SystemDemonstration.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Starbucks Capstone Challenge\n",
    "# System Demonstration\n",
    "\n",
    "This notebook aims to demonstrate how the neural network trained in project would be part of a direct marketing system."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import the necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import sklearn.metrics as metrics\n",
    "from sklearn.preprocessing import scale\n",
    "\n",
    "from models import RecurrentNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.precision', 2)\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  dataloaders.zip\r\n",
      "  inflating: dataloaders.pt          \r\n"
     ]
    }
   ],
   "source": [
    "!unzip -o dataloaders.zip\n",
    "train_dataloader, valid_dataloader, test_dataloader = \\\n",
    "    torch.load('dataloaders.pt')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load the trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model loaded successfully\n"
     ]
    }
   ],
   "source": [
    "predictor = RecurrentNN(input_size=16, output_size=2,\n",
    "                        hidden_size=128, hidden_layers=2)\n",
    "\n",
    "## Load the saved model\n",
    "predictor.load_state_dict(\n",
    "    torch.load('recurrent_classifier.pt'))\n",
    "predictor.eval()\n",
    "\n",
    "print('Model loaded successfully')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load and transform the portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67a\" ><caption>Portfolio (raw values)</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >reward</th>        <th class=\"col_heading level0 col1\" >channels</th>        <th class=\"col_heading level0 col2\" >difficulty</th>        <th class=\"col_heading level0 col3\" >duration</th>        <th class=\"col_heading level0 col4\" >offer_type</th>    </tr>    <tr>        <th class=\"index_name level0\" >id</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row0\" class=\"row_heading level0 row0\" >ae264e3637204a6fb9bb56bc8210ddfd</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow0_col0\" class=\"data row0 col0\" >10</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow0_col1\" class=\"data row0 col1\" >['email', 'mobile', 'social']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow0_col2\" class=\"data row0 col2\" >10</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow0_col3\" class=\"data row0 col3\" >7</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow0_col4\" class=\"data row0 col4\" >bogo</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row1\" class=\"row_heading level0 row1\" >4d5c57ea9a6940dd891ad53e9dbe8da0</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow1_col0\" class=\"data row1 col0\" >10</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow1_col1\" class=\"data row1 col1\" >['web', 'email', 'mobile', 'social']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow1_col2\" class=\"data row1 col2\" >10</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow1_col3\" class=\"data row1 col3\" >5</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow1_col4\" class=\"data row1 col4\" >bogo</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row2\" class=\"row_heading level0 row2\" >3f207df678b143eea3cee63160fa8bed</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow2_col0\" class=\"data row2 col0\" >0</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow2_col1\" class=\"data row2 col1\" >['web', 'email', 'mobile']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow2_col2\" class=\"data row2 col2\" >0</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow2_col3\" class=\"data row2 col3\" >4</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow2_col4\" class=\"data row2 col4\" >informational</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row3\" class=\"row_heading level0 row3\" >9b98b8c7a33c4b65b9aebfe6a799e6d9</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow3_col0\" class=\"data row3 col0\" >5</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow3_col1\" class=\"data row3 col1\" >['web', 'email', 'mobile']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow3_col2\" class=\"data row3 col2\" >5</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow3_col3\" class=\"data row3 col3\" >7</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow3_col4\" class=\"data row3 col4\" >bogo</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row4\" class=\"row_heading level0 row4\" >0b1e1539f2cc45b7b9fa7c272da2e1d7</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow4_col0\" class=\"data row4 col0\" >5</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow4_col1\" class=\"data row4 col1\" >['web', 'email']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow4_col2\" class=\"data row4 col2\" >20</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow4_col3\" class=\"data row4 col3\" >10</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow4_col4\" class=\"data row4 col4\" >discount</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row5\" class=\"row_heading level0 row5\" >2298d6c36e964ae4a3e7e9706d1fb8c2</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow5_col0\" class=\"data row5 col0\" >3</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow5_col1\" class=\"data row5 col1\" >['web', 'email', 'mobile', 'social']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow5_col2\" class=\"data row5 col2\" >7</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow5_col3\" class=\"data row5 col3\" >7</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow5_col4\" class=\"data row5 col4\" >discount</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row6\" class=\"row_heading level0 row6\" >fafdcd668e3743c1bb461111dcafc2a4</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow6_col0\" class=\"data row6 col0\" >2</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow6_col1\" class=\"data row6 col1\" >['web', 'email', 'mobile', 'social']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow6_col2\" class=\"data row6 col2\" >10</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow6_col3\" class=\"data row6 col3\" >10</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow6_col4\" class=\"data row6 col4\" >discount</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row7\" class=\"row_heading level0 row7\" >5a8bc65990b245e5a138643cd4eb9837</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow7_col0\" class=\"data row7 col0\" >0</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow7_col1\" class=\"data row7 col1\" >['email', 'mobile', 'social']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow7_col2\" class=\"data row7 col2\" >0</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow7_col3\" class=\"data row7 col3\" >3</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow7_col4\" class=\"data row7 col4\" >informational</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row8\" class=\"row_heading level0 row8\" >f19421c1d4aa40978ebb69ca19b0e20d</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow8_col0\" class=\"data row8 col0\" >5</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow8_col1\" class=\"data row8 col1\" >['web', 'email', 'mobile', 'social']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow8_col2\" class=\"data row8 col2\" >5</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow8_col3\" class=\"data row8 col3\" >5</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow8_col4\" class=\"data row8 col4\" >bogo</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67alevel0_row9\" class=\"row_heading level0 row9\" >2906b810c7d4411798c6938adc9daaa5</th>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow9_col0\" class=\"data row9 col0\" >2</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow9_col1\" class=\"data row9 col1\" >['web', 'email', 'mobile']</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow9_col2\" class=\"data row9 col2\" >10</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow9_col3\" class=\"data row9 col3\" >7</td>\n",
       "                        <td id=\"T_3ccd5cb0_4e1d_11ea_8426_43c40a29f67arow9_col4\" class=\"data row9 col4\" >discount</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f44de801d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67a\" ><caption>Portfolio (transformed)</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >reward</th>        <th class=\"col_heading level0 col1\" >difficulty</th>        <th class=\"col_heading level0 col2\" >duration</th>        <th class=\"col_heading level0 col3\" >bogo</th>        <th class=\"col_heading level0 col4\" >discount</th>        <th class=\"col_heading level0 col5\" >informational</th>        <th class=\"col_heading level0 col6\" >mobile</th>        <th class=\"col_heading level0 col7\" >social</th>        <th class=\"col_heading level0 col8\" >web</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row0\" class=\"row_heading level0 row0\" >ae264e3637204a6fb9bb56bc8210ddfd</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col0\" class=\"data row0 col0\" >1.71</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col1\" class=\"data row0 col1\" >0.42</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col2\" class=\"data row0 col2\" >0.23</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col3\" class=\"data row0 col3\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col4\" class=\"data row0 col4\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col5\" class=\"data row0 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col6\" class=\"data row0 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col7\" class=\"data row0 col7\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow0_col8\" class=\"data row0 col8\" >0.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row1\" class=\"row_heading level0 row1\" >4d5c57ea9a6940dd891ad53e9dbe8da0</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col0\" class=\"data row1 col0\" >1.71</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col1\" class=\"data row1 col1\" >0.42</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col2\" class=\"data row1 col2\" >-0.68</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col3\" class=\"data row1 col3\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col4\" class=\"data row1 col4\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col5\" class=\"data row1 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col6\" class=\"data row1 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col7\" class=\"data row1 col7\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow1_col8\" class=\"data row1 col8\" >1.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row2\" class=\"row_heading level0 row2\" >3f207df678b143eea3cee63160fa8bed</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col0\" class=\"data row2 col0\" >-1.24</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col1\" class=\"data row2 col1\" >-1.39</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col2\" class=\"data row2 col2\" >-1.14</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col3\" class=\"data row2 col3\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col4\" class=\"data row2 col4\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col5\" class=\"data row2 col5\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col6\" class=\"data row2 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col7\" class=\"data row2 col7\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow2_col8\" class=\"data row2 col8\" >1.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row3\" class=\"row_heading level0 row3\" >9b98b8c7a33c4b65b9aebfe6a799e6d9</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col0\" class=\"data row3 col0\" >0.24</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col1\" class=\"data row3 col1\" >-0.49</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col2\" class=\"data row3 col2\" >0.23</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col3\" class=\"data row3 col3\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col4\" class=\"data row3 col4\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col5\" class=\"data row3 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col6\" class=\"data row3 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col7\" class=\"data row3 col7\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow3_col8\" class=\"data row3 col8\" >1.