaca</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Aquila</td>\n",
       "      <td>XV</td>\n",
       "      <td>RS</td>\n",
       "      <td>RS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>BE</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>BE</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>DK</td>\n",
       "      <td>IS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>700.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>XV</td>\n",
       "      <td>RS</td>\n",
       "      <td>RS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Acipenser brevirostrum</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>CH</td>\n",
       "      <td>DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Acipenser brevirostrum</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>TW</td>\n",
       "      <td>CA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>eggs (live)</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Acipenser sturio</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>US</td>\n",
       "      <td>IR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>caviar</td>\n",
       "      <td>g</td>\n",
       "      <td>P</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Agave parviflora</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Liliales</td>\n",
       "      <td>Agavaceae</td>\n",
       "      <td>Agave</td>\n",
       "      <td>US</td>\n",
       "      <td>TH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>AU</td>\n",
       "      <td>NZ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>IL</td>\n",
       "      <td>DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>JP</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>JP</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KP</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KR</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KR</td>\n",
       "      <td>JP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>US</td>\n",
       "      <td>CA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Alligator sinensis</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Crocodylia</td>\n",
       "      <td>Alligatoridae</td>\n",
       "      <td>Alligator</td>\n",
       "      <td>KP</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Melanosuchus niger</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Crocodylia</td>\n",
       "      <td>Alligatoridae</td>\n",
       "      <td>Melanosuchus</td>\n",
       "      <td>US</td>\n",
       "      <td>DK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Anas laysanensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anas</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>XX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Anas laysanensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anas</td>\n",
       "      <td>MC</td>\n",
       "      <td>FR</td>\n",
       "      <td>XX</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Asarcornis scutulata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Asarcornis</td>\n",
       "      <td>GB</td>\n",
       "      <td>JE</td>\n",
       "      <td>GB</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Asarcornis scutulata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Asarcornis</td>\n",
       "      <td>GB</td>\n",
       "      <td>JE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Branta sandvicensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Branta</td>\n",
       "      <td>CN</td>\n",
       "      <td>GB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2016</td>\n",
       "      <td>I</td>\n",
       "      <td>Branta sandvicensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Branta</td>\n",
       "      <td>MC</td>\n",
       "      <td>FR</td>\n",
       "      <td>XX</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>I</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75861</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Thalurania furcata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Apodiformes</td>\n",
       "      <td>Trochilidae</td>\n",
       "      <td>Thalurania</td>\n",
       "      <td>US</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75862</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Threnetes niger</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Apodiformes</td>\n",
       "      <td>Trochilidae</td>\n",
       "      <td>Threnetes</td>\n",
       "      <td>US</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75863</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Ursus arctos</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ursidae</td>\n",
       "      <td>Ursus</td>\n",
       "      <td>BG</td>\n",
       "      <td>RU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>trophies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75864</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus niloticus</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MG</td>\n",
       "      <td>FR</td>\n",
       "      <td>TD</td>\n",
       "      <td>459.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>skin pieces</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75865</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>CR</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75866</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>FR</td>\n",
       "      <td>ID</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75867</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>FR</td>\n",
       "      <td>MY</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75868</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>GB</td>\n",
       "      <td>ID</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75869</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>IT</td>\n",
       "      <td>ID</td>\n",
       "      <td>8.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75870</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>US</td>\n",
       "      <td>CO</td>\n",
       "      <td>ID</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75871</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75872</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>XX</td>\n",
       "      <td>CO</td>\n",
       "      <td>ID</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75873</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Dioon spinulosum</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>Dioon</td>\n",
       "      <td>NL</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75874</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Zamiaceae spp.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE</td>\n",
       "      <td>AO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75875</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Zamia integrifolia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>Zamia</td>\n",
       "      <td>NL</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75876</th>\n",
       "      <td>2017</td>\n",
       "      <td>II</td>\n",
       "      <td>Scleractinia spp.</td>\n",
       "      <td>Anthozoa</td>\n",
       "      <td>Scleractinia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE</td>\n",
       "      <td>AO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>raw corals</td>\n",
       "      <td>kg</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75877</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Canis aureus</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Canidae</td>\n",
       "      <td>Canis</td>\n",
       "      <td>DE</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>skins</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75878</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Canis aureus</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Canidae</td>\n",
       "      <td>Canis</td>\n",
       "      <td>US</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>trophies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75879</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Sarcoramphus papa</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Cathartidae</td>\n",
       "      <td>Sarcoramphus</td>\n",
       "      <td>JP</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75880</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Dipteryx panamensis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fabales</td>\n",
       "      <td>Leguminosae</td>\n",
       "      <td>Dipteryx</td>\n",
       "      <td>CR</td>\n",
       "      <td>NI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sawn wood</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75881</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>bones</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75882</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.0</td>\n",
       "      <td>hair</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75883</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>452.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75884</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>IN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75885</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75886</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sawn wood</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75887</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>IN</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.3</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75888</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Daboia russelii</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Serpentes</td>\n",
       "      <td>Viperidae</td>\n",
       "      <td>Daboia</td>\n",
       "      <td>RS</td>\n",
       "      <td>IT</td>\n",
       "      <td>US</td>\n",
       "      <td>200.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75889</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Civettictis civetta</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Viverridae</td>\n",
       "      <td>Civettictis</td>\n",
       "      <td>FR</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>635.1</td>\n",
       "      <td>musk</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75890</th>\n",
       "      <td>2017</td>\n",
       "      <td>III</td>\n",
       "      <td>Civettictis civetta</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Viverridae</td>\n",
       "      <td>Civettictis</td>\n",
       "      <td>KR</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>480.0</td>\n",
       "      <td>musk</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75891 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Year App.                   Taxon        Class             Order  \\\n",
       "0      2016    I          Aquila heliaca         Aves     Falconiformes   \n",
       "1      2016    I          Aquila heliaca         Aves     Falconiformes   \n",
       "2      2016    I    Haliaeetus albicilla         Aves     Falconiformes   \n",
       "3      2016    I    Haliaeetus albicilla         Aves     Falconiformes   \n",
       "4      2016    I    Haliaeetus albicilla         Aves     Falconiformes   \n",
       "5      2016    I    Haliaeetus albicilla         Aves     Falconiformes   \n",
       "6      2016    I          Harpia harpyja         Aves     Falconiformes   \n",
       "7      2016    I          Harpia harpyja         Aves     Falconiformes   \n",
       "8      2016    I          Harpia harpyja         Aves     Falconiformes   \n",
       "9      2016    I  Acipenser brevirostrum  Actinopteri  Acipenseriformes   \n",
       "10     2016    I  Acipenser brevirostrum  Actinopteri  Acipenseriformes   \n",
       "11     2016    I        Acipenser sturio  Actinopteri  Acipenseriformes   \n",
       "12     2016    I        Agave parviflora          NaN          Liliales   \n",
       "13     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "14     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "15     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "16     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "17     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "18     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "19     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "20     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "21     2016    I         Ailurus fulgens     Mammalia         Carnivora   \n",
       "22     2016    I      Alligator sinensis     Reptilia        Crocodylia   \n",
       "23     2016    I      Melanosuchus niger     Reptilia        Crocodylia   \n",
       "24     2016    I        Anas laysanensis         Aves      Anseriformes   \n",
       "25     2016    I        Anas laysanensis         Aves      Anseriformes   \n",
       "26     2016    I    Asarcornis scutulata         Aves      Anseriformes   \n",
       "27     2016    I    Asarcornis scutulata         Aves      Anseriformes   \n",
       "28     2016    I     Branta sandvicensis         Aves      Anseriformes   \n",
       "29     2016    I     Branta sandvicensis         Aves      Anseriformes   \n",
       "...     ...  ...                     ...          ...               ...   \n",
       "75861  2017   II      Thalurania furcata         Aves       Apodiformes   \n",
       "75862  2017   II         Threnetes niger         Aves       Apodiformes   \n",
       "75863  2017   II            Ursus arctos     Mammalia         Carnivora   \n",
       "75864  2017   II       Varanus niloticus     Reptilia            Sauria   \n",
       "75865  2017   II        Varanus salvator     Reptilia            Sauria   \n",
       "75866  2017   II        Varanus salvator     Reptilia            Sauria   \n",
       "75867  2017   II        Varanus salvator     Reptilia            Sauria   \n",
       "75868  2017   II        Varanus salvator     Reptilia            Sauria   \n",
       "75869  2017   II        Varanus salvator     Reptilia            Sauria   \n",
       "75870  2017   II        Varanus salvator     Reptilia            Sauria   \n",
       "75871  2017   II        Varanus salvator     Reptilia            Sauria   \n",
       "75872  2017   II        Varanus salvator     Reptilia            Sauria   \n",
       "75873  2017   II        Dioon spinulosum          NaN         Cycadales   \n",
       "75874  2017   II          Zamiaceae spp.          NaN         Cycadales   \n",
       "75875  2017   II      Zamia integrifolia          NaN         Cycadales   \n",
       "75876  2017   II       Scleractinia spp.     Anthozoa      Scleractinia   \n",
       "75877  2017  III            Canis aureus     Mammalia         Carnivora   \n",
       "75878  2017  III            Canis aureus     Mammalia         Carnivora   \n",
       "75879  2017  III       Sarcoramphus papa         Aves     Falconiformes   \n",
       "75880  2017  III     Dipteryx panamensis          NaN           Fabales   \n",
       "75881  2017  III     Choloepus hoffmanni     Mammalia            Pilosa   \n",
       "75882  2017  III     Choloepus hoffmanni     Mammalia            Pilosa   \n",
       "75883  2017  III     Choloepus hoffmanni     Mammalia            Pilosa   \n",
       "75884  2017  III         Cedrela odorata          NaN        Sapindales   \n",
       "75885  2017  III         Cedrela odorata          NaN        Sapindales   \n",
       "75886  2017  III         Cedrela odorata          NaN        Sapindales   \n",
       "75887  2017  III         Cedrela odorata          NaN        Sapindales   \n",
       "75888  2017  III         Daboia russelii     Reptilia         Serpentes   \n",
       "75889  2017  III     Civettictis civetta     Mammalia         Carnivora   \n",
       "75890  2017  III     Civettictis civetta     Mammalia         Carnivora   \n",
       "\n",
       "               Family         Genus Importer Exporter Origin  \\\n",
       "0        Accipitridae        Aquila       TR       NL     CZ   \n",
       "1        Accipitridae        Aquila       XV       RS     RS   \n",
       "2        Accipitridae    Haliaeetus       BE       NO    NaN   \n",
       "3        Accipitridae    Haliaeetus       BE       NO    NaN   \n",
       "4        Accipitridae    Haliaeetus       DK       IS    NaN   \n",
       "5        Accipitridae    Haliaeetus       XV       RS     RS   \n",
       "6        Accipitridae        Harpia       BR       FR    NaN   \n",
       "7        Accipitridae        Harpia       BR       FR    NaN   \n",
       "8        Accipitridae        Harpia       BR       FR    NaN   \n",
       "9       Acipenseridae     Acipenser       CH       DE    NaN   \n",
       "10      Acipenseridae     Acipenser       TW       CA    NaN   \n",
       "11      Acipenseridae     Acipenser       US       IR    NaN   \n",
       "12          Agavaceae         Agave       US       TH    NaN   \n",
       "13          Ailuridae       Ailurus       AU       NZ    NaN   \n",
       "14          Ailuridae       Ailurus       CA       US    NaN   \n",
       "15          Ailuridae       Ailurus       IL       DE    NaN   \n",
       "16          Ailuridae       Ailurus       JP       US    NaN   \n",
       "17          Ailuridae       Ailurus       JP       US    NaN   \n",
       "18          Ailuridae       Ailurus       KP       CN    NaN   \n",
       "19          Ailuridae       Ailurus       KR       CN    NaN   \n",
       "20          Ailuridae       Ailurus       KR       JP    NaN   \n",
       "21          Ailuridae       Ailurus       US       CA    NaN   \n",
       "22      Alligatoridae     Alligator       KP       CN    NaN   \n",
       "23      Alligatoridae  Melanosuchus       US       DK    NaN   \n",
       "24           Anatidae          Anas       CA       US     XX   \n",
       "25           Anatidae          Anas       MC       FR     XX   \n",
       "26           Anatidae    Asarcornis       GB       JE     GB   \n",
       "27           Anatidae    Asarcornis       GB       JE    NaN   \n",
       "28           Anatidae        Branta       CN       GB    NaN   \n",
       "29           Anatidae        Branta       MC       FR     XX   \n",
       "...               ...           ...      ...      ...    ...   \n",
       "75861     Trochilidae    Thalurania       US       PE    NaN   \n",
       "75862     Trochilidae     Threnetes       US       PE    NaN   \n",
       "75863         Ursidae         Ursus       BG       RU    NaN   \n",
       "75864       Varanidae       Varanus       MG       FR     TD   \n",
       "75865       Varanidae       Varanus       CR       US    NaN   \n",
       "75866       Varanidae       Varanus       MO       FR     ID   \n",
       "75867       Varanidae       Varanus       MO       FR     MY   \n",
       "75868       Varanidae       Varanus       MO       GB     ID   \n",
       "75869       Varanidae       Varanus       MO       IT     ID   \n",
       "75870       Varanidae       Varanus       US       CO     ID   \n",
       "75871       Varanidae       Varanus       US       CR    NaN   \n",
       "75872       Varanidae       Varanus       XX       CO     ID   \n",
       "75873       Zamiaceae         Dioon       NL       CR    NaN   \n",
       "75874       Zamiaceae           NaN       DE       AO    NaN   \n",
       "75875       Zamiaceae         Zamia       NL       CR    NaN   \n",
       "75876             NaN           NaN       DE       AO    NaN   \n",
       "75877         Canidae         Canis       DE       ET    NaN   \n",
       "75878         Canidae         Canis       US       ET    NaN   \n",
       "75879     Cathartidae  Sarcoramphus       JP       PE    NaN   \n",
       "75880     Leguminosae      Dipteryx       CR       NI    NaN   \n",
       "75881  Megalonychidae     Choloepus       US       CR    NaN   \n",
       "75882  Megalonychidae     Choloepus       US       CR    NaN   \n",
       "75883  Megalonychidae     Choloepus       US       CR    NaN   \n",
       "75884       Meliaceae       Cedrela       CR       IN    NaN   \n",
       "75885       Meliaceae       Cedrela       CR       PR    NaN   \n",
       "75886       Meliaceae       Cedrela       CR       US    NaN   \n",
       "75887       Meliaceae       Cedrela       IN       CR    NaN   \n",
       "75888       Viperidae        Daboia       RS       IT     US   \n",
       "75889      Viverridae   Civettictis       FR       ET    NaN   \n",
       "75890      Viverridae   Civettictis       KR       ET    NaN   \n",
       "\n",
       "       Importer reported quantity  Exporter reported quantity  \\\n",
       "0                             NaN                         1.0   \n",
       "1                             NaN                         1.0   \n",
       "2                             NaN                        43.0   \n",
       "3                             NaN                        43.0   \n",
       "4                          700.00                         NaN   \n",
       "5                             NaN                         1.0   \n",
       "6                             NaN                        12.0   \n",
       "7                             NaN                         4.0   \n",
       "8                             NaN                         2.0   \n",
       "9                             NaN                         4.0   \n",
       "10                            NaN                         3.0   \n",
       "11                         100.00                         NaN   \n",
       "12                            NaN                         1.0   \n",
       "13                            NaN                         2.0   \n",
       "14                           1.00                         1.0   \n",
       "15                            NaN                         2.0   \n",
       "16                           1.00                         NaN   \n",
       "17                            NaN                         1.0   \n",
       "18                            NaN                         1.0   \n",
       "19                            NaN                         1.0   \n",
       "20                            NaN                         1.0   \n",
       "21                           5.00                         5.0   \n",
       "22                            NaN                         1.0   \n",
       "23                          10.00                         NaN   \n",
       "24                            NaN                         3.0   \n",
       "25                           2.00                         NaN   \n",
       "26                           1.00                         1.0   \n",
       "27                           1.00                         2.0   \n",
       "28                           1.00                         NaN   \n",
       "29                           2.00                         NaN   \n",
       "...                           ...                         ...   \n",
       "75861                         NaN                        22.0   \n",
       "75862                         NaN                        16.0   \n",
       "75863                        1.00                         NaN   \n",
       "75864                      459.00                         NaN   \n",
       "75865                        1.00                         NaN   \n",
       "75866                        1.00                         NaN   \n",
       "75867                        2.00                         NaN   \n",
       "75868                        2.00                         NaN   \n",
       "75869                        8.00                         NaN   \n",
       "75870                         NaN                         8.0   \n",
       "75871                         NaN                        21.0   \n",
       "75872                         NaN                         1.0   \n",
       "75873                         NaN                      1500.0   \n",
       "75874                         NaN                         2.0   \n",
       "75875                         NaN                      1500.0   \n",
       "75876                         NaN                        50.0   \n",
       "75877                         NaN                         1.0   \n",
       "75878                         NaN                         7.0   \n",
       "75879                         NaN                         2.0   \n",
       "75880                       19.55                         NaN   \n",
       "75881                         NaN                         5.0   \n",
       "75882                         NaN                        96.0   \n",
       "75883                         NaN                       452.0   \n",
       "75884                       20.30                         NaN   \n",
       "75885                       17.66                         NaN   \n",
       "75886                        8.67                         NaN   \n",
       "75887                         NaN                        20.3   \n",
       "75888                      200.00                         NaN   \n",
       "75889                         NaN                       635.1   \n",
       "75890                         NaN                       480.0   \n",
       "\n",
       "                           Term Unit Purpose Source  \n",
       "0                        bodies  NaN       T      C  \n",
       "1                        bodies  NaN       Q      O  \n",
       "2                      feathers  NaN       S      W  \n",
       "3                     specimens  NaN       S      W  \n",
       "4                     specimens  NaN       S      W  \n",
       "5                        bodies  NaN       Q      O  \n",
       "6                      feathers  NaN       S      C  \n",
       "7                      feathers  NaN       S      U  \n",
       "8                      feathers  NaN       S      W  \n",
       "9                          live  NaN       T      C  \n",
       "10                  eggs (live)   kg       T      D  \n",
       "11                       caviar    g       P      I  \n",
       "12                         live  NaN       T      D  \n",
       "13                         live  NaN       Z      C  \n",
       "14                         live  NaN       Z      F  \n",
       "15                         live  NaN       Z      C  \n",
       "16                         live  NaN       B      C  \n",
       "17                         live  NaN       Z      C  \n",
       "18                       bodies  NaN       E      U  \n",
       "19                    specimens  NaN       E      C  \n",
       "20                         live  NaN       Z      C  \n",
       "21                         live  NaN       Z      C  \n",
       "22                       bodies  NaN       E      U  \n",
       "23                         live  NaN       Z      F  \n",
       "24                     feathers  NaN       S      I  \n",
       "25                         live  NaN       Z      I  \n",
       "26                       bodies  NaN       S      C  \n",
       "27                       bodies  NaN       S      C  \n",
       "28                       bodies  NaN       Q      C  \n",
       "29                         live  NaN       Z      I  \n",
       "...                         ...  ...     ...    ...  \n",
       "75861                 specimens  NaN       S      W  \n",
       "75862                 specimens  NaN       S      W  \n",
       "75863                  trophies  NaN       H      W  \n",
       "75864               skin pieces  NaN       T      W  \n",
       "75865                      live  NaN       T      C  \n",
       "75866  leather products (small)  NaN       T      W  \n",
       "75867  leather products (small)  NaN       T      W  \n",
       "75868  leather products (small)  NaN       T      W  \n",
       "75869  leather products (small)  NaN       T      W  \n",
       "75870  leather products (small)  NaN       T      W  \n",
       "75871                      live  NaN       T      C  \n",
       "75872  leather products (small)  NaN       T      W  \n",
       "75873                      live  NaN       T      A  \n",
       "75874                 specimens  NaN       S      W  \n",
       "75875                      live  NaN       T      A  \n",
       "75876                raw corals   kg       S      W  \n",
       "75877                     skins  NaN       H      W  \n",
       "75878                  trophies  NaN       H      W  \n",
       "75879                      live  NaN       T      F  \n",
       "75880                 sawn wood   m3       T      W  \n",
       "75881                     bones  NaN       S      W  \n",
       "75882                      hair  NaN       S      W  \n",
       "75883                 specimens  NaN       S      W  \n",
       "75884                    timber   m3       T      A  \n",
       "75885                    timber   m3       T      A  \n",
       "75886                 sawn wood   m3       T      A  \n",
       "75887                    timber   m3       T      W  \n",
       "75888                 specimens  NaN       T      F  \n",
       "75889                      musk   kg       T      R  \n",
       "75890                      musk   kg       T      R  \n",
       "\n",
       "[75891 rows x 16 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe = pd.read_csv(\"data/goal_1_data.csv\", skipinitialspace=True, dtype={\n",
    "    'Importer reported quantity': float,\n",
    "    'Exporter reported quantity': float\n",
    "})\n",
    "\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Formatting the data\n",
    "The Year and App. columns probably aren't going to matter to us in how we classify these records, so let's drop those first...\n",
    "We'll also remove any additional whitespace from the column names to make things easier to deal with later on..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Taxon</th>\n",
       "      <th>Class</th>\n",
       "      <th>Order</th>\n",
       "      <th>Family</th>\n",
       "      <th>Genus</th>\n",
       "      <th>Importer</th>\n",
       "      <th>Exporter</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Importer reported quantity</th>\n",
       "      <th>Exporter reported quantity</th>\n",
       "      <th>Term</th>\n",
       "      <th>Unit</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>Source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aquila heliaca</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Aquila</td>\n",
       "      <td>TR</td>\n",
       "      <td>NL</td>\n",
       "      <td>CZ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aquila heliaca</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Aquila</td>\n",
       "      <td>XV</td>\n",
       "      <td>RS</td>\n",
       "      <td>RS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>BE</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>BE</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>DK</td>\n",
       "      <td>IS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>700.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>XV</td>\n",
       "      <td>RS</td>\n",
       "      <td>RS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Acipenser brevirostrum</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>CH</td>\n",
       "      <td>DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Acipenser brevirostrum</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>TW</td>\n",
       "      <td>CA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>eggs (live)</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Acipenser sturio</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>US</td>\n",
       "      <td>IR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>caviar</td>\n",
       "      <td>g</td>\n",
       "      <td>P</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Agave parviflora</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Liliales</td>\n",
       "      <td>Agavaceae</td>\n",
       "      <td>Agave</td>\n",
       "      <td>US</td>\n",
       "      <td>TH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>AU</td>\n",
       "      <td>NZ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>IL</td>\n",
       "      <td>DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>JP</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>JP</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KP</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KR</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KR</td>\n",
       "      <td>JP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>US</td>\n",
       "      <td>CA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alligator sinensis</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Crocodylia</td>\n",
       "      <td>Alligatoridae</td>\n",
       "      <td>Alligator</td>\n",
       "      <td>KP</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Melanosuchus niger</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Crocodylia</td>\n",
       "      <td>Alligatoridae</td>\n",
       "      <td>Melanosuchus</td>\n",
       "      <td>US</td>\n",
       "      <td>DK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Anas laysanensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anas</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>XX</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Anas laysanensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anas</td>\n",
       "      <td>MC</td>\n",
       "      <td>FR</td>\n",
       "      <td>XX</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Asarcornis scutulata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Asarcornis</td>\n",
       "      <td>GB</td>\n",
       "      <td>JE</td>\n",
       "      <td>GB</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Asarcornis scutulata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Asarcornis</td>\n",
       "      <td>GB</td>\n",
       "      <td>JE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Branta sandvicensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Branta</td>\n",
       "      <td>CN</td>\n",
       "      <td>GB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Branta sandvicensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Branta</td>\n",
       "      <td>MC</td>\n",
       "      <td>FR</td>\n",
       "      <td>XX</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>I</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75861</th>\n",
       "      <td>Thalurania furcata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Apodiformes</td>\n",
       "      <td>Trochilidae</td>\n",
       "      <td>Thalurania</td>\n",
       "      <td>US</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75862</th>\n",
       "      <td>Threnetes niger</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Apodiformes</td>\n",
       "      <td>Trochilidae</td>\n",
       "      <td>Threnetes</td>\n",
       "      <td>US</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75863</th>\n",
       "      <td>Ursus arctos</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ursidae</td>\n",
       "      <td>Ursus</td>\n",
       "      <td>BG</td>\n",
       "      <td>RU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>trophies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75864</th>\n",
       "      <td>Varanus niloticus</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MG</td>\n",
       "      <td>FR</td>\n",
       "      <td>TD</td>\n",
       "      <td>459.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>skin pieces</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75865</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>CR</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75866</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>FR</td>\n",
       "      <td>ID</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75867</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>FR</td>\n",
       "      <td>MY</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75868</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>GB</td>\n",
       "      <td>ID</td>\n",
       "      <td>2.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75869</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>IT</td>\n",
       "      <td>ID</td>\n",
       "      <td>8.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75870</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>US</td>\n",
       "      <td>CO</td>\n",
       "      <td>ID</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75871</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75872</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>XX</td>\n",
       "      <td>CO</td>\n",
       "      <td>ID</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75873</th>\n",
       "      <td>Dioon spinulosum</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>Dioon</td>\n",
       "      <td>NL</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75874</th>\n",
       "      <td>Zamiaceae spp.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE</td>\n",
       "      <td>AO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75875</th>\n",
       "      <td>Zamia integrifolia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>Zamia</td>\n",
       "      <td>NL</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75876</th>\n",
       "      <td>Scleractinia spp.</td>\n",
       "      <td>Anthozoa</td>\n",
       "      <td>Scleractinia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE</td>\n",
       "      <td>AO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50.0</td>\n",
       "      <td>raw corals</td>\n",
       "      <td>kg</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75877</th>\n",
       "      <td>Canis aureus</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Canidae</td>\n",
       "      <td>Canis</td>\n",
       "      <td>DE</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>skins</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75878</th>\n",
       "      <td>Canis aureus</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Canidae</td>\n",
       "      <td>Canis</td>\n",
       "      <td>US</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>trophies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75879</th>\n",
       "      <td>Sarcoramphus papa</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Cathartidae</td>\n",
       "      <td>Sarcoramphus</td>\n",
       "      <td>JP</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75880</th>\n",