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row4\" class=\"row_heading level0 row4\" >0b1e1539f2cc45b7b9fa7c272da2e1d7</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col0\" class=\"data row4 col0\" >0.24</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col1\" class=\"data row4 col1\" >2.22</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col2\" class=\"data row4 col2\" >1.59</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col3\" class=\"data row4 col3\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col4\" class=\"data row4 col4\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col5\" class=\"data row4 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col6\" class=\"data row4 col6\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col7\" class=\"data row4 col7\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow4_col8\" class=\"data row4 col8\" >1.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row5\" class=\"row_heading level0 row5\" >2298d6c36e964ae4a3e7e9706d1fb8c2</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col0\" class=\"data row5 col0\" >-0.35</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col1\" class=\"data row5 col1\" >-0.13</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col2\" class=\"data row5 col2\" >0.23</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col3\" class=\"data row5 col3\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col4\" class=\"data row5 col4\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col5\" class=\"data row5 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col6\" class=\"data row5 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col7\" class=\"data row5 col7\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow5_col8\" class=\"data row5 col8\" >1.00</td>\n",
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       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row6\" class=\"row_heading level0 row6\" >fafdcd668e3743c1bb461111dcafc2a4</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col0\" class=\"data row6 col0\" >-0.65</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col1\" class=\"data row6 col1\" >0.42</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col2\" class=\"data row6 col2\" >1.59</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col3\" class=\"data row6 col3\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col4\" class=\"data row6 col4\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col5\" class=\"data row6 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col6\" class=\"data row6 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col7\" class=\"data row6 col7\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow6_col8\" class=\"data row6 col8\" >1.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row7\" class=\"row_heading level0 row7\" >5a8bc65990b245e5a138643cd4eb9837</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col0\" class=\"data row7 col0\" >-1.24</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col1\" class=\"data row7 col1\" >-1.39</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col2\" class=\"data row7 col2\" >-1.59</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col3\" class=\"data row7 col3\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col4\" class=\"data row7 col4\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col5\" class=\"data row7 col5\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col6\" class=\"data row7 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col7\" class=\"data row7 col7\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow7_col8\" class=\"data row7 col8\" >0.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row8\" class=\"row_heading level0 row8\" >f19421c1d4aa40978ebb69ca19b0e20d</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col0\" class=\"data row8 col0\" >0.24</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col1\" class=\"data row8 col1\" >-0.49</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col2\" class=\"data row8 col2\" >-0.68</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col3\" class=\"data row8 col3\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col4\" class=\"data row8 col4\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col5\" class=\"data row8 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col6\" class=\"data row8 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col7\" class=\"data row8 col7\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow8_col8\" class=\"data row8 col8\" >1.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row9\" class=\"row_heading level0 row9\" >2906b810c7d4411798c6938adc9daaa5</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col0\" class=\"data row9 col0\" >-0.65</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col1\" class=\"data row9 col1\" >0.42</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col2\" class=\"data row9 col2\" >0.23</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col3\" class=\"data row9 col3\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col4\" class=\"data row9 col4\" >1</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col5\" class=\"data row9 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col6\" class=\"data row9 col6\" >1.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col7\" class=\"data row9 col7\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow9_col8\" class=\"data row9 col8\" >1.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67alevel0_row10\" class=\"row_heading level0 row10\" >no_offer_sending</th>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col0\" class=\"data row10 col0\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col1\" class=\"data row10 col1\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col2\" class=\"data row10 col2\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col3\" class=\"data row10 col3\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col4\" class=\"data row10 col4\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col5\" class=\"data row10 col5\" >0</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col6\" class=\"data row10 col6\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col7\" class=\"data row10 col7\" >0.00</td>\n",
       "                        <td id=\"T_3cd50456_4e1d_11ea_8426_43c40a29f67arow10_col8\" class=\"data row10 col8\" >0.00</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f44ecfaf198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Load the portfolio data and transform it to feed the networks\n",
    "data_dir = './data'\n",
    "portfolio_data_path = os.path.join(data_dir, 'portfolio.json')\n",
    "portfolio_df = pd.read_json(portfolio_data_path, orient='records', lines=True)\n",
    "\n",
    "# Set id as index\n",
    "portfolio_df.set_index(keys='id', verify_integrity=True, inplace=True)\n",
    "\n",
    "display(portfolio_df.style.set_caption('Portfolio (raw values)'))\n",
    "\n",
    "\n",
    "# Make offer_type one hot encoded\n",
    "portfolio_df = portfolio_df.join(\n",
    "    pd.get_dummies(portfolio_df.pop('offer_type')))\n",
    "\n",
    "# Transform channels in distinct features\n",
    "channels_df = pd.DataFrame(portfolio_df.pop('channels'))\n",
    "channels_df = channels_df.explode('channels')\n",
    "channels_df = channels_df.assign(value=lambda x: 1)\n",
    "channels_df = channels_df.pivot(columns='channels', values='value')\n",
    "channels_df.fillna(value=0, inplace=True)\n",
    "portfolio_df = portfolio_df.join(channels_df)\n",
    "channels_df = None\n",
    "\n",
    "# Remove email column\n",
    "portfolio_df.drop(columns='email', inplace=True)\n",
    "\n",
    "# Scale values\n",
    "data = portfolio_df[['reward','difficulty','duration']]\n",
    "data = scale(data)\n",
    "portfolio_df[['reward','difficulty','duration']] = data\n",
    "\n",
    "# Include the case of not sending an offer\n",
    "portfolio_df = portfolio_df.append(pd.DataFrame(\n",
    "    [[0, 0, 0, 0, 0, 0, 0, 0, 0]],\n",
    "    columns=portfolio_df.columns,\n",
    "    index=['no_offer_sending']))\n",
    "\n",
    "display(portfolio_df.style.set_caption('Portfolio (transformed)'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demonstrate the system in use"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze one specific customer\n",
    "In this case, we analyze one specific customer to understand how past events affect the choice for a new offer sending.\n",
    "\n",
    "Here, we pick one customer in the test dataset, so the features are already transformed. Otherwise, it is necessary to transform the data in the same manner made in the Feature Engineering phase.\n",
    "\n",
    "Each offer from the portfolio dataset is concatenated to the customer data so that we have a feature vector.\n",
    "\n",
    "The customer history is given by a sequence of feature vectors according to the offer received in past moments.\n",
    "\n",
    "To obtain the probabilities of the offer acceptance, first, we concatenate the customer history until the moment and the new feature vector. Then, we pass into the network the new sequence generated by that concatenation.\n",
    "\n",
    "In this example, I split the customer history in timesteps to obtain which offer would be the most appropriate in each past moment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Offers sent by the current system\n",
      "[[-1.2352941  -1.3917431  -1.1351916   0.          0.          1.\n",
      "   1.          0.          1.        ]\n",
      " [ 0.          0.          0.          0.          0.          0.\n",
      "   0.          0.          0.        ]\n",
      " [ 0.          0.          0.          0.          0.          0.\n",
      "   0.          0.          0.        ]\n",
      " [ 0.          0.          0.          0.          0.          0.\n",
      "   0.          0.          0.        ]\n",
      " [ 1.7058823   0.41571546 -0.6811149   1.          0.          0.\n",
      "   1.          1.          1.        ]\n",
      " [ 0.23529412 -0.4880138   0.22703831  1.          0.          0.\n",
      "   1.          0.          1.        ]]\n",
      "True labels for the offers sent\n",
      "[1 1 0 1 0 0]\n"
     ]
    },
    {
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col4 {\n",
       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col5 {\n",
       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col6 {\n",
       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col0 {\n",
       "            background-color:  #006636;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col1 {\n",
       "            background-color:  #056c39;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col2 {\n",
       "            background-color:  #005a31;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col3 {\n",
       "            background-color:  #005830;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col4 {\n",
       "            background-color:  #005530;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col5 {\n",
       "            background-color:  #288a47;\n",
       "            color:  #000000;\n",
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       "            background-color:  #006435;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col0 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #005530;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col3 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col4 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col5 {\n",
       "            background-color:  #1e8041;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col6 {\n",
       "            background-color:  #005931;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col0 {\n",
       "            background-color:  #278946;\n",
       "            color:  #000000;\n",
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       "            background-color:  #14783e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col2 {\n",
       "            background-color:  #11753d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col3 {\n",
       "            background-color:  #0d733c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col4 {\n",
       "            background-color:  #036b38;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col5 {\n",
       "            background-color:  #1d7f41;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col6 {\n",
       "            background-color:  #005830;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col0 {\n",
       "            background-color:  #6dc073;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col1 {\n",
       "            background-color:  #69bf72;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col2 {\n",
       "            background-color:  #4ab062;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col3 {\n",
       "            background-color:  #3ea75a;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col4 {\n",
       "            background-color:  #3ba358;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col5 {\n",
       "            background-color:  #79c679;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col6 {\n",
       "            background-color:  #42ab5d;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col0 {\n",
       "            background-color:  #e4f4ab;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col1 {\n",
       "            background-color:  #e1f3a9;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col2 {\n",
       "            background-color:  #dbf1a4;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col3 {\n",
       "            background-color:  #dcf1a5;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col4 {\n",
       "            background-color:  #daf0a4;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col5 {\n",
       "            background-color:  #edf8b2;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col6 {\n",
       "            background-color:  #e4f4ab;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col0 {\n",
       "            background-color:  #006234;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col1 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col2 {\n",
       "            background-color:  #47ae60;\n",
       "            color:  #000000;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col3 {\n",
       "            background-color:  #006034;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col4 {\n",
       "            background-color:  #15793e;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col5 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col6 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }</style><table id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67a\" ><caption>Probabilites at each moment</caption><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >moment_1</th>        <th class=\"col_heading level0 col1\" >moment_2</th>        <th class=\"col_heading level0 col2\" >moment_3</th>        <th class=\"col_heading level0 col3\" >moment_4</th>        <th class=\"col_heading level0 col4\" >moment_5</th>        <th class=\"col_heading level0 col5\" >moment_6</th>        <th class=\"col_heading level0 col6\" >moment_7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row0\" class=\"row_heading level0 row0\" >ae264e3637204a6fb9bb56bc8210ddfd</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow0_col0\" class=\"data row0 col0\" >21.19</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow0_col1\" class=\"data row0 col1\" >20.31</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow0_col2\" class=\"data row0 col2\" >23.07</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow0_col3\" class=\"data row0 col3\" >26.90</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow0_col4\" class=\"data row0 col4\" >26.05</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow0_col5\" class=\"data row0 col5\" >26.70</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow0_col6\" class=\"data row0 col6\" >24.51</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row1\" class=\"row_heading level0 row1\" >4d5c57ea9a6940dd891ad53e9dbe8da0</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow1_col0\" class=\"data row1 col0\" >19.78</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow1_col1\" class=\"data row1 col1\" >18.13</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow1_col2\" class=\"data row1 col2\" >24.54</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow1_col3\" class=\"data row1 col3\" >26.08</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow1_col4\" class=\"data row1 col4\" >26.62</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow1_col5\" class=\"data row1 col5\" >21.00</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow1_col6\" class=\"data row1 col6\" >21.45</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row2\" class=\"row_heading level0 row2\" >3f207df678b143eea3cee63160fa8bed</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow2_col0\" class=\"data row2 col0\" >28.20</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow2_col1\" class=\"data row2 col1\" >31.95</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow2_col2\" class=\"data row2 col2\" >34.33</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow2_col3\" class=\"data row2 col3\" >34.22</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow2_col4\" class=\"data row2 col4\" >35.31</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow2_col5\" class=\"data row2 col5\" >34.30</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow2_col6\" class=\"data row2 col6\" >33.74</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row3\" class=\"row_heading level0 row3\" >9b98b8c7a33c4b65b9aebfe6a799e6d9</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow3_col0\" class=\"data row3 col0\" >18.88</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow3_col1\" class=\"data row3 col1\" >20.04</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow3_col2\" class=\"data row3 col2\" >19.80</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow3_col3\" class=\"data row3 col3\" >22.78</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow3_col4\" class=\"data row3 col4\" >21.50</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow3_col5\" class=\"data row3 col5\" >21.73</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow3_col6\" class=\"data row3 col6\" >19.26</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row4\" class=\"row_heading level0 row4\" >0b1e1539f2cc45b7b9fa7c272da2e1d7</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col0\" class=\"data row4 col0\" >11.58</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col1\" class=\"data row4 col1\" >10.73</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col2\" class=\"data row4 col2\" >10.46</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col3\" class=\"data row4 col3\" >12.32</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col4\" class=\"data row4 col4\" >11.09</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col5\" class=\"data row4 col5\" >11.16</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow4_col6\" class=\"data row4 col6\" >8.48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row5\" class=\"row_heading level0 row5\" >2298d6c36e964ae4a3e7e9706d1fb8c2</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col0\" class=\"data row5 col0\" >57.81</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col1\" class=\"data row5 col1\" >58.23</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col2\" class=\"data row5 col2\" >65.59</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col3\" class=\"data row5 col3\" >64.70</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col4\" class=\"data row5 col4\" >65.09</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col5\" class=\"data row5 col5\" >60.91</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow5_col6\" class=\"data row5 col6\" >61.09</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row6\" class=\"row_heading level0 row6\" >fafdcd668e3743c1bb461111dcafc2a4</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col0\" class=\"data row6 col0\" >64.11</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col1\" class=\"data row6 col1\" >62.81</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col2\" class=\"data row6 col2\" >70.18</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col3\" class=\"data row6 col3\" >68.56</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col4\" class=\"data row6 col4\" >68.51</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col5\" class=\"data row6 col5\" >63.59</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow6_col6\" class=\"data row6 col6\" >63.52</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row7\" class=\"row_heading level0 row7\" >5a8bc65990b245e5a138643cd4eb9837</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col0\" class=\"data row7 col0\" >50.08</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col1\" class=\"data row7 col1\" >55.24</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col2\" class=\"data row7 col2\" >58.99</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col3\" class=\"data row7 col3\" >58.74</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col4\" class=\"data row7 col4\" >60.61</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col5\" class=\"data row7 col5\" >63.74</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow7_col6\" class=\"data row7 col6\" >63.68</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row8\" class=\"row_heading level0 row8\" >f19421c1d4aa40978ebb69ca19b0e20d</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col0\" class=\"data row8 col0\" >39.28</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col1\" class=\"data row8 col1\" >40.39</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col2\" class=\"data row8 col2\" >46.60</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col3\" class=\"data row8 col3\" >48.14</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col4\" class=\"data row8 col4\" >48.43</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col5\" class=\"data row8 col5\" >45.16</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow8_col6\" class=\"data row8 col6\" >45.48</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row9\" class=\"row_heading level0 row9\" >2906b810c7d4411798c6938adc9daaa5</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col0\" class=\"data row9 col0\" >22.32</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col1\" class=\"data row9 col1\" >22.81</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col2\" class=\"data row9 col2\" >25.03</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col3\" class=\"data row9 col3\" >25.87</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col4\" class=\"data row9 col4\" >25.25</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col5\" class=\"data row9 col5\" >22.47</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow9_col6\" class=\"data row9 col6\" >20.61</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67alevel0_row10\" class=\"row_heading level0 row10\" >no_offer_sending</th>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col0\" class=\"data row10 col0\" >58.77</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col1\" class=\"data row10 col1\" >66.18</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col2\" class=\"data row10 col2\" >47.02</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col3\" class=\"data row10 col3\" >62.85</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col4\" class=\"data row10 col4\" >56.94</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col5\" class=\"data row10 col5\" >79.46</td>\n",
       "                        <td id=\"T_3cf70b14_4e1d_11ea_8426_43c40a29f67arow10_col6\" class=\"data row10 col6\" >67.71</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f44de721be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    # Get one batch of customer histories\n",
    "    cust_history_list, cust_y_true_list = next(iter(test_dataloader))\n",
    "    # Get the history of one customer\n",
    "    cust_history = cust_history_list[8],\n",
    "    cust_y_true = cust_y_true_list[8]\n",
    "    \n",