       "      <td>Dipteryx panamensis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fabales</td>\n",
       "      <td>Leguminosae</td>\n",
       "      <td>Dipteryx</td>\n",
       "      <td>CR</td>\n",
       "      <td>NI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sawn wood</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75881</th>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>bones</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75882</th>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.0</td>\n",
       "      <td>hair</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75883</th>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>452.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75884</th>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>IN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75885</th>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75886</th>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sawn wood</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75887</th>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>IN</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.3</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75888</th>\n",
       "      <td>Daboia russelii</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Serpentes</td>\n",
       "      <td>Viperidae</td>\n",
       "      <td>Daboia</td>\n",
       "      <td>RS</td>\n",
       "      <td>IT</td>\n",
       "      <td>US</td>\n",
       "      <td>200.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75889</th>\n",
       "      <td>Civettictis civetta</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Viverridae</td>\n",
       "      <td>Civettictis</td>\n",
       "      <td>FR</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>635.1</td>\n",
       "      <td>musk</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75890</th>\n",
       "      <td>Civettictis civetta</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Viverridae</td>\n",
       "      <td>Civettictis</td>\n",
       "      <td>KR</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>480.0</td>\n",
       "      <td>musk</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75891 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Taxon        Class             Order          Family  \\\n",
       "0              Aquila heliaca         Aves     Falconiformes    Accipitridae   \n",
       "1              Aquila heliaca         Aves     Falconiformes    Accipitridae   \n",
       "2        Haliaeetus albicilla         Aves     Falconiformes    Accipitridae   \n",
       "3        Haliaeetus albicilla         Aves     Falconiformes    Accipitridae   \n",
       "4        Haliaeetus albicilla         Aves     Falconiformes    Accipitridae   \n",
       "5        Haliaeetus albicilla         Aves     Falconiformes    Accipitridae   \n",
       "6              Harpia harpyja         Aves     Falconiformes    Accipitridae   \n",
       "7              Harpia harpyja         Aves     Falconiformes    Accipitridae   \n",
       "8              Harpia harpyja         Aves     Falconiformes    Accipitridae   \n",
       "9      Acipenser brevirostrum  Actinopteri  Acipenseriformes   Acipenseridae   \n",
       "10     Acipenser brevirostrum  Actinopteri  Acipenseriformes   Acipenseridae   \n",
       "11           Acipenser sturio  Actinopteri  Acipenseriformes   Acipenseridae   \n",
       "12           Agave parviflora          NaN          Liliales       Agavaceae   \n",
       "13            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "14            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "15            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "16            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "17            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "18            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "19            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "20            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "21            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "22         Alligator sinensis     Reptilia        Crocodylia   Alligatoridae   \n",
       "23         Melanosuchus niger     Reptilia        Crocodylia   Alligatoridae   \n",
       "24           Anas laysanensis         Aves      Anseriformes        Anatidae   \n",
       "25           Anas laysanensis         Aves      Anseriformes        Anatidae   \n",
       "26       Asarcornis scutulata         Aves      Anseriformes        Anatidae   \n",
       "27       Asarcornis scutulata         Aves      Anseriformes        Anatidae   \n",
       "28        Branta sandvicensis         Aves      Anseriformes        Anatidae   \n",
       "29        Branta sandvicensis         Aves      Anseriformes        Anatidae   \n",
       "...                       ...          ...               ...             ...   \n",
       "75861      Thalurania furcata         Aves       Apodiformes     Trochilidae   \n",
       "75862         Threnetes niger         Aves       Apodiformes     Trochilidae   \n",
       "75863            Ursus arctos     Mammalia         Carnivora         Ursidae   \n",
       "75864       Varanus niloticus     Reptilia            Sauria       Varanidae   \n",
       "75865        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75866        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75867        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75868        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75869        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75870        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75871        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75872        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75873        Dioon spinulosum          NaN         Cycadales       Zamiaceae   \n",
       "75874          Zamiaceae spp.          NaN         Cycadales       Zamiaceae   \n",
       "75875      Zamia integrifolia          NaN         Cycadales       Zamiaceae   \n",
       "75876       Scleractinia spp.     Anthozoa      Scleractinia             NaN   \n",
       "75877            Canis aureus     Mammalia         Carnivora         Canidae   \n",
       "75878            Canis aureus     Mammalia         Carnivora         Canidae   \n",
       "75879       Sarcoramphus papa         Aves     Falconiformes     Cathartidae   \n",
       "75880     Dipteryx panamensis          NaN           Fabales     Leguminosae   \n",
       "75881     Choloepus hoffmanni     Mammalia            Pilosa  Megalonychidae   \n",
       "75882     Choloepus hoffmanni     Mammalia            Pilosa  Megalonychidae   \n",
       "75883     Choloepus hoffmanni     Mammalia            Pilosa  Megalonychidae   \n",
       "75884         Cedrela odorata          NaN        Sapindales       Meliaceae   \n",
       "75885         Cedrela odorata          NaN        Sapindales       Meliaceae   \n",
       "75886         Cedrela odorata          NaN        Sapindales       Meliaceae   \n",
       "75887         Cedrela odorata          NaN        Sapindales       Meliaceae   \n",
       "75888         Daboia russelii     Reptilia         Serpentes       Viperidae   \n",
       "75889     Civettictis civetta     Mammalia         Carnivora      Viverridae   \n",
       "75890     Civettictis civetta     Mammalia         Carnivora      Viverridae   \n",
       "\n",
       "              Genus Importer Exporter Origin  Importer reported quantity  \\\n",
       "0            Aquila       TR       NL     CZ                         NaN   \n",
       "1            Aquila       XV       RS     RS                         NaN   \n",
       "2        Haliaeetus       BE       NO    NaN                         NaN   \n",
       "3        Haliaeetus       BE       NO    NaN                         NaN   \n",
       "4        Haliaeetus       DK       IS    NaN                      700.00   \n",
       "5        Haliaeetus       XV       RS     RS                         NaN   \n",
       "6            Harpia       BR       FR    NaN                         NaN   \n",
       "7            Harpia       BR       FR    NaN                         NaN   \n",
       "8            Harpia       BR       FR    NaN                         NaN   \n",
       "9         Acipenser       CH       DE    NaN                         NaN   \n",
       "10        Acipenser       TW       CA    NaN                         NaN   \n",
       "11        Acipenser       US       IR    NaN                      100.00   \n",
       "12            Agave       US       TH    NaN                         NaN   \n",
       "13          Ailurus       AU       NZ    NaN                         NaN   \n",
       "14          Ailurus       CA       US    NaN                        1.00   \n",
       "15          Ailurus       IL       DE    NaN                         NaN   \n",
       "16          Ailurus       JP       US    NaN                        1.00   \n",
       "17          Ailurus       JP       US    NaN                         NaN   \n",
       "18          Ailurus       KP       CN    NaN                         NaN   \n",
       "19          Ailurus       KR       CN    NaN                         NaN   \n",
       "20          Ailurus       KR       JP    NaN                         NaN   \n",
       "21          Ailurus       US       CA    NaN                        5.00   \n",
       "22        Alligator       KP       CN    NaN                         NaN   \n",
       "23     Melanosuchus       US       DK    NaN                       10.00   \n",
       "24             Anas       CA       US     XX                         NaN   \n",
       "25             Anas       MC       FR     XX                        2.00   \n",
       "26       Asarcornis       GB       JE     GB                        1.00   \n",
       "27       Asarcornis       GB       JE    NaN                        1.00   \n",
       "28           Branta       CN       GB    NaN                        1.00   \n",
       "29           Branta       MC       FR     XX                        2.00   \n",
       "...             ...      ...      ...    ...                         ...   \n",
       "75861    Thalurania       US       PE    NaN                         NaN   \n",
       "75862     Threnetes       US       PE    NaN                         NaN   \n",
       "75863         Ursus       BG       RU    NaN                        1.00   \n",
       "75864       Varanus       MG       FR     TD                      459.00   \n",
       "75865       Varanus       CR       US    NaN                        1.00   \n",
       "75866       Varanus       MO       FR     ID                        1.00   \n",
       "75867       Varanus       MO       FR     MY                        2.00   \n",
       "75868       Varanus       MO       GB     ID                        2.00   \n",
       "75869       Varanus       MO       IT     ID                        8.00   \n",
       "75870       Varanus       US       CO     ID                         NaN   \n",
       "75871       Varanus       US       CR    NaN                         NaN   \n",
       "75872       Varanus       XX       CO     ID                         NaN   \n",
       "75873         Dioon       NL       CR    NaN                         NaN   \n",
       "75874           NaN       DE       AO    NaN                         NaN   \n",
       "75875         Zamia       NL       CR    NaN                         NaN   \n",
       "75876           NaN       DE       AO    NaN                         NaN   \n",
       "75877         Canis       DE       ET    NaN                         NaN   \n",
       "75878         Canis       US       ET    NaN                         NaN   \n",
       "75879  Sarcoramphus       JP       PE    NaN                         NaN   \n",
       "75880      Dipteryx       CR       NI    NaN                       19.55   \n",
       "75881     Choloepus       US       CR    NaN                         NaN   \n",
       "75882     Choloepus       US       CR    NaN                         NaN   \n",
       "75883     Choloepus       US       CR    NaN                         NaN   \n",
       "75884       Cedrela       CR       IN    NaN                       20.30   \n",
       "75885       Cedrela       CR       PR    NaN                       17.66   \n",
       "75886       Cedrela       CR       US    NaN                        8.67   \n",
       "75887       Cedrela       IN       CR    NaN                         NaN   \n",
       "75888        Daboia       RS       IT     US                      200.00   \n",
       "75889   Civettictis       FR       ET    NaN                         NaN   \n",
       "75890   Civettictis       KR       ET    NaN                         NaN   \n",
       "\n",
       "       Exporter reported quantity                      Term Unit Purpose  \\\n",
       "0                             1.0                    bodies  NaN       T   \n",
       "1                             1.0                    bodies  NaN       Q   \n",
       "2                            43.0                  feathers  NaN       S   \n",
       "3                            43.0                 specimens  NaN       S   \n",
       "4                             NaN                 specimens  NaN       S   \n",
       "5                             1.0                    bodies  NaN       Q   \n",
       "6                            12.0                  feathers  NaN       S   \n",
       "7                             4.0                  feathers  NaN       S   \n",
       "8                             2.0                  feathers  NaN       S   \n",
       "9                             4.0                      live  NaN       T   \n",
       "10                            3.0               eggs (live)   kg       T   \n",
       "11                            NaN                    caviar    g       P   \n",
       "12                            1.0                      live  NaN       T   \n",
       "13                            2.0                      live  NaN       Z   \n",
       "14                            1.0                      live  NaN       Z   \n",
       "15                            2.0                      live  NaN       Z   \n",
       "16                            NaN                      live  NaN       B   \n",
       "17                            1.0                      live  NaN       Z   \n",
       "18                            1.0                    bodies  NaN       E   \n",
       "19                            1.0                 specimens  NaN       E   \n",
       "20                            1.0                      live  NaN       Z   \n",
       "21                            5.0                      live  NaN       Z   \n",
       "22                            1.0                    bodies  NaN       E   \n",
       "23                            NaN                      live  NaN       Z   \n",
       "24                            3.0                  feathers  NaN       S   \n",
       "25                            NaN                      live  NaN       Z   \n",
       "26                            1.0                    bodies  NaN       S   \n",
       "27                            2.0                    bodies  NaN       S   \n",
       "28                            NaN                    bodies  NaN       Q   \n",
       "29                            NaN                      live  NaN       Z   \n",
       "...                           ...                       ...  ...     ...   \n",
       "75861                        22.0                 specimens  NaN       S   \n",
       "75862                        16.0                 specimens  NaN       S   \n",
       "75863                         NaN                  trophies  NaN       H   \n",
       "75864                         NaN               skin pieces  NaN       T   \n",
       "75865                         NaN                      live  NaN       T   \n",
       "75866                         NaN  leather products (small)  NaN       T   \n",
       "75867                         NaN  leather products (small)  NaN       T   \n",
       "75868                         NaN  leather products (small)  NaN       T   \n",
       "75869                         NaN  leather products (small)  NaN       T   \n",
       "75870                         8.0  leather products (small)  NaN       T   \n",
       "75871                        21.0                      live  NaN       T   \n",
       "75872                         1.0  leather products (small)  NaN       T   \n",
       "75873                      1500.0                      live  NaN       T   \n",
       "75874                         2.0                 specimens  NaN       S   \n",
       "75875                      1500.0                      live  NaN       T   \n",
       "75876                        50.0                raw corals   kg       S   \n",
       "75877                         1.0                     skins  NaN       H   \n",
       "75878                         7.0                  trophies  NaN       H   \n",
       "75879                         2.0                      live  NaN       T   \n",
       "75880                         NaN                 sawn wood   m3       T   \n",
       "75881                         5.0                     bones  NaN       S   \n",
       "75882                        96.0                      hair  NaN       S   \n",
       "75883                       452.0                 specimens  NaN       S   \n",
       "75884                         NaN                    timber   m3       T   \n",
       "75885                         NaN                    timber   m3       T   \n",
       "75886                         NaN                 sawn wood   m3       T   \n",
       "75887                        20.3                    timber   m3       T   \n",
       "75888                         NaN                 specimens  NaN       T   \n",
       "75889                       635.1                      musk   kg       T   \n",
       "75890                       480.0                      musk   kg       T   \n",
       "\n",
       "      Source  \n",
       "0          C  \n",
       "1          O  \n",
       "2          W  \n",
       "3          W  \n",
       "4          W  \n",
       "5          O  \n",
       "6          C  \n",
       "7          U  \n",
       "8          W  \n",
       "9          C  \n",
       "10         D  \n",
       "11         I  \n",
       "12         D  \n",
       "13         C  \n",
       "14         F  \n",
       "15         C  \n",
       "16         C  \n",
       "17         C  \n",
       "18         U  \n",
       "19         C  \n",
       "20         C  \n",
       "21         C  \n",
       "22         U  \n",
       "23         F  \n",
       "24         I  \n",
       "25         I  \n",
       "26         C  \n",
       "27         C  \n",
       "28         C  \n",
       "29         I  \n",
       "...      ...  \n",
       "75861      W  \n",
       "75862      W  \n",
       "75863      W  \n",
       "75864      W  \n",
       "75865      C  \n",
       "75866      W  \n",
       "75867      W  \n",