    "    print(\"Offers sent by the current system\")\n",
    "    print(cust_history[0].squeeze()[:,:9].numpy())\n",
    "    \n",
    "    print(\"True labels for the offers sent\")\n",
    "    print(cust_y_true.numpy())\n",
    "    \n",
    "    # Get the customer demographic data\n",
    "    cust_data = cust_history[0][0][-7:]\n",
    "\n",
    "    # Get the data of each offer\n",
    "    offer_data = portfolio_df.reset_index().values\n",
    "    \n",
    "    # Build features by concatenating offer data + customer data\n",
    "    # Create one feature vector for each offer\n",
    "    features = np.repeat(cust_data.view(1,-1), 11, axis=0)\n",
    "    features = np.concatenate((offer_data[:,1:], features), axis=1)\n",
    "    features = torch.tensor(features.tolist())\n",
    "    features = features.unsqueeze(1) # batch: 11 offers; seq_length: 1 history\n",
    "\n",
    "    # Calculate the probabilities after each interaction\n",
    "    y_pred_moments = []\n",
    "    for moment in range(7):\n",
    "        history = cust_history[0][:moment].unsqueeze(0)\n",
    "        history = history.repeat(11,1,1)\n",
    "        features_moment = torch.cat((history, features), dim=1)\n",
    "        y_pred = predictor(features_moment)\n",
    "        y_pred = torch.softmax(y_pred, dim=2)\n",
    "        y_pred_moments.append(y_pred[:,-1,1].numpy()*100)\n",
    "#         if moment == 6:\n",
    "#             print(cust_history)\n",
    "#             print(cust_y_true)\n",
    "#             print(y_pred[-1].topk(1,dim=1)[1].squeeze())\n",
    "# #             print(y_pred[-1])\n",
    "\n",
    "\n",
    "y_pred_df = pd.DataFrame(y_pred_moments,\n",
    "                         columns=portfolio_df.index,\n",
    "                         index=['moment_1', 'moment_2', 'moment_3',\n",
    "                                'moment_4', 'moment_5', 'moment_6',\n",
    "                                'moment_7']).T\n",
    "y_pred_df = y_pred_df.style.background_gradient(cmap='YlGn', axis=0)\n",
    "y_pred_df.set_caption('Probabilites at each moment')\n",
    "display(y_pred_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make predictions for a batch of customers\n",
    "In this case, one batch of customers' history is passed into the network to get predictions for the next offer sending moment.\n",
    "\n",
    "In the resulting table, each column represents one customer. Each row, one offer. Each cell, the probability of completion for that offer given that customer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "            background-color:  #7ac77a;\n",
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       "            background-color:  #bee596;\n",
       "            color:  #000000;\n",
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       "            background-color:  #dcf1a5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #eaf7af;\n",
       "            color:  #000000;\n",
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       "            background-color:  #d9f0a3;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col17 {\n",
       "            background-color:  #d0ec9f;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col18 {\n",
       "            background-color:  #cbea9c;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col19 {\n",
       "            background-color:  #ddf1a6;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col20 {\n",
       "            background-color:  #b3e091;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col21 {\n",
       "            background-color:  #6dc073;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col22 {\n",
       "            background-color:  #f7fcba;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col23 {\n",
       "            background-color:  #9ad587;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col24 {\n",
       "            background-color:  #c0e597;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col25 {\n",
       "            background-color:  #93d284;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col26 {\n",
       "            background-color:  #f2fab5;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col27 {\n",
       "            background-color:  #f6fcb8;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col28 {\n",
       "            background-color:  #fcfed3;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col29 {\n",
       "            background-color:  #acdd8e;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col30 {\n",
       "            background-color:  #f4fbb7;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col31 {\n",
       "            background-color:  #f8fcbd;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col0 {\n",
       "            background-color:  #d9f0a3;\n",
       "            color:  #000000;\n",
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       "            background-color:  #d3eda0;\n",
       "            color:  #000000;\n",
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       "            background-color:  #e4f4ab;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col3 {\n",
       "            background-color:  #e8f6ae;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col4 {\n",
       "            background-color:  #f9fdc7;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col5 {\n",
       "            background-color:  #d9f0a3;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col6 {\n",
       "            background-color:  #cfec9e;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col7 {\n",
       "            background-color:  #ebf7b0;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col8 {\n",
       "            background-color:  #eaf7af;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col9 {\n",
       "            background-color:  #e0f3a8;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col10 {\n",
       "            background-color:  #c4e799;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col11 {\n",
       "            background-color:  #e0f3a8;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col12 {\n",
       "            background-color:  #fafdcb;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col13 {\n",
       "            background-color:  #f1fab5;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col14 {\n",
       "            background-color:  #c3e698;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col15 {\n",
       "            background-color:  #c5e89a;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col16 {\n",
       "            background-color:  #d7efa2;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col17 {\n",
       "            background-color:  #fafdcb;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col18 {\n",
       "            background-color:  #edf8b1;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col19 {\n",
       "            background-color:  #cbea9c;\n",
       "            color:  #000000;\n",
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       "            background-color:  #e8f6ae;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col21 {\n",
       "            background-color:  #f8fdc1;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col22 {\n",
       "            background-color:  #e1f3a9;\n",
       "            color:  #000000;\n",
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       "            background-color:  #edf8b2;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col24 {\n",
       "            background-color:  #ccea9d;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col25 {\n",
       "            background-color:  #f9fdc4;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col26 {\n",
       "            background-color:  #e7f6ad;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col27 {\n",
       "            background-color:  #c5e89a;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col28 {\n",
       "            background-color:  #c9e99c;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col29 {\n",
       "            background-color:  #b6e192;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col30 {\n",
       "            background-color:  #cbea9c;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col31 {\n",
       "            background-color:  #ceeb9e;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col0 {\n",
       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col5 {\n",
       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col6 {\n",
       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col7 {\n",
       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col8 {\n",
       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #feffe1;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
       "            color:  #000000;\n",
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       "            background-color:  #ffffe5;\n",
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       "            background-color:  #00502d;\n",
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       "            background-color:  #005931;\n",
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       "            background-color:  #0a703a;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #3ca458;\n",
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       "            background-color:  #c0e597;\n",
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       "            background-color:  #187b3f;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #187b3f;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #43ac5e;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col8 {\n",
       "            background-color:  #006435;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col9 {\n",
       "            background-color:  #006536;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col10 {\n",
       "            background-color:  #004629;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #00492b;\n",
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       "            background-color:  #ccea9d;\n",
       "            color:  #000000;\n",
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       "            background-color:  #5fba6c;\n",
       "            color:  #000000;\n",
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       "            background-color:  #004f2d;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #00502d;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004f2d;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #eff9b3;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col18 {\n",
       "            background-color:  #40aa5c;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col19 {\n",
       "            background-color:  #004d2c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col20 {\n",
       "            background-color:  #11753d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col21 {\n",
       "            background-color:  #64bc6f;\n",
       "            color:  #000000;\n",
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       "            background-color:  #218242;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col23 {\n",
       "            background-color:  #228343;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col24 {\n",
       "            background-color:  #004d2c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col25 {\n",
       "            background-color:  #b6e192;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col26 {\n",
       "            background-color:  #3ba358;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col27 {\n",
       "            background-color:  #00472a;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col28 {\n",
       "            background-color:  #004c2c;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col29 {\n",
       "            background-color:  #00482a;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col30 {\n",
       "            background-color:  #005d33;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col31 {\n",
       "            background-color:  #00482a;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #016937;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col3 {\n",
       "            background-color:  #3fa95c;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col4 {\n",
       "            background-color:  #cfec9e;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col5 {\n",
       "            background-color:  #1a7d40;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col6 {\n",
       "            background-color:  #218242;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col7 {\n",
       "            background-color:  #4ab062;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col8 {\n",
       "            background-color:  #005931;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col9 {\n",
       "            background-color:  #005f34;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col12 {\n",
       "            background-color:  #d2eda0;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col13 {\n",
       "            background-color:  #68be71;\n",
       "            color:  #000000;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col16 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col17 {\n",
       "            background-color:  #f7fcbc;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col18 {\n",
       "            background-color:  #4ab062;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col19 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col20 {\n",
       "            background-color:  #076d39;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col21 {\n",
       "            background-color:  #5ab76a;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col22 {\n",
       "            background-color:  #248644;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col23 {\n",
       "            background-color:  #258745;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col24 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col25 {\n",
       "            background-color:  #c4e799;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col26 {\n",
       "            background-color:  #45ad5f;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col27 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col28 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col29 {\n",
       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col30 {\n",
       "            background-color:  #005f34;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #005b32;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #e0f3a8;\n",
       "            color:  #000000;\n",
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       "            background-color:  #006636;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #64bc6f;\n",
       "            color:  #000000;\n",
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       "            background-color:  #177b3f;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col5 {\n",
       "            background-color:  #d0ec9f;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col6 {\n",
       "            background-color:  #dbf1a4;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col7 {\n",
       "            background-color:  #3fa85b;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col8 {\n",
       "            background-color:  #005830;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col9 {\n",
       "            background-color:  #076d39;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col10 {\n",
       "            background-color:  #b5e092;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col11 {\n",
       "            background-color:  #004629;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #389f55;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col13 {\n",
       "            background-color:  #62bb6e;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col14 {\n",
       "            background-color:  #b1df90;\n",
       "            color:  #000000;\n",
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       "            background-color:  #98d486;\n",
       "            color:  #000000;\n",
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       "            background-color:  #e4f4ab;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col17 {\n",
       "            background-color:  #72c376;\n",
       "            color:  #000000;\n",
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       "            background-color:  #369d54;\n",
       "            color:  #000000;\n",
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       "            background-color:  #6bc072;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col20 {\n",
       "            background-color:  #187b3f;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #005c32;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col22 {\n",
       "            background-color:  #9fd788;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col23 {\n",
       "            background-color:  #006737;\n",
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       "            background-color:  #2f944e;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col25 {\n",
       "            background-color:  #1c7e40;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #88cd7f;\n",
       "            color:  #000000;\n",
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       "            background-color:  #bce395;\n",
       "            color:  #000000;\n",
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       "            background-color:  #def2a7;\n",
       "            color:  #000000;\n",
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       "            background-color:  #3fa85b;\n",
       "            color:  #000000;\n",
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       "            background-color:  #a9db8c;\n",
       "            color:  #000000;\n",
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       "            background-color:  #b5e092;\n",
       "            color:  #000000;\n",
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       "            background-color:  #268846;\n",
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       "            background-color:  #2c8f4b;\n",
       "            color:  #000000;\n",
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       "            background-color:  #3ea75a;\n",
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       "            background-color:  #7ac77a;\n",
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       "            background-color:  #e7f6ad;\n",
       "            color:  #000000;\n",
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       "            background-color:  #3ea75a;\n",
       "            color:  #000000;\n",
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       "            background-color:  #359c53;\n",
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       "            background-color:  #86cc7f;\n",
       "            color:  #000000;\n",
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       "            background-color:  #42ab5d;\n",
       "            color:  #000000;\n",
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       "            background-color:  #2e924c;\n",
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       "            background-color:  #10743c;\n",
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       "            background-color:  #218242;\n",
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       "            background-color:  #edf8b1;\n",
       "            color:  #000000;\n",
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       "            background-color:  #9fd788;\n",
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       "            background-color:  #177b3f;\n",
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       "            background-color:  #1d7f41;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #f7fcbc;\n",
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       "            background-color:  #7fc97c;\n",
       "            color:  #000000;\n",
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       "            background-color:  #1c7e40;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #51b365;\n",
       "            color:  #000000;\n",
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       "            background-color:  #d5eea1;\n",
       "            color:  #000000;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col22 {\n",
       "            background-color:  #49af61;\n",
       "            color:  #000000;\n",
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       "            background-color:  #74c477;\n",
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       "            background-color:  #167a3f;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #e3f4aa;\n",
       "            color:  #000000;\n",
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       "            background-color:  #62bb6e;\n",
       "            color:  #000000;\n",
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       "            background-color:  #12763d;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #13773d;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col29 {\n",
       "            background-color:  #10743c;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #218242;\n",
       "            color:  #000000;\n",
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       "            background-color:  #13773d;\n",
       "            color:  #f1f1f1;\n",
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       "            background-color:  #004529;\n",
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       "            background-color:  #0c723b;\n",
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       "            background-color:  #004529;\n",
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       "            background-color:  #004529;\n",
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       "            background-color:  #004529;\n",
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       "            background-color:  #026a38;\n",
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       "            background-color:  #004529;\n",
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       "            background-color:  #004529;\n",
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       "            background-color:  #369d54;\n",
       "            color:  #000000;\n",
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       "            background-color:  #56b568;\n",
       "            color:  #000000;\n",
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       "            background-color:  #248644;\n",
       "            color:  #000000;\n",
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       "            background-color:  #004529;\n",
       "            color:  #f1f1f1;\n",
       "        }    #T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col31 {\n",