       "75868      W  \n",
       "75869      W  \n",
       "75870      W  \n",
       "75871      C  \n",
       "75872      W  \n",
       "75873      A  \n",
       "75874      W  \n",
       "75875      A  \n",
       "75876      W  \n",
       "75877      W  \n",
       "75878      W  \n",
       "75879      F  \n",
       "75880      W  \n",
       "75881      W  \n",
       "75882      W  \n",
       "75883      W  \n",
       "75884      A  \n",
       "75885      A  \n",
       "75886      A  \n",
       "75887      W  \n",
       "75888      F  \n",
       "75889      R  \n",
       "75890      R  \n",
       "\n",
       "[75891 rows x 14 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.columns = dataframe.columns.str.strip()\n",
    "dataframe = dataframe.drop(columns=['Year', 'App.'])\n",
    "\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're going to have to replace those NaN values in the reported quantities columns..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Taxon</th>\n",
       "      <th>Class</th>\n",
       "      <th>Order</th>\n",
       "      <th>Family</th>\n",
       "      <th>Genus</th>\n",
       "      <th>Importer</th>\n",
       "      <th>Exporter</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Importer reported quantity</th>\n",
       "      <th>Exporter reported quantity</th>\n",
       "      <th>Term</th>\n",
       "      <th>Unit</th>\n",
       "      <th>Purpose</th>\n",
       "      <th>Source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aquila heliaca</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Aquila</td>\n",
       "      <td>TR</td>\n",
       "      <td>NL</td>\n",
       "      <td>CZ</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aquila heliaca</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Aquila</td>\n",
       "      <td>XV</td>\n",
       "      <td>RS</td>\n",
       "      <td>RS</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>BE</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>BE</td>\n",
       "      <td>NO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>DK</td>\n",
       "      <td>IS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>700.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Haliaeetus albicilla</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Haliaeetus</td>\n",
       "      <td>XV</td>\n",
       "      <td>RS</td>\n",
       "      <td>RS</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>O</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Harpia harpyja</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Accipitridae</td>\n",
       "      <td>Harpia</td>\n",
       "      <td>BR</td>\n",
       "      <td>FR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Acipenser brevirostrum</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>CH</td>\n",
       "      <td>DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Acipenser brevirostrum</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>TW</td>\n",
       "      <td>CA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>eggs (live)</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Acipenser sturio</td>\n",
       "      <td>Actinopteri</td>\n",
       "      <td>Acipenseriformes</td>\n",
       "      <td>Acipenseridae</td>\n",
       "      <td>Acipenser</td>\n",
       "      <td>US</td>\n",
       "      <td>IR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>caviar</td>\n",
       "      <td>g</td>\n",
       "      <td>P</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Agave parviflora</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Liliales</td>\n",
       "      <td>Agavaceae</td>\n",
       "      <td>Agave</td>\n",
       "      <td>US</td>\n",
       "      <td>TH</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>AU</td>\n",
       "      <td>NZ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>IL</td>\n",
       "      <td>DE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>JP</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>B</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>JP</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KP</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KR</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>KR</td>\n",
       "      <td>JP</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Ailurus fulgens</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ailuridae</td>\n",
       "      <td>Ailurus</td>\n",
       "      <td>US</td>\n",
       "      <td>CA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Alligator sinensis</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Crocodylia</td>\n",
       "      <td>Alligatoridae</td>\n",
       "      <td>Alligator</td>\n",
       "      <td>KP</td>\n",
       "      <td>CN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>U</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Melanosuchus niger</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Crocodylia</td>\n",
       "      <td>Alligatoridae</td>\n",
       "      <td>Melanosuchus</td>\n",
       "      <td>US</td>\n",
       "      <td>DK</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Anas laysanensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anas</td>\n",
       "      <td>CA</td>\n",
       "      <td>US</td>\n",
       "      <td>XX</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>feathers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Anas laysanensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anas</td>\n",
       "      <td>MC</td>\n",
       "      <td>FR</td>\n",
       "      <td>XX</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>I</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Asarcornis scutulata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Asarcornis</td>\n",
       "      <td>GB</td>\n",
       "      <td>JE</td>\n",
       "      <td>GB</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Asarcornis scutulata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Asarcornis</td>\n",
       "      <td>GB</td>\n",
       "      <td>JE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Branta sandvicensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Branta</td>\n",
       "      <td>CN</td>\n",
       "      <td>GB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>bodies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Branta sandvicensis</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Branta</td>\n",
       "      <td>MC</td>\n",
       "      <td>FR</td>\n",
       "      <td>XX</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>I</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75861</th>\n",
       "      <td>Thalurania furcata</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Apodiformes</td>\n",
       "      <td>Trochilidae</td>\n",
       "      <td>Thalurania</td>\n",
       "      <td>US</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75862</th>\n",
       "      <td>Threnetes niger</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Apodiformes</td>\n",
       "      <td>Trochilidae</td>\n",
       "      <td>Threnetes</td>\n",
       "      <td>US</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75863</th>\n",
       "      <td>Ursus arctos</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Ursidae</td>\n",
       "      <td>Ursus</td>\n",
       "      <td>BG</td>\n",
       "      <td>RU</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>trophies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75864</th>\n",
       "      <td>Varanus niloticus</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MG</td>\n",
       "      <td>FR</td>\n",
       "      <td>TD</td>\n",
       "      <td>459.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>skin pieces</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75865</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>CR</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75866</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>FR</td>\n",
       "      <td>ID</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75867</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>FR</td>\n",
       "      <td>MY</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75868</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>GB</td>\n",
       "      <td>ID</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75869</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>MO</td>\n",
       "      <td>IT</td>\n",
       "      <td>ID</td>\n",
       "      <td>8.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75870</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>US</td>\n",
       "      <td>CO</td>\n",
       "      <td>ID</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75871</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75872</th>\n",
       "      <td>Varanus salvator</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Sauria</td>\n",
       "      <td>Varanidae</td>\n",
       "      <td>Varanus</td>\n",
       "      <td>XX</td>\n",
       "      <td>CO</td>\n",
       "      <td>ID</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>leather products (small)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75873</th>\n",
       "      <td>Dioon spinulosum</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>Dioon</td>\n",
       "      <td>NL</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75874</th>\n",
       "      <td>Zamiaceae spp.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE</td>\n",
       "      <td>AO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75875</th>\n",
       "      <td>Zamia integrifolia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cycadales</td>\n",
       "      <td>Zamiaceae</td>\n",
       "      <td>Zamia</td>\n",
       "      <td>NL</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75876</th>\n",
       "      <td>Scleractinia spp.</td>\n",
       "      <td>Anthozoa</td>\n",
       "      <td>Scleractinia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DE</td>\n",
       "      <td>AO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50.0</td>\n",
       "      <td>raw corals</td>\n",
       "      <td>kg</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75877</th>\n",
       "      <td>Canis aureus</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Canidae</td>\n",
       "      <td>Canis</td>\n",
       "      <td>DE</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>skins</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75878</th>\n",
       "      <td>Canis aureus</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Canidae</td>\n",
       "      <td>Canis</td>\n",
       "      <td>US</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>trophies</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75879</th>\n",
       "      <td>Sarcoramphus papa</td>\n",
       "      <td>Aves</td>\n",
       "      <td>Falconiformes</td>\n",
       "      <td>Cathartidae</td>\n",
       "      <td>Sarcoramphus</td>\n",
       "      <td>JP</td>\n",
       "      <td>PE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>live</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75880</th>\n",
       "      <td>Dipteryx panamensis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fabales</td>\n",
       "      <td>Leguminosae</td>\n",
       "      <td>Dipteryx</td>\n",
       "      <td>CR</td>\n",
       "      <td>NI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>sawn wood</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75881</th>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>bones</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75882</th>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>96.0</td>\n",
       "      <td>hair</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75883</th>\n",
       "      <td>Choloepus hoffmanni</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Pilosa</td>\n",
       "      <td>Megalonychidae</td>\n",
       "      <td>Choloepus</td>\n",
       "      <td>US</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>452.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75884</th>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>IN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75885</th>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>PR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.66</td>\n",
       "      <td>0.0</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75886</th>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>CR</td>\n",
       "      <td>US</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>sawn wood</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75887</th>\n",
       "      <td>Cedrela odorata</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sapindales</td>\n",
       "      <td>Meliaceae</td>\n",
       "      <td>Cedrela</td>\n",
       "      <td>IN</td>\n",
       "      <td>CR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.3</td>\n",
       "      <td>timber</td>\n",
       "      <td>m3</td>\n",
       "      <td>T</td>\n",
       "      <td>W</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75888</th>\n",
       "      <td>Daboia russelii</td>\n",
       "      <td>Reptilia</td>\n",
       "      <td>Serpentes</td>\n",
       "      <td>Viperidae</td>\n",
       "      <td>Daboia</td>\n",
       "      <td>RS</td>\n",
       "      <td>IT</td>\n",
       "      <td>US</td>\n",
       "      <td>200.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>specimens</td>\n",
       "      <td>NaN</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75889</th>\n",
       "      <td>Civettictis civetta</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Viverridae</td>\n",
       "      <td>Civettictis</td>\n",
       "      <td>FR</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>635.1</td>\n",
       "      <td>musk</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75890</th>\n",
       "      <td>Civettictis civetta</td>\n",
       "      <td>Mammalia</td>\n",
       "      <td>Carnivora</td>\n",
       "      <td>Viverridae</td>\n",
       "      <td>Civettictis</td>\n",
       "      <td>KR</td>\n",
       "      <td>ET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00</td>\n",
       "      <td>480.0</td>\n",
       "      <td>musk</td>\n",
       "      <td>kg</td>\n",
       "      <td>T</td>\n",
       "      <td>R</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75891 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Taxon        Class             Order          Family  \\\n",
       "0              Aquila heliaca         Aves     Falconiformes    Accipitridae   \n",
       "1              Aquila heliaca         Aves     Falconiformes    Accipitridae   \n",
       "2        Haliaeetus albicilla         Aves     Falconiformes    Accipitridae   \n",
       "3        Haliaeetus albicilla         Aves     Falconiformes    Accipitridae   \n",
       "4        Haliaeetus albicilla         Aves     Falconiformes    Accipitridae   \n",
       "5        Haliaeetus albicilla         Aves     Falconiformes    Accipitridae   \n",
       "6              Harpia harpyja         Aves     Falconiformes    Accipitridae   \n",
       "7              Harpia harpyja         Aves     Falconiformes    Accipitridae   \n",
       "8              Harpia harpyja         Aves     Falconiformes    Accipitridae   \n",
       "9      Acipenser brevirostrum  Actinopteri  Acipenseriformes   Acipenseridae   \n",
       "10     Acipenser brevirostrum  Actinopteri  Acipenseriformes   Acipenseridae   \n",
       "11           Acipenser sturio  Actinopteri  Acipenseriformes   Acipenseridae   \n",
       "12           Agave parviflora          NaN          Liliales       Agavaceae   \n",
       "13            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "14            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "15            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "16            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "17            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "18            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "19            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "20            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "21            Ailurus fulgens     Mammalia         Carnivora       Ailuridae   \n",
       "22         Alligator sinensis     Reptilia        Crocodylia   Alligatoridae   \n",
       "23         Melanosuchus niger     Reptilia        Crocodylia   Alligatoridae   \n",
       "24           Anas laysanensis         Aves      Anseriformes        Anatidae   \n",
       "25           Anas laysanensis         Aves      Anseriformes        Anatidae   \n",
       "26       Asarcornis scutulata         Aves      Anseriformes        Anatidae   \n",
       "27       Asarcornis scutulata         Aves      Anseriformes        Anatidae   \n",
       "28        Branta sandvicensis         Aves      Anseriformes        Anatidae   \n",
       "29        Branta sandvicensis         Aves      Anseriformes        Anatidae   \n",
       "...                       ...          ...               ...             ...   \n",
       "75861      Thalurania furcata         Aves       Apodiformes     Trochilidae   \n",
       "75862         Threnetes niger         Aves       Apodiformes     Trochilidae   \n",
       "75863            Ursus arctos     Mammalia         Carnivora         Ursidae   \n",
       "75864       Varanus niloticus     Reptilia            Sauria       Varanidae   \n",
       "75865        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75866        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75867        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75868        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75869        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75870        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75871        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75872        Varanus salvator     Reptilia            Sauria       Varanidae   \n",
       "75873        Dioon spinulosum          NaN         Cycadales       Zamiaceae   \n",
       "75874          Zamiaceae spp.          NaN         Cycadales       Zamiaceae   \n",
       "75875      Zamia integrifolia          NaN         Cycadales       Zamiaceae   \n",
       "75876       Scleractinia spp.     Anthozoa      Scleractinia             NaN   \n",
       "75877            Canis aureus     Mammalia         Carnivora         Canidae   \n",
       "75878            Canis aureus     Mammalia         Carnivora         Canidae   \n",
       "75879       Sarcoramphus papa         Aves     Falconiformes     Cathartidae   \n",
       "75880     Dipteryx panamensis          NaN           Fabales     Leguminosae   \n",
       "75881     Choloepus hoffmanni     Mammalia            Pilosa  Megalonychidae   \n",
       "75882     Choloepus hoffmanni     Mammalia            Pilosa  Megalonychidae   \n",
       "75883     Choloepus hoffmanni     Mammalia            Pilosa  Megalonychidae   \n",
       "75884         Cedrela odorata          NaN        Sapindales       Meliaceae   \n",
       "75885         Cedrela odorata          NaN        Sapindales       Meliaceae   \n",