       "            background-color:  #349a52;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67a\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >0</th>        <th class=\"col_heading level0 col1\" >1</th>        <th class=\"col_heading level0 col2\" >2</th>        <th class=\"col_heading level0 col3\" >3</th>        <th class=\"col_heading level0 col4\" >4</th>        <th class=\"col_heading level0 col5\" >5</th>        <th class=\"col_heading level0 col6\" >6</th>        <th class=\"col_heading level0 col7\" >7</th>        <th class=\"col_heading level0 col8\" >8</th>        <th class=\"col_heading level0 col9\" >9</th>        <th class=\"col_heading level0 col10\" >10</th>        <th class=\"col_heading level0 col11\" >11</th>        <th class=\"col_heading level0 col12\" >12</th>        <th class=\"col_heading level0 col13\" >13</th>        <th class=\"col_heading level0 col14\" >14</th>        <th class=\"col_heading level0 col15\" >15</th>        <th class=\"col_heading level0 col16\" >16</th>        <th class=\"col_heading level0 col17\" >17</th>        <th class=\"col_heading level0 col18\" >18</th>        <th class=\"col_heading level0 col19\" >19</th>        <th class=\"col_heading level0 col20\" >20</th>        <th class=\"col_heading level0 col21\" >21</th>        <th class=\"col_heading level0 col22\" >22</th>        <th class=\"col_heading level0 col23\" >23</th>        <th class=\"col_heading level0 col24\" >24</th>        <th class=\"col_heading level0 col25\" >25</th>        <th class=\"col_heading level0 col26\" >26</th>        <th class=\"col_heading level0 col27\" >27</th>        <th class=\"col_heading level0 col28\" >28</th>        <th class=\"col_heading level0 col29\" >29</th>        <th class=\"col_heading level0 col30\" >30</th>        <th class=\"col_heading level0 col31\" >31</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row0\" class=\"row_heading level0 row0\" >ae264e3637204a6fb9bb56bc8210ddfd</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col0\" class=\"data row0 col0\" >37.11</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col1\" class=\"data row0 col1\" >40.32</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col2\" class=\"data row0 col2\" >41.18</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col3\" class=\"data row0 col3\" >32.69</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col4\" class=\"data row0 col4\" >2.47</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col5\" class=\"data row0 col5\" >41.95</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col6\" class=\"data row0 col6\" >37.59</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col7\" class=\"data row0 col7\" >23.12</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col8\" class=\"data row0 col8\" >24.51</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col9\" class=\"data row0 col9\" >46.21</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col10\" class=\"data row0 col10\" >36.26</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col11\" class=\"data row0 col11\" >35.90</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col12\" class=\"data row0 col12\" >3.45</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col13\" class=\"data row0 col13\" >17.06</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col14\" class=\"data row0 col14\" >47.38</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col15\" class=\"data row0 col15\" >43.60</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col16\" class=\"data row0 col16\" >39.75</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col17\" class=\"data row0 col17\" >3.53</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col18\" class=\"data row0 col18\" >21.11</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col19\" class=\"data row0 col19\" >46.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col20\" class=\"data row0 col20\" >26.50</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col21\" class=\"data row0 col21\" >2.91</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col22\" class=\"data row0 col22\" >31.70</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col23\" class=\"data row0 col23\" >13.31</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col24\" class=\"data row0 col24\" >49.75</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col25\" class=\"data row0 col25\" >2.88</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col26\" class=\"data row0 col26\" >37.20</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col27\" class=\"data row0 col27\" >41.64</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col28\" class=\"data row0 col28\" >36.45</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col29\" class=\"data row0 col29\" >47.25</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col30\" class=\"data row0 col30\" >42.42</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow0_col31\" class=\"data row0 col31\" >37.25</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row1\" class=\"row_heading level0 row1\" >4d5c57ea9a6940dd891ad53e9dbe8da0</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col0\" class=\"data row1 col0\" >33.69</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col1\" class=\"data row1 col1\" >48.60</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col2\" class=\"data row1 col2\" >33.41</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col3\" class=\"data row1 col3\" >31.28</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col4\" class=\"data row1 col4\" >2.21</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col5\" class=\"data row1 col5\" >46.96</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col6\" class=\"data row1 col6\" >43.69</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col7\" class=\"data row1 col7\" >20.52</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col8\" class=\"data row1 col8\" >21.45</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col9\" class=\"data row1 col9\" >41.23</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col10\" class=\"data row1 col10\" >41.77</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col11\" class=\"data row1 col11\" >34.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col12\" class=\"data row1 col12\" >2.39</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col13\" class=\"data row1 col13\" >15.67</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col14\" class=\"data row1 col14\" >59.31</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col15\" class=\"data row1 col15\" >56.06</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col16\" class=\"data row1 col16\" >46.26</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col17\" class=\"data row1 col17\" >2.41</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col18\" class=\"data row1 col18\" >18.55</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col19\" class=\"data row1 col19\" >52.61</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col20\" class=\"data row1 col20\" >23.40</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col21\" class=\"data row1 col21\" >2.48</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col22\" class=\"data row1 col22\" >32.19</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col23\" class=\"data row1 col23\" >12.73</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col24\" class=\"data row1 col24\" >52.86</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col25\" class=\"data row1 col25\" >2.60</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col26\" class=\"data row1 col26\" >35.93</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col27\" class=\"data row1 col27\" >50.65</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col28\" class=\"data row1 col28\" >44.20</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col29\" class=\"data row1 col29\" >56.48</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col30\" class=\"data row1 col30\" >48.08</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow1_col31\" class=\"data row1 col31\" >43.73</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row2\" class=\"row_heading level0 row2\" >3f207df678b143eea3cee63160fa8bed</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col0\" class=\"data row2 col0\" >42.43</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col1\" class=\"data row2 col1\" >23.50</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col2\" class=\"data row2 col2\" >45.66</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col3\" class=\"data row2 col3\" >31.48</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col4\" class=\"data row2 col4\" >18.93</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col5\" class=\"data row2 col5\" >24.76</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col6\" class=\"data row2 col6\" >20.26</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col7\" class=\"data row2 col7\" >24.07</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col8\" class=\"data row2 col8\" >33.74</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col9\" class=\"data row2 col9\" >40.27</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col10\" class=\"data row2 col10\" >20.99</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col11\" class=\"data row2 col11\" >42.44</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col12\" class=\"data row2 col12\" >20.83</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col13\" class=\"data row2 col13\" >18.32</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col14\" class=\"data row2 col14\" >32.18</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col15\" class=\"data row2 col15\" >38.73</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col16\" class=\"data row2 col16\" >18.36</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col17\" class=\"data row2 col17\" >19.64</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col18\" class=\"data row2 col18\" >22.99</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col19\" class=\"data row2 col19\" >35.13</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col20\" class=\"data row2 col20\" >31.33</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col21\" class=\"data row2 col21\" >30.68</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col22\" class=\"data row2 col22\" >20.05</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col23\" class=\"data row2 col23\" >24.51</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col24\" class=\"data row2 col24\" >39.46</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col25\" class=\"data row2 col25\" >20.31</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col26\" class=\"data row2 col26\" >24.12</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col27\" class=\"data row2 col27\" >25.04</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col28\" class=\"data row2 col28\" >19.05</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col29\" class=\"data row2 col29\" >43.69</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col30\" class=\"data row2 col30\" >26.28</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow2_col31\" class=\"data row2 col31\" >21.79</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row3\" class=\"row_heading level0 row3\" >9b98b8c7a33c4b65b9aebfe6a799e6d9</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col0\" class=\"data row3 col0\" >29.10</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col1\" class=\"data row3 col1\" >32.90</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col2\" class=\"data row3 col2\" >29.53</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col3\" class=\"data row3 col3\" >27.90</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col4\" class=\"data row3 col4\" >4.99</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col5\" class=\"data row3 col5\" >33.11</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col6\" class=\"data row3 col6\" >29.00</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col7\" class=\"data row3 col7\" >19.54</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col8\" class=\"data row3 col8\" >19.26</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col9\" class=\"data row3 col9\" >29.94</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col10\" class=\"data row3 col10\" >27.80</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col11\" class=\"data row3 col11\" >24.79</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col12\" class=\"data row3 col12\" >6.19</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col13\" class=\"data row3 col13\" >14.76</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col14\" class=\"data row3 col14\" >39.23</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col15\" class=\"data row3 col15\" >41.96</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col16\" class=\"data row3 col16\" >27.43</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col17\" class=\"data row3 col17\" >6.79</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col18\" class=\"data row3 col18\" >16.89</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col19\" class=\"data row3 col19\" >37.96</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col20\" class=\"data row3 col20\" >21.55</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col21\" class=\"data row3 col21\" >7.39</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col22\" class=\"data row3 