       "75886         Cedrela odorata          NaN        Sapindales       Meliaceae   \n",
       "75887         Cedrela odorata          NaN        Sapindales       Meliaceae   \n",
       "75888         Daboia russelii     Reptilia         Serpentes       Viperidae   \n",
       "75889     Civettictis civetta     Mammalia         Carnivora      Viverridae   \n",
       "75890     Civettictis civetta     Mammalia         Carnivora      Viverridae   \n",
       "\n",
       "              Genus Importer Exporter Origin  Importer reported quantity  \\\n",
       "0            Aquila       TR       NL     CZ                        0.00   \n",
       "1            Aquila       XV       RS     RS                        0.00   \n",
       "2        Haliaeetus       BE       NO    NaN                        0.00   \n",
       "3        Haliaeetus       BE       NO    NaN                        0.00   \n",
       "4        Haliaeetus       DK       IS    NaN                      700.00   \n",
       "5        Haliaeetus       XV       RS     RS                        0.00   \n",
       "6            Harpia       BR       FR    NaN                        0.00   \n",
       "7            Harpia       BR       FR    NaN                        0.00   \n",
       "8            Harpia       BR       FR    NaN                        0.00   \n",
       "9         Acipenser       CH       DE    NaN                        0.00   \n",
       "10        Acipenser       TW       CA    NaN                        0.00   \n",
       "11        Acipenser       US       IR    NaN                      100.00   \n",
       "12            Agave       US       TH    NaN                        0.00   \n",
       "13          Ailurus       AU       NZ    NaN                        0.00   \n",
       "14          Ailurus       CA       US    NaN                        1.00   \n",
       "15          Ailurus       IL       DE    NaN                        0.00   \n",
       "16          Ailurus       JP       US    NaN                        1.00   \n",
       "17          Ailurus       JP       US    NaN                        0.00   \n",
       "18          Ailurus       KP       CN    NaN                        0.00   \n",
       "19          Ailurus       KR       CN    NaN                        0.00   \n",
       "20          Ailurus       KR       JP    NaN                        0.00   \n",
       "21          Ailurus       US       CA    NaN                        5.00   \n",
       "22        Alligator       KP       CN    NaN                        0.00   \n",
       "23     Melanosuchus       US       DK    NaN                       10.00   \n",
       "24             Anas       CA       US     XX                        0.00   \n",
       "25             Anas       MC       FR     XX                        2.00   \n",
       "26       Asarcornis       GB       JE     GB                        1.00   \n",
       "27       Asarcornis       GB       JE    NaN                        1.00   \n",
       "28           Branta       CN       GB    NaN                        1.00   \n",
       "29           Branta       MC       FR     XX                        2.00   \n",
       "...             ...      ...      ...    ...                         ...   \n",
       "75861    Thalurania       US       PE    NaN                        0.00   \n",
       "75862     Threnetes       US       PE    NaN                        0.00   \n",
       "75863         Ursus       BG       RU    NaN                        1.00   \n",
       "75864       Varanus       MG       FR     TD                      459.00   \n",
       "75865       Varanus       CR       US    NaN                        1.00   \n",
       "75866       Varanus       MO       FR     ID                        1.00   \n",
       "75867       Varanus       MO       FR     MY                        2.00   \n",
       "75868       Varanus       MO       GB     ID                        2.00   \n",
       "75869       Varanus       MO       IT     ID                        8.00   \n",
       "75870       Varanus       US       CO     ID                        0.00   \n",
       "75871       Varanus       US       CR    NaN                        0.00   \n",
       "75872       Varanus       XX       CO     ID                        0.00   \n",
       "75873         Dioon       NL       CR    NaN                        0.00   \n",
       "75874           NaN       DE       AO    NaN                        0.00   \n",
       "75875         Zamia       NL       CR    NaN                        0.00   \n",
       "75876           NaN       DE       AO    NaN                        0.00   \n",
       "75877         Canis       DE       ET    NaN                        0.00   \n",
       "75878         Canis       US       ET    NaN                        0.00   \n",
       "75879  Sarcoramphus       JP       PE    NaN                        0.00   \n",
       "75880      Dipteryx       CR       NI    NaN                       19.55   \n",
       "75881     Choloepus       US       CR    NaN                        0.00   \n",
       "75882     Choloepus       US       CR    NaN                        0.00   \n",
       "75883     Choloepus       US       CR    NaN                        0.00   \n",
       "75884       Cedrela       CR       IN    NaN                       20.30   \n",
       "75885       Cedrela       CR       PR    NaN                       17.66   \n",
       "75886       Cedrela       CR       US    NaN                        8.67   \n",
       "75887       Cedrela       IN       CR    NaN                        0.00   \n",
       "75888        Daboia       RS       IT     US                      200.00   \n",
       "75889   Civettictis       FR       ET    NaN                        0.00   \n",
       "75890   Civettictis       KR       ET    NaN                        0.00   \n",
       "\n",
       "       Exporter reported quantity                      Term Unit Purpose  \\\n",
       "0                             1.0                    bodies  NaN       T   \n",
       "1                             1.0                    bodies  NaN       Q   \n",
       "2                            43.0                  feathers  NaN       S   \n",
       "3                            43.0                 specimens  NaN       S   \n",
       "4                             0.0                 specimens  NaN       S   \n",
       "5                             1.0                    bodies  NaN       Q   \n",
       "6                            12.0                  feathers  NaN       S   \n",
       "7                             4.0                  feathers  NaN       S   \n",
       "8                             2.0                  feathers  NaN       S   \n",
       "9                             4.0                      live  NaN       T   \n",
       "10                            3.0               eggs (live)   kg       T   \n",
       "11                            0.0                    caviar    g       P   \n",
       "12                            1.0                      live  NaN       T   \n",
       "13                            2.0                      live  NaN       Z   \n",
       "14                            1.0                      live  NaN       Z   \n",
       "15                            2.0                      live  NaN       Z   \n",
       "16                            0.0                      live  NaN       B   \n",
       "17                            1.0                      live  NaN       Z   \n",
       "18                            1.0                    bodies  NaN       E   \n",
       "19                            1.0                 specimens  NaN       E   \n",
       "20                            1.0                      live  NaN       Z   \n",
       "21                            5.0                      live  NaN       Z   \n",
       "22                            1.0                    bodies  NaN       E   \n",
       "23                            0.0                      live  NaN       Z   \n",
       "24                            3.0                  feathers  NaN       S   \n",
       "25                            0.0                      live  NaN       Z   \n",
       "26                            1.0                    bodies  NaN       S   \n",
       "27                            2.0                    bodies  NaN       S   \n",
       "28                            0.0                    bodies  NaN       Q   \n",
       "29                            0.0                      live  NaN       Z   \n",
       "...                           ...                       ...  ...     ...   \n",
       "75861                        22.0                 specimens  NaN       S   \n",
       "75862                        16.0                 specimens  NaN       S   \n",
       "75863                         0.0                  trophies  NaN       H   \n",
       "75864                         0.0               skin pieces  NaN       T   \n",
       "75865                         0.0                      live  NaN       T   \n",
       "75866                         0.0  leather products (small)  NaN       T   \n",
       "75867                         0.0  leather products (small)  NaN       T   \n",
       "75868                         0.0  leather products (small)  NaN       T   \n",
       "75869                         0.0  leather products (small)  NaN       T   \n",
       "75870                         8.0  leather products (small)  NaN       T   \n",
       "75871                        21.0                      live  NaN       T   \n",
       "75872                         1.0  leather products (small)  NaN       T   \n",
       "75873                      1500.0                      live  NaN       T   \n",
       "75874                         2.0                 specimens  NaN       S   \n",
       "75875                      1500.0                      live  NaN       T   \n",
       "75876                        50.0                raw corals   kg       S   \n",
       "75877                         1.0                     skins  NaN       H   \n",
       "75878                         7.0                  trophies  NaN       H   \n",
       "75879                         2.0                      live  NaN       T   \n",
       "75880                         0.0                 sawn wood   m3       T   \n",
       "75881                         5.0                     bones  NaN       S   \n",
       "75882                        96.0                      hair  NaN       S   \n",
       "75883                       452.0                 specimens  NaN       S   \n",
       "75884                         0.0                    timber   m3       T   \n",
       "75885                         0.0                    timber   m3       T   \n",
       "75886                         0.0                 sawn wood   m3       T   \n",
       "75887                        20.3                    timber   m3       T   \n",
       "75888                         0.0                 specimens  NaN       T   \n",
       "75889                       635.1                      musk   kg       T   \n",
       "75890                       480.0                      musk   kg       T   \n",
       "\n",
       "      Source  \n",
       "0          C  \n",
       "1          O  \n",
       "2          W  \n",
       "3          W  \n",
       "4          W  \n",
       "5          O  \n",
       "6          C  \n",
       "7          U  \n",
       "8          W  \n",
       "9          C  \n",
       "10         D  \n",
       "11         I  \n",
       "12         D  \n",
       "13         C  \n",
       "14         F  \n",
       "15         C  \n",
       "16         C  \n",
       "17         C  \n",
       "18         U  \n",
       "19         C  \n",
       "20         C  \n",
       "21         C  \n",
       "22         U  \n",
       "23         F  \n",
       "24         I  \n",
       "25         I  \n",
       "26         C  \n",
       "27         C  \n",
       "28         C  \n",
       "29         I  \n",
       "...      ...  \n",
       "75861      W  \n",
       "75862      W  \n",
       "75863      W  \n",
       "75864      W  \n",
       "75865      C  \n",
       "75866      W  \n",
       "75867      W  \n",
       "75868      W  \n",
       "75869      W  \n",
       "75870      W  \n",
       "75871      C  \n",
       "75872      W  \n",
       "75873      A  \n",
       "75874      W  \n",
       "75875      A  \n",
       "75876      W  \n",
       "75877      W  \n",
       "75878      W  \n",
       "75879      F  \n",
       "75880      W  \n",
       "75881      W  \n",
       "75882      W  \n",
       "75883      W  \n",
       "75884      A  \n",
       "75885      A  \n",
       "75886      A  \n",
       "75887      W  \n",
       "75888      F  \n",
       "75889      R  \n",
       "75890      R  \n",
       "\n",
       "[75891 rows x 14 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe['Importer reported quantity'].fillna(0, inplace=True)\n",
    "dataframe['Exporter reported quantity'].fillna(0, inplace=True)\n",
    "\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have a lot of text data in the form of ISO country codes, and specialist categories. We'll need to encode these as one hot vectors in the next step so that our neural net can understand them. We'll grab a list of all the columns we'll need to encode first and remove the ones we don't want to encode (the numeric columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Columns:  14\n",
      "['Taxon', 'Class', 'Order', 'Family', 'Genus', 'Importer', 'Exporter', 'Origin', 'Term', 'Unit', 'Source']\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of Columns: \", len(dataframe.columns))\n",
    "columns = list(dataframe.columns)\n",
    "columns.remove('Importer reported quantity')\n",
    "columns.remove('Exporter reported quantity')\n",
    "columns.remove('Purpose')\n",
    "print(columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Encoding our labels and data\n",
    "\n",
    "In order to test the performance of our neural net, we'll need to split up our data into the data, and their corresponding classifications. \n",
    "\n",
    "The purpose column will be what we are going to attempt to predict (notice we removed it from the list of columns we'd like to one hot encode already).\n",
    "\n",
    "Let's pop off our labels from our dataframe, and keep them separate..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        T\n",
       "1        Q\n",
       "2        S\n",
       "3        S\n",
       "4        S\n",
       "5        Q\n",
       "6        S\n",
       "7        S\n",
       "8        S\n",
       "9        T\n",
       "10       T\n",
       "11       P\n",
       "12       T\n",
       "13       Z\n",
       "14       Z\n",
       "15       Z\n",
       "16       B\n",
       "17       Z\n",
       "18       E\n",
       "19       E\n",
       "20       Z\n",
       "21       Z\n",
       "22       E\n",
       "23       Z\n",
       "24       S\n",
       "25       Z\n",
       "26       S\n",
       "27       S\n",
       "28       Q\n",
       "29       Z\n",
       "        ..\n",
       "75861    S\n",
       "75862    S\n",
       "75863    H\n",
       "75864    T\n",
       "75865    T\n",
       "75866    T\n",
       "75867    T\n",
       "75868    T\n",
       "75869    T\n",
       "75870    T\n",
       "75871    T\n",
       "75872    T\n",
       "75873    T\n",
       "75874    S\n",
       "75875    T\n",
       "75876    S\n",
       "75877    H\n",
       "75878    H\n",
       "75879    T\n",
       "75880    T\n",
       "75881    S\n",
       "75882    S\n",
       "75883    S\n",
       "75884    T\n",
       "75885    T\n",
       "75886    T\n",
       "75887    T\n",
       "75888    T\n",
       "75889    T\n",
       "75890    T\n",
       "Name: Purpose, Length: 75891, dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = dataframe.pop('Purpose')\n",
    "\n",
    "labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll need to convert our classifications into one hot vectors..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>B</th>\n",
       "      <th>E</th>\n",
       "      <th>G</th>\n",
       "      <th>H</th>\n",
       "      <th>L</th>\n",
       "      <th>M</th>\n",
       "      <th>N</th>\n",
       "      <th>P</th>\n",
       "      <th>Q</th>\n",
       "      <th>S</th>\n",
       "      <th>T</th>\n",
       "      <th>Z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75861</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75862</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75863</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75864</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75865</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75866</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75867</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75868</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75869</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75870</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75871</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75872</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75873</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75874</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75875</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75876</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75877</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75878</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75879</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75880</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75881</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75882</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75883</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75884</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75885</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75886</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75887</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75888</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75889</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75890</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75891 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       B  E  G  H  L  M  N  P  Q  S  T  Z\n",
       "0      0  0  0  0  0  0  0  0  0  0  1  0\n",
       "1      0  0  0  0  0  0  0  0  1  0  0  0\n",
       "2      0  0  0  0  0  0  0  0  0  1  0  0\n",
       "3      0  0  0  0  0  0  0  0  0  1  0  0\n",
       "4      0  0  0  0  0  0  0  0  0  1  0  0\n",
       "5      0  0  0  0  0  0  0  0  1  0  0  0\n",
       "6      0  0  0  0  0  0  0  0  0  1  0  0\n",
       "7      0  0  0  0  0  0  0  0  0  1  0  0\n",
       "8      0  0  0  0  0  0  0  0  0  1  0  0\n",
       "9      0  0  0  0  0  0  0  0  0  0  1  0\n",
       "10     0  0  0  0  0  0  0  0  0  0  1  0\n",
       "11     0  0  0  0  0  0  0  1  0  0  0  0\n",
       "12     0  0  0  0  0  0  0  0  0  0  1  0\n",
       "13     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "14     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "15     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "16     1  0  0  0  0  0  0  0  0  0  0  0\n",
       "17     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "18     0  1  0  0  0  0  0  0  0  0  0  0\n",
       "19     0  1  0  0  0  0  0  0  0  0  0  0\n",
       "20     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "21     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "22     0  1  0  0  0  0  0  0  0  0  0  0\n",
       "23     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "24     0  0  0  0  0  0  0  0  0  1  0  0\n",
       "25     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "26     0  0  0  0  0  0  0  0  0  1  0  0\n",
       "27     0  0  0  0  0  0  0  0  0  1  0  0\n",
       "28     0  0  0  0  0  0  0  0  1  0  0  0\n",
       "29     0  0  0  0  0  0  0  0  0  0  0  1\n",
       "...   .. .. .. .. .. .. .. .. .. .. .. ..\n",
       "75861  0  0  0  0  0  0  0  0  0  1  0  0\n",
       "75862  0  0  0  0  0  0  0  0  0  1  0  0\n",
       "75863  0  0  0  1  0  0  0  0  0  0  0  0\n",
       "75864  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75865  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75866  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75867  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75868  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75869  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75870  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75871  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75872  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75873  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75874  0  0  0  0  0  0  0  0  0  1  0  0\n",
       "75875  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75876  0  0  0  0  0  0  0  0  0  1  0  0\n",
       "75877  0  0  0  1  0  0  0  0  0  0  0  0\n",
       "75878  0  0  0  1  0  0  0  0  0  0  0  0\n",
       "75879  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75880  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75881  0  0  0  0  0  0  0  0  0  1  0  0\n",
       "75882  0  0  0  0  0  0  0  0  0  1  0  0\n",
       "75883  0  0  0  0  0  0  0  0  0  1  0  0\n",
       "75884  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75885  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75886  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75887  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75888  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75889  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "75890  0  0  0  0  0  0  0  0  0  0  1  0\n",
       "\n",
       "[75891 rows x 12 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = pd.get_dummies(labels)\n",
    "\n",
    "labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we'll create one hot vectors for the rest of our datatable and call this *data*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Importer reported quantity</th>\n",
       "      <th>Exporter reported quantity</th>\n",
       "      <th>Taxon_Abronia graminea</th>\n",
       "      <th>Taxon_Acampe papillosa</th>\n",
       "      <th>Taxon_Acampe praemorsa</th>\n",
       "      <th>Taxon_Acampe rigida</th>\n",
       "      <th>Taxon_Acampe spp.</th>\n",
       "      <th>Taxon_Acanthastrea amakusensis</th>\n",
       "      <th>Taxon_Acanthastrea bowerbanki</th>\n",
       "      <th>Taxon_Acanthastrea echinata</th>\n",
       "      <th>...</th>\n",
       "      <th>Source_A</th>\n",
       "      <th>Source_C</th>\n",
       "      <th>Source_D</th>\n",
       "      <th>Source_F</th>\n",
       "      <th>Source_I</th>\n",
       "      <th>Source_O</th>\n",
       "      <th>Source_R</th>\n",
       "      <th>Source_U</th>\n",
       "      <th>Source_W</th>\n",
       "      <th>Source_X</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>700.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.00</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>100.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>10.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.00</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>75861</th>\n",
       "      <td>0.00</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75862</th>\n",
       "      <td>0.00</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75863</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75864</th>\n",
       "      <td>459.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75865</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75866</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75867</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75868</th>\n",
       "      <td>2.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75869</th>\n",
       "      <td>8.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75870</th>\n",
       "      <td>0.00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75871</th>\n",
       "      <td>0.00</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75872</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75873</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75874</th>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75875</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1500.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75876</th>\n",
       "      <td>0.00</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75877</th>\n",
       "      <td>0.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75878</th>\n",
       "      <td>0.00</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75879</th>\n",
       "      <td>0.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75880</th>\n",
       "      <td>19.55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75881</th>\n",
       "      <td>0.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75882</th>\n",
       "      <td>0.00</td>\n",
       "      <td>96.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75883</th>\n",
       "      <td>0.00</td>\n",
       "      <td>452.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75884</th>\n",
       "      <td>20.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75885</th>\n",
       "      <td>17.66</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75886</th>\n",
       "      <td>8.67</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75887</th>\n",
       "      <td>0.00</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75888</th>\n",
       "      <td>200.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75889</th>\n",
       "      <td>0.00</td>\n",
       "      <td>635.1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75890</th>\n",
       "      <td>0.00</td>\n",
       "      <td>480.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75891 rows × 9400 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Importer reported quantity  Exporter reported quantity  \\\n",
       "0                            0.00                         1.0   \n",
       "1                            0.00                         1.0   \n",
       "2                            0.00                        43.0   \n",
       "3                            0.00                        43.0   \n",
       "4                          700.00                         0.0   \n",
       "5                            0.00                         1.0   \n",
       "6                            0.00                        12.0   \n",
       "7                            0.00                         4.0   \n",
       "8                            0.00                         2.0   \n",
       "9                            0.00                         4.0   \n",
       "10                           0.00                         3.0   \n",
       "11                         100.00                         0.0   \n",
       "12                           0.00                         1.0   \n",
       "13                           0.00                         2.0   \n",
       "14                           1.00                         1.0   \n",
       "15                           0.00                         2.0   \n",
       "16                           1.00                         0.0   \n",
       "17                           0.00                         1.0   \n",
       "18                           0.00                         1.0   \n",
       "19                           0.00                         1.0   \n",
       "20                           0.00                         1.0   \n",
       "21                           5.00                         5.0   \n",
       "22                           0.00                         1.0   \n",
       "23                          10.00                         0.0   \n",
       "24                           0.00                         3.0   \n",
       "25                           2.00                         0.0   \n",
       "26                           1.00                         1.0   \n",
       "27                           1.00                         2.0   \n",
       "28                           1.00                         0.0   \n",
       "29                           2.00                         0.0   \n",
       "...                           ...                         ...   \n",
       "75861                        0.00                        22.0   \n",
       "75862                        0.00                        16.0   \n",
       "75863                        1.00                         0.0   \n",
       "75864                      459.00                         0.0   \n",
       "75865                        1.00                         0.0   \n",
       "75866                        1.00                         0.0   \n",
       "75867                        2.00                         0.0   \n",
       "75868                        2.00                         0.0   \n",
       "75869                        8.00                         0.0   \n",
       "75870                        0.00                         8.0   \n",
       "75871                        0.00                        21.0   \n",
       "75872                        0.00                         1.0   \n",
       "75873                        0.00                      1500.0   \n",
       "75874                        0.00                         2.0   \n",
       "75875                        0.00                      1500.0   \n",
       "75876                        0.00                        50.0   \n",
       "75877                        0.00                         1.0   \n",
       "75878                        0.00                         7.0   \n",
       "75879                        0.00                         2.0   \n",
       "75880                       19.55                         0.0   \n",
       "75881                        0.00                         5.0   \n",
       "75882                        0.00                        96.0   \n",
       "75883                        0.00                       452.0   \n",
       "75884                       20.30                         0.0   \n",
       "75885                       17.66                         0.0   \n",
       "75886                        8.67                         0.0   \n",
       "75887                        0.00                        20.3   \n",
       "75888                      200.00                         0.0   \n",
       "75889                        0.00                       635.1   \n",
       "75890                        0.00                       480.0   \n",
       "\n",
       "       Taxon_Abronia graminea  Taxon_Acampe papillosa  Taxon_Acampe praemorsa  \\\n",
       "0                           0                       0                       0   \n",
       "1                           0                       0                       0   \n",
       "2                           0                       0                       0   \n",
       "3                           0                       0                       0   \n",
       "4                           0                       0                       0   \n",
       "5                           0                       0                       0   \n",
       "6                           0                       0                       0   \n",
       "7                           0                       0                       0   \n",
       "8                           0                       0                       0   \n",
       "9                           0                       0                       0   \n",
       "10                          0                       0                       0   \n",
       "11                          0                       0                       0   \n",
       "12                          0                       0                       0   \n",
       "13                          0                       0                       0   \n",
       "14                          0                       0                       0   \n",
       "15                          0                       0                       0   \n",
       "16                          0                       0                       0   \n",
       "17                          0                       0                       0   \n",
       "18                          0                       0                       0   \n",
       "19                          0                       0                       0   \n",
       "20                          0                       0                       0   \n",
       "21                          0                       0                       0   \n",
       "22                          0                       0                       0   \n",
       "23                          0                       0                       0   \n",
       "24                          0                       0                       0   \n",
       "25                          0                       0                       0   \n",
       "26                          0                       0                       0   \n",
       "27                          0                       0                       0   \n",
       "28                          0                       0                       0   \n",
       "29                          0                       0                       0   \n",
       "...                       ...                     ...                     ...   \n",
       "75861                       0                       0                       0   \n",
       "75862                       0                       0                       0   \n",
       "75863                       0                       0                       0   \n",
       "75864                       0                       0                       0   \n",
       "75865                       0                       0                       0   \n",
       "75866                       0                       0                       0   \n",
       "75867                       0                       0                       0   \n",
       "75868                       0                       0                       0   \n",
       "75869                       0                       0                       0   \n",
       "75870                       0                       0                       0   \n",
       "75871                       0                       0                       0   \n",
       "75872                       0                       0                       0   \n",
       "75873                       0                       0                       0   \n",
       "75874                       0                       0                       0   \n",
       "75875                       0                       0                       0   \n",
       "75876                       0                       0                       0   \n",
       "75877                       0                       0                       0   \n",
       "75878                       0                       0                       0   \n",
       "75879                       0                       0                       0   \n",
       "75880                       0                       0                       0   \n",
       "75881                       0                       0                       0   \n",
       "75882                       0                       0                       0   \n",
       "75883                       0                       0                       0   \n",
       "75884                       0                       0                       0   \n",
       "75885                       0                       0                       0   \n",
       "75886                       0                       0                       0   \n",
       "75887                       0                       0                       0   \n",
       "75888                       0                       0                       0   \n",
       "75889                       0                       0                       0   \n",
       "75890                       0                       0                       0   \n",
       "\n",
       "       Taxon_Acampe rigida  Taxon_Acampe spp.  Taxon_Acanthastrea amakusensis  \\\n",
       "0                        0                  0                               0   \n",
       "1                        0                  0                               0   \n",
       "2                        0                  0                               0   \n",
       "3                        0                  0                               0   \n",
       "4                        0                  0                               0   \n",
       "5                        0                  0                               0   \n",
       "6                        0                  0                               0   \n",
       "7                        0                  0                               0   \n",
       "8                        0                  0                               0   \n",
       "9                        0                  0                               0   \n",
       "10                       0                  0                               0   \n",
       "11                       0                  0                               0   \n",
       "12                       0                  0                               0   \n",
       "13                       0                  0                               0   \n",
       "14                       0                  0                               0   \n",
       "15                       0                  0                               0   \n",
       "16                       0                  0                               0   \n",
       "17                       0                  0                               0   \n",
       "18                       0                  0                               0   \n",
       "19                       0                  0                               0   \n",
       "20                       0                  0                               0   \n",
       "21                       0                  0                               0   \n",