col22\" >23.51</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col23\" class=\"data row3 col23\" >13.03</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col24\" class=\"data row3 col24\" >37.33</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col25\" class=\"data row3 col25\" >5.87</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col26\" class=\"data row3 col26\" >26.32</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col27\" class=\"data row3 col27\" >32.04</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col28\" class=\"data row3 col28\" >26.81</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col29\" class=\"data row3 col29\" >42.17</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col30\" class=\"data row3 col30\" >33.00</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow3_col31\" class=\"data row3 col31\" >27.50</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row4\" class=\"row_heading level0 row4\" >0b1e1539f2cc45b7b9fa7c272da2e1d7</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col0\" class=\"data row4 col0\" >13.38</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col1\" class=\"data row4 col1\" >20.99</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col2\" class=\"data row4 col2\" >14.96</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col3\" class=\"data row4 col3\" >16.61</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col4\" class=\"data row4 col4\" >1.43</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col5\" class=\"data row4 col5\" >21.56</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col6\" class=\"data row4 col6\" >17.47</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col7\" class=\"data row4 col7\" >11.53</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col8\" class=\"data row4 col8\" >8.48</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col9\" class=\"data row4 col9\" >14.96</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col10\" class=\"data row4 col10\" >16.97</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col11\" class=\"data row4 col11\" >10.71</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col12\" class=\"data row4 col12\" >1.66</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col13\" class=\"data row4 col13\" >8.72</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col14\" class=\"data row4 col14\" >22.48</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col15\" class=\"data row4 col15\" >24.11</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col16\" class=\"data row4 col16\" >18.79</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col17\" class=\"data row4 col17\" >1.97</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col18\" class=\"data row4 col18\" >8.01</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col19\" class=\"data row4 col19\" >22.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col20\" class=\"data row4 col20\" >10.45</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col21\" class=\"data row4 col21\" >1.62</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col22\" class=\"data row4 col22\" >15.55</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col23\" class=\"data row4 col23\" >5.50</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col24\" class=\"data row4 col24\" >20.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col25\" class=\"data row4 col25\" >1.76</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col26\" class=\"data row4 col26\" >17.33</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col27\" class=\"data row4 col27\" >19.86</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col28\" class=\"data row4 col28\" >17.39</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col29\" class=\"data row4 col29\" >21.66</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col30\" class=\"data row4 col30\" >20.37</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow4_col31\" class=\"data row4 col31\" >17.77</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row5\" class=\"row_heading level0 row5\" >2298d6c36e964ae4a3e7e9706d1fb8c2</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col0\" class=\"data row5 col0\" >72.80</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col1\" class=\"data row5 col1\" >62.52</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col2\" class=\"data row5 col2\" >74.49</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col3\" class=\"data row5 col3\" >55.39</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col4\" class=\"data row5 col4\" >14.77</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col5\" class=\"data row5 col5\" >57.64</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col6\" class=\"data row5 col6\" >50.03</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col7\" class=\"data row5 col7\" >39.38</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col8\" class=\"data row5 col8\" >61.09</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col9\" class=\"data row5 col9\" >74.81</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col10\" class=\"data row5 col10\" >51.56</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col11\" class=\"data row5 col11\" >73.88</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col12\" class=\"data row5 col12\" >18.70</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col13\" class=\"data row5 col13\" >31.16</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col14\" class=\"data row5 col14\" >74.09</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col15\" class=\"data row5 col15\" >80.05</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col16\" class=\"data row5 col16\" >52.29</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col17\" class=\"data row5 col17\" >12.15</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col18\" class=\"data row5 col18\" >40.48</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col19\" class=\"data row5 col19\" >73.64</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col20\" class=\"data row5 col20\" >57.91</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col21\" class=\"data row5 col21\" >31.65</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col22\" class=\"data row5 col22\" >43.08</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col23\" class=\"data row5 col23\" >39.58</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col24\" class=\"data row5 col24\" >77.22</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col25\" class=\"data row5 col25\" >16.61</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col26\" class=\"data row5 col26\" >47.43</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col27\" class=\"data row5 col27\" >59.32</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col28\" class=\"data row5 col28\" >48.67</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col29\" class=\"data row5 col29\" >79.39</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col30\" class=\"data row5 col30\" >59.82</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow5_col31\" class=\"data row5 col31\" >51.71</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row6\" class=\"row_heading level0 row6\" >fafdcd668e3743c1bb461111dcafc2a4</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col0\" class=\"data row6 col0\" >75.40</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col1\" class=\"data row6 col1\" >65.83</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col2\" class=\"data row6 col2\" >76.84</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col3\" class=\"data row6 col3\" >54.27</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col4\" class=\"data row6 col4\" >12.98</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col5\" class=\"data row6 col5\" >57.21</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col6\" class=\"data row6 col6\" >48.69</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col7\" class=\"data row6 col7\" >38.69</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col8\" class=\"data row6 col8\" >63.52</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col9\" class=\"data row6 col9\" >76.21</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col10\" class=\"data row6 col10\" >51.74</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col11\" class=\"data row6 col11\" >74.90</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col12\" class=\"data row6 col12\" >17.77</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col13\" class=\"data row6 col13\" >30.25</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col14\" class=\"data row6 col14\" >76.01</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col15\" class=\"data row6 col15\" >82.50</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col16\" class=\"data row6 col16\" >53.64</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col17\" class=\"data row6 col17\" >9.52</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col18\" class=\"data row6 col18\" >39.19</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col19\" class=\"data row6 col19\" >75.18</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col20\" class=\"data row6 col20\" >60.08</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col21\" class=\"data row6 col21\" >32.88</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col22\" class=\"data row6 col22\" >42.67</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col23\" class=\"data row6 col23\" >38.97</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col24\" class=\"data row6 col24\" >78.81</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col25\" class=\"data row6 col25\" >14.97</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col26\" class=\"data row6 col26\" >45.73</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col27\" class=\"data row6 col27\" >59.76</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col28\" class=\"data row6 col28\" >49.53</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col29\" class=\"data row6 col29\" >80.30</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col30\" class=\"data row6 col30\" >59.32</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow6_col31\" class=\"data row6 col31\" >52.13</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row7\" class=\"row_heading level0 row7\" >5a8bc65990b245e5a138643cd4eb9837</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col0\" class=\"data row7 col0\" >70.49</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col1\" class=\"data row7 col1\" >30.88</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col2\" class=\"data row7 col2\" >77.67</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col3\" class=\"data row7 col3\" >49.23</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col4\" class=\"data row7 col4\" >34.07</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col5\" class=\"data row7 col5\" >34.16</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col6\" class=\"data row7 col6\" >27.56</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col7\" class=\"data row7 col7\" >40.04</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col8\" class=\"data row7 col8\" >63.68</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col9\" class=\"data row7 col9\" >72.36</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col10\" class=\"data row7 col10\" >29.32</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col11\" class=\"data row7 col11\" >74.46</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col12\" class=\"data row7 col12\" >40.79</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col13\" class=\"data row7 col13\" >30.79</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col14\" class=\"data row7 col14\" >42.10</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col15\" class=\"data row7 col15\" >48.78</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col16\" class=\"data row7 col16\" >25.64</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col17\" class=\"data row7 col17\" >34.71</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col18\" class=\"data row7 col18\" >42.76</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col19\" class=\"data row7 col19\" >50.43</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col20\" class=\"data row7 