       "22                       0                  0                               0   \n",
       "23                       0                  0                               0   \n",
       "24                       0                  0                               0   \n",
       "25                       0                  0                               0   \n",
       "26                       0                  0                               0   \n",
       "27                       0                  0                               0   \n",
       "28                       0                  0                               0   \n",
       "29                       0                  0                               0   \n",
       "...                    ...                ...                             ...   \n",
       "75861                    0                  0                               0   \n",
       "75862                    0                  0                               0   \n",
       "75863                    0                  0                               0   \n",
       "75864                    0                  0                               0   \n",
       "75865                    0                  0                               0   \n",
       "75866                    0                  0                               0   \n",
       "75867                    0                  0                               0   \n",
       "75868                    0                  0                               0   \n",
       "75869                    0                  0                               0   \n",
       "75870                    0                  0                               0   \n",
       "75871                    0                  0                               0   \n",
       "75872                    0                  0                               0   \n",
       "75873                    0                  0                               0   \n",
       "75874                    0                  0                               0   \n",
       "75875                    0                  0                               0   \n",
       "75876                    0                  0                               0   \n",
       "75877                    0                  0                               0   \n",
       "75878                    0                  0                               0   \n",
       "75879                    0                  0                               0   \n",
       "75880                    0                  0                               0   \n",
       "75881                    0                  0                               0   \n",
       "75882                    0                  0                               0   \n",
       "75883                    0                  0                               0   \n",
       "75884                    0                  0                               0   \n",
       "75885                    0                  0                               0   \n",
       "75886                    0                  0                               0   \n",
       "75887                    0                  0                               0   \n",
       "75888                    0                  0                               0   \n",
       "75889                    0                  0                               0   \n",
       "75890                    0                  0                               0   \n",
       "\n",
       "       Taxon_Acanthastrea bowerbanki  Taxon_Acanthastrea echinata    ...     \\\n",
       "0                                  0                            0    ...      \n",
       "1                                  0                            0    ...      \n",
       "2                                  0                            0    ...      \n",
       "3                                  0                            0    ...      \n",
       "4                                  0                            0    ...      \n",
       "5                                  0                            0    ...      \n",
       "6                                  0                            0    ...      \n",
       "7                                  0                            0    ...      \n",
       "8                                  0                            0    ...      \n",
       "9                                  0                            0    ...      \n",
       "10                                 0                            0    ...      \n",
       "11                                 0                            0    ...      \n",
       "12                                 0                            0    ...      \n",
       "13                                 0                            0    ...      \n",
       "14                                 0                            0    ...      \n",
       "15                                 0                            0    ...      \n",
       "16                                 0                            0    ...      \n",
       "17                                 0                            0    ...      \n",
       "18                                 0                            0    ...      \n",
       "19                                 0                            0    ...      \n",
       "20                                 0                            0    ...      \n",
       "21                                 0                            0    ...      \n",
       "22                                 0                            0    ...      \n",
       "23                                 0                            0    ...      \n",
       "24                                 0                            0    ...      \n",
       "25                                 0                            0    ...      \n",
       "26                                 0                            0    ...      \n",
       "27                                 0                            0    ...      \n",
       "28                                 0                            0    ...      \n",
       "29                                 0                            0    ...      \n",
       "...                              ...                          ...    ...      \n",
       "75861                              0                            0    ...      \n",
       "75862                              0                            0    ...      \n",
       "75863                              0                            0    ...      \n",
       "75864                              0                            0    ...      \n",
       "75865                              0                            0    ...      \n",
       "75866                              0                            0    ...      \n",
       "75867                              0                            0    ...      \n",
       "75868                              0                            0    ...      \n",
       "75869                              0                            0    ...      \n",
       "75870                              0                            0    ...      \n",
       "75871                              0                            0    ...      \n",
       "75872                              0                            0    ...      \n",
       "75873                              0                            0    ...      \n",
       "75874                              0                            0    ...      \n",
       "75875                              0                            0    ...      \n",
       "75876                              0                            0    ...      \n",
       "75877                              0                            0    ...      \n",
       "75878                              0                            0    ...      \n",
       "75879                              0                            0    ...      \n",
       "75880                              0                            0    ...      \n",
       "75881                              0                            0    ...      \n",
       "75882                              0                            0    ...      \n",
       "75883                              0                            0    ...      \n",
       "75884                              0                            0    ...      \n",
       "75885                              0                            0    ...      \n",
       "75886                              0                            0    ...      \n",
       "75887                              0                            0    ...      \n",
       "75888                              0                            0    ...      \n",
       "75889                              0                            0    ...      \n",
       "75890                              0                            0    ...      \n",
       "\n",
       "       Source_A  Source_C  Source_D  Source_F  Source_I  Source_O  Source_R  \\\n",
       "0             0         1         0         0         0         0         0   \n",
       "1             0         0         0         0         0         1         0   \n",
       "2             0         0         0         0         0         0         0   \n",
       "3             0         0         0         0         0         0         0   \n",
       "4             0         0         0         0         0         0         0   \n",
       "5             0         0         0         0         0         1         0   \n",
       "6             0         1         0         0         0         0         0   \n",
       "7             0         0         0         0         0         0         0   \n",
       "8             0         0         0         0         0         0         0   \n",
       "9             0         1         0         0         0         0         0   \n",
       "10            0         0         1         0         0         0         0   \n",
       "11            0         0         0         0         1         0         0   \n",
       "12            0         0         1         0         0         0         0   \n",
       "13            0         1         0         0         0         0         0   \n",
       "14            0         0         0         1         0         0         0   \n",
       "15            0         1         0         0         0         0         0   \n",
       "16            0         1         0         0         0         0         0   \n",
       "17            0         1         0         0         0         0         0   \n",
       "18            0         0         0         0         0         0         0   \n",
       "19            0         1         0         0         0         0         0   \n",
       "20            0         1         0         0         0         0         0   \n",
       "21            0         1         0         0         0         0         0   \n",
       "22            0         0         0         0         0         0         0   \n",
       "23            0         0         0         1         0         0         0   \n",
       "24            0         0         0         0         1         0         0   \n",
       "25            0         0         0         0         1         0         0   \n",
       "26            0         1         0         0         0         0         0   \n",
       "27            0         1         0         0         0         0         0   \n",
       "28            0         1         0         0         0         0         0   \n",
       "29            0         0         0         0         1         0         0   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "75861         0         0         0         0         0         0         0   \n",
       "75862         0         0         0         0         0         0         0   \n",
       "75863         0         0         0         0         0         0         0   \n",
       "75864         0         0         0         0         0         0         0   \n",
       "75865         0         1         0         0         0         0         0   \n",
       "75866         0         0         0         0         0         0         0   \n",
       "75867         0         0         0         0         0         0         0   \n",
       "75868         0         0         0         0         0         0         0   \n",
       "75869         0         0         0         0         0         0         0   \n",
       "75870         0         0         0         0         0         0         0   \n",
       "75871         0         1         0         0         0         0         0   \n",
       "75872         0         0         0         0         0         0         0   \n",
       "75873         1         0         0         0         0         0         0   \n",
       "75874         0         0         0         0         0         0         0   \n",
       "75875         1         0         0         0         0         0         0   \n",
       "75876         0         0         0         0         0         0         0   \n",
       "75877         0         0         0         0         0         0         0   \n",
       "75878         0         0         0         0         0         0         0   \n",
       "75879         0         0         0         1         0         0         0   \n",
       "75880         0         0         0         0         0         0         0   \n",
       "75881         0         0         0         0         0         0         0   \n",
       "75882         0         0         0         0         0         0         0   \n",
       "75883         0         0         0         0         0         0         0   \n",
       "75884         1         0         0         0         0         0         0   \n",
       "75885         1         0         0         0         0         0         0   \n",
       "75886         1         0         0         0         0         0         0   \n",
       "75887         0         0         0         0         0         0         0   \n",
       "75888         0         0         0         1         0         0         0   \n",
       "75889         0         0         0         0         0         0         1   \n",
       "75890         0         0         0         0         0         0         1   \n",
       "\n",
       "       Source_U  Source_W  Source_X  \n",
       "0             0         0         0  \n",
       "1             0         0         0  \n",
       "2             0         1         0  \n",
       "3             0         1         0  \n",
       "4             0         1         0  \n",
       "5             0         0         0  \n",
       "6             0         0         0  \n",
       "7             1         0         0  \n",
       "8             0         1         0  \n",
       "9             0         0         0  \n",
       "10            0         0         0  \n",
       "11            0         0         0  \n",
       "12            0         0         0  \n",
       "13            0         0         0  \n",
       "14            0         0         0  \n",
       "15            0         0         0  \n",
       "16            0         0         0  \n",
       "17            0         0         0  \n",
       "18            1         0         0  \n",
       "19            0         0         0  \n",
       "20            0         0         0  \n",
       "21            0         0         0  \n",
       "22            1         0         0  \n",
       "23            0         0         0  \n",
       "24            0         0         0  \n",
       "25            0         0         0  \n",
       "26            0         0         0  \n",
       "27            0         0         0  \n",
       "28            0         0         0  \n",
       "29            0         0         0  \n",
       "...         ...       ...       ...  \n",
       "75861         0         1         0  \n",
       "75862         0         1         0  \n",
       "75863         0         1         0  \n",
       "75864         0         1         0  \n",
       "75865         0         0         0  \n",
       "75866         0         1         0  \n",
       "75867         0         1         0  \n",
       "75868         0         1         0  \n",
       "75869         0         1         0  \n",
       "75870         0         1         0  \n",
       "75871         0         0         0  \n",
       "75872         0         1         0  \n",
       "75873         0         0         0  \n",
       "75874         0         1         0  \n",
       "75875         0         0         0  \n",
       "75876         0         1         0  \n",
       "75877         0         1         0  \n",
       "75878         0         1         0  \n",
       "75879         0         0         0  \n",
       "75880         0         1         0  \n",
       "75881         0         1         0  \n",
       "75882         0         1         0  \n",
       "75883         0         1         0  \n",
       "75884         0         0         0  \n",
       "75885         0         0         0  \n",
       "75886         0         0         0  \n",
       "75887         0         1         0  \n",
       "75888         0         0         0  \n",
       "75889         0         0         0  \n",
       "75890         0         0         0  \n",
       "\n",
       "[75891 rows x 9400 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.get_dummies(dataframe, columns=columns)\n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our data is looking better, but to make things easier on our model, we can scale everything to between 0-1..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>9390</th>\n",
       "      <th>9391</th>\n",
       "      <th>9392</th>\n",
       "      <th>9393</th>\n",
       "      <th>9394</th>\n",
       "      <th>9395</th>\n",
       "      <th>9396</th>\n",
       "      <th>9397</th>\n",
       "      <th>9398</th>\n",
       "      <th>9399</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.995951e-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.995951e-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.585151e-05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>5.570095e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.856698e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.283492e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.856698e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.392524e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5.121645e-06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.283492e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5.121645e-08</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.283492e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5.121645e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2.560822e-07</td>\n",
       "      <td>2.320873e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.121645e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.392524e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.024329e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5.121645e-08</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5.121645e-08</td>\n",
       "      <td>9.283492e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5.121645e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1.024329e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>75861</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.021184e-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75862</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>7.426793e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75863</th>\n",
       "      <td>5.121645e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75864</th>\n",
       "      <td>2.350835e-05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75865</th>\n",
       "      <td>5.121645e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75866</th>\n",
       "      <td>5.121645e-08</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75867</th>\n",
       "      <td>1.024329e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75868</th>\n",
       "      <td>1.024329e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75869</th>\n",
       "      <td>4.097316e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75870</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.713397e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75871</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.747666e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75872</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75873</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.962619e-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75874</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.283492e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75875</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>6.962619e-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75876</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.320873e-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75877</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75878</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.249222e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75879</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.283492e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75880</th>\n",
       "      <td>1.001282e-06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75881</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.320873e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75882</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.456076e-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75883</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.098069e-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75884</th>\n",
       "      <td>1.039694e-06</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75885</th>\n",
       "      <td>9.044825e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75886</th>\n",
       "      <td>4.440466e-07</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75887</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>9.422744e-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75888</th>\n",
       "      <td>1.024329e-05</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75889</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.947973e-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75890</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.228038e-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75891 rows × 9400 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               0             1     2     3     4     5     6     7     8     \\\n",
       "0      0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "1      0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "2      0.000000e+00  1.995951e-06   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "3      0.000000e+00  1.995951e-06   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "4      3.585151e-05  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "5      0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "6      0.000000e+00  5.570095e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "7      0.000000e+00  1.856698e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "8      0.000000e+00  9.283492e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "9      0.000000e+00  1.856698e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "10     0.000000e+00  1.392524e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "11     5.121645e-06  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "12     0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "13     0.000000e+00  9.283492e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "14     5.121645e-08  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "15     0.000000e+00  9.283492e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "16     5.121645e-08  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "17     0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "18     0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "19     0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "20     0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "21     2.560822e-07  2.320873e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "22     0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "23     5.121645e-07  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "24     0.000000e+00  1.392524e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "25     1.024329e-07  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "26     5.121645e-08  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "27     5.121645e-08  9.283492e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "28     5.121645e-08  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "29     1.024329e-07  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "...             ...           ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "75861  0.000000e+00  1.021184e-06   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75862  0.000000e+00  7.426793e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75863  5.121645e-08  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75864  2.350835e-05  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75865  5.121645e-08  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75866  5.121645e-08  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75867  1.024329e-07  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75868  1.024329e-07  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75869  4.097316e-07  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75870  0.000000e+00  3.713397e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75871  0.000000e+00  9.747666e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75872  0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75873  0.000000e+00  6.962619e-05   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75874  0.000000e+00  9.283492e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75875  0.000000e+00  6.962619e-05   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75876  0.000000e+00  2.320873e-06   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75877  0.000000e+00  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75878  0.000000e+00  3.249222e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75879  0.000000e+00  9.283492e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75880  1.001282e-06  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75881  0.000000e+00  2.320873e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75882  0.000000e+00  4.456076e-06   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75883  0.000000e+00  2.098069e-05   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75884  1.039694e-06  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75885  9.044825e-07  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75886  4.440466e-07  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75887  0.000000e+00  9.422744e-07   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75888  1.024329e-05  0.000000e+00   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75889  0.000000e+00  2.947973e-05   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "75890  0.000000e+00  2.228038e-05   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "       9     ...   9390  9391  9392  9393  9394  9395  9396  9397  9398  9399  \n",
       "0       0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "1       0.0  ...    0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0  \n",
       "2       0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "3       0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "4       0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "5       0.0  ...    0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0  \n",
       "6       0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "7       0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0  \n",
       "8       0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "9       0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "10      0.0  ...    0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "11      0.0  ...    0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0  \n",
       "12      0.0  ...    0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "13      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "14      0.0  ...    0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "15      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "16      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "17      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "18      0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0  \n",
       "19      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "20      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "21      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "22      0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0  \n",
       "23      0.0  ...    0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "24      0.0  ...    0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0  \n",
       "25      0.0  ...    0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0  \n",
       "26      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "27      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "28      0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "29      0.0  ...    0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0  \n",
       "...     ...  ...    ...   ...   ...   ...   ...   ...   ...   ...   ...   ...  \n",
       "75861   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75862   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75863   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75864   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75865   0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75866   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75867   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75868   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75869   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75870   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75871   0.0  ...    0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75872   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75873   0.0  ...    1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75874   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75875   0.0  ...    1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75876   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75877   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75878   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75879   0.0  ...    0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75880   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75881   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75882   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75883   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75884   0.0  ...    1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75885   0.0  ...    1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75886   0.0  ...    1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75887   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0  \n",
       "75888   0.0  ...    0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0  \n",
       "75889   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0  \n",
       "75890   0.0  ...    0.0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0  \n",
       "\n",
       "[75891 rows x 9400 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler      = MinMaxScaler(feature_range=(0, 1))\n",
    "data_scaled = scaler.fit_transform(data)\n",
    "data        = pd.DataFrame(data_scaled)\n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating a train / test split\n",
    "\n",
    "In order to evaluate our model, we'll split our data into two groups, a group for training, which the neural net will learn on, and a group for validation, which the neural net will not see, but be validated against once trained."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(data, labels, test_size=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape:  (60712, 9400)\n",
      "X_test shape:  (15179, 9400)\n",
      "y_train shape:  (60712, 12)\n",
      "y_test shape:  (15179, 12)\n"
     ]
    }
   ],
   "source": [
    "print(\"X_train shape: \", X_train.shape)\n",
    "print(\"X_test shape: \", X_test.shape)\n",
    "print(\"y_train shape: \", y_train.shape)\n",
    "print(\"y_test shape: \", y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Building a simple model\n",
    "\n",
    "We'll build a simple neural network which accepts our input of 9400 bits of data, and passes it to 6279 neurons in a hidden layer (two thirds of the input layer plus the output layer, is a good rule of thumb for how many neurons a hidden layer should have). Finally, our hidden layer is passed to an output layer representing our categories (so 12 neurons in this) and uses a softmax activation function to turn our predictions into probabilities of it being that class..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_model():\n",
    "    model = Sequential()\n",
    "    model.add(Dense(6279, input_dim=X_train.shape[1], activation='relu'))\n",
    "    model.add(Dropout(0.1))\n",
    "    model.add(Dense(y_train.shape[1], activation='softmax'))\n",
    "    model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
    "    \n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hyperparameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "epochs = 5\n",
    "batch_size = 2000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's train our simple model..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "60712/60712 [==============================] - 150s 2ms/step - loss: 0.7000 - acc: 0.7341\n",
      "Epoch 2/5\n",
      "60712/60712 [==============================] - 147s 2ms/step - loss: 0.3236 - acc: 0.8089\n",
      "Epoch 3/5\n",
      "60712/60712 [==============================] - 143s 2ms/step - loss: 0.2564 - acc: 0.8270\n",
      "Epoch 4/5\n",
      "60712/60712 [==============================] - 143s 2ms/step - loss: 0.2190 - acc: 0.8382\n",
      "Epoch 5/5\n",
      "60712/60712 [==============================] - 148s 2ms/step - loss: 0.1948 - acc: 0.8447\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x118098940>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = build_model()\n",
    "model.fit(X_train, y_train, epochs=epochs, batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15179/15179 [==============================] - 33s 2ms/step\n",
      "acc: 81.84%\n"
     ]
    }
   ],
   "source": [
    "score = model.evaluate(X_test, y_test)\n",
    "\n",
    "print(\"%s: %.2f%%\" % (model.metrics_names[1], score[1]*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predicting a Permit\n",
    "\n",
    "Let's pick a random entry and see if our model can predict its Purpose successfully. You can play with the index to test our model on different permits..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>9390</th>\n",
       "      <th>9391</th>\n",
       "      <th>9392</th>\n",
       "      <th>9393</th>\n",
       "      <th>9394</th>\n",
       "      <th>9395</th>\n",
       "      <th>9396</th>\n",
       "      <th>9397</th>\n",
       "      <th>9398</th>\n",
       "      <th>9399</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>4.641746e-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 9400 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   0             1     2     3     4     5     6     7     8     9     ...   \\\n",
       "1   0.0  4.641746e-08   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0  ...    \n",
       "\n",
       "   9390  9391  9392  9393  9394  9395  9396  9397  9398  9399  \n",
       "1   0.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   0.0  \n",
       "\n",
       "[1 rows x 9400 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "index = 1 # Play with this to see how it predicts each permit...\n",
    "permit = X_train.loc[[index]]\n",
    "\n",
    "permit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>B</th>\n",
       "      <th>E</th>\n",
       "      <th>G</th>\n",
       "      <th>H</th>\n",
       "      <th>L</th>\n",
       "      <th>M</th>\n",
       "      <th>N</th>\n",
       "      <th>P</th>\n",
       "      <th>Q</th>\n",
       "      <th>S</th>\n",
       "      <th>T</th>\n",
       "      <th>Z</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   B  E  G  H  L  M  N  P  Q  S  T  Z\n",
       "1  0  0  0  0  0  0  0  0  1  0  0  0"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actual = y_train.loc[[index]]\n",
    "actual"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted:  Q\n",
      "Actual:  Q\n"
     ]
    }
   ],
   "source": [
    "probabilities = model.predict(permit)\n",
    "prediction    = np.argmax(probabilities)\n",
    "\n",
    "print(\"Predicted: \", labels.columns[prediction])\n",
    "print(\"Actual: \", max(actual.idxmax(axis=1)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluating our model with K-Fold Cross Validation\n",
    "\n",
    "We'll use k-fold validation to get a better representation of how our model did.\n",
    "We'll first build an estimator using `KerasClassifier` which is a wrapper to make our model work nicely with sci-kit learn's validators..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimator = KerasClassifier(build_fn=build_model, epochs=epochs, batch_size=batch_size, verbose=0)\n",
    "k_fold    = KFold(n_splits=10, shuffle=True, random_state=seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Baseline: 82.23% (0.43%)\n"
     ]
    }
   ],
   "source": [
    "results = cross_val_score(estimator, data, labels, cv=k_fold)\n",
    "\n",
    "print(\"Baseline: %.2f%% (%.2f%%)\" % (results.mean()*100, results.std()*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}