col20\" >56.37</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col21\" class=\"data row7 col21\" >52.24</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col22\" class=\"data row7 col22\" >30.44</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col23\" class=\"data row7 col23\" >45.20</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col24\" class=\"data row7 col24\" >61.12</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col25\" class=\"data row7 col25\" >34.58</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col26\" class=\"data row7 col26\" >38.68</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col27\" class=\"data row7 col27\" >33.16</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col28\" class=\"data row7 col28\" >24.79</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col29\" class=\"data row7 col29\" >58.93</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col30\" class=\"data row7 col30\" >37.00</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow7_col31\" class=\"data row7 col31\" >29.98</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row8\" class=\"row_heading level0 row8\" >f19421c1d4aa40978ebb69ca19b0e20d</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col0\" class=\"data row8 col0\" >59.16</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col1\" class=\"data row8 col1\" >52.90</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col2\" class=\"data row8 col2\" >60.39</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col3\" class=\"data row8 col3\" >46.23</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col4\" class=\"data row8 col4\" >9.36</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col5\" class=\"data row8 col5\" >50.85</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col6\" class=\"data row8 col6\" >45.41</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col7\" class=\"data row8 col7\" >32.64</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col8\" class=\"data row8 col8\" >45.48</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col9\" class=\"data row8 col9\" >62.70</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col10\" class=\"data row8 col10\" >45.46</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col11\" class=\"data row8 col11\" >59.16</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col12\" class=\"data row8 col12\" >11.61</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col13\" class=\"data row8 col13\" >25.19</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col14\" class=\"data row8 col14\" >64.76</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col15\" class=\"data row8 col15\" >67.71</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col16\" class=\"data row8 col16\" >45.62</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col17\" class=\"data row8 col17\" >9.67</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col18\" class=\"data row8 col18\" >32.89</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col19\" class=\"data row8 col19\" >63.44</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col20\" class=\"data row8 col20\" >44.67</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col21\" class=\"data row8 col21\" >16.20</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col22\" class=\"data row8 col22\" >37.75</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col23\" class=\"data row8 col23\" >28.59</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col24\" class=\"data row8 col24\" >66.96</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col25\" class=\"data row8 col25\" >10.58</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col26\" class=\"data row8 col26\" >42.71</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col27\" class=\"data row8 col27\" >52.27</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col28\" class=\"data row8 col28\" >43.27</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col29\" class=\"data row8 col29\" >69.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col30\" class=\"data row8 col30\" >52.95</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow8_col31\" class=\"data row8 col31\" >45.47</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row9\" class=\"row_heading level0 row9\" >2906b810c7d4411798c6938adc9daaa5</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col0\" class=\"data row9 col0\" >30.01</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col1\" class=\"data row9 col1\" >29.78</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col2\" class=\"data row9 col2\" >29.92</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col3\" class=\"data row9 col3\" >26.34</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col4\" class=\"data row9 col4\" >5.34</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col5\" class=\"data row9 col5\" >28.00</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col6\" class=\"data row9 col6\" >23.16</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col7\" class=\"data row9 col7\" >18.73</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col8\" class=\"data row9 col8\" >20.61</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col9\" class=\"data row9 col9\" >28.98</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col10\" class=\"data row9 col10\" >24.24</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col11\" class=\"data row9 col11\" >26.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col12\" class=\"data row9 col12\" >5.97</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col13\" class=\"data row9 col13\" >14.27</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col14\" class=\"data row9 col14\" >37.23</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col15\" class=\"data row9 col15\" >43.45</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col16\" class=\"data row9 col16\" >23.79</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col17\" class=\"data row9 col17\" >5.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col18\" class=\"data row9 col18\" >15.69</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col19\" class=\"data row9 col19\" >36.45</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col20\" class=\"data row9 col20\" >21.84</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col21\" class=\"data row9 col21\" >8.40</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col22\" class=\"data row9 col22\" >20.82</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col23\" class=\"data row9 col23\" >14.02</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col24\" class=\"data row9 col24\" >36.72</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col25\" class=\"data row9 col25\" >6.32</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col26\" class=\"data row9 col26\" >23.09</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col27\" class=\"data row9 col27\" >29.02</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col28\" class=\"data row9 col28\" >23.54</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col29\" class=\"data row9 col29\" >41.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col30\" class=\"data row9 col30\" >28.70</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow9_col31\" class=\"data row9 col31\" >25.09</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67alevel0_row10\" class=\"row_heading level0 row10\" >no_offer_sending</th>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col0\" class=\"data row10 col0\" >74.66</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col1\" class=\"data row10 col1\" >49.26</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col2\" class=\"data row10 col2\" >86.03</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col3\" class=\"data row10 col3\" >76.47</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col4\" class=\"data row10 col4\" >42.61</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col5\" class=\"data row10 col5\" >67.40</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col6\" class=\"data row10 col6\" >58.87</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col7\" class=\"data row10 col7\" >56.57</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col8\" class=\"data row10 col8\" >67.71</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col9\" class=\"data row10 col9\" >82.57</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col10\" class=\"data row10 col10\" >48.00</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col11\" class=\"data row10 col11\" >74.10</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col12\" class=\"data row10 col12\" >60.71</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col13\" class=\"data row10 col13\" >48.94</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col14\" class=\"data row10 col14\" >48.58</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col15\" class=\"data row10 col15\" >50.52</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col16\" class=\"data row10 col16\" >44.88</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col17\" class=\"data row10 col17\" >65.78</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col18\" class=\"data row10 col18\" >59.74</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col19\" class=\"data row10 col19\" >66.35</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col20\" class=\"data row10 col20\" >68.78</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col21\" class=\"data row10 col21\" >56.78</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col22\" class=\"data row10 col22\" >52.04</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col23\" class=\"data row10 col23\" >50.81</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col24\" class=\"data row10 col24\" >71.02</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col25\" class=\"data row10 col25\" >44.16</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col26\" class=\"data row10 col26\" >63.47</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col27\" class=\"data row10 col27\" >46.63</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col28\" class=\"data row10 col28\" >35.86</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col29\" class=\"data row10 col29\" >65.23</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col30\" class=\"data row10 col30\" >63.53</td>\n",
       "                        <td id=\"T_3d324f4e_4e1d_11ea_8426_43c40a29f67arow10_col31\" class=\"data row10 col31\" >41.09</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f44dfd1b748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    ## Get one batch of customer history\n",
    "    cust_history_list, cust_y_true_list = next(iter(test_dataloader))\n",
    "\n",
    "    ## For each customer, make predictions for each offer\n",
    "    cust_result = []\n",
    "    for cust_history, cust_y_true in zip(cust_history_list, cust_y_true_list):\n",
    "        # Get the customer demographic data\n",
    "        cust_data = cust_history[0][-7:].unsqueeze(0)\n",
    "\n",
    "        # Get the data of each offer\n",
    "        offer = portfolio_df.reset_index().values\n",
    "\n",
    "        # Build features by concatenating offer data + customer data\n",
    "        # Create one feature vector for each offer\n",
    "        cust_data = np.repeat(cust_data, 11, axis=0)\n",
    "        feat_offer = np.concatenate((offer[:,1:], cust_data), axis=1)\n",
    "        feat_offer = torch.tensor(feat_offer.tolist())\n",
    "\n",
    "        # Concatenate the offers after the user history\n",
    "        # Once for each offer\n",
    "        feat_offer = feat_offer.unsqueeze(1)\n",
    "        cust_history = cust_history.repeat(11,1,1)\n",
    "        features = torch.cat((cust_history,feat_offer),dim=1)\n",
    "\n",
    "        # Calculate the probabilities after each offer\n",
    "        y_linear = predictor(features)\n",
    "        y_linear = torch.softmax(y_linear, dim=2)\n",
    "\n",
    "        # Store the probabilities for this customer\n",
    "        cust_result.append(y_linear[:,-1,1].numpy()*100)\n",
    "\n",
    "cust_df = pd.DataFrame(cust_result, columns=portfolio_df.index).T\n",
    "cust_df = cust_df.style.background_gradient(cmap='YlGn')\n",
    "display(cust_df)"
   ]
  }
 ],
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